Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-02-17<\/title><\/p>\n<style>\n \/* --- \u5168\u5c40\u91cd\u7f6e\u4e0e\u5b57\u4f53 --- *\/\n :root {\n --ph-orange: #FF6154;\n --text-main: #21293C;\n --text-secondary: #4B587C;\n --bg-ai: #F7F7F9;\n --border-color: #E6E6E6;\n }<\/p>\n<p> body {\n font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Helvetica, Arial, sans-serif;\n color: var(--text-main);\n background-color: #ffffff;\n line-height: 1.6;\n margin: 0;\n padding: 20px;\n }<\/p>\n<p> .container {\n max-width: 800px;\n margin: 0 auto;\n }<\/p>\n<p> \/* --- \u5361\u7247\u6837\u5f0f --- *\/\n .app-card {\n border-bottom: 1px solid var(--border-color);\n padding-bottom: 40px;\n margin-bottom: 40px;\n }<\/p>\n<p> \/* --- 1. \u5934\u90e8\u533a\u57df --- *\/\n .app-header {\n display: flex;\n align-items: flex-start;\n gap: 16px;\n margin-bottom: 20px;\n }<\/p>\n<p> .rank {\n font-size: 24px;\n font-weight: 300;\n color: #999;\n min-width: 30px;\n padding-top: 4px;\n }<\/p>\n<p> .title-group {\n flex: 1;\n }<\/p>\n<p> .app-title {\n font-size: 24px;\n font-weight: 800;\n margin: 0 0 4px 0;\n color: var(--text-main);\n text-decoration: none;\n display: inline-block;\n }<\/p>\n<p> .app-title:hover {\n color: var(--ph-orange);\n text-decoration: underline;\n }<\/p>\n<p> .vote-btn {\n display: flex;\n flex-direction: column;\n align-items: center;\n justify-content: center;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 8px 12px;\n background: #fff;\n min-width: 60px;\n box-shadow: 0 1px 2px rgba(0,0,0,0.05);\n }<\/p>\n<p> .vote-arrow {\n color: var(--ph-orange);\n font-size: 14px;\n margin-bottom: -2px;\n }<\/p>\n<p> .vote-count {\n font-weight: 600;\n font-size: 14px;\n }<\/p>\n<p> \/* --- 2. \u5347\u7ea7\u7248\u5a92\u4f53\u753b\u5eca (\u5173\u952e\u4fee\u6539) --- *\/\n .media-gallery {\n display: flex;\n gap: 16px;\n overflow-x: auto; \/* \u5141\u8bb8\u6a2a\u5411\u6eda\u52a8 *\/\n padding-bottom: 16px; \/* \u7559\u51fa\u6eda\u52a8\u7a7a\u95f4 *\/\n scroll-snap-type: x mandatory; \/* \u6eda\u52a8\u5438\u9644\u6548\u679c *\/\n -webkit-overflow-scrolling: touch; \/* iOS \u5e73\u6ed1\u6eda\u52a8 *\/\n margin-bottom: 20px;<\/p>\n<p> \/* \u9690\u85cf\u9ed8\u8ba4\u6eda\u52a8\u6761\u4f46\u4fdd\u7559\u529f\u80fd (Firefox) *\/\n scrollbar-width: thin;\n scrollbar-color: #ddd transparent;\n }<\/p>\n<p> \/* Webkit \u6eda\u52a8\u6761\u6837\u5f0f\u4f18\u5316 *\/\n .media-gallery::-webkit-scrollbar {\n height: 6px;\n }\n .media-gallery::-webkit-scrollbar-track {\n background: transparent;\n }\n .media-gallery::-webkit-scrollbar-thumb {\n background-color: #eee;\n border-radius: 10px;\n }<\/p>\n<p> .media-item-wrapper {\n flex: 0 0 auto; \/* \u9632\u6b62\u88ab\u538b\u7f29 *\/\n width: 80%; \/* \u79fb\u52a8\u7aef\u9ed8\u8ba4\u9732\u51fa\u4e00\u70b9\u4e0b\u4e00\u5f20\uff0c\u63d0\u793a\u53ef\u6ed1\u52a8 *\/\n max-width: 500px; \/* \u684c\u9762\u7aef\u6700\u5927\u5bbd\u5ea6 *\/\n aspect-ratio: 16\/9; \/* \u7edf\u4e00\u6bd4\u4f8b *\/<\/p>\n<p> position: relative;\n border-radius: 12px;\n overflow: hidden;\n border: 1px solid rgba(0,0,0,0.08);\n background-color: #f5f5f5;\n scroll-snap-align: center; \/* \u6eda\u52a8\u505c\u6b62\u65f6\u5c45\u4e2d *\/\n }<\/p>\n<p> .media-content {\n width: 100%;\n height: 100%;\n object-fit: cover; \/* \u586b\u5145\u5bb9\u5668 *\/\n display: block;\n cursor: pointer;\n }<\/p>\n<p> \/* \u89c6\u9891\u6807\u7b7e\u7279\u6b8a\u5904\u7406 *\/\n video.media-content {\n background-color: #000;\n cursor: pointer;\n }<\/p>\n<p> \/* \u5982\u679c\u53ea\u67091\u4e2a\u5a92\u4f53\uff0c\u4e0d\u8981\u6eda\u52a8\uff0c\u4e14\u5bbd\u5ea6\u81ea\u9002\u5e94 *\/\n .media-gallery.single-item .media-item-wrapper {\n width: 100%;\n max-width: 100%;\n }<\/p>\n<p> \/* --- 3. \u63cf\u8ff0\u4e0e\u6807\u7b7e --- *\/\n .one-liner {\n font-size: 18px;\n color: var(--text-secondary);\n margin-bottom: 12px;\n font-weight: 500;\n }<\/p>\n<p> .tags-container {\n display: flex;\n flex-wrap: wrap;\n gap: 8px;\n margin-bottom: 24px;\n }<\/p>\n<p> .tag {\n font-size: 12px;\n color: var(--text-secondary);\n background-color: #F2F2F2;\n padding: 4px 10px;\n border-radius: 20px;\n font-weight: 600;\n text-transform: uppercase;\n }<\/p>\n<p> \/* --- 4. AI \u6458\u8981\u533a --- *\/\n .ai-section {\n background-color: var(--bg-ai);\n border-radius: 12px;\n padding: 20px;\n margin-bottom: 20px;\n border-left: 4px solid var(--ph-orange);\n }<\/p>\n<p> .ai-title {\n font-size: 14px;\n font-weight: 700;\n color: var(--text-main);\n margin: 0 0 12px 0;\n display: flex;\n align-items: center;\n gap: 6px;\n }<\/p>\n<p> .ai-content {\n font-size: 15px;\n color: #333;\n margin-bottom: 0;\n line-height: 1.7;\n }<\/p>\n<p> \/* --- 5. \u8bc4\u8bba\u533a --- *\/\n .reviews-section {\n margin-top: 10px;\n }<\/p>\n<p> .review-item {\n display: flex;\n gap: 10px;\n margin-bottom: 12px;\n font-size: 14px;\n }<\/p>\n<p> .review-avatar {\n font-size: 18px;\n margin-top: 2px;\n min-width: 24px;\n }<\/p>\n<p> .review-bubble {\n background: #fff;\n border: 1px solid var(--border-color);\n padding: 8px 12px;\n border-radius: 0 12px 12px 12px;\n color: var(--text-secondary);\n line-height: 1.5;\n }<\/p>\n<p> .review-author {\n font-weight: 700;\n color: var(--text-main);\n margin-right: 4px;\n font-style: normal;\n }<\/p>\n<p> .comments-section {\n margin-top: 30px;\n border-top: 1px solid var(--border-color);\n padding-top: 20px;\n }<\/p>\n<p> .comments-toggle {\n background-color: #f8f9fa;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 12px 20px;\n cursor: pointer;\n display: flex;\n justify-content: space-between;\n align-items: center;\n width: 100%;\n font-size: 14px;\n font-weight: 600;\n color: var(--text-main);\n transition: all 0.3s ease;\n }<\/p>\n<p> .comments-toggle:hover {\n background-color: #e9ecef;\n }<\/p>\n<p> .comments-toggle .toggle-arrow {\n font-size: 18px;\n transition: transform 0.3s ease;\n }<\/p>\n<p> .comments-toggle.open .toggle-arrow {\n transform: rotate(180deg);\n }<\/p>\n<p> .comments-container {\n max-height: 0;\n overflow: hidden;\n transition: max-height 0.5s ease;\n margin-top: 15px;\n }<\/p>\n<p> .comments-container.open {\n max-height: 800px;\n overflow: auto;\n }<\/p>\n<p> .comment-item {\n background-color: #fff;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 16px;\n margin-bottom: 12px;\n font-size: 14px;\n }<\/p>\n<p> .comment-header {\n display: flex;\n justify-content: space-between;\n align-items: flex-start;\n margin-bottom: 8px;\n }<\/p>\n<p> .comment-author {\n font-weight: 600;\n color: var(--text-main);\n margin-right: 8px;\n }<\/p>\n<p> .comment-content {\n color: var(--text-secondary);\n line-height: 1.5;\n margin-bottom: 10px;\n word-break: break-word;\n word-wrap: break-word;\n overflow-wrap: anywhere;\n white-space: normal;\n }<\/p>\n<p> .comment-content p {\n margin: 0;\n word-break: break-word;\n word-wrap: break-word;\n overflow-wrap: anywhere;\n white-space: normal;\n }<\/p>\n<p> \/* \u4f18\u5316\u8868\u60c5\u7b26\u53f7\u663e\u793a *\/\n .emoji {\n display: inline;\n max-width: 15px;\n overflow-wrap: normal;\n }<\/p>\n<p> .comment-actions {\n display: flex;\n align-items: center;\n gap: 16px;\n font-size: 12px;\n color: var(--text-secondary);\n }<\/p>\n<p> .comment-vote {\n display: flex;\n align-items: center;\n gap: 4px;\n cursor: pointer;\n }<\/p>\n<p> .comment-replies {\n margin-top: 12px;\n margin-left: 20px;\n padding-left: 12px;\n border-left: 2px solid var(--border-color);\n }<\/p>\n<p> .reply-item {\n background-color: #f8f9fa;\n border: 1px solid var(--border-color);\n border-radius: 6px;\n padding: 12px;\n margin-bottom: 8px;\n font-size: 13px;\n }<\/p>\n<p> .reply-content {\n color: var(--text-secondary);\n line-height: 1.4;\n margin-bottom: 6px;\n }<\/p>\n<p> \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n @media (min-width: 600px) {\n .media-item-wrapper {\n width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n }\n }<\/p>\n<p> \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n @media (max-width: 599px) {\n \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n .modal-content {\n max-width: 95%;\n max-height: 85vh;\n margin: 10vh auto;\n }<\/p>\n<p> .close {\n top: 10px;\n right: 20px;\n font-size: 30px;\n \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n padding: 15px;\n }<\/p>\n<p> \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n .play-icon {\n width: 60px;\n height: 60px;\n font-size: 18px;\n }<\/p>\n<p> \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n .media-content {\n object-fit: cover;\n }\n }<\/p>\n<p> \/* --- \u56fe\u7247\u653e\u5927\u6a21\u6001\u6846\u6837\u5f0f --- *\/\n .modal {\n display: none;\n position: fixed;\n z-index: 1000;\n left: 0;\n top: 0;\n width: 100%;\n height: 100%;\n background-color: rgba(0, 0, 0, 0.9);\n overflow: auto;\n transition: opacity 0.3s ease;\n }<\/p>\n<p> .modal-content {\n display: block;\n max-width: 90%;\n max-height: 90vh;\n margin: 5vh auto;\n object-fit: contain;\n animation: zoom 0.3s;\n }<\/p>\n<p> @keyframes zoom {\n from {transform: scale(0.8); opacity: 0;}\n to {transform: scale(1); opacity: 1;}\n }<\/p>\n<p> .close {\n position: absolute;\n top: 20px;\n right: 35px;\n color: #fff;\n font-size: 40px;\n font-weight: bold;\n transition: 0.3s;\n cursor: pointer;\n \/* \u6dfb\u52a0\u89e6\u63a7\u4f18\u5316 *\/\n padding: 10px;\n line-height: 1;\n user-select: none;\n -webkit-user-select: none;\n }<\/p>\n<p> .close:hover,\n .close:focus {\n color: #bbb;\n text-decoration: none;\n }<\/p>\n<p> \/* \u89c6\u9891\u70b9\u51fb\u63d0\u793a\u6837\u5f0f *\/\n .video-overlay {\n position: absolute;\n top: 0;\n left: 0;\n width: 100%;\n height: 100%;\n display: flex;\n align-items: center;\n justify-content: center;\n background-color: rgba(0, 0, 0, 0.2);\n opacity: 0;\n transition: opacity 0.3s ease;\n \/* \u89e6\u63a7\u4f18\u5316 *\/\n touch-action: manipulation;\n cursor: pointer;\n }<\/p>\n<p> .media-item-wrapper:hover .video-overlay {\n opacity: 1;\n }<\/p>\n<p> \/* \u4e3a\u89e6\u6478\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u6548\u679c *\/\n .media-item-wrapper:active .video-overlay {\n opacity: 0.8;\n }<\/p>\n<p> .play-icon {\n width: 80px;\n height: 80px;\n background-color: rgba(255, 255, 255, 0.9);\n border-radius: 50%;\n display: flex;\n align-items: center;\n justify-content: center;\n color: var(--ph-orange);\n font-size: 24px;\n font-weight: bold;\n \/* \u89e6\u63a7\u4f18\u5316 *\/\n user-select: none;\n -webkit-user-select: none;\n }<\/p>\n<p> \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n @media (min-width: 600px) {\n .media-item-wrapper {\n width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n }\n }<\/p>\n<p> \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n @media (max-width: 599px) {\n \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n .modal-content {\n max-width: 95%;\n max-height: 85vh;\n margin: 10vh auto;\n }<\/p>\n<p> .close {\n top: 10px;\n right: 20px;\n font-size: 30px;\n \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n padding: 15px;\n }<\/p>\n<p> \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n .play-icon {\n width: 60px;\n height: 60px;\n font-size: 18px;\n }<\/p>\n<p> \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n .media-content {\n object-fit: cover;\n }\n }\n <\/style>\n<p><\/head><br \/>\n<body><\/p>\n<div class=\"container\">\n<h1 style=\"text-align:center; margin-bottom:40px; font-weight:900;\">PH\u70ed\u699c | 2026-02-17<\/h1>\n<p> <\/p>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#1<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/MSR5QNHU7TKR5L\" class=\"app-title\">Figr AI<\/a><\/p>\n<div class=\"one-liner\">Product-aware AI that thinks through UX<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">359<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Figr AI\u662f\u4e00\u6b3e\u9762\u5411\u4ea7\u54c1\u7ecf\u7406\u7684AI\u4ea7\u54c1\u52a9\u624b\uff0c\u5b83\u901a\u8fc7\u89e3\u6790\u7ebf\u4e0a\u5e94\u7528\u3001Figma\u8bbe\u8ba1\u7a3f\u7b49\u8d44\u6599\u7406\u89e3\u4ea7\u54c1\u4e0a\u4e0b\u6587\uff0c\u5728\u9700\u6c42\u6784\u601d\u548c\u539f\u578b\u8bbe\u8ba1\u9636\u6bb5\uff0c\u5e2e\u52a9\u7528\u6237\u7cfb\u7edf\u6027\u5730\u68b3\u7406\u6d41\u7a0b\u3001\u53d1\u73b0\u8fb9\u7f18\u6848\u4f8b\u5e76\u751f\u6210\u7b26\u5408\u539f\u6709\u8bbe\u8ba1\u8bed\u8a00\u7684\u539f\u578b\uff0c\u89e3\u51b3\u4e86AI\u8bbe\u8ba1\u5de5\u5177\u53ea\u91cd\u754c\u9762\u4ea7\u51fa\u3001\u7f3a\u4e4f\u4ea7\u54c1\u601d\u7ef4\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3db3eac0-5f9a-421b-8bb6-8f72693a8978.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/307dfe97-bbc9-4c97-806e-33671a90c190.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7f70d43e-efd5-4921-bf06-f9e7fbe80229.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5829166e-ff25-4c99-93aa-ca6daf27eaaf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ec7e32c1-b531-41ea-88df-6a66647235ee.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/45dcdeca-e59e-4644-b626-52956a41c4db.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/34b0b059-e540-47cd-bcd6-ee94ff335950.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3fd6505e-7b66-4c22-a787-1d8159a69dab.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/ffe67380-01a2-4a6b-b8be-e64f9d4ba70e.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=QGURrfGZ67A\"><source src=\"https:\/\/www.youtube.com\/watch?v=QGURrfGZ67A\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">User Experience<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">UX Design<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4ea7\u54c1\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">UX\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u539f\u578b\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u7ba1\u7406\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8bbe\u8ba1\u7cfb\u7edf<\/span><br \/>\n <span class=\"tag\">\u6d41\u7a0b\u6620\u5c04<\/span><br \/>\n <span class=\"tag\">\u8fb9\u7f18\u6848\u4f8b\u68c0\u6d4b<\/span><br \/>\n <span class=\"tag\">\u7ade\u54c1\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u7528\u6237\u4f53\u9a8c\u5ba1\u67e5<\/span><br \/>\n <span class=\"tag\">AI\u52a9\u624b<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u201c\u4ea7\u54c1\u611f\u77e5\u201d\u548c\u6301\u4e45\u8bb0\u5fc6\u80fd\u529b\uff0c\u8ba4\u4e3a\u8282\u7701\u4e86\u53cd\u590d\u89e3\u91ca\u4ea7\u54c1\u7684\u65f6\u95f4\u3002\u5177\u4f53\u4ef7\u503c\u70b9\u5305\u62ec\uff1a\u9ad8\u6548\u6620\u5c04\u7528\u6237\u6d41\u7a0b\u3001\u53d1\u73b0\u9057\u6f0f\u8fb9\u7f18\u6848\u4f8b\u3001\u751f\u6210\u9ad8\u4fdd\u771f\u4e14\u7b26\u5408\u8bbe\u8ba1\u7cfb\u7edf\u7684\u539f\u578b\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\u529f\u80fd\u7ec6\u8282\uff0c\u5982\u591a\u95ee\u9898\u4f18\u5148\u7ea7\u6392\u5e8f\u3001\u9664Chrome\u6269\u5c55\u548cFigma\u5916\u7684\u6570\u636e\u6e90\u96c6\u6210\uff08\u5982GitHub\uff09\u7b49\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Figr AI\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u6210\u4e3a\u53c8\u4e00\u4e2a\u201c\u63d0\u793a\u8bcd\u51fa\u56fe\u201d\u7684AI\u8bbe\u8ba1\u73a9\u5177\uff0c\u800c\u662f\u8bd5\u56fe\u626e\u6f14\u4e00\u4e2a\u6570\u5b57\u5316\u7684\u201c\u521d\u7ea7\u4ea7\u54c1\u5408\u4f19\u4eba\u201d\u3002\u5176\u5ba3\u79f0\u7684\u201cProduct-aware\u201d\u662f\u6838\u5fc3\u5206\u6c34\u5cad\uff0c\u5b83\u901a\u8fc7Chrome\u63d2\u4ef6\u722c\u53d6\u7ebf\u4e0a\u5e94\u7528\u3001\u5bfc\u5165Figma\u8bbe\u8ba1\u4ee4\u724c\u7b49\u65b9\u5f0f\uff0c\u6784\u5efa\u4ea7\u54c1\u7684\u6301\u4e45\u5316\u4e0a\u4e0b\u6587\u8bb0\u5fc6\u3002\u8fd9\u4f7f\u5176\u8131\u79bb\u4e86\u201c\u4e00\u6b21\u4e00\u56fe\u201d\u7684\u96f6\u57fa\u7840\u751f\u6210\u6a21\u5f0f\uff0c\u8f6c\u5411\u57fa\u4e8e\u73b0\u6709\u4ea7\u54c1\u4f53\u7cfb\u7684\u589e\u91cf\u5f0f\u5206\u6790\u4e0e\u521b\u4f5c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u4ef7\u503c\u5728\u4e8e\uff0c\u5b83\u5c06AI\u7684\u7528\u4f8b\u4ece\u201c\u6267\u884c\u5c42\u201d\u7684\u754c\u9762\u751f\u6210\uff0c\u524d\u7f6e\u5230\u4e86\u201c\u601d\u8003\u5c42\u201d\u7684\u4ea7\u54c1\u5b9a\u4e49\u4e0e\u62c6\u89e3\u3002\u751f\u6210PRD\u3001\u6620\u5c04\u6d41\u7a0b\u3001\u53d1\u73b0\u8fb9\u7f18\u6848\u4f8b\uff0c\u8fd9\u4e9b\u672c\u5e94\u662f\u4ea7\u54c1\u6784\u601d\u4e2d\u6700\u8017\u8d39\u5fc3\u667a\u3001\u6700\u4f9d\u8d56\u7ecf\u9a8c\u7684\u73af\u8282\u3002Figr AI\u7528\u5176\u8bad\u7ec3\u768420\u4e07+UX\u6a21\u5f0f\u4f5c\u4e3a\u201c\u7ecf\u9a8c\u5e93\u201d\uff0c\u8bd5\u56fe\u7cfb\u7edf\u5316\u5730\u586b\u8865\u975e\u8bbe\u8ba1\u80cc\u666fPM\u7684\u89c6\u89c9\u8868\u8fbe\u7f3a\u53e3\uff0c\u4ee5\u53ca\u8d44\u6e90\u6709\u9650\u56e2\u961f\u7684\u8bbe\u8ba1\u5ba1\u67e5\u76f2\u533a\u3002\u8fd9\u76f4\u6307\u4e00\u4e2a\u66f4\u672c\u8d28\u7684\u884c\u4e1a\u95ee\u9898\uff1a\u5927\u91cf\u4ea7\u54c1\u5931\u8d25\u5e76\u975e\u56e0\u4e3a\u754c\u9762\u4e0d\u7f8e\uff0c\u800c\u662f\u56e0\u4e3a\u5e95\u5c42\u903b\u8f91\u548c\u7528\u6237\u4f53\u9a8c\u6d41\u7a0b\u5b58\u5728\u7f3a\u9677\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u540c\u6837\u660e\u663e\u3002\u9996\u5148\uff0c\u201c\u4ea7\u54c1\u611f\u77e5\u201d\u7684\u6df1\u5ea6\u4e0e\u51c6\u786e\u5ea6\u662f\u9ed1\u76d2\uff0c\u89e3\u6790\u52a8\u6001\u590d\u6742\u7684Web\u5e94\u7528\u72b6\u6001\u80fd\u5426\u5b8c\u5168\u53ef\u9760\u5b58\u7591\u3002\u5176\u6b21\uff0c\u4ece\u201c\u53d1\u73b0\u95ee\u9898\u201d\u5230\u201c\u6307\u5bfc\u6b63\u786e\u884c\u52a8\u201d\u4e4b\u95f4\u5b58\u5728\u5de8\u5927\u9e3f\u6c9f\uff0cAI\u8bc6\u522b\u7684\u201c\u6a21\u5f0f\u8fdd\u53cd\u201d\u662f\u5426\u771f\u662f\u95ee\u9898\uff0c\u4ee5\u53ca\u4f18\u5148\u7ea7\u5982\u4f55\uff0c\u4ecd\u9700\u4eba\u7c7b\u6700\u7ec8\u88c1\u51b3\uff0c\u8fd9\u53ef\u80fd\u5c06\u4ea7\u54c1\u4e89\u8bba\u4ece\u201c\u6709\u4ec0\u4e48\u95ee\u9898\u201d\u8f6c\u79fb\u5230\u201c\u8be5\u542cAI\u7684\u8fd8\u662f\u6211\u7684\u201d\u4e0a\u3002\u6700\u540e\uff0c\u5176\u4e0eLovable\u3001v0\u7b49\u5de5\u5177\u7684\u5dee\u5f02\u5b9a\u4f4d\u867d\u6e05\u6670\uff0c\u4f46\u540e\u8005\u5728\u7eaf\u7cb9\u7684\u539f\u578b\u751f\u6210\u901f\u5ea6\u4e0a\u4f18\u52bf\u663e\u8457\uff0cFigr AI\u66f4\u91cd\u7684\u6d41\u7a0b\u53ef\u80fd\u727a\u7272\u90e8\u5206\u654f\u6377\u6027\uff0c\u5176\u76ee\u6807\u7528\u6237\u9700\u8981\u66f4\u5f3a\u70c8\u7684\u201c\u7cfb\u7edf\u6027\u601d\u7ef4\u201d\u8bc9\u6c42\u6765\u9a71\u52a8\u4f7f\u7528\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cFigr AI\u662f\u4e00\u6b21\u6709\u4ef7\u503c\u7684\u5347\u7ef4\u5c1d\u8bd5\uff0c\u5b83\u4e0d\u6ee1\u8db3\u4e8e\u8ba9AI\u753b\u56fe\uff0c\u800c\u662f\u8bd5\u56fe\u8ba9AI\u201c\u601d\u8003\u201d\u4ea7\u54c1\u3002\u6210\u8d25\u5173\u952e\u5728\u4e8e\u5176\u201c\u601d\u8003\u201d\u7684\u8d28\u91cf\u80fd\u5426\u771f\u6b63\u7ecf\u5f97\u8d77\u590d\u6742\u4ea7\u54c1\u5b9e\u6218\u7684\u68c0\u9a8c\uff0c\u4ece\u800c\u5c06\u81ea\u8eab\u4ece\u201c\u6709\u7528\u7684\u529f\u80fd\u201d\u5347\u7ea7\u4e3a\u201c\u4e0d\u53ef\u6216\u7f3a\u7684\u6d41\u7a0b\u201d\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Figr AI<\/span>\n <\/div>\n<div class=\"comment-content\">Figr is an AI product agent for PMs. Parse your live app via Chrome extension, import from Figma, drop in docs and analytics. It maps flows, spots edge cases, runs UX reviews, builds A\/B variations and prototypes that match your app’s design language. Every recommendation backed by 200K+ UX patterns.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \ud83c\udf89 I’m Moksh, co-founder of Figr AI.<\/p>\n<p>Every AI design tool skips the hard part. They jump straight to screens. But that’s not how product design actually works. You think through the problem first. The flows, the edge cases, the states nobody remembers until production. Then the design comes.<\/p>\n<p>So we built Figr to think before it designs.<\/p>\n<p>You feed it your actual product, a Chrome extension that parses your live webapp, screen recordings, your Figma with design tokens, competitor screenshots, docs. It builds a persistent memory of your product. Then when you ask for something new, it doesn’t start from a blank prompt. It starts from your product.<\/p>\n<p>It surfaces edge cases you missed. Maps user flows. Generates PRDs. Runs UX reviews. All grounded in 200,000+ real-world UX patterns we trained it on. The prototype comes after the thinking, and it looks like your app, not a generic AI mockup.<\/p>\n<p>How Figr is different from Lovable, Bolt, V0: Those are great interface builders. If you know exactly what you want, they’ll build it fast. But they don’t help you figure out if you’re building the right thing. Figr is more like an AI product partner that happens to also design. It questions your assumptions and catches what you missed.<\/p>\n<p>What you can do with Figr AI:<br \/>\n– Paste a PRD and get back structured flows, edge cases, and an interactive prototype, all connected on one canvas<br \/>\n– Parse a live webapp via our Chrome extension and redesign features in your actual design language<br \/>\n– Import your Figma with design system tokens and generate high-fidelity prototypes that match your product<br \/>\n– Run UX reviews and accessibility audits on existing screens<br \/>\n– Compare competitor flows side by side (we did Cal.com vs Calendly, Linear vs Jira)<br \/>\n– Generate test cases for complex user journeys<\/p>\n<p>Here are some real-world UX problems teams have worked through on Figr \u2192 figr.design\/gallery<\/p>\n<p>Where we’re headed:<br \/>\nThe world can have better products. Not every team has 10 designers. Not every PM can articulate visual intent perfectly. Figr closes that gap, not by replacing designers, but by giving every product person the ability to think through UX properly and build the best user experience for their users.<\/p>\n<p>We’d love your feedback, especially if you’ve hit the same wall with AI tools that generate pretty screens but skip the product thinking. That’s exactly the problem we’re obsessed with solving.<\/p>\n<p>Try it here \u2192 app.figr.design<\/p>\n<p>PS: A huge shoutout to our thousands of our early users who broke things, flagged issues, and pushed us to make Figr better, this launch is yours as much as ours.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>29<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@moksh_garg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@moksh_garg<\/a> Lesssgoooo <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@moksh_garg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@moksh_garg<\/a> Amazing product man! Looks clean and useful. All the best Moksh!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@moksh_garg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@moksh_garg<\/a> Hi Moksh. Congrats on your launch! When you say Figr <em>learns your product<\/em>, what does that mean in practice? How is that fundamentally different from other AI design tools?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>As a PM\/founder, this solves a real pain: stitch live product + Figma + analytics into actionable UX fixes and prototype A\/Bs that don\u2019t break your visual system. Impressed by the pattern-backed recommendations.<\/p>\n<p><strong>Question for the team:<\/strong> how do you decide <em>which<\/em> UX issues are worth acting on first when multiple pattern violations show up across a flow?<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shrey_khokhra1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shrey_khokhra1<\/a> Hey Great question. When multiple violations show up, we prioritize by:<\/p>\n<p><strong>Proximity to the core action.<\/strong> If it’s between the user and the thing they came to do (checkout, booking, signup), it ranks highest. Moreover, we also keep our users in the loop to take confirmation on our recommendations and prioritization.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>go to tool for brainstorming! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sharnam\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sharnam<\/a> Thank you! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Been using Figr for a bit, honestly the an AI tool where I don’t have to re-explain my product every time. Saves me a ton of back and forth. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@gmastt25409\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gmastt25409<\/a> Really glad to hear that! Persistent memory was one of the big things we focused on early. Happy it’s making a difference for you \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@gmastt25409\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gmastt25409<\/a> Thank you Gabriel for your Kind word \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is so cool! As a big fan of user flow mapping and UI experiments, I definitely want to try it out. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alina_petrova3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alina_petrova3<\/a> The flow mapping is solid, it catches edge cases you’d usually miss. Try it out and let us know how it goes.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alina_petrova3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alina_petrova3<\/a> Definitely Alina do give it a shot \ud83d\ude42 It deeply understands your existing product and then builds docs, flows, edge cases and prototypes.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Been using Figr from their Beta phase, I went wow with my first design itself, it was a one short prompt saas page, and it took care of the color and font too. Moksh and team are also super helpful and take your feedback seriously. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sushil_kumar_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sushil_kumar_<\/a> Thanks for being with us since beta, that means a lot. Early feedback like yours literally shaped what Figr is today. More good stuff coming.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sushil_kumar_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sushil_kumar_<\/a> Thank you Sushil \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Noice \ud83d\ude80\ud83d\ude80<\/p>\n<\/p>\n<p>I’m just always excited for launches like these.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@raje_kulkarni\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@raje_kulkarni<\/a> Thank youu :))<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@raje_kulkarni\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@raje_kulkarni<\/a> Thanks Rajendra \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does Figr map production app states to those states in Figma?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@janschutte\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@janschutte<\/a> Hello Jan, Our Chrome extension parses your live webapp, so it picks up your actual screens, states, components, and styling directly from the DOM. You can also import your Figma files with design tokens. Figr AI also maps your app states, and stores it in a context graph so it already knows about your product.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We have been using Figr for 6 months or so. Thanks to figr, we moved to our new design language under a week.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@debarshibasak\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@debarshibasak<\/a> Thank you Debarshi for using Figr AI \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Absolutely amazing tool! Have been using their figr design system plugin in Figma saved me tons of time and now this one is huge jump! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@elene_chekurishvili\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@elene_chekurishvili<\/a> Appreciate it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@elene_chekurishvili\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@elene_chekurishvili<\/a> Thanks Elene, I am glad you liked our previous Figma plugin. This is a huge step up, do give it a shot.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Figr is amazing! I have used to rebuild the pricing block on one of my products. Not only made it visually better but suggested better content for conversion. It WORKS.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@cesarzeppini\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cesarzeppini<\/a> Love that you tried it on something real. The content suggestions are underrated, glad they helped with conversion too.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@cesarzeppini\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cesarzeppini<\/a> Thank youu Cesar! Yes Figr AI not just designing new screens but challenging you build the best UX possible.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great pain point indentified! Is there any way for me to just share, say the figma deisgn + the github repo with it for it to just understand, instead of capturing using the chrome extension?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@peterz_shu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@peterz_shu<\/a> Hello Peter, you can share the Figma designs with our Figma integrations, we’re working on integrating github repo as well very soon!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Loved the launch video! Congrats<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thisiskp_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thisiskp_<\/a> Thank you :))<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>it really shows when a product is built by designers, love it! \ud83d\ude80\ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@_manchanda_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@_manchanda_<\/a> Thank you Ash \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@_manchanda_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@_manchanda_<\/a> Thanks! We obsess over the details. Glad it comes through.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Used Figr across multiple projects now, and it’s just become part of my daily routine. I open it without thinking.<\/p>\n<p>Saves me a lot of time<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@siraj_dhanani\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@siraj_dhanani<\/a> thank you for your kind words Siraj!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@siraj_dhanani\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@siraj_dhanani<\/a> love this compliment honestly. Thanks for sticking with us!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Figr AI looks like an amazing tool! Can’t wait to try it out<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rachitmagon\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rachitmagon<\/a> Thanks you, would love to hear your feedback on Figr \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rachitmagon\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rachitmagon<\/a> Thank you Rachit \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This gives extreme power to founders\/ex-PMs like me. Crazy job <a href=\"https:\/\/www.producthunt.com\/@moksh_garg\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"moksh_garg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@moksh_garg<\/a> and team<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@moksh_garg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@moksh_garg<\/a> <a href=\"https:\/\/www.producthunt.com\/@sayanta_ghosh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sayanta_ghosh<\/a> Thank you so much :)))<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sayanta_ghosh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sayanta_ghosh<\/a> Thanks Sayanta \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Maps user flows? I’m sooold, <a href=\"https:\/\/www.producthunt.com\/@chirag_singla2\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"chirag_singla2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chirag_singla2<\/a> <a href=\"https:\/\/www.producthunt.com\/@moksh_garg\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"moksh_garg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@moksh_garg<\/a> !<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chirag_singla2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chirag_singla2<\/a> <a href=\"https:\/\/www.producthunt.com\/@moksh_garg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@moksh_garg<\/a> <a href=\"https:\/\/www.producthunt.com\/@neilverma\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@neilverma<\/a> yess lessgooo!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chirag_singla2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chirag_singla2<\/a> <a href=\"https:\/\/www.producthunt.com\/@neilverma\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@neilverma<\/a> \ud83d\ude42 Not just user flows, but all type of diagrams from edge case mapping to state diagrams and user journeys. As product managers we know this where the real thinking lies.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>You guys are shipping machines! Congrats on 5th launch! The concept of persistent memory for a product is the holy grail. Usually, AI context gets outdated very fast.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@valeriia_kuna\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@valeriia_kuna<\/a> Yes the context is the most important bit. Figr deeply works on understanding your product.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@valeriia_kuna\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@valeriia_kuna<\/a> Thanks! Persistent memory is a big focus for us, context that compounds over time makes everything better. Appreciate the support.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What’s the tool used for the product video? Looks dope.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@byalexai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@byalexai<\/a> Hey we used, after effects and Premier Pro<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>As a UX designer myself, this is probably one of the most promising AI tools in this space. I gave it my Figma context, full app architecture and what I’m currently working on and the output was better than other tools I use. Looks like I may be integrating this into my daily workflow – great product! \ud83c\udf89<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@michelle_walstra\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@michelle_walstra<\/a> Thank you Michelle. Yes, our fundamental approach is to first deeply understand your product context and then help you build UX on top of it \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Curious how Figr keeps its product memory updated as the app evolves, and how teams collaborate inside it without it becoming just another layer on top of Figma?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shreya_chaurasia19\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shreya_chaurasia19<\/a> Hey Shreya, as you use Figr to design flows, docs and prototypes, you can chose to add such information to the context and update it. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I tried Figr AI recently, and before even jumping into design, it asked for proper product inputs, the context via the Chrome extension and a recording of the product flow.<\/p>\n<\/p>\n<p>Once it analyzed everything and I shared my prompt around what I needed, it just went crazy.<\/p>\n<\/p>\n<p>The outcomes were surprisingly strong, genuinely comparable to thoughtful human UX design. And the best part? I could export everything directly into Figma for future iterations.<\/p>\n<\/p>\n<p>This is the first AI tool that truly felt like it understands product thinking. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I think LLMs biggest weakness is UI\/UX designs and that makes sense because it can’t see the frontend it’s producing in real time. And also language is a bit primitive for creative tasks or visual elements. This is a step in the right direction for a better full stack vibe coding environment<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations! The product sounded great, so I gave it a shot, and it was as good as I expected. <\/p>\n<p>I do have a question: your site only talks about the option to “upgrade” my plan. Can I also “downgrade”? I’d have heave use for your product every few few months for a couple of months, so it doesn’t make sense to get a more expensive plan only for those months. <\/p>\n<p>I’m excited about the help I can get from Figr AI!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the focus on thinking before screens \u2014 most AI tools jump straight to pretty mockups and skip the messy product logic in the middle. The persistent memory + parsing a live app via Chrome extension is especially interesting. Curious how well it handles really complex edge cases in multi-role products (like admin vs end-user flows)? Definitely going to play around with it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is such a cool problem to solve, when you can’t fix what you can’t see, this is like a blindspot minimizer \ud83d\ude42 Excited to try it out<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the focus on UX patterns over generic AI results.<br \/>How are you validating that the suggested improvements actually increase conversions in real apps?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! The idea of building persistent product memory instead of starting from a blank prompt every time feels like the right direction for serious product teams. How does Figr keep that product memory accurate over time as the app evolves, especially when design tokens, flows, or edge cases change frequently? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#2<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/Q2VU5ODIIJU2XZ\" class=\"app-title\">Boost.space v5<\/a><\/p>\n<div class=\"one-liner\">Shared Context for your AI Agents & Automations<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">273<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Boost.space v5 \u4e3aAI\u667a\u80fd\u4f53\u4e0e\u590d\u6742\u81ea\u52a8\u5316\u6d41\u7a0b\u63d0\u4f9b\u4e86\u4e00\u4e2a\u6301\u4e45\u5316\u7684\u5171\u4eab\u4e0a\u4e0b\u6587\u6570\u636e\u5c42\uff0c\u89e3\u51b3\u4e86\u56e0\u6570\u636e\u5b64\u5c9b\u5bfc\u81f4\u7684\u667a\u80fd\u4f53\u201c\u5065\u5fd8\u201d\u548c\u5de5\u4f5c\u6d41\u8106\u5f31\u6613\u65ad\u7684\u75db\u70b9\uff0c\u4f7f\u5176\u80fd\u50cf\u96c6\u6210\u5f0f\u5546\u4e1a\u667a\u80fd\u7cfb\u7edf\u4e00\u6837\u534f\u540c\u8fd0\u4f5c\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e4ebd29e-8a53-484b-82a5-77bd94b39ca1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/748a39b9-fdd9-4b2c-b498-58e5b89867b8.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/208dc226-5b7c-4f97-b502-cbfee57af7ac.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c9f8d4d3-d2c2-44a9-af30-ecb727d7e33a.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6da6d15b-c112-4719-9501-9497626f35f2.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/358de6a4-cbd0-4af0-889e-7288b783a2a9.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0f6d0fd0-179c-45dc-98ba-9ba92b54d772.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b83864e7-84e0-40ea-8cc6-9b3a1c995bb3.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/32b3aa5b-7fb4-48ec-acc4-188f0a964207.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/xrLbXADuoZ8\"><source src=\"https:\/\/youtu.be\/xrLbXADuoZ8\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Data<\/span><br \/>\n <span class=\"tag\">Database<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u81ea\u52a8\u5316\u6570\u636e\u5c42<\/span><br \/>\n <span class=\"tag\">AI\u667a\u80fd\u4f53\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u6301\u4e45\u5316\u4e0a\u4e0b\u6587<\/span><br \/>\n <span class=\"tag\">\u5355\u70b9\u6570\u636e\u6e90<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u7f16\u6392<\/span><br \/>\n <span class=\"tag\">\u4f4e\u4ee3\u7801\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">MCP\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u6570\u636e\u540c\u6b65<\/span><br \/>\n <span class=\"tag\">\u4e1a\u52a1\u6d41\u7a0b\u96c6\u6210<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u4ea7\u54c1\u6982\u5ff5\uff0c\u8ba4\u4e3a\u5176\u89e3\u51b3\u4e86\u81ea\u52a8\u5316\u6269\u5c55\u4e2d\u7684\u6570\u636e\u7ba1\u7406\u75db\u70b9\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\uff1a\u5982\u4f55\u4e0eClaude\u7b49AI\u684c\u9762\u7aef\u96c6\u6210\u3001\u5b9e\u65f6\u540c\u6b65\u80fd\u529b\u3001\u5b9a\u5236\u5316\u7a0b\u5ea6\u3001\u4e0e\u73b0\u6709\u5de5\u5177\u7684\u672c\u8d28\u533a\u522b\uff0c\u4ee5\u53ca\u5e0c\u671b\u770b\u5230\u5177\u4f53\u7684\u6210\u529f\u6848\u4f8b\u3002\u4e5f\u6709\u8bc4\u8bba\u6307\u51fa\u9700\u533a\u5206\u662f\u89e3\u51b3\u5b58\u50a8\u95ee\u9898\u8fd8\u662f\u6839\u672c\u7684\u4e1a\u52a1\u903b\u8f91\u95ee\u9898\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Boost.space v5 \u7784\u51c6\u4e86\u4e00\u4e2a\u771f\u5b9e\u4e14\u6b63\u5728\u6269\u5927\u7684\u5e02\u573a\u7f1d\u9699\uff1a\u5728\u4f4e\u4ee3\u7801\/\u65e0\u4ee3\u7801\u81ea\u52a8\u5316\u5de5\u5177\uff08\u5982Make\/Zapier\uff09\u4e0e\u65b0\u5174\u7684AI\u667a\u80fd\u4f53\u4e4b\u95f4\uff0c\u7f3a\u4e4f\u4e00\u4e2a\u4e13\u4e3a\u52a8\u6001\u3001\u534f\u4f5c\u5f0f\u6d41\u7a0b\u8bbe\u8ba1\u7684\u201c\u72b6\u6001\u7ba1\u7406\u201d\u5c42\u3002\u5176\u5ba3\u79f0\u7684\u201c\u5171\u4eab\u5927\u8111\u201d\u6982\u5ff5\uff0c\u672c\u8d28\u4e0a\u662f\u8bd5\u56fe\u6210\u4e3a\u81ea\u52a8\u5316\u65f6\u4ee3\u7684\u4e13\u7528\u201c\u64cd\u4f5c\u7cfb\u7edf\u6570\u636e\u5e93\u201d\uff0c\u800c\u975e\u53e6\u4e00\u4e2a\u7b80\u5355\u7684\u540c\u6b65\u4e2d\u95f4\u4ef6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7684\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u66ff\u4ee3Airtable\u6216Google Sheets\u4f5c\u4e3a\u9759\u6001\u6570\u636e\u5b58\u50a8\uff0c\u800c\u5728\u4e8e\u63d0\u4f9b\u4e00\u79cd\u80fd\u7406\u89e3\u201c\u4e1a\u52a1\u6d41\u7a0b\u4e0a\u4e0b\u6587\u201d\u7684\u52a8\u6001\u6570\u636e\u6a21\u578b\u3002\u5b83\u8ba9\u4e00\u6b21\u81ea\u52a8\u5316\u8fd0\u884c\u7684\u7ed3\u679c\u80fd\u6210\u4e3a\u4e0b\u4e00\u6b21\u89e6\u53d1\u6216\u53e6\u4e00\u4e2a\u667a\u80fd\u4f53\u51b3\u7b56\u7684\u8f93\u5165\uff0c\u4ece\u800c\u5b9e\u73b0\u5de5\u4f5c\u6d41\u7684\u201c\u590d\u5408\u4ef7\u503c\u201d\uff0c\u800c\u975e\u5b64\u7acb\u8fd0\u884c\u3002\u8fd9\u76f4\u51fb\u4e86\u5f53\u524dAI\u667a\u80fd\u4f53\u5728\u957f\u5e8f\u5217\u4efb\u52a1\u4e2d\u201c\u5931\u5fc6\u201d\u4ee5\u53ca\u591a\u667a\u80fd\u4f53\u534f\u4f5c\u6df7\u4e71\u7684\u6838\u5fc3\u74f6\u9888\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u5173\u952e\u6311\u6218\u4e0e\u673a\u9047\u5e76\u5b58\u3002\u6311\u6218\u5728\u4e8e\uff1a1\uff09\u6559\u80b2\u5e02\u573a\uff0c\u8ba9\u7528\u6237\u7406\u89e3\u5176\u4e0e\u589e\u5f3a\u73b0\u6709\u6570\u636e\u6808\u7684\u533a\u522b\uff1b2\uff09\u907f\u514d\u81ea\u8eab\u6210\u4e3a\u53e6\u4e00\u4e2a\u9700\u8981\u88ab\u7ba1\u7406\u7684\u201c\u6570\u636e\u5b64\u5c9b\u201d\uff1b3\uff09\u5728\u7075\u6d3b\u6027\u4e0e\u7ed3\u6784\u5316\u4e4b\u95f4\u627e\u5230\u5e73\u8861\uff0c\u8fc7\u4e8e\u7075\u6d3b\u7684Schema\u53ef\u80fd\u65e0\u6cd5\u4fdd\u8bc1\u6570\u636e\u8d28\u91cf\u3002\u673a\u9047\u5219\u5728\u4e8e\uff1a\u968f\u7740AI\u667a\u80fd\u4f53\u5de5\u4f5c\u6d41\u65e5\u76ca\u590d\u6742\uff0c\u5bf9\u72b6\u6001\u6301\u4e45\u5316\u3001\u8de8\u4f1a\u8bdd\u8bb0\u5fc6\u548c\u534f\u4f5c\u7684\u9700\u6c42\u5c06\u5448\u6307\u6570\u7ea7\u589e\u957f\u3002\u5982\u679c\u5b83\u80fd\u6210\u529f\u5b9a\u4e49\u201c\u81ea\u52a8\u5316\u539f\u751f\u6570\u636e\u5c42\u201d\u7684\u6807\u51c6\uff0c\u5176\u62a4\u57ce\u6cb3\u5c06\u975e\u5e38\u6df1\u539a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f53\u524d\u8bc4\u8bba\u4e2d\u7684\u8d28\u7591\u975e\u5e38\u7280\u5229\uff1a\u201c\u662f\u89e3\u51b3\u5bb9\u5668\u95ee\u9898\u8fd8\u662f\u6839\u672c\u95ee\u9898\uff1f\u201d \u8fd9\u8981\u6c42Boost.space\u5fc5\u987b\u8bc1\u660e\uff0c\u5176\u63d0\u4f9b\u7684\u4e0d\u4ec5\u662f\u66f4\u597d\u7684\u201c\u6570\u636e\u5e93\u201d\uff0c\u66f4\u662f\u80fd\u5f3a\u5236\u6216\u5f15\u5bfc\u7528\u6237\u5efa\u7acb\u66f4\u4f18\u4e1a\u52a1\u6d41\u7a0b\u903b\u8f91\u7684\u201c\u6846\u67b6\u201d\u3002\u5426\u5219\uff0c\u5b83\u786e\u5b9e\u53ef\u80fd\u53ea\u662f\u5806\u6808\u4e2d\u65b0\u589e\u7684\u4e00\u4e2a\u62bd\u8c61\u5c42\u3002\u5b83\u7684\u6210\u529f\u5c06\u53d6\u51b3\u4e8e\u80fd\u5426\u8ba9\u7528\u6237\u7684\u5de5\u4f5c\u6d41\u4ece\u201c\u4e00\u8fde\u4e32\u6761\u4ef6\u53cd\u5c04\u201d\u8fdb\u5316\u4e3a\u201c\u4e00\u4e2a\u5177\u6709\u8bb0\u5fc6\u548c\u5b66\u4e60\u80fd\u529b\u7684\u6709\u673a\u7cfb\u7edf\u201d\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Boost.space v5<\/span>\n <\/div>\n<div class=\"comment-content\">Most AI agents & complex automations fail because they\u2019re operating in the dark. Boost.space provides the persistent context layer that turns siloed LLMs into an integrated business intelligence system. Give your automations & agents a “Shared Brain.” so all workflows has the full context of your business\u2014from past interactions to live database states\u2014allowing workflows to compound instead of breaking.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Product Hunt! \ud83d\udc4b<\/p>\n<p>After processing data from over 140,000 automations, we realized that building complex systems on spreadsheets or databases made for apps is like running a marathon in flip-flops. <strong>It works temporarily, but eventually, scalability breaks.<\/strong><\/p>\n<p><strong>The Problem \ud83d\udca3<\/strong><br \/>Most automation stacks are isolated scenarios. Without a live, persistent data layer, AI agents are forgetful and workflows remain fragile hacks rather than strategic assets.<\/p>\n<p><strong>The Solution \ud83d\udca5<\/strong><br \/>We\u2019ve built the first database purpose-built for the automation era\u2014the “brain” your automation scenarios & AI agents have been waiting for.<\/p>\n<p>\ud83d\udc49<strong> Scalable Data Backbone<\/strong>: Replace messy, fragile stacks with a dedicated architectural foundation. <br \/>\ud83d\udc49<strong> Single Source of Truth (SSOT):<\/strong> Aggregate scattered data and orchestrate two-way synchronization. <br \/>\ud83d\udc49 <strong>Agentic Collaboration:<\/strong> Enable AI agents to build on each other\u2019s work using shared context. <br \/>\ud83d\udc49 <strong>MCP Ready: <\/strong>Let AI agents & LLMs directly query and reason over live business data.<\/p>\n<p><strong>Why It Matters? \ud83e\udd16<\/strong><br \/>By providing a persistent data layer, your automations & AI agents stack instead of breaking. This allows your AI agents to learn, compound in value, and operate as a connected system.<\/p>\n<p>We are finally ready to share this with the community! We\u2019d love your feedback on v5. \ud83e\udd1e <strong>You can either connect your existing <\/strong><a href=\"https:\/\/Make.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>Make.com<\/strong><\/a><strong> account or sign up for <\/strong><a href=\"https:\/\/Boost.space\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>Boost.space<\/strong><\/a><strong> PLUS plan with built-in <\/strong><a href=\"https:\/\/Make.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>Make.com<\/strong><\/a><strong> Engine \ud83d\udd25<br \/><\/strong><br \/><strong>\ud83d\udfe2 Founders Launch Deal Special:<\/strong> Join our Global Launch & Get up to 5 hours of 1-on-1 onboarding & 50% OFF as long as you are subscribed – <strong>deal ends by the end of February \ud83d\udca1<\/strong><\/p>\n<p>Huge thanks to <strong>@RohanRecommends<\/strong> for hunting us! \ud83e\udd1e<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>19<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@matous_kralik\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@matous_kralik<\/a> Great product video. Was funny and got my attention. This is something I’ve thought off but never thought possible. Great idea and all the best in your journey!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@matous_kralik\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@matous_kralik<\/a> What kinds of AI agents or automation use cases benefit most from <a href=\"http:\/\/Boost.space\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Boost.space<\/a>\u2019s shared context layer? Can you share any early success stories that show how shared context dramatically improved agent outcomes or automation ROI?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@matous_kralik\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@matous_kralik<\/a> I feel Every tool claims to be the \u201csingle source of truth.\u201d In practice, SSOT usually becomes another sync layer. What makes boost space structurally different from just adding another abstraction on top of Make\/Zapier stacks?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Customer to us \ud83d\ude42 They’ve been growing immensely.. Let’s go Team Boost.space!<a href=\"https:\/\/www.producthunt.com\/@matous_kralik\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"matous_kralik\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@matous_kralik<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@neelptl2602\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@neelptl2602<\/a> Great to see you, Neel \ud83e\udd1e And yes – just to confirm we use <a href=\"https:\/\/www.producthunt.com\/products\/syncsignature\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"syncsignature\" target=\"_blank\" rel=\"noopener\">@SyncSignature<\/a> and we love it! \ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on a new epic update, team <a href=\"https:\/\/www.producthunt.com\/@matous_kralik\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"matous_kralik\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@matous_kralik<\/a> <a href=\"https:\/\/www.producthunt.com\/@tadeas_marek\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"tadeas_marek\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tadeas_marek<\/a> This could save me sooo much time \ud83d\ude05\u2026 does it update stuff in real-time or do we need to sync manually?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Depends on your setup, but yeah – two-way sync in real time is easily possible \ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/Boost.Space\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Boost.Space<\/a> has come a long way and I love how powerful it is and could be overwhelming like GHL. Even just using the automation feature of it is already very powerful on its own. Thanks for keep innovating!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@endymion_cheung\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@endymion_cheung<\/a> Thank you for showing up \ud83d\udc4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The move to become a shared brain for AI is smart. Regarding the MCP Ready feature, does this mean I can connect boost space directly to Claude Desktop to query live business data in real-time? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@valeriia_kuna\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@valeriia_kuna<\/a> Yes, you can! \ud83d\udc4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations!!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@madalina_barbu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@madalina_barbu<\/a> Thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Make sure to join us today at 4PM CET during the global launch of v5 together with our Founder & CEO <a href=\"https:\/\/www.producthunt.com\/@tadeas_marek\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"tadeas_marek\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tadeas_marek<\/a> right here: <a href=\"https:\/\/boost.space\/v5\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/boost.space\/v5<\/a><\/p>\n<p>See you there! \ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>congrats on launch<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@apexflux\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@apexflux<\/a> Thank you for showing up \ud83e\udd1e<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Data management for low-code automation is often a headache. You often start using a Google Sheet as a no-frills database and then run into issues as your automation scales.<br \/>It is nice to see more robust solutions emerging.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@fabian_maume\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fabian_maume<\/a> Exactly! Good to see you here, Fabian \ud83e\udd1e<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@fabian_maume\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fabian_maume<\/a> I\u2019m not fully convinced the issue is the storage layer itself. In most cases I\u2019ve seen, scaling problems come from poor schema design and orchestration logic, not from using Sheets per se. Curious whether this is solving the root cause or just replacing the container.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Usefull tool, thank you for ability to tested out in my workflows! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tomas_blatak1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tomas_blatak1<\/a> Awesome Tom\u00e1\u0161! Thank you! Cant wait for what you can build with Boost.space<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Clean UI, sharp messaging, and powerful backend concept. Strong launch across all fronts \ud83d\udc4f<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> Thank you Abdul!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks powerful – congrats!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@robbins23\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@robbins23<\/a> Thank you Robbin!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great product video. Can I get a free trial? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kalpesh_bhalekar1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kalpesh_bhalekar1<\/a> sure thing, 14 days trial a Freemium is available \ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">How customizable is the schema for unique business workflows and domain-specific automation scenarios?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@priyankamandal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@priyankamandal<\/a> completely. We got 14 days trial, feel free to jump in and play around a bit \ud83e\udd1e<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Congrats for <a href=\"https:\/\/Boost.space\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Boost.space<\/a> \u2728. Can you please tell me how it’s work properly ?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the release guys!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@madzadev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@madzadev<\/a> Thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>a SSOT with two-way sync plus enrichment becomes a conflict-resolution and provenance problem fast (loops, last-write-wins surprises, and agents acting on stale context across tenants). Best practice: anchor everything on an append-only change log with CDC-style connectors, explicit idempotency keys, and policy-as-code for tool access (OPA or OpenFGA) so every field has lineage and every action is auditable. Question: how do you<\/p>\n<p> detect and resolve write conflicts across sources (per-field versioning vs LWW), and can agents query a time-travel snapshot of the Unified Grid for reproducible runs?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ryan_thill\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ryan_thill<\/a> very complex question, but to put it simply – each source\/scenario has its priority and you can set that up on field level as well as field groups. With more details – make sure to hit our support up or checkout Docs. We got tons of articles and usefull resources over there \ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats!! The UI looks clean af \ud83d\udc4f Are there pre-made automation templates or do we gotta build everything ourselves?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mikhail_prasolov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mikhail_prasolov<\/a> Will forward this to our product team and thank you! \ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats <a href=\"https:\/\/www.producthunt.com\/@matous_kralik\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"matous_kralik\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@matous_kralik<\/a> and the team, well done \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@matejkukucka\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@matejkukucka<\/a> D\u011bkujeme, Mat\u011bji! \ud83d\udc4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats to the whole team! <a href=\"https:\/\/www.producthunt.com\/@matous_kralik\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"matous_kralik\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@matous_kralik<\/a> <a href=\"https:\/\/www.producthunt.com\/@tadeas_marek\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"tadeas_marek\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tadeas_marek<\/a> <\/p>\n<\/p>\n<p>The product positioning is super clear and resonates deeply with real automation pain points. I have seen some of your previous launches, good to see the product keeping up with the times. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks for being here again \ud83d\udd25\ud83d\udcc8<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I like the idea of \u201cpersistent context layer\u201d because memory \/ context have always been a concern for complex automation workflows. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@syed_shayanur_rahman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@syed_shayanur_rahman<\/a> Word! Thanks for the support \ud83e\udd1e<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The idea of a shared brain for agents is exactly what is missing in current automation stacks. Congrats on the launch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@himani_sah1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@himani_sah1<\/a> Exactly \ud83d\udd25 Thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congrats! Love products that remove complexity instead of adding more layers. This feels like exactly that \ud83d\ude0a<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Big launch! \ud83d\udc4f The agent collaboration angle is especially exciting for complex enterprise workflows.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Big congrats on shipping! How long did it take to fully redesign the architecture for v5?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The \u201cmarathon in flip-flops\u201d analogy is painfully accurate for a lot of automation stacks. The persistent data layer angle is interesting \u2014 especially if it truly acts as a real SSOT instead of just another sync layer. Curious how you handle schema changes and versioning when multiple agents are writing to the same data?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a brilliant product idea. How you\u2019re handling data governance and security at scale?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congrats! Any plans to open APIs for deeper custom integrations beyond Make.com?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@thisiskp_ Hey KP, the APIs are open and available at <a href=\"https:\/\/apidocv5.boost.space\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/apidocv5.boost.space\/<\/a><br \/>\nAll features such as two way sync or data consolidation works via API as well. Looking forward to what you can build with Boost.space API.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Could you please share with me how does the tool handle real-time data sync conflicts across multiple agents and workflows? I imagine it would be very messy especially if you have too many nodes exchanging data with each other. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nuseir_yassin1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nuseir_yassin1<\/a> Each source has its priority you can set on level of each field. Id recommend hanging out during the launch webinar thats in 2h: <a href=\"https:\/\/boost.space\/v5\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/boost.space\/v5<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks powerful!! How easy it is to migrate our existing spreadsheets and fragmented databases into Boostspace? Is it more like an import button? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zerotox\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zerotox<\/a> thanks to CSV and AI import you can actually do it two ways: Either export Google Sheet as CSV and import it OR connect Google Sheets via Make scenario, throw bundle of fields to <a href=\"https:\/\/Boost.space\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Boost.space<\/a> and let our AI engine map everything for you.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#3<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/GSMFKQQ2OC33T6\" class=\"app-title\">Qwen3.5<\/a><\/p>\n<div class=\"one-liner\">The 397B native multimodal agent with 17B active params<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">234<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Qwen3.5\u662f\u4e00\u6b3e\u62e5\u67093970\u4ebf\u53c2\u6570\u7684\u6df7\u5408\u4e13\u5bb6\uff08MoE\uff09\u67b6\u6784\u539f\u751f\u591a\u6a21\u6001\u5927\u6a21\u578b\uff0c\u901a\u8fc7\u4ec5\u6fc0\u6d3b170\u4ebf\u53c2\u6570\u5b9e\u73b0\u9ad8\u6548\u63a8\u7406\uff0c\u4e13\u4e3a\u5904\u7406\u9700\u8981\u957f\u5e8f\u5217\u89c4\u5212\u548c\u590d\u6742\u5de5\u5177\u8c03\u7528\u7684\u667a\u80fd\u4f53\u4efb\u52a1\u800c\u8bbe\u8ba1\uff0c\u89e3\u51b3\u4e86\u5927\u89c4\u6a21\u6a21\u578b\u90e8\u7f72\u6210\u672c\u9ad8\u3001\u63a8\u7406\u5ef6\u8fdf\u957f\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9aede9fc-133e-4713-ab72-17490378b540.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8aa474fb-1a95-4783-a71b-4c9319bdf0e6.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/08dcb763-3717-4422-b67d-2ff1ab5314d2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1486563b-8cf4-4f36-9756-f212afa31ee0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/15ca7f66-649e-4e74-ac39-e80e57cbc6b1.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/089c99de-f5b7-4e36-ad31-e807c5aca78d.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5b9bf4b0-2f69-42dd-96e5-c9772084ba09.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/84e267f4-48d7-4fec-8dfa-128cd54a37c2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2806cd98-172f-4e23-a65d-075957f45857.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/d8a328ad-b244-40a0-8496-51f4084a31ca.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=hz5gtH6NNYA\"><source src=\"https:\/\/www.youtube.com\/watch?v=hz5gtH6NNYA\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Development<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5f00\u6e90\u5927\u8bed\u8a00\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u591a\u6a21\u6001AI<\/span><br \/>\n <span class=\"tag\">\u6df7\u5408\u4e13\u5bb6\u7cfb\u7edf<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u6846\u67b6<\/span><br \/>\n <span class=\"tag\">\u9ad8\u6548\u63a8\u7406<\/span><br \/>\n <span class=\"tag\">\u957f\u5e8f\u5217\u4efb\u52a1<\/span><br \/>\n <span class=\"tag\">\u89c6\u89c9\u8bed\u8a00\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">Apache 2.0\u534f\u8bae<\/span><br \/>\n <span class=\"tag\">\u7ebf\u6027\u6ce8\u610f\u529b<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u80af\u5b9a\u5176\u5f00\u6e90\u3001\u9ad8\u6548\u53ca\u5bf9\u667a\u80fd\u4f53\u4efb\u52a1\u7684\u652f\u6301\u3002\u4e3b\u8981\u8ba8\u8bba\u96c6\u4e2d\u4e8e\u6280\u672f\u90e8\u7f72\uff1a\u5efa\u8bae\u4f7f\u7528vLLM\/SGLang\u4f18\u5316KV\u7f13\u5b58\u548c\u6279\u5904\u7406\u4ee5\u5e94\u5bf9\u957f\u4e0a\u4e0b\u6587\u74f6\u9888\uff0c\u5e76\u5173\u6ce8\u4e13\u5bb6\u8def\u7531\u5728\u957f\u4efb\u52a1\u4e2d\u7684\u7a33\u5b9a\u6027\u53ca\u5b9e\u9645\u751f\u4ea7\u73af\u5883\u7684\u4e0a\u4e0b\u6587\u957f\u5ea6\u76ee\u6807\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Qwen3.5\u7684\u4eae\u76f8\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u6b21\u7b80\u5355\u7684\u6a21\u578b\u8fed\u4ee3\uff0c\u4e0d\u5982\u8bf4\u662f\u5bf9\u5f53\u524dAI\u5e94\u7528\u843d\u5730\u56f0\u5883\u7684\u4e00\u6b21\u7cbe\u51c6\u5916\u79d1\u624b\u672f\u3002\u5176\u5ba3\u79f0\u7684\u201c3970\u4ebf\u53c2\u6570\u5de8\u4eba\u7684\u80fd\u529b\uff0c170\u4ebf\u6a21\u578b\u7684\u63a8\u7406\u901f\u5ea6\u201d\u76f4\u6307\u884c\u4e1a\u6838\u5fc3\u77db\u76fe\uff1a\u80fd\u529b\u4e0e\u6210\u672c\u7684\u5931\u8861\u3002\u6df7\u5408\u4e13\u5bb6\u67b6\u6784\u4e0e\u7ebf\u6027\u6ce8\u610f\u529b\u7684\u7ed3\u5408\uff0c\u5728\u7406\u8bba\u4e0a\u786e\u5b9e\u4e3a\u957f\u5e8f\u5217\u3001\u591a\u6b65\u9aa4\u7684\u667a\u80fd\u4f53\u4efb\u52a1\u63d0\u4f9b\u4e86\u8bf1\u4eba\u7684\u84dd\u56fe\u2014\u2014\u65e2\u4fdd\u7559\u6df1\u5ea6\uff0c\u53c8\u63a7\u5236\u5ef6\u8fdf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u534e\u4e3d\u7684\u53c2\u6570\u67b6\u6784\u4e4b\u4e0b\uff0c\u771f\u5b9e\u7684\u6311\u6218\u624d\u521a\u521a\u5f00\u59cb\u3002\u8bc4\u8bba\u4e2d\u63d0\u53ca\u7684KV\u7f13\u5b58\u81a8\u80c0\u3001\u591a\u6a21\u6001\u9884\u586b\u5145\u5ef6\u8fdf\u3001\u4e13\u5bb6\u8def\u7531\u65b9\u5dee\u7b49\u95ee\u9898\uff0c\u65e0\u4e00\u4e0d\u662fMoE\u6a21\u578b\u5728\u751f\u4ea7\u73af\u5883\u4e2d\u96be\u4ee5\u9a6f\u670d\u7684\u201c\u91ce\u517d\u201d\u3002\u5b83\u6240\u8c13\u7684\u201c\u5f00\u7bb1\u5373\u7528\u201d\u652f\u6301vLLM\/SGLang\uff0c\u66f4\u50cf\u662f\u4e00\u4efd\u627f\u8ba4\u6311\u6218\u5b58\u5728\u7684\u58f0\u660e\uff0c\u800c\u975e\u89e3\u51b3\u65b9\u6848\u7684\u4fdd\u8bc1\u3002\u957f\u4e0a\u4e0b\u6587\u4e0b\u7684\u4e13\u5bb6\u8def\u7531\u7a33\u5b9a\u6027\uff0c\u662f\u4e00\u4e2a\u5c1a\u672a\u88ab\u5145\u5206\u9a8c\u8bc1\u7684\u5173\u952e\u672a\u77e5\u6570\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u4ef7\u503c\u6216\u8bb8\u4e0d\u5728\u4e8e\u53c2\u6570\u89c4\u6a21\u7684\u6570\u5b57\u6e38\u620f\uff0c\u800c\u5728\u4e8e\u5176\u67b6\u6784\u9009\u62e9\u6240\u6697\u793a\u7684\u65b9\u5411\uff1aAI\u6a21\u578b\u7684\u53d1\u5c55\u6b63\u4ece\u4e00\u5473\u8ffd\u6c42\u201c\u66f4\u5927\u66f4\u5168\u201d\u7684\u901a\u7528\u5de8\u517d\uff0c\u8f6c\u5411\u4e3a\u7279\u5b9a\u8303\u5f0f\uff08\u5982\u667a\u80fd\u4f53\u5de5\u4f5c\u6d41\uff09\u8fdb\u884c\u6df1\u5ea6\u5b9a\u5236\u548c\u4f18\u5316\u3002\u5b83\u7684\u201c\u539f\u751f\u591a\u6a21\u6001\u201d\u4e0e\u4e3a\u201c\u957f\u89c6\u91ce\u4efb\u52a1\u201d\u800c\u5efa\u7684\u7279\u6027\uff0c\u8868\u660e\u5176\u8bd5\u56fe\u4ece\u67b6\u6784\u5c42\u9762\uff0c\u800c\u975e\u7b80\u5355\u7684\u6a21\u578b\u5fae\u8c03\uff0c\u6765\u4ece\u6839\u672c\u4e0a\u63d0\u5347\u667a\u80fd\u4f53\u5728\u590d\u6742\u73af\u5883\u4e2d\u7684\u6301\u7eed\u63a8\u7406\u548c\u89c4\u5212\u80fd\u529b\u3002\u5982\u679c\u8fd9\u4e9b\u67b6\u6784\u4f18\u52bf\u80fd\u5728\u771f\u5b9e\u3001\u590d\u6742\u7684\u5de5\u5177\u8c03\u7528\u94fe\u4e2d\u5f97\u5230\u7a33\u5b9a\u4f53\u73b0\uff0cQwen3.5\u624d\u6709\u53ef\u80fd\u4ece\u4e00\u9879\u6709\u8da3\u7684\u6280\u672f\u5b9e\u9a8c\uff0c\u8715\u53d8\u4e3a\u63a8\u52a8AI\u667a\u80fd\u4f53\u8fdb\u5165\u5b9e\u7528\u9636\u6bb5\u7684\u5173\u952e\u57fa\u7840\u8bbe\u65bd\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u53e6\u4e00\u4e2a\u5728\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u95ea\u8000\uff0c\u5374\u5728\u5de5\u7a0b\u6ce5\u6f6d\u4e2d\u6323\u624e\u7684\u5e9e\u5927\u6a21\u578b\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Qwen3.5<\/span>\n <\/div>\n<div class=\"comment-content\">An open-weight, native vision-language model built for long-horizon agentic tasks. Its hybrid architecture (linear attention + MoE) delivers the capabilities of a 397B giant with the inference speed of a 17B model.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone!<\/p>\n<p>Qwen3.5 is here. It is a native vision-language model with a massive 397B parameter count.<\/p>\n<p>Built on the <a href=\"https:\/\/www.producthunt.com\/products\/qwen3\/launches\/qwen3-next\" target=\"_blank\" rel=\"noopener\">Qwen3-Next<\/a> architecture (Linear Attention + MoE), only 17B parameters are active per forward pass. This hits a specific sweet spot: you get the reasoning depth of a giant model with the inference latency of a much smaller one.<\/p>\n<p>For applications, this efficiency is key for agents.<\/p>\n<p>It is natively multimodal with no glued-on vision adapters, demonstrating outstanding results on agentic tasks. This means handling complex workflows without burning through tokens.<\/p>\n<p>Apache 2.0 and ready for <a href=\"https:\/\/docs.vllm.ai\/projects\/recipes\/en\/latest\/Qwen\/Qwen3.5.html\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">vLLM<\/a>\/<a href=\"https:\/\/github.com\/QwenLM\/Qwen3.5?tab=readme-ov-file#sglang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">SGLang<\/a> out of the box!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Congrats <a href=\"https:\/\/www.producthunt.com\/@zaczuo\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"zaczuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaczuo<\/a> !<\/p>\n<p>Excited to test it against agentic workflows. Being a fan of Qwen3 \u2013 always a rock solid choice as a local model.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Serving a 397B MoE native multimodal model for long-horizon agents will bottleneck on KV-cache growth and multimodal prefill latency, and expert-routing variance can reduce batching efficiency at high throughput. Best practice: run it under vLLM or SGLang with continuous batching plus paged KV cache, add aggressive prompt and image embedding caching, and lean on FP8 where supported to keep cost predictable. :contentReference[oaicite:0]{index=0} Question: what max context length are you targeting for Qwen3.5 in production and how stable is expert routing under long tool-using trajectories when served via vLLM or SGLang?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Linear attention keeping latency flat across long tool-call chains is the part that actually matters for agents. Standard transformers get brutal once you’re 50+ steps into a workflow with accumulated context. 17B active params on a 397B base with vLLM support out of the box makes self-hosting realistic too.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#4<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/XPJU46YLT7UOC6\" class=\"app-title\">Mozart for iOS<\/a><\/p>\n<div class=\"one-liner\">Make a song and a music video while you’re on the go<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">217<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u79fb\u52a8\u7aefAI\u97f3\u4e50\u521b\u4f5c\u5e94\u7528\uff0c\u5141\u8bb8\u7528\u6237\u968f\u65f6\u968f\u5730\u901a\u8fc7\u6587\u5b57\u3001\u56fe\u7247\u6216\u89c6\u9891\u7075\u611f\u5feb\u901f\u751f\u6210\u6b4c\u66f2\u53ca\u914d\u5957\u98ce\u683c\u5316\u97f3\u4e50\u89c6\u9891\uff0c\u89e3\u51b3\u4e86\u975e\u4e13\u4e1a\u7528\u6237\u5728\u79fb\u52a8\u573a\u666f\u4e0b\u5373\u65f6\u3001\u4f4e\u95e8\u69db\u8868\u8fbe\u521b\u610f\u4e0e\u60c5\u611f\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fd52c592-a780-40a4-91d4-c861e337b6de.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5528a6a4-30a6-45c5-9111-8c85423bdf2f.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/02e9ff5e-c4ac-475b-83cb-77bd44d45588.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/85be11f6-928f-42e0-8745-041ca61354ef.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/17411569-853f-4816-a8c8-decec585c4b0.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8929fc0d-b520-4b01-9695-a60c218380a0.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/50515301-985b-450b-a0f5-92e5406fa400.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cf32073d-51d7-4454-baf3-52b8fdd1d0b7.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/8a824c40-40e1-48d5-9068-6006e524b02d.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=DQSgL4EOEfs\"><source src=\"https:\/\/www.youtube.com\/watch?v=DQSgL4EOEfs\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">iOS<\/span><br \/>\n <span class=\"tag\">Music<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u97f3\u4e50\u751f\u6210<\/span><br \/>\n <span class=\"tag\">AI\u89c6\u9891\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u79fb\u52a8\u521b\u4f5c<\/span><br \/>\n <span class=\"tag\">\u521b\u610f\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u793e\u4ea4\u5a92\u4f53\u5185\u5bb9<\/span><br \/>\n <span class=\"tag\">\u97f3\u4e50\u5236\u4f5c<\/span><br \/>\n <span class=\"tag\">\u4eba\u5de5\u667a\u80fd<\/span><br \/>\n <span class=\"tag\">\u5a31\u4e50\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u521b\u4f5c<\/span><br \/>\n <span class=\"tag\">\u4f4e\u95e8\u69db\u521b\u4f5c<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u5bf9\u4ea7\u54c1\u521b\u610f\u548c\u6613\u7528\u6027\u8868\u793a\u5174\u594b\uff0c\u8ba4\u4e3a\u5176\u8d4b\u80fd\u4e86\u666e\u901a\u4eba\u521b\u4f5c\u3002\u6709\u6548\u8bc4\u8bba\u96c6\u4e2d\u4e8e\u51e0\u4e2a\u95ee\u9898\uff1a1. \u4e0eSuno\u7b49\u7ade\u54c1\u7684\u6838\u5fc3\u5dee\u5f02\u53ca\u97f3\u8d28\u201cAI\u611f\u201d\u63a7\u5236\uff1b2. \u5bfc\u51fa\u683c\u5f0f\uff08\u5982.wav\u5206\u8f68\uff09\u4e0e\u4e13\u4e1a\u5de5\u4f5c\u6d41\u517c\u5bb9\u6027\uff1b3. \u751f\u6210\u540e\u7684\u7f16\u8f91\u63a7\u5236\u6df1\u5ea6\uff1b4. \u4f5c\u54c1\u7248\u6743\u6e05\u6670\u5ea6\u53ca\u5e73\u53f0\u5206\u53d1\u98ce\u9669\u4fdd\u969c\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Mozart for iOS \u63cf\u7ed8\u4e86\u4e00\u4e2a\u8bf1\u4eba\u7684\u613f\u666f\uff1a\u5c06\u5b8c\u6574\u7684\u97f3\u4e50\u5de5\u4f5c\u5ba4\u585e\u8fdb\u53e3\u888b\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u6311\u6218\u4e13\u4e1aDAW\uff0c\u800c\u662f\u7cbe\u51c6\u5207\u5165\u4e86\u201c\u521b\u610f\u5373\u65f6\u6ee1\u8db3\u201d\u4e0e\u201c\u793e\u4ea4\u8868\u8fbe\u8d27\u5e01\u5316\u201d\u7684\u4ea4\u53c9\u70b9\u3002\u4ea7\u54c1\u901a\u8fc7\u5c06\u201c\u7075\u611f-\u6b4c\u66f2-\u89c6\u89c9\u5316\u89c6\u9891-\u5206\u4eab\u201d\u7684\u94fe\u6761\u6781\u5ea6\u538b\u7f29\uff0c\u672c\u8d28\u4e0a\u662f\u5728\u552e\u5356\u4e00\u79cd\u201c\u53ef\u5206\u4eab\u7684\u521b\u610f\u4f53\u9a8c\u201d\uff0c\u800c\u975e\u7eaf\u7cb9\u7684\u97f3\u4e50\u5236\u4f5c\u5de5\u5177\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8bc4\u8bba\u770b\uff0c\u5176\u9762\u4e34\u7684\u6838\u5fc3\u6311\u6218\u4e0e\u673a\u9047\u5e76\u5b58\u3002\u9996\u5148\uff0c\u4e0eSuno\u7684\u5bf9\u6bd4\u63d0\u95ee\u76f4\u6307\u547d\u95e8\uff1aAI\u751f\u6210\u97f3\u4e50\u7684\u201c\u8d28\u611f\u201d\u662f\u5929\u82b1\u677f\u3002\u82e5\u65e0\u6cd5\u5728\u97f3\u8d28\u201c\u4eba\u6027\u5316\u201d\u548c\u65cb\u5f8b\u72ec\u521b\u6027\u4e0a\u5efa\u7acb\u58c1\u5792\uff0c\u6781\u6613\u6ca6\u4e3a\u53e6\u4e00\u4e2a\u6709\u8da3\u7684\u73a9\u5177\u3002\u5176\u6b21\uff0c\u7528\u6237\u5bf9.wav\u5206\u8f68\u5bfc\u51fa\u548c\u6df1\u5ea6\u7f16\u8f91\u7684\u5173\u5207\uff0c\u66b4\u9732\u4e86\u5176\u201c\u4ece\u5a31\u4e50\u5411\u534a\u4e13\u4e1a\u6e17\u900f\u201d\u7684\u91ce\u5fc3\u4e0e\u5f53\u524d\u79fb\u52a8\u7aef\u8f7b\u91cf\u5316\u5b9a\u4f4d\u7684\u62c9\u626f\u3002\u56e2\u961f\u201c\u53ef\u8f6c\u7f51\u9875\u7248\u6df1\u5ea6\u7f16\u8f91\u201d\u7684\u56de\u590d\u662f\u806a\u660e\u7684\u6865\u6881\uff0c\u4f46\u4f53\u9a8c\u5272\u88c2\u98ce\u9669\u72b9\u5728\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6700\u7280\u5229\u7684\u8bc4\u8bba\u5173\u4e8e\u7248\u6743\u4e0e\u5e73\u53f0\u98ce\u9669\u3002\u56e2\u961f\u201c\u5168\u90e8\u5546\u7528\u6388\u6743\u201d\u7684\u56de\u5e94\u7565\u663e\u8f7b\u63cf\u6de1\u5199\u3002AI\u751f\u6210\u5185\u5bb9\u7684\u7248\u6743\u5f52\u5c5e\u672c\u5c31\u6a21\u7cca\uff0c\u800c\u5404\u5185\u5bb9\u5e73\u53f0\u7684\u5ba1\u6838\u89c4\u5219\u66f4\u662f\u9ed1\u76d2\u3002\u4ea7\u54c1\u82e5\u771f\u60f3\u52a9\u7528\u6237\u79ef\u7d2f\u201c\u6587\u5316\u8d44\u672c\u201d\uff0c\u5c31\u4e0d\u80fd\u4ec5\u505c\u7559\u5728\u6280\u672f\u5b9e\u73b0\uff0c\u66f4\u9700\u6784\u5efa\u4e00\u5957\u4ece\u6cd5\u5f8b\u6f84\u6e05\u5230\u5e73\u53f0\u5173\u7cfb\u7ef4\u62a4\u7684\u201c\u4fe1\u4efb\u4f53\u7cfb\u201d\uff0c\u5426\u5219\u201c\u4e00\u952e\u53d1\u5e03\u201d\u53ef\u80fd\u4f34\u968f\u201c\u4e00\u952e\u4fb5\u6743\u201d\u7684\u8fbe\u6469\u514b\u5229\u65af\u4e4b\u5251\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4e4b\uff0cMozart\u7684\u4ef7\u503c\u5728\u4e8e\u964d\u4f4e\u4e86\u521b\u4f5c\u7684\u52a8\u4f5c\u95e8\u69db\uff0c\u5374\u63d0\u9ad8\u4e86\u521b\u610f\u8868\u8fbe\u7684\u5929\u82b1\u677f\uff08\u7406\u8bba\u4e0a\uff09\u3002\u5b83\u7684\u6210\u529f\u4e0d\u53d6\u51b3\u4e8e\u529f\u80fd\u5806\u780c\uff0c\u800c\u5728\u4e8e\u80fd\u5426\u5728\u201cAI\u5473\u201d\u7684\u666e\u904d\u8d28\u7591\u4e2d\uff0c\u4ea7\u51fa\u771f\u6b63\u5177\u5907\u60c5\u611f\u5171\u9e23\u548c\u72ec\u7279\u6027\u7684\u5185\u5bb9\uff0c\u5e76\u6784\u5efa\u4e00\u4e2a\u8ba9\u7528\u6237\u5b89\u5fc3\u521b\u4f5c\u548c\u5206\u53d1\u7684\u751f\u6001\u7cfb\u7edf\u3002\u5426\u5219\uff0c\u5176\u70ed\u5ea6\u53ef\u80fd\u6b62\u6b65\u4e8e\u4e00\u9635\u65b0\u9c9c\u611f\u9a71\u52a8\u7684\u793e\u4ea4\u5a31\u4e50\u6d6a\u6f6e\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Mozart for iOS<\/span>\n <\/div>\n<div class=\"comment-content\">Become a mobile Mozart! \ud83c\udfb6 Create sonic sketches of your ideas or memories while you’re on the go. Complete the picture with a custom music video using your photos and media. Then send them to your friends (and fans!) with a tap.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>Hey Product Hunt<\/strong> \ud83d\udc4b Sundar here, co-founder of <a href=\"https:\/\/mozartai.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>Mozart AI<\/strong><\/a>.<\/p>\n<p><strong>Big news first:<\/strong> we just raised a <a href=\"https:\/\/www.forbes.com\/sites\/charliefink\/2026\/02\/11\/pushing-deeper-into-ai-music-creation-with-mozart-ai\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>$6M Seed led by Balderton<\/strong><\/a> \u2013 and today we\u2019re launching <a href=\"https:\/\/apps.apple.com\/us\/app\/mozart-ai-ai-music-studio\/id6758667169\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>Mozart for iOS<\/strong><\/a> \ud83d\udcf1\ud83c\udfb9. <\/p>\n<\/p>\n<p><strong><em>Say it with a song<\/em><\/strong> <br \/>Turn a memory into a song (and a music video) in minutes \u2013 right from your phone \ud83d\udc8c<\/p>\n<\/p>\n<p><strong><em>What\u2019s in the iOS app?<\/em><\/strong> <\/p>\n<ul>\n<li>\n<p>\ud83c\udfb5 <strong>Make a song<\/strong> from text \/ image \/ video<\/p>\n<\/li>\n<li>\n<p>\u2728 <strong>Edit to perfection<\/strong>: \u201cChange this chorus.\u201d \u201cMake it more upbeat.\u201d<\/p>\n<\/li>\n<li>\n<p>\ud83c\udfac <strong>Make a music video<\/strong> for your track in 3 easy steps:<\/p>\n<ol>\n<li>\n<p>\ud83c\udfa8 <strong>Choose a visual style<\/strong>: Anime, Cinematic, Cyberpunk, Retro, Sketch, Cartoon, Victorian, Country, Street Graffiti, and more<\/p>\n<\/li>\n<li>\n<p>\ud83e\uddd1\u200d\ud83c\udfa4 <strong>Pick your character<\/strong>: upload an image or create a persona with a text description<\/p>\n<\/li>\n<li>\n<p>\u270d\ufe0f <strong>Direct your story<\/strong> scene-by-scene<\/p>\n<\/li>\n<\/ol>\n<\/li>\n<li>\n<p>\ud83d\udce4 <strong>One-tap sharing<\/strong>: export and post instantly to socials (or master for release)<\/p>\n<\/li>\n<li>\n<p>\ud83c\udd93 <strong>10 free<\/strong> <strong>songs<\/strong> on sign up<\/p>\n<\/li>\n<li>\n<p>\ud83c\udd93 <strong>1 free<\/strong> <strong>video<\/strong> on sign up<\/p>\n<\/li>\n<\/ul>\n<p>Massive thanks to everyone who supported our earlier launches (we hit <strong>Product of the Day #2 twice<\/strong> and <strong>Top 5 once<\/strong>) \u2013 your feedback helps us build incredible products quickly. Looking forward to another banger launch!<\/p>\n<\/p>\n<p><em>\u2013 Sundar<\/em><\/p>\n<p><em>CEO, Co-Founder at Mozart AI<\/em><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>12<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sundararvind1244\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sundararvind1244<\/a> lfg!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sundararvind1244\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sundararvind1244<\/a> \ud83d\ude4c\ud83d\ude4c\ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sundararvind1244\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sundararvind1244<\/a> This is so much fun. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>That’s why I LOVE AI !!! Since childhood, teachers told me I couldn\u2019t write, paint, sing or create music. Now I can. I can turn my ideas into full songs without fear and it\u2019s letting me enjoy creativity in a way I never imagined. Great to see such a product \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@natallia_novik\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@natallia_novik<\/a> absolutely! It’s the new era of intent translation with zero friction, hope you share some amazing music you make with your teachers and change their perspective \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@natallia_novik\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@natallia_novik<\/a> Thanks Natali! Looking forward to seeing the songs and videos you create and share!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Super excited to share with with the world the Mozart AI Mobile App for ios (Android coming soon)! You can now go from a simple idea to song to music video in minutes- something which has not been possible before. Your music studio now in your pocket.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@arjunskhanna19\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@arjunskhanna19<\/a> exciting times!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Have loved watching Mozart’s rise on Product Hunt since <a href=\"https:\/\/www.producthunt.com\/products\/mozart-ai\/launches\/mozart-ai\" target=\"_blank\" rel=\"noopener\">last summer<\/a>. <\/p>\n<\/p>\n<p><a href=\"https:\/\/www.producthunt.com\/@sundararvind1244\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"sundararvind1244\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sundararvind1244<\/a> and his team ship fast and keep expanding the capabilities of their platform, and have now brought the experience to iOS. <\/p>\n<\/p>\n<p>Fancy being the next Fred Again? Start with sonic sketches while on the go and then layer on top an original music video in a number of exclusive styles \u2014 all within minutes. Share it out to your friends, or post it so social and watch your cultural currency grow. \ud83c\udfb7<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a> Can’t wait to see how many new Fred Again’s we create with Mozart!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sundararvind1244\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sundararvind1244<\/a> <a href=\"https:\/\/www.producthunt.com\/@chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a> Thanks a lot Chris!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is awesome guys, keep up the good work! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@daveronan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daveronan<\/a> thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch team! I know what I’ll be doing for lunch now. <\/p>\n<p>What exports do you guys offer for the music tracks? do you also do .wav files, if I want to export the soundtracks for my video editing workflows? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@matthiasrossini\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@matthiasrossini<\/a> Thank you Matthias!<\/p>\n<\/p>\n<p>Yes we do support Wav exports! If you want more control, you can export each stem as a wav too!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really cool promo video \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> thank you! Have you tried the app, it’s cooler haha!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> Thanks Nika! Super excited for you to check out the app<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Huge congrats on the $6M raise and iOS launch \ud83c\udf89<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@liam007\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@liam007<\/a> Thank you Liam!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">For creators who want to publish, the biggest blocker is often confidence around usage rights and downstream distribution. How do you make \u201ccan I release this?\u201d legible inside the app (not just in terms), and what do you do when a user\u2019s track gets flagged or challenged on a platform?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> it’s all commercially cleared so we don’t think any of our tracks would get flagged!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Can’t wait to see the videos that you guys create!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@pascual_merita\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pascual_merita<\/a> indeed!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@pascual_merita let\u2019s goo!!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Cool concept \u2014 curious about the creative control aspect. How much can you tweak after the AI generates the initial song? Can you adjust tempo, mood, instruments, or is it more prompt-and-go?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@go_sakioka\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@go_sakioka<\/a> Great question! You can use the mobile app to ask for any edits including tempo, mood, sections, extensions, etc. If you’d like more DAW level control, head over to <a href=\"https:\/\/mozartai.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">mozartai.com<\/a> and your project will stay in sync \u2013 then you have complete creative control!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I just created my first Latino song, think Bad Bunny meets The Killers. Love it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@danielq\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@danielq<\/a> that\u2019s awesome! Do share it here \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Stunning video! Also, congrats on the iOS launch, team!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Amazing team!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Can you share your thinking around where this is different from Suno? I\u2019ve been riding w them since the beginning, and made ~$30k selling my music onchain in 2024, but\u2026 something happened with their platform, the newer models sound SO \u201cAI-esque\u201d in terms of output \ud83d\ude33 \ud83d\ude1e <\/p>\n<p>How do you compare \/ is the underlying ethos different, here??<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch.<br \/>Curious how you\u2019re thinking about retention with mobile creators. Are people coming back to refine tracks over time, or is usage more burst-based around moments and ideas?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congrats with fundraising! Already tried suno but didn\u2019t have a chance to try yours product. As an ex professional musician, curious to try out your approach to ai generated music! @sundararvind1244<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ponikarovskii\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ponikarovskii<\/a> give us a try and share your music here!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the 6M seed round. Does the app allow granular control like changing specific lyrics in the second verse, or is it limited to broader style regenerations?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@valeriia_kuna\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@valeriia_kuna<\/a> Thanks Valeriia, the app allows for granular control such as over lyrics<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#5<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/Z7SJIHSZH2W2CJ\" class=\"app-title\">Layers<\/a><\/p>\n<div class=\"one-liner\">Marketing agents that know your code for better messaging<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">190<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Layers\u662f\u4e00\u6b3eAI\u9a71\u52a8\u7684\u8425\u9500\u4ee3\u7406\u5e73\u53f0\uff0c\u901a\u8fc7\u5206\u6790\u7528\u6237\u4ee3\u7801\u5e93\u81ea\u52a8\u751f\u6210\u5e76\u6267\u884c\u589e\u957f\u8ba1\u5212\uff0c\u89e3\u51b3\u5f00\u53d1\u8005\u4e0e\u72ec\u7acb\u521b\u4e1a\u8005\u201c\u91cd\u4ea7\u54c1\u3001\u8f7b\u8425\u9500\u201d\u3001\u4ea7\u54c1\u4e0a\u7ebf\u540e\u83b7\u5ba2\u96be\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c3115657-41e6-400a-a728-7b3026e14837.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/85f922c3-13bf-44c0-af4f-3a15904083b4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a11d451d-672c-40a5-87c4-65c8e533ad38.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2e16ce46-8569-420f-812f-8ea2c652069b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fc709e5e-47a9-4e51-b122-7b04f6acb87e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b8806920-9563-4b78-840b-e2f1ec880a1c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7da5fcb9-0f15-419c-b188-478988ada5b2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fa85c528-6e3b-4678-82d9-96997515f590.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1f11d602-58c7-4a81-a44e-4b434031848e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/9490e36e-0812-4209-9aaf-c18136e2b89f.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/5Tm2z97XX0g\"><source src=\"https:\/\/youtu.be\/5Tm2z97XX0g\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Marketing automation<\/span><br \/>\n <span class=\"tag\">Vibe coding<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u8425\u9500\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u589e\u957f\u9ed1\u5ba2<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u5206\u6790\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u793e\u4ea4\u5a92\u4f53\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5e7f\u544a\u6295\u653e\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">UGC\u5185\u5bb9\u521b\u4f5c<\/span><br \/>\n <span class=\"tag\">SaaS\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u72ec\u7acb\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u8425\u9500\u4ee3\u7406<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3\u201c\u5f00\u53d1\u8005\u8425\u9500\u96be\u201d\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u8ba4\u4e3a\u4ea7\u54c1\u5b9a\u4f4d\u7cbe\u51c6\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\uff1a\u6570\u636e\u9690\u79c1\u5b89\u5168\u3001\u591a\u8bed\u8a00\u652f\u6301\u3001\u975e\u6280\u672f\u6210\u5458\u534f\u4f5c\u6d41\u7a0b\u3001\u5185\u5bb9\u4e2a\u6027\u5316\u63a7\u5236\uff0c\u4ee5\u53ca\u4e0e\u73b0\u6709\u5de5\u5177\u94fe\u7684\u66ff\u4ee3\u5173\u7cfb\u3002\u521b\u59cb\u4eba\u56de\u590d\u8be6\u7ec6\uff0c\u4f53\u73b0\u4e86\u4ea7\u54c1\u7075\u6d3b\u6027\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Layers\u7684\u6838\u5fc3\u7406\u5ff5\u201c\u5c06\u4ee3\u7801\u8f6c\u5316\u4e3a\u5ba2\u6237\u201d\u76f4\u51fb\u4e00\u4e2a\u7ecf\u5178\u4f46\u987d\u56fa\u7684\u75db\u70b9\uff1a\u6280\u672f\u578b\u521b\u9020\u8005\u4e0e\u5e02\u573a\u589e\u957f\u4e4b\u95f4\u7684\u6267\u884c\u9e3f\u6c9f\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u7b80\u5355\u7684\u8425\u9500\u81ea\u52a8\u5316\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u6784\u5efa\u4e00\u4e2a\u4ee5\u4ee3\u7801\u5e93\u4e3a\u201c\u7b2c\u4e00\u6027\u539f\u7406\u201d\u7684\u8425\u9500\u51b3\u7b56\u95ed\u73af\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7280\u5229\u4e4b\u5904\u5728\u4e8e\u4e24\u70b9\uff1a\u4e00\u662f\u5c06\u4ee3\u7801\u4f5c\u4e3a\u7406\u89e3\u4ea7\u54c1\u3001\u53d7\u4f17\u4e43\u81f3\u54c1\u724c\u8c03\u6027\u7684\u6570\u636e\u6e90\uff0c\u8fd9\u6bd4\u57fa\u4e8e\u95ee\u5377\u6216\u63cf\u8ff0\u7684\u5206\u6790\u66f4\u5177\u7ed3\u6784\u6027\u548c\u771f\u5b9e\u6027\uff0c\u6709\u671b\u63d0\u5347\u521d\u59cb\u5185\u5bb9\u7684\u76f8\u5173\u6027\u3002\u4e8c\u662f\u5176\u201c\u5206\u5c42\u201d\u67b6\u6784\u627f\u8ba4\u4e86\u8425\u9500\u6e20\u9053\u7684\u788e\u7247\u5316\u4e0e\u52a8\u6001\u6027\uff0c\u8bd5\u56fe\u7528\u53ef\u63d2\u62d4\u7684\u201c\u5c42\u201d\u6765\u5c01\u88c5\u4e0d\u540c\u7b56\u7565\uff0c\u800c\u975e\u63d0\u4f9b\u4e00\u6210\u4e0d\u53d8\u7684\u6d41\u6c34\u7ebf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u201c\u4ee3\u7801\u7406\u89e3\u201d\u7684\u6df1\u5ea6\u4e0e\u8425\u9500\u6548\u679c\u4e4b\u95f4\u7684\u56e0\u679c\u5173\u7cfb\u5c1a\u672a\u88ab\u9a8c\u8bc1\uff0c\u8fc7\u5ea6\u5f3a\u8c03\u53ef\u80fd\u6210\u4e3a\u6280\u672f\u5671\u5934\u3002\u5176\u6b21\uff0c\u5e73\u53f0\u91ce\u5fc3\u6781\u5927\uff0c\u4ece\u5185\u5bb9\u751f\u6210\u3001UGC\u7ba1\u7406\u5230\u8de8\u5e73\u53f0\u5e7f\u544a\u6295\u653e\uff0c\u6bcf\u4e2a\u73af\u8282\u90fd\u9700\u4e0e\u5782\u76f4\u9886\u57df\u7684\u6210\u719f\u5de5\u5177\u7ade\u4e89\uff0c\u5176\u96c6\u6210\u4f53\u9a8c\u80fd\u5426\u8d85\u8d8a\u201c\u6700\u4f73\u5de5\u5177\u7ec4\u5408\u201d\u5b58\u7591\u3002\u6700\u540e\uff0c\u5176\u8bd5\u56fe\u66ff\u4ee3\u7684\u201cChatGPT+Canva+Buffer\u201d\u5de5\u4f5c\u6d41\uff0c\u672c\u8d28\u662f\u521b\u59cb\u4eba\u6df1\u5ea6\u53c2\u4e0e\u548c\u521b\u610f\u53d1\u6563\u7684\u8fc7\u7a0b\uff0c\u8fc7\u5ea6\u81ea\u52a8\u5316\u53ef\u80fd\u5bfc\u81f4\u5185\u5bb9\u540c\u8d28\u5316\uff0c\u4e27\u5931\u521b\u59cb\u4eba\u72ec\u6709\u7684\u6d1e\u5bdf\u4e0e\u6e29\u5ea6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cLayers\u662f\u201cAI\u667a\u80fd\u4f53\u201d\u6982\u5ff5\u5728\u8425\u9500\u9886\u57df\u7684\u4e00\u6b21\u9ad8\u590d\u6742\u5ea6\u5b9e\u8df5\u3002\u5b83\u53ef\u80fd\u6210\u4e3a\u8d44\u6e90\u6781\u5ea6\u532e\u4e4f\u7684\u72ec\u7acb\u5f00\u53d1\u8005\u7684\u201c\u589e\u957f\u6025\u6551\u5305\u201d\uff0c\u4f46\u5176\u5929\u82b1\u677f\u5728\u4e8e\uff0c\u771f\u6b63\u7684\u7206\u53d1\u5f0f\u589e\u957f\u5f80\u5f80\u6e90\u4e8e\u975e\u6807\u51c6\u5316\u7684\u3001\u65e0\u6cd5\u4ece\u4ee3\u7801\u4e2d\u89e3\u6790\u51fa\u7684\u5e02\u573a\u6d1e\u5bdf\u548c\u4eba\u6027\u5316\u521b\u610f\u3002\u5b83\u6216\u8bb8\u80fd\u6709\u6548\u89e3\u51b3\u201c\u4ece0\u52301\u201d\u7684\u51b7\u542f\u52a8\u6c89\u9ed8\uff0c\u4f46\u201c\u4ece1\u5230100\u201d\u7684\u7834\u5708\uff0c\u53ef\u80fd\u4ecd\u9700\u4eba\u7c7b\u90a3\u4e0d\u53ef\u66ff\u4ee3\u7684\u201c\u975e\u7406\u6027\u201d\u706b\u82b1\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Layers<\/span>\n <\/div>\n<div class=\"comment-content\">Marketing agents that understand your code. Layers generates a growth plan and helps run it – content, social posting, ads, and insights – so you can keep building while users come in<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>Hey Product Hunt \ud83d\udc4b<\/strong><\/p>\n<p><strong>I\u2019m Mike Khristo, founder of Layers.<\/strong><\/p>\n<\/p>\n<p>I\u2019ve been coding since the 90s.<\/p>\n<p>For nearly 30 years, I\u2019ve built product after product – shipped them, launched them, celebrated them.<\/p>\n<\/p>\n<p>And I know <em>that<\/em> feeling.<\/p>\n<\/p>\n<p>Launch day:<br \/>\ud83d\ude80 You\u2019re on top of the world.<br \/>Finally, your product is live.<br \/>You <em>know<\/em> people will love it.<\/p>\n<\/p>\n<p>The next morning:<br \/>\ud83d\udcc9 Zero users.<br \/>No installs.<br \/>No signups.<br \/>Just\u2026 silence.<\/p>\n<\/p>\n<p>It feels like getting punched in the stomach.<\/p>\n<\/p>\n<p>So we built <strong>Layers<\/strong>.<\/p>\n<\/p>\n<p>Layers is the easiest way to turn your code into customers.<\/p>\n<\/p>\n<p>The name Layers is deliberate. Every marketing tactic and playbook is a layer:<\/p>\n<ul>\n<li>\n<p>Some long-lived (Google Ads, Meta)<\/p>\n<\/li>\n<li>\n<p>Some opportunistic (UGC waves, Shorts trends)<\/p>\n<\/li>\n<li>\n<p>Some deeply technical (SDKs, attribution, data loops)<\/p>\n<\/li>\n<\/ul>\n<p>The only constant is that there will always be new layers to try.<\/p>\n<p>Instead of handing you a marketing plan and saying \u201cgood luck\u201d\u2026<\/p>\n<p>We act.<\/p>\n<\/p>\n<h2><strong>How Layers Works \ud83d\ude80<\/strong><\/h2>\n<p>\ud83d\udd17 <strong>Connect your GitHub (optional, but powerful)<br \/><\/strong> We analyze what you built, who it\u2019s for, your tone, aesthetic, ICP – automatically.<\/p>\n<\/p>\n<p>\ud83c\udfaf <strong>We recommend a stack of \u201cLayers\u201d<br \/><\/strong> Not a vague strategy – a set of actions tailored to your product.<\/p>\n<\/p>\n<p>\u2699\ufe0f <strong>We execute<br \/><\/strong> With your permission, we:<\/p>\n<ul>\n<li>\n<p>Research and generate content<\/p>\n<\/li>\n<li>\n<p>Distribute to TikTok, Instagram, and soon YouTube Shorts, X, Reddit and more<\/p>\n<\/li>\n<li>\n<p>Analyze performance & extract insights<\/p>\n<\/li>\n<li>\n<p>Feed that data back into future content<\/p>\n<\/li>\n<\/ul>\n<p>\ud83d\udcc8 <strong>When content wins, we scale it<br \/><\/strong> Our agent Elle (your CMO) suggests next steps. Stay in the loop as much as you want. As you build trust, you can defer decision making at a granular level, if you choose to. Elle is available on the web and through iMessage\/SMS.<\/p>\n<\/p>\n<p><strong>Paid<\/strong><\/p>\n<p>When the time is right, we\u2019ll suggest that we launch & optimize ads for you across:<\/p>\n<ul>\n<li>\n<p>Meta<\/p>\n<\/li>\n<li>\n<p>TikTok<\/p>\n<\/li>\n<li>\n<p>Apple Search Ads<\/p>\n<\/li>\n<li>\n<p>Google<\/p>\n<\/li>\n<\/ul>\n<p>Or skip ahead and activate ads on day 1.<\/p>\n<p>\ud83c\udfa5 <strong>Need UGC?<br \/><\/strong> A couple clicks is all it takes.<br \/>We source, manage, and optimize creators for you.<\/p>\n<\/p>\n<p>\ud83e\udde0 <strong>If GitHub is connected, we go deeper<\/strong><\/p>\n<ul>\n<li>\n<p>PRs for ad network SDK integrations<\/p>\n<\/li>\n<li>\n<p>Attribution tracking setup<\/p>\n<\/li>\n<li>\n<p>Closed-loop performance optimization<\/p>\n<\/li>\n<\/ul>\n<p>For every layer, you\u2019re always in control.<\/p>\n<\/p>\n<h2><strong>Who Is Layers For?<\/strong><\/h2>\n<ul>\n<li>\n<p>Indie hackers<\/p>\n<\/li>\n<li>\n<p>Mobile app builders<\/p>\n<\/li>\n<li>\n<p>SaaS founders<\/p>\n<\/li>\n<li>\n<p>Developers who want distribution but hate marketing<\/p>\n<\/li>\n<\/ul>\n<p>If you love building but don\u2019t love pulling marketing levers – this is for you.<\/p>\n<\/p>\n<h2><strong>We\u2019re on a Mission<\/strong><\/h2>\n<\/p>\n<p>We want to solve that emotional roller coaster developers face, once and for all.<\/p>\n<p>Not every product will succeed.<\/p>\n<p>But every developer deserves a real shot.<\/p>\n<p>Layers exists to give you that shot.<\/p>\n<\/p>\n<p>We\u2019re live today and would love your feedback.<\/p>\n<p>Ask me anything – about ad tech, Snap, SDKs, growth loops, UGC, attribution, or the ugly emotional side of launching.<\/p>\n<p>Let\u2019s turn code into customers. \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>19<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mike_khristo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mike_khristo<\/a> Literally the product i was looking for, for my ZeroCrew company. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mike_khristo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mike_khristo<\/a> This is an amazing product… It looks like it beats all the other apps! Good job with the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mike_khristo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mike_khristo<\/a> Hey Mike. Congrats on the launch! How do you handle data privacy and security, especially when connecting to developer codebases or analytics data?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Super excited to finally share what I’ve been building with long-time friends. Layers is the missing ingredient for builders like me. I have a long history of launching apps and never following through on the marketing side \u2014 I do what I do best, and that’s build products. Layers solves that critical gap: gaining traction, installs, and growing revenue. Something that used to take a dedicated marketing team and months of work, you can now kick off in minutes. What a time to be alive!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@steven_doyle\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@steven_doyle<\/a> what a time, indeed<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>awesome product and gj on launch<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@apexflux\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@apexflux<\/a> thank you! excited to have you use it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Sounds super interesting! Funny enough, we have a Product called Layers too!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sundararvind1244\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sundararvind1244<\/a> give it a shot! we’d love to hear what you think!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! <\/p>\n<p>What kind of products fit well with Layers? Can you do content for developer tooling?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@janschutte\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@janschutte<\/a> we’ve been testing with a wide variety across mobile apps, saas, and related. give it a shot for your dev tools and ping me on intercom or email and we’d be happy to see if more tuning is needed for your use case!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Mike, that punch in the stomach feeling of launching something you\u2019re proud of and waking up to silence is brutal. After 30 years of shipping products, was there a specific launch where that morning after hit especially hard?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vouchy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vouchy<\/a> yes definitely. after getting back to startup land after 6 years at snap, i got quickly humbled by that feeling. pre-ai-code, shipped a mobile app that i thought the world needed. completely deflated over the course of the next week. that was the last time. that’s when Layers was born.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@patrickt010\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@patrickt010<\/a> thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks great <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@madalina_barbu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@madalina_barbu<\/a> thank you! would love for you to give it a try!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi, does it support generating content in multiple languages? For example polish? <\/p>\n<p>Btw. Sounds awesome, what I was looking for.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bartosz_rosiak\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bartosz_rosiak<\/a> yes! this week you’ll be able to set your project-level or content-layer-level language if we don’t automatically detect it<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">When someone already uses a stack like ChatGPT + Canva\/CapCut + Buffer + basic analytics, what\u2019s the exact workflow you replace\u2014and which parts do you intentionally *not* automate because they\u2019re too risky or too founder-specific?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> we replace those tools and much more. Content\/competitive niche research, content gen, post scheduling and optimization, real-time analytics and learnings that feed back into the loop. Then there’s fully integrated ads across Meta \/ IG, TikTok, Apple, Google. Spin up a team of UGC creators with a few clicks or a quick conversation with Elle. The platform tells you what to measure, attribution & insights, and submits PRs to you with all the latest best practices. Then it closes the loop by understanding and monitoring your growth metrics. The founder is in the loop every step of the way, either approving each action or choosing which parts to delegate with autonomy.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very cool! Do you support mobile? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@daniele_packard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniele_packard<\/a> we do! come give it a try!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019ve been looking for something like this. Love the idea of marketing agents that learn about your product via your code and help you research and generate content for social media. Curious how you guys source and manage creators for UGC content… is that fully handled through the platform?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I love that it can see your github repo. However, is the content ai-generated? Is there any way for me to integrate my personal branding or character with the content?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@peterz_shu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@peterz_shu<\/a> 100% you have your own media library you can upload into. You can curate your personas, custom influencers, and brand assets.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! The layers framing makes a lot of sense, especially for founders who don\u2019t want to stitch together five separate growth tools. How does Layers decide which layer to activate first for a new product? What signals tell to prioritize organic short-form content over paid ads or deeper technical layers?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vik_sh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vik_sh<\/a> We do deep dive research on:<\/p>\n<ul>\n<li>\n<p>the competitive landscape<\/p>\n<\/li>\n<li>\n<p>history of the product<\/p>\n<\/li>\n<li>\n<p>any social accounts the brand might already have<\/p>\n<\/li>\n<li>\n<p>how those perform<\/p>\n<\/li>\n<\/ul>\n<p> Then we make opinionated recommendations. In some cases, if the brand is up for it, they can start running ads immediately. In other cases, they prefer to wait until they find some winning format with organic.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The code-aware marketing concept is brilliant for indie hackers! But I’m curious about the team workflow:<\/p>\n<p>if a non-technical marketer working alongside developers, can Layers still be used effectively? Or does the magic really rely on the team member pushing the code to GitHub? Basically, is this tool strict dev-only, or can a marketing team pilot it while devs just approve the SDK PRs?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@valeriia_kuna\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@valeriia_kuna<\/a> it can definitely be used by a team, including non-technical folks! Our sweet spot is any company with no marketer up to a small marketing team. Today, you can invite your teammates and grant them access on a project by project basis.<\/p>\n<\/p>\n<p>By design, we don’t have a ton of “workflow permissions” – for example, “user 1 needs to approve this content then user 2 needs to sign off on it, then user 3 needs to give final approval”. That level of workflow management is too complex for our typical user. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#6<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/BEFJWYFLECP7ZP\" class=\"app-title\">MiniMax-M2.5<\/a><\/p>\n<div class=\"one-liner\">The first open model to beat Sonnet made for productivity<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">165<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>MiniMax-M2.5\u662f\u4e00\u6b3e\u4e13\u4e3a\u771f\u5b9e\u5de5\u4f5c\u573a\u666f\u8bbe\u8ba1\u7684\u5f00\u6e90\u524d\u6cbfAI\u6a21\u578b\uff0c\u5728\u7f16\u7a0b\u3001\u641c\u7d22\u3001\u5de5\u5177\u8c03\u7528\u53ca\u529e\u516c\u4efb\u52a1\u4e0a\u63d0\u4f9b\u9876\u5c16\u6027\u80fd\uff0c\u4ee5\u9ad8\u6027\u4ef7\u6bd4\u89e3\u51b3\u4f01\u4e1a\u53ca\u5f00\u53d1\u8005\u90e8\u7f72\u9ad8\u6548\u3001\u53ef\u6269\u5c55AI\u667a\u80fd\u4f53\u7684\u6210\u672c\u4e0e\u6548\u7387\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f37df2c1-0d21-4504-95b8-933ae0f36b46.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6072fc08-6805-4910-b5e8-e96c9f626edd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/87cae37d-360e-44d2-8e24-d7d8d7474145.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">Software Engineering<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5f00\u6e90AI\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u6027\u80fd\u6807\u6746<\/span><br \/>\n <span class=\"tag\">\u6210\u672c\u6548\u76ca<\/span><br \/>\n <span class=\"tag\">\u957f\u5468\u671f\u4efb\u52a1<\/span><br \/>\n <span class=\"tag\">\u529e\u516c\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u5de5\u5177\u8c03\u7528<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u5bf9\u5f00\u6e90\u6a21\u578b\u53d6\u5f97SOTA\u6027\u80fd\u8868\u793a\u5174\u594b\uff0c\u5173\u6ce8\u5176\u5728\u5b9e\u9645\u5de5\u4f5c\u6d41\u4e2d\u7684\u771f\u5b9e\u53ef\u7528\u6027\uff0c\u800c\u975e\u4ec5\u9650\u57fa\u51c6\u6d4b\u8bd5\u3002\u4e3b\u8981\u95ee\u9898\u805a\u7126\u4e8e\u201c\u751f\u4ea7\u529b\u201d\u7684\u5177\u4f53\u5b9a\u4e49\u53ca\u5728\u6df7\u4e71\u9057\u7559\u4ee3\u7801\u5e93\u4e2d\u7684\u8868\u73b0\u3002\u6709\u7528\u6237\u63d0\u793a\u53ef\u514d\u8d39\u8bd5\u7528\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n MiniMax-M2.5\u7684\u53d1\u5e03\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u6b3e\u65b0\u6a21\u578b\u4e0a\u7ebf\uff0c\u4e0d\u5982\u8bf4\u662f\u4e00\u6b21\u5bf9\u73b0\u6709AI\u751f\u4ea7\u529b\u683c\u5c40\u7684\u7cbe\u51c6\u5361\u4f4d\u4e0e\u5ba3\u8a00\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u5f00\u6e90\u201d\u6216\u201c\u8d85\u8d8aSonnet\u201d\u8fd9\u4e9b\u6807\u7b7e\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u5c06\u201c\u524d\u6cbf\u6027\u80fd\u201d\u4e0e\u201c\u771f\u5b9e\u4e16\u754c\u751f\u4ea7\u529b\u201d\u8fdb\u884c\u5f3a\u7ed1\u5b9a\uff0c\u5e76\u901a\u8fc7\u6781\u5177\u4fb5\u7565\u6027\u7684\u5b9a\u4ef7\uff081\u7f8e\u5143\/\u5c0f\u65f6\uff09\u5c06\u7ecf\u6d4e\u53ef\u884c\u6027\u4f5c\u4e3a\u5356\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u4ecb\u7ecd\u4e2d\u7f57\u5217\u7684SWE-Bench\u3001BrowseComp\u7b49\u4e13\u9879\u9ad8\u5206\uff0c\u76f4\u6307\u5f53\u524d\u4f01\u4e1aAI\u5e94\u7528\u6700\u6838\u5fc3\u7684\u51e0\u5927\u573a\u666f\uff1a\u4ee3\u7801\u3001\u641c\u7d22\u4e0e\u529e\u516c\u81ea\u52a8\u5316\u3002\u8fd9\u6807\u5fd7\u7740\u5f00\u6e90\u6a21\u578b\u7684\u7ade\u4e89\u5df2\u4ece\u7eaf\u7cb9\u7684\u5b66\u672f\u6216\u901a\u7528\u80fd\u529b\u6bd4\u62fc\uff0c\u8f6c\u5411\u4e86\u5782\u76f4\u573a\u666f\u7684\u6df1\u5ea6\u4f18\u5316\u548c\u6548\u80fd\u8bc1\u660e\u3002\u7136\u800c\uff0c\u8bc4\u8bba\u533a\u7684\u5173\u952e\u4e00\u95ee\u5207\u4e2d\u8981\u5bb3\uff1a\u201c\u751f\u4ea7\u529b\u201d\u5982\u4f55\u5b9a\u4e49\uff1f\u6a21\u578b\u5728\u6574\u6d01\u57fa\u51c6\u5e93\u4e0a\u7684\u8f89\u714c\u6218\u7ee9\uff0c\u80fd\u5426\u65e0\u7f1d\u8fc1\u79fb\u81f3\u5145\u6ee1\u201c\u6280\u672f\u503a\u201d\u548c\u6a21\u7cca\u9700\u6c42\u7684\u65e5\u5e38\u5de5\u4f5c\u4e2d\uff1f\u8fd9\u4ecd\u662f\u6240\u6709\u5ba3\u79f0\u201c\u751f\u4ea7\u529b\u201d\u7684\u6a21\u578b\u5fc5\u987b\u9762\u5bf9\u7684\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\u96be\u9898\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u201c\u65e0\u9650\u6269\u5c55\u957f\u5468\u671f\u667a\u80fd\u4f53\u201d\u7684\u613f\u666f\uff0c\u7ed3\u5408\u7ed9\u51fa\u7684\u541e\u5410\u91cf\uff08100 tps\uff09\u548c\u4ef7\u683c\uff0c\u786e\u5b9e\u5728\u7406\u8bba\u4e0a\u6253\u5f00\u4e86\u5927\u89c4\u6a21\u3001\u957f\u65f6\u95f4\u8fd0\u884cAI\u667a\u80fd\u4f53\u7684\u6210\u672c\u5929\u82b1\u677f\u3002\u4f46\u8fd9\u66f4\u50cf\u662f\u4e00\u4e2a\u9762\u5411B\u7aef\u548c\u5e73\u53f0\u6784\u5efa\u8005\u7684\u57fa\u7840\u8bbe\u65bd\u7ea7\u4ef7\u503c\u4e3b\u5f20\uff0c\u800c\u975e\u9762\u5411\u666e\u901a\u7528\u6237\u7684\u5373\u63d2\u5373\u7528\u5de5\u5177\u3002\u5b83\u7684\u771f\u6b63\u6311\u6218\u5728\u4e8e\uff0c\u5982\u4f55\u6784\u5efa\u4e00\u4e2a\u5b8c\u6574\u7684\u751f\u6001\uff0c\u8ba9\u5f00\u53d1\u8005\u80fd\u4fbf\u6377\u5730\u5c06\u8fd9\u79cd\u201c\u5ec9\u4ef7\u7b97\u529b\u201d\u8f6c\u5316\u4e3a\u7ec8\u7aef\u7528\u6237\u53ef\u611f\u77e5\u7684\u201c\u751f\u4ea7\u529b\u63d0\u5347\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cM2.5\u662f\u4e00\u6b21\u6709\u529b\u7684\u5e02\u573a\u8fdb\u51fb\u3002\u5b83\u7528\u5f00\u6e90\u7b56\u7565\u5438\u5f15\u751f\u6001\uff0c\u7528\u4e13\u9879\u9ad8\u5206\u5efa\u7acb\u6280\u672f\u4fe1\u4efb\uff0c\u518d\u7528\u6fc0\u8fdb\u5b9a\u4ef7\u64ac\u52a8\u89c4\u6a21\u5316\u5e94\u7528\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u4e0d\u53d6\u51b3\u4e8e\u699c\u5355\u4e0a\u7684\u6570\u5b57\uff0c\u800c\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u90a3\u4e9b\u672a\u88ab\u57fa\u51c6\u6d4b\u8bd5\u8986\u76d6\u7684\u3001\u6df7\u4e71\u800c\u771f\u5b9e\u7684\u4e1a\u52a1\u573a\u666f\u4e2d\uff0c\u771f\u6b63\u5151\u73b0\u201c\u751f\u4ea7\u6548\u7387\u201d\u7684\u627f\u8bfa\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">MiniMax-M2.5<\/span>\n <\/div>\n<div class=\"comment-content\">Introducing M2.5, an open-source frontier model designed for real-world productivity. SOTA performance at coding (SWE-Bench Verified 80.2%), search (BrowseComp 76.3%), agentic tool-calling (BFCL 76.8%) & office work. Optimized for efficient execution, 37% faster at complex tasks. At $1 per hour with 100 tps, infinite scaling of long-horizon agents now economically possible.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Big news for open models: MiniMax-M2.5 is out with SOTA performance at coding (SWE-Bench Verified 80.2%). The first open model to beat Sonnet. Only <a href=\"https:\/\/www.producthunt.com\/products\/claude\" target=\"_blank\" rel=\"noopener\">@Claude by Anthropic<\/a>‘s Opus and <a href=\"https:\/\/www.producthunt.com\/products\/openai\" target=\"_blank\" rel=\"noopener\">@OpenAI<\/a> ‘s GPT-5.2 Codex score higher.<\/p>\n<\/p>\n<p>Paths between open and proprietary models are converging…<\/p>\n<\/p>\n<p>Pro tip: If you want to quickly experiment with it, <a href=\"https:\/\/www.producthunt.com\/products\/minimax-m2-5\" target=\"_blank\" rel=\"noopener\">@MiniMax-M2.5<\/a> is free for a week on <a href=\"https:\/\/www.producthunt.com\/products\/kilocode\" target=\"_blank\" rel=\"noopener\">@Kilo Code<\/a> (until Thursday, Feb 19).<\/p>\n<p>OSS ftw!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@fmerian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fmerian<\/a> Will Definitely try with Kilocode Thanks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@fmerian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fmerian<\/a> Whoa, MiniMax-M2.5 dropping SOTA SWE-Bench scores at 80.2% and beating Sonnet? Probably first open model to do it! \ud83d\ude32 Good hunt, <a href=\"https:\/\/www.producthunt.com\/@fmerian\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"fmerian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fmerian<\/a>! \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@fmerian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fmerian<\/a> How do you define \u201cproductivity\u201d in the context of an AI model? How should users expect the model to change daily workflows?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>looks great! This is something that seems like it would pair well with ClawdBot agents…<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>One of the best models <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>80%+ on SWE-Bench Verified for an open model is wild \u2014 especially if it\u2019s actually usable in real workflows and not just benchmark-flexing. Curious how it holds up on messy, legacy codebases vs clean benchmark repos?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love it, I think i will add it to my saas YouScaleIt<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats folks good luck on the launch!<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#7<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/YKAIAZCZSR6VG7\" class=\"app-title\">Brainstream<\/a><\/p>\n<div class=\"one-liner\">Agentic AI notes: smart search, briefs & tasks<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">151<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u80fd\u7406\u89e3\u8bed\u4e49\u5e76\u4e3b\u52a8\u521b\u5efa\u4efb\u52a1\u3001\u751f\u6210\u6458\u8981\u4e0e\u7b80\u62a5\u7684\u667a\u80fd\u7b14\u8bb0\u5e94\u7528\uff0c\u4e3a\u4fe1\u606f\u8fc7\u8f7d\u3001\u884c\u52a8\u6ede\u540e\u7684\u77e5\u8bc6\u5de5\u4f5c\u8005\u5c06\u788e\u7247\u5316\u601d\u7eea\u8f6c\u5316\u4e3a\u6e05\u6670\u884c\u52a8\u65b9\u6848\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4dda5ea7-967f-4fea-8084-2237daee5446.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ac770375-4968-4f85-a67c-0927a8a25b97.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b6008e5c-0a69-4ad3-b128-7bd9f9e05b87.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/89aff0e0-c6e0-43ea-a910-7a4214e15d54.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a265935b-caeb-4538-86d7-655de535acd7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a8b6a60a-08c5-4f81-81d3-1e19d49d9c28.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1adb59fe-b259-4cfa-a5ee-3d02047166f7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7e517773-31da-459f-be7b-390b2fe0918e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/0e14fd54-d5b8-4f1c-9e2d-0a331f262647.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=XaGnXu0qVYE\"><source src=\"https:\/\/www.youtube.com\/watch?v=XaGnXu0qVYE\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Android<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Task Management<\/span><br \/>\n <span class=\"tag\">Notes<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7b14\u8bb0<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u52a9\u7406<\/span><br \/>\n <span class=\"tag\">\u4efb\u52a1\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u8bed\u4e49\u641c\u7d22<\/span><br \/>\n <span class=\"tag\">\u6bcf\u65e5\u7b80\u62a5<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u884c\u52a8\u5bfc\u5411AI<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8ba4\u53ef\u5176\u4ece\u6355\u6349\u5230\u884c\u52a8\u7684\u95ed\u73af\u8bbe\u8ba1\uff0c\u5c24\u5176\u8d5e\u8d4f\u6bcf\u65e5\/\u6bcf\u5468\u7b80\u62a5\u529f\u80fd\u3002\u6838\u5fc3\u7591\u95ee\u96c6\u4e2d\u5728\uff1a1. \u5b9e\u9645\u201c\u884c\u52a8\u201d\u80fd\u529b\u8fb9\u754c\uff08\u5982\u4e0e\u5916\u90e8\u7684\u65e5\u5386\u3001\u90ae\u4ef6\u96c6\u6210\uff09\uff1b2. \u5bf9\u73b0\u6709\u5de5\u5177\u6808\uff08\u7b14\u8bb0+\u4efb\u52a1+\u65e5\u5386\uff09\u7684\u8fc1\u79fb\u6210\u672c\u548c\u521d\u671f\u4ef7\u503c\u8def\u5f84\uff1b3. \u4ea7\u54c1\u6700\u9002\u5408\u7684\u7528\u6237\u753b\u50cf\u548c\u5de5\u4f5c\u6d41\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Brainstream\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u505a\u53e6\u4e00\u4e2a\u7b14\u8bb0\u5bb9\u5668\uff0c\u800c\u65e8\u5728\u6210\u4e3a\u4e2a\u4eba\u4fe1\u606f\u7684\u201c\u51b3\u7b56\u4e2d\u67a2\u201d\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u70ab\u9177\u7684AI\u95ee\u7b54\uff0c\u800c\u662f\u901a\u8fc7\u201c\u8bed\u4e49\u7406\u89e3-\u81ea\u52a8\u7ed3\u6784\u5316-\u4e3b\u52a8\u5448\u73b0\u201d\u7684\u4e09\u7ea7\u8df3\uff0c\u8bd5\u56fe\u6839\u6cbb\u201c\u8bb0\u5b8c\u5373\u5fd8\u3001\u4fe1\u606f\u5b64\u5c9b\u201d\u7684\u987d\u75be\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5de7\u5999\u5730\u907f\u5f00\u4e86\u4e0eNotion\u7b49\u5728\u201c\u65e0\u9650\u753b\u5e03\u201d\u529f\u80fd\u4e0a\u7684\u6b63\u9762\u7ade\u4e89\uff0c\u8f6c\u800c\u805a\u7126\u4e8e\u201c\u540e\u7b14\u8bb0\u201d\u573a\u666f\uff1a\u5f53\u4fe1\u606f\u6c89\u6dc0\u540e\uff0c\u5982\u4f55\u8ba9\u5176\u81ea\u52a8\u6d41\u52a8\u5e76\u50ac\u751f\u884c\u52a8\uff1f\u5176\u6838\u5fc3Agentic\u80fd\u529b\uff08\u81ea\u52a8\u521b\u5efa\u4efb\u52a1\u3001\u6807\u7b7e\u3001\u65e5\u5386\u4e8b\u4ef6\uff09\u548c\u7b80\u62a5\u7cfb\u7edf\uff0c\u672c\u8d28\u4e0a\u662f\u5c06GTD\u65b9\u6cd5\u8bba\u4e0e\u9879\u76ee\u7ba1\u7406\u4e2d\u7684\u201c\u5b9a\u671f\u590d\u76d8\u201d\u673a\u5236\u81ea\u52a8\u5316\u3001\u4e2a\u6027\u5316\u3002\u8fd9\u6233\u4e2d\u4e86\u4e00\u4e2a\u9ad8\u7ea7\u75db\u70b9\uff1a\u73b0\u4ee3\u4eba\u7f3a\u4e4f\u7684\u4e0d\u662f\u8bb0\u5f55\u5de5\u5177\uff0c\u800c\u662f\u5c06\u8bb0\u5f55\u8f6c\u5316\u4e3a\u7ed3\u679c\u7684\u201c\u8ba4\u77e5\u6469\u64e6\u529b\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u201c\u884c\u52a8\u201d\u7684\u95ed\u73af\u4e25\u91cd\u4f9d\u8d56\u5185\u90e8\u751f\u6001\uff0c\u8bc4\u8bba\u4e2d\u66b4\u9732\u7684\u7528\u6237\u5bf9\u5176\u8fde\u63a5\u5916\u90e8\u4e3b\u6d41\u5de5\u5177\uff08\u5982\u7b2c\u4e09\u65b9\u4efb\u52a1\u7ba1\u7406\u5668\uff09\u7684\u7591\u8651\uff0c\u662f\u89c4\u6a21\u5316\u5fc5\u987b\u8de8\u8d8a\u7684\u9e3f\u6c9f\u3002\u5176\u6b21\uff0c\u5176\u201c\u5168\u80fd\u4e2d\u67a2\u201d\u7684\u5b9a\u4f4d\uff0c\u4e0e\u7528\u6237\u73b0\u6709\u7684\u3001\u7ec6\u5206\u7684\u201c\u6700\u4f73\u5de5\u5177\u6808\u201d\u4f7f\u7528\u4e60\u60ef\u5b58\u5728\u51b2\u7a81\u3002\u521b\u59cb\u4eba\u5728\u56de\u590d\u4e2d\u5f3a\u8c03\u201c\u65e0\u9700\u8fc1\u79fb\uff0c\u5148\u5f00\u59cb\u8bb0\u5f55\u201d\uff0c\u8fd9\u867d\u964d\u4f4e\u4e86\u8bd5\u7528\u95e8\u69db\uff0c\u4f46\u4e5f\u53ef\u80fd\u8ba9\u4ea7\u54c1\u5728\u521d\u671f\u6ca6\u4e3a\u53e6\u4e00\u4e2a\u201c\u4fe1\u606f\u9ed1\u6d1e\u201d\uff0c\u65e0\u6cd5\u5145\u5206\u5c55\u73b0\u5176\u6838\u5fc3\u7684\u8f6c\u5316\u4ef7\u503c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u957f\u8fdc\u770b\uff0cBrainstream\u7684\u4ef7\u503c\u5929\u82b1\u677f\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u4ece\u4e00\u4e2a\u201c\u66f4\u667a\u80fd\u7684\u7b14\u8bb0App\u201d\uff0c\u8fdb\u5316\u6210\u4e00\u4e2a\u5f97\u5230\u7528\u6237\u6df1\u5ea6\u4fe1\u4efb\u7684\u201c\u4e2a\u4eba\u6218\u7565\u64cd\u4f5c\u7cfb\u7edf\u201d\u3002\u8fd9\u8981\u6c42\u5176AI\u4e0d\u4ec5\u7406\u89e3\u7b14\u8bb0\u5185\u5bb9\uff0c\u66f4\u80fd\u6df1\u5ea6\u7406\u89e3\u7528\u6237\u7684\u89d2\u8272\u3001\u76ee\u6807\u4e0e\u4f18\u5148\u7ea7\uff0c\u4ece\u800c\u5b9e\u73b0\u4ece\u201c\u88ab\u52a8\u54cd\u5e94\u6307\u4ee4\u201d\u5230\u201c\u4e3b\u52a8\u7b56\u7565\u5efa\u8bae\u201d\u7684\u8de8\u8d8a\u3002\u5f53\u524d\u7248\u672c\u662f\u4e00\u4e2a\u51fa\u8272\u7684\u8d77\u70b9\uff0c\u4f46\u771f\u6b63\u7684\u6218\u5f79\u5728\u4e8e\u751f\u6001\u6784\u5efa\u4e0e\u8ba4\u77e5\u4e60\u60ef\u7684\u91cd\u5851\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Brainstream<\/span>\n <\/div>\n<div class=\"comment-content\">Turn scattered thoughts into organized action with Brainstream – an AI-powered note-taking app with an intelligent assistant that doesn’t just answer questions, it takes action for you. Capture ideas in seconds (voice, text, photos), then let your AI assistant do the heavy lifting: create tasks from your notes, organize with smart tags, summarize content, and deliver daily + weekly briefs that transform chaos into clarity.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey everyone! Maker here.<\/p>\n<p>This started because my wife needed a simple note-taking app. She’d tried Notion, Obsidian, and a bunch of others but they all felt like she needed a PhD just to organize her thoughts. She wanted something where she could just dump what’s on her mind and move on with her day.<\/p>\n<p>So I built her a basic note-taking app. Voice memos, quick text notes, snap a photo – 30 seconds and done.<\/p>\n<p>But then she’d say things like “I know I wrote something about that dentist appointment somewhere..” and spend 10 minutes scrolling through notes. So I added semantic search: ask a question in plain English and it finds the right notes by meaning, not just keywords.<\/p>\n<p>Then came the moment that changed everything. She’d capture tons of ideas and tasks throughout the day but never go back to actually act on them. Sound familiar? That’s when I thought what if the AI didn’t just help you search, but actually did things for you?<\/p>\n<p>So now you can tell the AI “create a task to call the dentist tomorrow” and it just…does it. It creates tasks, organizes your notes with tags, even drafts calendar events. It’s less of a chatbot and more of an assistant that gets things done.<\/p>\n<p>The feature I’m personally most proud of is Daily & Weekly Briefs. Every morning you get a summary of what you captured yesterday, what’s due today, and what needs your attention. Every week you get the bigger picture: themes, patterns, things that fell through the cracks. It basically turns a mess of scattered notes into a clear action plan without you lifting a finger.<\/p>\n<p>I also added an evening closeout, a quick end-of-day ritual where you see what you got done, jot down any loose thoughts, and preview tomorrow. My wife says it’s the thing that finally made her feel “on top of things.”<\/p>\n<p>We’re live on Android and web with iOS coming soon. Would love your feedback, especially on what you’d want from an AI note-taking assistant. What would make you<br \/>\nactually switch from your current setup?<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>10<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@asadmasad Clean concept and strong execution.<\/p>\n<p>Brainstream goes beyond note-taking by turning ideas into action \u2014 tasks, summaries, and clear daily and weekly briefs. The focus on clarity over clutter really stands out.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@asadmasad\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@asadmasad<\/a> Congrats Asad! What kinds of users or workflows do you think benefit most from an AI that doesn\u2019t just summarize but <em>acts<\/em> by creating tasks and briefs?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>nice launch asad! congrats!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch, Asad. The story of how this came to be is really nice and relatable for so many people.<\/p>\n<p>Balancing idea capture and organization and action items is difficult. Regular daily\/weekly reviews is a nice touch as well. I’m so prone to drifting from my original direction to focus on something shiny and new. That review helps to keep on track.<\/p>\n<p>Personally, I have an environment I built for myself that is similar to this, from what I can tell. In addition to the idea capture\/organization and daily\/weekly reviews, the system is aware of my high level vision and deliverables, so it slaps me on the wrist when I pause meaningful work to build yet <em>another<\/em> AI tool for myself. You could say it works as an accountability partner to keep me on track to hit targets. Not sure if that could fit into your vision, but that’s what I see in Brainstream from my own lens.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bbmaxwell\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bbmaxwell<\/a> Yup – Brainstream has this feature too in a way \ud83d\ude0awhere it resurfaces and reminds you of old forgotten tasks that haven’t been completed yet. But having an overarching vision sounds interesting too – my only concern would be that it may be too fluid for a general purpose app – thoughts?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love how note-taking became more efficient with this tool. Love this anc congratulations on the launch, <a href=\"https:\/\/www.producthunt.com\/@asadmasad\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"asadmasad\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@asadmasad<\/a> !<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@neilverma\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@neilverma<\/a> Thanks<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interesting \u2014 curious what “takes action” looks like in practice. Can it create calendar events, draft emails, or push tasks to other tools? Or is the action more within the app itself?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@go_sakioka\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@go_sakioka<\/a> Yeah, it can create Google calendar events, create\/edit\/complete tasks & notes within the app by just chatting with the app. New notes can also be created by just forwarding an email to <a href=\"mailto:notes@usebrainstream.app\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">notes@usebrainstream.app<\/a> from the registered email address.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">A lot of people already have a \u201cstack\u201d (notes app + task manager + calendar). What does a realistic adoption path look like where Brainstream adds value in week 1 without forcing a full migration, and which integrations or workflows matter most for that?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> Completely agree but I believe juggling 3 apps is not the most efficient way. Brainstream combines all 3 in a single app. And you also get native AI chat (research or chat with AI from within the app), agentic AI actions (create note, create\/complete tasks, create calendar event, etc.), and other AI powered features (summarise or rewrite notes, suggest tags or extract tasks from a note,etc.). Not to forget the semantic search where you can search for anything across your notes. <\/p>\n<\/p>\n<p>So basically a realistic adoption plan is to just start capturing thoughts in the app and let the AI do the heavy lifting for you. Other than email (for the email-to-notes capability) and calendar, there is no other integration. Inward migration is not currently supported but is definitely possible if the market demand warrants it. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#8<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/D4ZTFMAYEQILON\" class=\"app-title\">Vela<\/a><\/p>\n<div class=\"one-liner\">AI scheduling that works the way a great EA does<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">148<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Vela\u662f\u4e00\u6b3e\u50cf\u9ad8\u7ea7\u884c\u653f\u52a9\u7406\u4e00\u6837\u5de5\u4f5c\u7684AI\u667a\u80fd\u65e5\u7a0b\u8c03\u5ea6\u4ee3\u7406\uff0c\u901a\u8fc7\u8de8\u90ae\u4ef6\u3001\u77ed\u4fe1\u3001WhatsApp\u548c\u7535\u8bdd\u7b49\u591a\u6e20\u9053\u5168\u81ea\u52a8\u534f\u5546\u65f6\u95f4\u3001\u8ddf\u8fdb\u5e76\u9884\u8ba2\u4f1a\u8bae\uff0c\u89e3\u51b3\u4e86\u4f01\u4e1a\u53ca\u4e2a\u4eba\u5728\u6279\u91cf\u3001\u591a\u5e73\u53f0\u534f\u8c03\u4f1a\u8bae\u65f6\u6548\u7387\u4f4e\u4e0b\u3001\u6c9f\u901a\u7e41\u7410\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/88952e8c-b9f0-43c8-acd0-3872f3ef66f3.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ffb99f85-7095-429a-949d-d21efaf7c9c6.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/40c70e17-9107-4464-b704-7498cfe2cccc.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c1cb8c29-0d85-480e-9202-729b35d9dfec.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/8c5c013b-1cab-4da9-a94f-9ed45ff9917c.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=MzUOjSG5Uvw&t=6s\"><source src=\"https:\/\/www.youtube.com\/watch?v=MzUOjSG5Uvw&t=6s\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Calendar<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u65e5\u7a0b\u8c03\u5ea6<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u884c\u653f\u52a9\u7406<\/span><br \/>\n <span class=\"tag\">\u591a\u6e20\u9053\u534f\u8c03<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">YC\u5b75\u5316<\/span><br \/>\n <span class=\"tag\">\u4f1a\u8bae\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u62db\u8058\u884c\u4e1a\u89e3\u51b3\u65b9\u6848<\/span><br \/>\n <span class=\"tag\">\u4f18\u5148\u7ea7\u5224\u65ad<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u7406\u89e3<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u4ea7\u54c1\u7b80\u5316\u65e5\u7a0b\u7ba1\u7406\u3001\u66ff\u4ee3\u4eba\u5de5\u7684\u4ef7\u503c\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\uff1a\u4e0e\u8c37\u6b4c\u65e5\u5386\u7b49\u5de5\u5177\u7684\u96c6\u6210\u7ec6\u8282\u3001\u56e2\u961f\u4e0e\u4e2a\u4eba\u4f7f\u7528\u7684\u573a\u666f\u5dee\u5f02\u3001\u4ee5\u53ca\u5728\u4f18\u5148\u7ea7\u51b2\u7a81\u6216\u9891\u7e41\u6539\u671f\u7b49\u8fb9\u7f18\u60c5\u51b5\u4e0b\u7684\u5177\u4f53\u51b3\u7b56\u903b\u8f91\u3002\u521b\u59cb\u4eba\u56de\u590d\u5f3a\u8c03\u5176\u57fa\u4e8e\u5386\u53f2\u5b66\u4e60\u4e0e\u4eba\u5de5\u515c\u5e95\u7684\u667a\u80fd\u5224\u65ad\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Vela\u7684\u91ce\u5fc3\u5e76\u975e\u505a\u4e00\u4e2a\u66f4\u6f02\u4eae\u7684\u65e5\u5386\u63d2\u4ef6\uff0c\u800c\u662f\u8bd5\u56fe\u6210\u4e3a\u5d4c\u5165\u5546\u4e1a\u6c9f\u901a\u6bdb\u7ec6\u8840\u7ba1\u7684\u201c\u81ea\u4e3b\u8c03\u5ea6\u667a\u80fd\u4f53\u201d\u3002\u5176\u5ba3\u79f0\u7684\u201c\u54c1\u5473\u201d\u548c\u201c\u8de8\u6e20\u9053\u89c4\u6a21\u5316\u64cd\u4f5c\u201d\u76f4\u51fb\u5f53\u524d\u8c03\u5ea6\u5de5\u5177\u7684\u4e24\u5927\u8f6f\u808b\uff1a\u4e00\u662f\u7f3a\u4e4f\u4e0a\u4e0b\u6587\u4e0e\u4f18\u5148\u7ea7\u5224\u65ad\u7684\u673a\u68b0\u89c4\u5219\u7cfb\u7edf\uff0c\u4e8c\u662f\u65e0\u6cd5\u5728\u90ae\u4ef6\u3001IM\u3001\u7535\u8bdd\u7b49\u5272\u88c2\u573a\u666f\u4e2d\u63d0\u4f9b\u7edf\u4e00\u8fde\u8d2f\u7684\u4f53\u9a8c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u4ef7\u503c\u5728\u4e8e\u5c06\u8c03\u5ea6\u4ece\u201c\u7ba1\u7406\u65f6\u95f4\u201d\u63d0\u5347\u4e3a\u201c\u7ba1\u7406\u6ce8\u610f\u529b\u4e0e\u5173\u7cfb\u201d\u3002\u5b83\u4f18\u5148\u5904\u7406\u6295\u8d44\u8005\u4f1a\u8bae\u800c\u975e\u5185\u90e8\u540c\u6b65\uff0c\u8fd9\u5b9e\u5219\u662f\u5c06\u5546\u4e1a\u89c4\u5219\u9690\u5f0f\u7f16\u7801\uff0c\u66ff\u4ee3\u7528\u6237\u8fdb\u884c\u6301\u7eed\u7684\u3001\u4f4e\u9636\u7684\u51b3\u7b56\u6d88\u8017\u3002\u800c\u652f\u6301\u5343\u7ea7\u8bbf\u8c08\u7684\u5e76\u884c\u8c03\u5ea6\u80fd\u529b\uff0c\u5219\u7784\u51c6\u4e86\u62db\u8058\u3001\u9500\u552e\u7b49\u5f3a\u8282\u594f\u3001\u9ad8\u541e\u5410\u91cf\u7684\u5782\u76f4\u9886\u57df\uff0c\u5c06\u8c03\u5ea6\u4ece\u652f\u6301\u529f\u80fd\u8f6c\u53d8\u4e3a\u4e1a\u52a1\u4ea7\u80fd\u7684\u6838\u5fc3\u6760\u6746\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u201c\u54c1\u5473\u201d\u7684\u7b97\u6cd5\u9ed1\u7bb1\u5982\u4f55\u53d6\u5f97\u7528\u6237\u4fe1\u4efb\uff1f\u5c24\u5176\u5728\u5904\u7406\u201c\u8463\u4e8b\u4f1a\u6210\u5458\u4e0e\u5496\u5561\u95f2\u804a\u201d\u7684\u4f18\u5148\u7ea7\u65f6\uff0c\u5fae\u5999\u7684\u5546\u4e1a\u653f\u6cbb\u53ef\u80fd\u8fdc\u8d85\u5386\u53f2\u6570\u636e\u8303\u7574\u3002\u5176\u6b21\uff0c\u8de8\u6e20\u9053\u64cd\u4f5c\u6d89\u53ca\u590d\u6742\u7684\u9690\u79c1\u4e0e\u5408\u89c4\u96f7\u533a\uff0c\u7279\u522b\u662f\u5728\u77ed\u4fe1\u3001\u7535\u8bdd\u7b49\u66f4\u654f\u611f\u7684\u901a\u4fe1\u9886\u57df\u3002\u6700\u540e\uff0c\u4ece\u201c\u66ff\u4ee3\u4eba\u5de5\u70b9\u51fb\u201d\u5230\u201c\u66ff\u4ee3\u4eba\u5de5\u5224\u65ad\u201d\uff0c\u7528\u6237\u6559\u80b2\u6210\u672c\u548c\u9519\u8bef\u5bb9\u5fcd\u5ea6\u5c06\u5448\u6307\u6570\u7ea7\u4e0a\u5347\u3002\n <\/p>\n<p class=\"ai-content\">\n Vela\u7684YC\u80cc\u666f\u4e0e\u65e9\u671f\u4f01\u4e1a\u7528\u4f8b\u663e\u793a\u4e86\u5176\u4ece\u9ad8\u4ef7\u503c\u3001\u9ad8\u75db\u70b9\u7684B\u7aef\u573a\u666f\u5207\u5165\u7684\u52a1\u5b9e\u8def\u5f84\u3002\u82e5\u80fd\u653b\u514b\u4fe1\u4efb\u4e0e\u53ef\u9760\u6027\u5173\u53e3\uff0c\u5b83\u6709\u671b\u4ece\u5de5\u5177\u6f14\u53d8\u4e3a\u4e00\u79cd\u65b0\u7684\u5546\u4e1a\u6c9f\u901a\u57fa\u7840\u8bbe\u65bd\u5c42\u2014\u2014\u5373\u6240\u6709\u5916\u90e8\u65f6\u95f4\u534f\u8c03\u8bf7\u6c42\u7684\u667a\u80fd\u7f51\u5173\u3002\u4f46\u82e5\u5176\u201c\u667a\u80fd\u201d\u5728\u590d\u6742\u573a\u666f\u4e2d\u9891\u9891\u5931\u51c6\uff0c\u5219\u5f88\u5bb9\u6613\u88ab\u964d\u683c\u4e3a\u4e00\u4e2a\u6602\u8d35\u7684\u3001\u82b1\u54e8\u7684\u81ea\u52a8\u56de\u590d\u7cfb\u7edf\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Vela<\/span>\n <\/div>\n<div class=\"comment-content\">Vela is an AI scheduling agent that works the way a great EA does – across email, SMS, WhatsApp, and phone, at any scale. Loop Vela into a conversation and it takes over. It negotiates times, follows up when people ghost, and books the meeting. It has taste: it prioritizes an investor over an internal sync, and understands “early next week” without rigid parameters. Need 1,000 interviews scheduled this week? Vela makes parallel calls and coordinates across every channel. Backed by YC W26!<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH! Gobhanu here, co-founder of Vela (YC W26).<\/p>\n<p>We built Vela because scheduling is secretly one of the hardest coordination problems in business – and nobody’s solved it end to end.<\/p>\n<p>For a founder, it looks like drowning in email threads trying to lock down 20 demo meetings a week. For a recruiting firm, it looks like needing to schedule 1,000 driver interviews by Friday across phone, SMS, and email – simultaneously.<br \/>Both problems require the same thing: an agent with real judgment that can operate across every channel at any scale.<\/p>\n<p>Here’s what makes Vela different:<br \/>It works everywhere. Email, SMS, WhatsApp, phone calls. CC it in an email or let it make 1,000 parallel calls – same agent.<br \/>It has taste and TRULY learns. Vela knows a board member outranks a coffee chat without you writing rules. It understands “early next week” without rigid parameters.<br \/>It handles the mess. Ghosted? Vela follows up. Conflicting time zones? Handled. Multi-party interviews with 5 calendars? Done.<\/p>\n<p>We’re already used by enterprise recruiters scheduling thousands of interviews a week and by founders who need white-glove coordination for their highest-stakes meetings.<br \/>We’re currently running paid pilots and yearly contracts with individuals and businesses. If scheduling is a pain point for you, feel free to book a demo – we’d love to show you what Vela can do.<\/p>\n<p>We’d love your feedback – especially if you have scheduling workflows that feel impossible to automate. Book a Demo and we can get you your own scheduling assistant in under 15 minutes.<\/p>\n<p>Gobhanu & Saatvik – <3<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>11<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@gobhanu_korisepati\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gobhanu_korisepati<\/a> To the moon! Couldn’t have asked for a better co-founder <3<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@gobhanu_korisepati\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gobhanu_korisepati<\/a> congrats on the launch, and more importantly on being accepted to YC – impressive stuff. I am myself work in scheduling (founder of <a href=\"https:\/\/timetuna.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">timetuna.com<\/a> – #1 on producthunt from Dec), would love to chat with you about scheduling.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@gobhanu_korisepati\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gobhanu_korisepati<\/a> How do you see Vela helping teams vs. individuals? Are there specific workflows where it\u2019s especially transformative?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Wow very powerful – integrates with google calendar?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@daniele_packard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniele_packard<\/a> Thanks Daniele!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@daniele_packard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniele_packard<\/a> Absolutely yes! Works across ALL email clients.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Genuinely hate checking my calendar, Vela has taken that obligation out of my day to day<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@pranjali_awasthi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pranjali_awasthi<\/a> thank you so much, Anjali. It’s been a pleasure working with you. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Handling multi-channel scheduling with real judgment is a big ambition.<\/p>\n<p>How does Vela decide priorities in edge cases, for example when two high-priority stakeholders conflict or when someone keeps rescheduling last minute?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vik_sh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vik_sh<\/a> thanks, Victor. Vela is super smart. It looks at your previous calendar history in order to decide what you have done before. And if there’s no clear evidence, it escalates to a human, until eventually it learns all of your priorities and preferences perfectly.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great product guys! Good luck with your launch \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sundararvind1244\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sundararvind1244<\/a> thanks Sundar you too!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This has made my scheduling life a lot simpler <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@harsha_gaddipati\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@harsha_gaddipati<\/a> Thank you Harsha – day zero supporter \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@harsha_gaddipati\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@harsha_gaddipati<\/a> thank youuuuuuu<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Man, I get the scheduling chaos. We used to juggle three different tools just to keep things semi-organized. Vela sounds like a godsend for cutting that out.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@djordjevic_nikola\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@djordjevic_nikola<\/a> appreciate it! Would love to get you setup and show you a Demo. We promise Vela can literally do anything a human would with regards to scheduling \ud83d\ude42 extremely consistently!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@djordjevic_nikola\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@djordjevic_nikola<\/a> Ahhh thank you Nikola! Means the world to us… cant wait to have you try out Vela!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We are not going to rest until ‘let me check my calendar’ is a phrase nobody ever has to say again<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@apexflux\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@apexflux<\/a> lets gooooo<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#9<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/G4FFLXLY6QGJCV\" class=\"app-title\">OpenGraph+<\/a><\/p>\n<div class=\"one-liner\">Automatic Open Graph images for every page<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">131<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>OpenGraph+ \u662f\u4e00\u6b3e\u81ea\u52a8\u5316\u751f\u6210\u5e76\u5b9e\u65f6\u66f4\u65b0\u7f51\u7ad9\u5404\u9875\u9762Open Graph\u9884\u89c8\u56fe\u50cf\u7684\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u548c\u5185\u5bb9\u53d1\u5e03\u8005\u5728\u793e\u4ea4\u5a92\u4f53\u53ca\u7fa4\u804a\u4e2d\u5206\u4eab\u94fe\u63a5\u65f6\uff0c\u56e0\u9884\u89c8\u56fe\u7f3a\u5931\u3001\u8fc7\u65f6\u6216\u5343\u7bc7\u4e00\u5f8b\u800c\u5bfc\u81f4\u70b9\u51fb\u7387\u4f4e\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7da5037f-8a7c-4326-961d-ce1b972bd7e1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0055a20c-0ce1-4e59-a917-fb4e486ec115.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b2950f70-cd18-4936-a483-30a1d2d73600.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/bba30223-3443-4978-ac64-d8b02388af34.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=q1O9NlhRKtg\"><source src=\"https:\/\/www.youtube.com\/watch?v=q1O9NlhRKtg\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Design Tools<\/span><br \/>\n <span class=\"tag\">Social Media<\/span><br \/>\n <span class=\"tag\">Marketing<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Open Graph\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u94fe\u63a5\u9884\u89c8\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u793e\u4ea4\u5a92\u4f53\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u7f51\u7ad9SEO\u589e\u5f3a<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u540c\u6b65<\/span><br \/>\n <span class=\"tag\">\u65e0\u5934\u6e32\u67d3<\/span><br \/>\n <span class=\"tag\">\u5b9a\u5236\u5316\u6a21\u677f<\/span><br \/>\n <span class=\"tag\">\u7f51\u9875\u622a\u56fe\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">\u589e\u957f\u6760\u6746<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3\u4e86OG\u56fe\u7247\u7ef4\u62a4\u7684\u75db\u70b9\uff0c\u8ba4\u4e3a\u8c03\u8bd5\u5de5\u5177\u5b9e\u7528\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u4e0eCI\u7ba1\u9053\u96c6\u6210\u3001WordPress\/Yoast\u7b49\u975e\u6280\u672f\u5e73\u53f0\u63d2\u4ef6\u5f00\u53d1\u3001\u81ea\u5b9a\u4e49\u56fe\u50cf\u7684\u7075\u6d3b\u5ea6\uff0c\u4ee5\u53ca\u5982\u4f55\u9632\u6b62\u5927\u91cf\u5185\u5bb9\u4e0b\u7684\u89c6\u89c9\u91cd\u590d\u3002\u521b\u59cb\u4eba\u79ef\u6781\u56de\u5e94\uff0c\u660e\u786e\u4e86\u547d\u4ee4\u884c\u5de5\u5177\u3001CSS\u5b9a\u5236\u53ca\u4e0b\u4e00\u6b65\u7684WordPress\u96c6\u6210\u8ba1\u5212\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n OpenGraph+ \u5207\u5165\u4e86\u4e00\u4e2a\u5fae\u5c0f\u5374\u666e\u904d\u7684\u6280\u672f\u76f2\u533a\u2014\u2014\u94fe\u63a5\u9884\u89c8\u56fe\u50cf\u7684\u751f\u6210\u4e0e\u7ef4\u62a4\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u7684\u56fe\u7247\u751f\u6210\uff0c\u800c\u662f\u5c06\u201c\u9884\u89c8\u201d\u4ece\u4e00\u4e2a\u9759\u6001\u7684\u3001\u6613\u8fc7\u65f6\u7684\u9644\u5c5e\u54c1\uff0c\u91cd\u6784\u4e3a\u4e00\u4e2a\u52a8\u6001\u7684\u3001\u53ef\u7f16\u7a0b\u7684\u201c\u5185\u5bb9\u754c\u9762\u201d\u3002\u4ea7\u54c1\u5de7\u5999\u5730\u907f\u5f00\u4e86\u5728\u7528\u6237\u5e94\u7528\u4e2d\u8fd0\u884c\u590d\u6742\u6e32\u67d3\u5668\u7684\u91cd\u578b\u65b9\u6848\uff0c\u91c7\u7528\u6309\u9700\u622a\u56fe\u670d\u52a1\uff0c\u5b9e\u73b0\u4e86\u4e0e\u6e90\u7ad9\u5185\u5bb9\u7684\u81ea\u52a8\u540c\u6b65\uff0c\u8fd9\u672c\u8d28\u4e0a\u662f\u5c06\u6e32\u67d3\u6210\u672c\u4e0e\u8fd0\u7ef4\u8d1f\u62c5\u5916\u90e8\u5316\u3001\u670d\u52a1\u5316\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5f53\u524d\u201c\u9762\u5411\u5f00\u53d1\u8005\u201d\u7684\u5b9a\u4f4d\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002\u4e00\u65b9\u9762\uff0c\u901a\u8fc7HTML\/CSS\/Tailwind\u7684\u5b9a\u5236\u65b9\u5f0f\u786e\u4fdd\u4e86\u6781\u9ad8\u7684\u7075\u6d3b\u6027\u548c\u7cbe\u51c6\u7684\u76ee\u6807\u7528\u6237\u89e6\u8fbe\uff08\u80fd\u76f4\u63a5\u89e3\u51b3\u75db\u70b9\u7684\u4eba\uff09\uff1b\u53e6\u4e00\u65b9\u9762\uff0c\u8fd9\u4e5f\u6784\u6210\u4e86\u589e\u957f\u74f6\u9888\u3002\u6b63\u5982\u8bc4\u8bba\u4e2d\u900f\u9732\u7684\uff0c\u6700\u5927\u7684\u9700\u6c42\u547c\u58f0\u6070\u6070\u6765\u81eaWordPress\u7b49\u975e\u6280\u672f\u6216\u4f4e\u4ee3\u7801\u5e73\u53f0\u3002\u521b\u59cb\u4eba\u201c\u5148\u670d\u52a1\u597d\u5f00\u53d1\u8005\uff0c\u518d\u4ee5\u6b64\u4e3a\u57fa\u7840\u6784\u5efa\u4e0a\u5c42\u5e94\u7528\u201d\u7684\u8def\u5f84\u770b\u4f3c\u7a33\u5065\uff0c\u5b9e\u5219\u9762\u4e34\u5e02\u573a\u7a97\u53e3\u671f\u7684\u6311\u6218\u3002\u66f4\u6210\u719f\u7684\u5934\u90e8\u5e73\u53f0\u6216\u7ade\u54c1\u5b8c\u5168\u53ef\u80fd\u5feb\u901f\u63a8\u51fa\u7c7b\u4f3c\u7684\u65e0\u4ee3\u7801\u89e3\u51b3\u65b9\u6848\uff0c\u8695\u98df\u5176\u6f5c\u5728\u5e02\u573a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7684\u6df1\u5c42\u6311\u6218\u5728\u4e8e\u5982\u4f55\u5e73\u8861\u201c\u65e0\u9650\u5b9a\u5236\u5316\u201d\u4e0e\u201c\u5f00\u7bb1\u5373\u7528\u201d\u3002\u7528\u6237\u5173\u4e8e\u201c\u9632\u6b62\u89c6\u89c9\u91cd\u590d\u201d\u548c\u201c\u6309\u5185\u5bb9\u7c7b\u578b\u52a8\u6001\u8c03\u6574\u5e03\u5c40\u201d\u7684\u63d0\u95ee\uff0c\u5df2\u89e6\u53ca\u4e86\u5176\u6838\u5fc3\u903b\u8f91\u7684\u5929\u82b1\u677f\uff1a\u76ee\u524d\u7684CSS\u6a21\u677f\u4ecd\u662f\u89c4\u5219\u9a71\u52a8\uff0c\u800c\u975e\u771f\u6b63\u7684\u5185\u5bb9\u667a\u80fd\u9a71\u52a8\u3002\u4e0b\u4e00\u6b65\u7684\u8fdb\u5316\u65b9\u5411\uff0c\u5e94\u662f\u4ece\u201c\u53ef\u7f16\u7a0b\u7684\u622a\u56fe\u670d\u52a1\u201d\u8fc8\u5411\u201c\u5177\u5907\u8bbe\u8ba1\u611f\u77e5\u7684\u5185\u5bb9\u7406\u89e3\u5f15\u64ce\u201d\uff0c\u5426\u5219\u6781\u6613\u6ca6\u4e3a\u53e6\u4e00\u4e2a\u9700\u8981\u624b\u52a8\u7ef4\u62a4\u6a21\u677f\u7684\u57fa\u7840\u8bbe\u65bd\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cOpenGraph+ \u5c55\u73b0\u4e86\u5bf9\u5f00\u53d1\u8005\u75db\u70b9\u7684\u7cbe\u51c6\u6d1e\u5bdf\u548c\u4f18\u96c5\u7684\u6280\u672f\u89e3\u51b3\u601d\u8def\uff0c\u4f46\u5176\u5546\u4e1a\u5929\u82b1\u677f\u9ad8\u5ea6\u53d6\u51b3\u4e8e\u80fd\u5426\u5feb\u901f\u4ece\u201c\u6781\u5ba2\u5de5\u5177\u201d\u6210\u529f\u8dc3\u8fc1\u81f3\u201c\u5e73\u53f0\u751f\u6001\u63d2\u4ef6\u201d\uff0c\u5e76\u5728\u6b64\u8fc7\u7a0b\u4e2d\u6784\u5efa\u8d77\u57fa\u4e8e\u5185\u5bb9\u7406\u89e3\u7684\u81ea\u52a8\u5316\u8bbe\u8ba1\u58c1\u5792\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u4e00\u4e2a\u53eb\u597d\u4f46\u96be\u4ee5\u5927\u89c4\u6a21\u6e17\u900f\u7684\u5229\u57fa\u5de5\u5177\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">OpenGraph+<\/span>\n <\/div>\n<div class=\"comment-content\">OpenGraph+ automatically generates clean, up to date Open Graph images for every page on your site. Links are shared more in Slack, iMessage, Discord, Teams, and group chats than on social feeds, but most sites still ship broken or generic previews. Fixing this usually means manual images or custom renderers that fall out of sync. OpenGraph+ captures your pages, renders social cards, and keeps them updated as content changes without running a renderer in your app or designing images by hand.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I built <a href=\"https:\/\/OpenGraphPlus.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">OpenGraphPlus.com<\/a> to automate one of the most painful parts of writing and sharing articles: creating a decent Open Graph image that get people to click on the thing when I share it on Twitter or in private group chats on Apple Messages, Slack, and Microsoft Teams.<\/p>\n<\/p>\n<p>What I’m launching today is the culmination of me deploying this to many of the websites I operate, and rolling what I learned back into the product to make it easier to install and control how the link previews appear. My focus for this launch was to create something that web developers who are comfortable working with CSS, HTML, and Tailwind can immediately understand and deploy on their websites. It’s ready for production websites today!<\/p>\n<\/p>\n<p>If this launch goes well, I’m hoping to connect people who feel the pain of Open Graph images on platforms like WordPress, Shopify, etc. so I can work with them on add-ins and plugins that make it possible to automate Open Graph images without any technical knowledge. If that’s you and you’re willing too pickup a business plan, let’s talk!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch, <a href=\"https:\/\/www.producthunt.com\/@bradgessler\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"bradgessler\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bradgessler<\/a>! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very useful! Could I somehow integrate this into a CI pipeline?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@wilco_kruijer1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@wilco_kruijer1<\/a> There’s a command line tool `ogplus` that you can run from a CI box. I’m curious what the use case is for that though? The way OG+ works is it generates Open Graph previews on demand as people share your webpages links. This is how it stays in sync with your web content.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I like the analyzer on your homepage, free and immediately makes it clear what is missing. <br \/>If I understand correctly, then I just point to opengraph+ urls in my head tags? <br \/>What options are there for customizing the final image?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@janschutte\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@janschutte<\/a> yep! You got it. Right now it’s completely customizable with CSS, so a web developer can tweak the pages the pages and OpenGraph+ will take a screenshot of it.<\/p>\n<\/p>\n<p>Here’s a few links for the ways to customize:<\/p>\n<ul>\n<li>\n<p><a href=\"https:\/\/opengraphplus.com\/docs\/html-css\/templates\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/opengraphplus.com\/docs\/html-css\/templates<\/a><\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/opengraphplus.com\/docs\/html-css\/data-attributes\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/opengraphplus.com\/docs\/html-css\/data-attributes<\/a><\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/opengraphplus.com\/docs\/html-css\/rendering\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/opengraphplus.com\/docs\/html-css\/rendering<\/a><\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/opengraphplus.com\/docs\/tailwind\/usage\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/opengraphplus.com\/docs\/tailwind\/usage<\/a><\/p>\n<\/li>\n<\/ul>\n<p>Today it’s very much geared towards web developers because its foundational to less technical tools I’d like to eventually build on top of it.<\/p>\n<\/p>\n<p>I’m curious how you’d want to use OG+? Are you comfortable editing HTML and CSS, would you want a plugin for the platform you’re using, or would you want to edit a template on OG+, point your site to it, and have page titles, etc. rendered into the template?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The debugger and insights tool is really useful, I will definitely be using it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@emanuele_click\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@emanuele_click<\/a> spread the word! I built those tools to be insanely useful for teams. I’m thinking about launching a command-line tool too if people would find that useful.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">This could solve a real pain point! Most sites still ship broken or placeholder OG images, and rendering from the live page means the preview stays in sync automatically. Love that. I could use it myself! \ud83d\ude42<\/p>\n<p>Do you have any plans for a WordPress\/Yoast integration? A huge chunk of the \u201cOG chaos\u201d internet runs on WP, and hooking into Yoast\u2019s OG image output could make adoption a no-brainer for that audience. \ud83d\ude42<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tereza_hurtova\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tereza_hurtova<\/a> yeah! I built this thing for all my other websites because I got tired of looking at my own busted Open Graph previews \ud83e\udd23<\/p>\n<\/p>\n<p>So one nice thing there is people who sign-up are going to be on a journey with somebody who is <em>very<\/em> invested in their own software working really well. I’m also former CTO of an app used by 1% of the United States, so I’ll be able to scale this thing as more folks sign up \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tereza_hurtova\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tereza_hurtova<\/a> Oh and to answer your WordPress question, yes! That’s the next platform I’m going to target. So many great websites and people are running on WordPress it seems like it would be crazy if I didn’t do this. I’m hoping to find somebody from this launch to go back-and-forth with on a WordPress\/Yoast plugin.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@bradgessler Love this! You can really feel you built it to scratch your own itch (busted OG previews are the worst \ud83d\ude05). And \u201cused by 1% of the US\u201d is a serious scale flex \u2013 respect! \ud83d\ude80<\/p>\n<p>Re: WordPress\/Yoast \u2013 we run WP + Yoast on our other business (not that one we’re launching soon): ~15 static pages + a blog with 150+ “student story” posts. If that\u2019s useful, I\u2019d be happy to be an early tester and go back-and-forth on the plugin as you build it. \ud83d\ude4c<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Automating Open Graph images is such an under-discussed growth lever, previews absolutely shape click-through, especially on X and Slack. How customizable is the generation logic per article? For example, can developers dynamically adjust layout, typography, or emphasis based on content type, and how do you prevent visual repetition across large content libraries?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>great product congrats on launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@apexflux\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@apexflux<\/a> thanks! Curious if you tried it yet? What do you think?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#10<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/YMYMZQJOY7WGTU\" class=\"app-title\">Agent Monitor<\/a><\/p>\n<div class=\"one-liner\">Server-side analytics for AI & bot traffic<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">116<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u901a\u8fc7\u5206\u6790\u670d\u52a1\u5668\u7aef\u6570\u636e\uff0c\u7cbe\u51c6\u8bc6\u522b\u548c\u5206\u7c7bAI\u53ca\u673a\u5668\u4eba\u6d41\u91cf\u7684\u5206\u6790\u5de5\u5177\uff0c\u89e3\u51b3\u4e86SEO\u53ca\u7f51\u7ad9\u8fd0\u8425\u8005\u5728GA4\u7b49\u4f20\u7edf\u5de5\u5177\u4e2d\u65e0\u6cd5\u6d1e\u5bdfAI\u6d41\u91cf\uff0c\u5bfc\u81f4\u6570\u636e\u5931\u771f\u3001\u51b3\u7b56\u76f2\u533a\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3e69a4df-9633-4978-b3b5-b55b1d6030b2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9582a4d8-c4cf-4c05-be0c-47a22dead8a2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/202199d6-d419-4488-bda9-048b8cdf1d3b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b9e0ba4e-f26a-4fe1-b713-e42febbfe024.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/01ac414b-708d-445d-b25d-13c103f70315.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0dc8a109-59cc-4122-a1b3-c4876549d4fb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/42a8f535-8fe2-4381-a714-1e1c5e2f12f4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0eb7602a-39f9-4acb-916c-31bbc6566e8a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/16a739db-2dab-405a-8689-023ae78595c3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b01ea4b4-f6f4-4e44-a849-47331fde5f51.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f76b236e-18be-4d31-b666-e6ef2a35529d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b4d9a102-b18c-4c3e-9444-4cc863f1ee20.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dd86929e-1f4a-4be4-91e5-a23a203fa2bf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Analytics<\/span><br \/>\n <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">SEO<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u670d\u52a1\u5668\u7aef\u5206\u6790<\/span><br \/>\n <span class=\"tag\">AI\u6d41\u91cf\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u673a\u5668\u4eba\u68c0\u6d4b<\/span><br \/>\n <span class=\"tag\">SEO\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u7f51\u7ad9\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u53ef\u89c6\u5316<\/span><br \/>\n <span class=\"tag\">\u6d41\u91cf\u5206\u7c7b<\/span><br \/>\n <span class=\"tag\">GA4\u8865\u5145<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u9a71\u52a8\u51b3\u7b56<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u4ea7\u54c1\u89e3\u51b3\u4e86GA4\u6570\u636e\u4e0e\u5b9e\u9645\u60c5\u51b5\u4e0d\u7b26\u7684\u6838\u5fc3\u75db\u70b9\u3002\u95ee\u9898\u96c6\u4e2d\u4e8e\u4ea7\u54c1\u5b9a\u4f4d\uff08\u662fSEO\u5de5\u5177\u8fd8\u662f\u901a\u7528\u5206\u6790\uff09\u3001\u4e0eGTM\/Cloudflare\u7684\u5dee\u5f02\u53ca\u6280\u672f\u53d6\u820d\u3001\u4ee5\u53ca\u5982\u4f55\u8bc6\u522b\u6a21\u4eff\u4eba\u7c7b\u884c\u4e3a\u7684AI\u4ee3\u7406\u3002\u5efa\u8bae\u5305\u62ec\u589e\u5f3a\u62a5\u544a\u7ec6\u8282\u548c\u671f\u5f85URL\u8ffd\u8e2a\u529f\u80fd\u6b63\u5f0f\u7248\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Agent Monitor\u5207\u5165\u4e86\u4e00\u4e2a\u7cbe\u51c6\u4e14\u6b63\u5728\u6025\u901f\u81a8\u80c0\u7684\u5e02\u573a\u7f1d\u9699\uff1aAI\u4ee3\u7406\u6d41\u91cf\u76d1\u6d4b\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u7684\u201c\u53c8\u4e00\u4e2a\u5206\u6790\u5de5\u5177\u201d\uff0c\u800c\u5728\u4e8e\u5b83\u7387\u5148\u5c06\u201cAI\u6d41\u91cf\u201d\u4ece\u4e00\u4e2a\u6a21\u7cca\u7684\u5b89\u5168\u5a01\u80c1\u6216\u670d\u52a1\u5668\u566a\u97f3\uff0c\u91cd\u65b0\u5b9a\u4e49\u4e3a\u4e00\u79cd\u53ef\u8861\u91cf\u3001\u53ef\u5206\u6790\u3001\u751a\u81f3\u53ef\u4f18\u5316\u7684\u65b0\u578b\u201c\u8bbf\u5ba2\u201d\u7c7b\u522b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u903b\u8f91\u7280\u5229\u5730\u6233\u7a7f\u4e86\u5f53\u524d\u7f51\u7ad9\u5206\u6790\u4f53\u7cfb\u7684\u96c6\u4f53\u5e7b\u89c9\uff1a\u5f53ChatGPT\u7b49AI\u4ee3\u8868\u4eba\u7c7b\u6d4f\u89c8\u7f51\u9875\u65f6\uff0c\u4e3b\u6d41\u7684\u5ba2\u6237\u7aef\u5206\u6790\u5de5\u5177\uff08\u5982GA4\uff09\u8981\u4e48\u5c06\u5176\u8fc7\u6ee4\u4e3a\u5783\u573e\u6d41\u91cf\uff0c\u8981\u4e48\u6839\u672c\u65e0\u6cd5\u8bc6\u522b\u3002\u8fd9\u5bfc\u81f4\u7f51\u7ad9\u4e3b\u770b\u5230\u7684\u201c\u4eba\u7c7b\u6d41\u91cf\u201d\u6301\u7eed\u5931\u8840\uff0c\u800c\u5185\u5bb9\u5728AI\u4e2d\u7684\u5f71\u54cd\u529b\u5374\u6210\u4e86\u9ed1\u7bb1\u3002Agent Monitor\u901a\u8fc7\u56de\u5f52\u670d\u52a1\u5668\u7aef\u65e5\u5fd7\u8fd9\u4e00\u6570\u636e\u672c\u6e90\uff0c\u5e76\u91c7\u7528\u5176\u5ba3\u79f0\u7684\u201c\u786e\u5b9a\u6027\u903b\u8f91\u201d\u8fdb\u884c\u5206\u7c7b\uff0c\u8bd5\u56fe\u91cd\u5efa\u5206\u6790\u8303\u5f0f\u7684\u53ef\u4fe1\u5ea6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u6280\u672f\u4e0a\u7684\u201c\u732b\u9f20\u6e38\u620f\u201d\u4e0d\u53ef\u907f\u514d\u3002\u968f\u7740AI\u4ee3\u7406\u6108\u53d1\u62df\u4eba\u5316\uff0c\u4ec5\u9760\u670d\u52a1\u5668\u4fe1\u53f7\uff08\u5982User-Agent\u3001IP\u3001\u884c\u4e3a\u6a21\u5f0f\uff09\u80fd\u5426\u957f\u671f\u4fdd\u6301\u9ad8\u7cbe\u5ea6\u5206\u7c7b\uff0c\u662f\u4e00\u4e2a\u5de8\u5927\u95ee\u53f7\u3002\u5176\u6b21\uff0c\u4ea7\u54c1\u5b9a\u4f4d\u5b58\u5728\u5f20\u529b\uff1a\u5b83\u51fa\u8eab\u4e8eSEO\u573a\u666f\uff0c\u4f46\u8bd5\u56fe\u8d70\u5411\u66f4\u901a\u7528\u7684\u7f51\u7ad9\u5206\u6790\u3002SEO\u4ece\u4e1a\u8005\u5173\u5fc3\u7684\u201c\u5185\u5bb9\u662f\u5426\u88abAI\u6536\u5f55\u201d\u4e0e\u5b89\u5168\u8fd0\u7ef4\u4eba\u5458\u5173\u5fc3\u7684\u201c\u6076\u610f\u722c\u866b\u963b\u65ad\u201d\u662f\u4e0d\u540c\u9700\u6c42\uff0c\u4ea7\u54c1\u5982\u4f55\u5e73\u8861\u4fa7\u91cd\uff1f\u6700\u540e\uff0c\u5176\u5546\u4e1a\u4ef7\u503c\u95ed\u73af\u5c1a\u9700\u9a8c\u8bc1\u3002\u76d1\u6d4b\u5230AI\u6d41\u91cf\u4e4b\u540e\uff0c\u7528\u6237\u7a76\u7adf\u8be5\u201c\u4f18\u5316\u5185\u5bb9\u4ee5\u9002\u5e94AI\u201d\u8fd8\u662f\u201c\u9650\u5236\u722c\u53d6\u4ee5\u4fdd\u62a4\u5185\u5bb9\u201d\uff1f\u4ea7\u54c1\u76ee\u524d\u63d0\u4f9b\u4e86\u201c\u6d1e\u5bdf\u201d\uff0c\u4f46\u66f4\u5173\u952e\u7684\u201c\u884c\u52a8\u6307\u5357\u201d\u4f3c\u4e4e\u4ecd\u7559\u7ed9\u5e02\u573a\u81ea\u5df1\u6478\u7d22\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u6b3e\u5177\u5907\u524d\u77bb\u6027\u7684\u8d5b\u9053\u5b9a\u4e49\u8005\u3002\u5b83\u4e0d\u89e3\u51b3\u4e00\u4e2a\u8fc7\u53bb\u7684\u95ee\u9898\uff0c\u800c\u662f\u63ed\u793a\u4e86\u4e00\u4e2a\u6240\u6709\u4eba\u5373\u5c06\u5171\u540c\u9762\u5bf9\u7684\u672a\u6765\u4e8b\u5b9e\uff1aAI\u5df2\u662f\u4f60\u7684\u533f\u540d\u7528\u6237\u3002\u5b83\u7684\u6210\u529f\u5c06\u4e0d\u53d6\u51b3\u4e8e\u529f\u80fd\u591a\u5be1\uff0c\u800c\u53d6\u51b3\u4e8e\u5176\u5206\u7c7b\u6a21\u578b\u80fd\u5426\u6210\u4e3a\u884c\u4e1a\u4fe1\u4efb\u7684\u6807\u51c6\uff0c\u4ee5\u53ca\u5b83\u80fd\u5426\u5c06\u201cAI\u6d41\u91cf\u5206\u6790\u201d\u4ece\u597d\u5947\u578b\u9700\u6c42\uff0c\u8f6c\u53d8\u4e3a\u7f51\u7ad9\u8fd0\u8425\u7684\u5fc5\u5907\u57fa\u7840\u8bbe\u65bd\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Agent Monitor<\/span>\n <\/div>\n<div class=\"comment-content\">Agent Monitor captures and classifies AI & bot traffic using server-side data. Across 94M+ visits on 249 sites, 65% of traffic was bots – 24% AI bots like ChatGPT, Gemini, and Claude. None of this appears in GA4. We use transparent server-side signals to classify every visit. Get bot profiles, per-bot rankings, AI assistant traffic, and global benchmarks. Built by an SEO agency that needed real data.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey PH,<\/p>\n<p>I’m Marcin, co-founder of Top Online – an SEO agency behind Agent Monitor. I also co-authored the most comprehensive SEO handbook in Poland, so I’ve been deep in search and analytics for a while.<\/p>\n<p>Agent Monitor started because our analytics stopped making sense. Clients’ traffic was dropping in GA4, but rankings were fine and conversions held up. When we dug into server logs, we found the missing piece – AI bots were all over our clients sites, and no tool was showing it.<\/p>\n<p>We looked for something that would give us this data. Nothing worked well enough. Cloudflare keeps 7 days of data. GA4 filters bots entirely. GTM needs heavy custom setup. So we built our own solution.<\/p>\n<p>That was the internal version. We’ve since turned it into a product because every SEO and site owner we talked to had the same blind spot.<\/p>\n<p>One thing worth noting: we don’t use AI in the product itself. Classification is based on transparent, deterministic logic – server-side signals, behavioral patterns, no black boxes.<\/p>\n<p>Free 2-week trial, no credit card. Curious what you think.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>16<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@marcin_kaminski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marcin_kaminski<\/a> handles Manus or similar?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@marcin_kaminski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marcin_kaminski<\/a> Hey Marcin. How do you define the <em>role<\/em> of AI agent and bot traffic in modern web ecosystems? Is it something to measure, optimize, or control?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@marcin_kaminski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marcin_kaminski<\/a> Last time I audited a client site, GA4 showed a 15% traffic dip but conversions were flat. Took two days digging through raw Nginx logs to realize AI crawlers were the gap. Agent Monitor doing deterministic classification server-side is the right call… makes it auditable when you need to explain the numbers to someone who doesn’t trust ML labels.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>From Poland with love \ud83d\ude09<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Made in Poland, monitoring the whole world! Thanks for your support <a href=\"https:\/\/www.producthunt.com\/@janusz_mirowski\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"janusz_mirowski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@janusz_mirowski<\/a> \ud83d\ude00<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@janusz_mirowski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@janusz_mirowski<\/a> Love it! Pierogi-powered development all the way \ud83d\ude04<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>So this is a SEO tool for bot traffic? Very cool. ik GTM needs heavy setup, but does Agent Monitor’s more lightweight solution trade-off well?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@peterz_shu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@peterz_shu<\/a> Thanks! It’s not strictly an SEO tool, we built it as a bot traffic overview that any webdev, SEO specialist or site owner can use to see what’s actually hitting their server. The SEO focus comes from the fact that we built it for our own SEO agency, so that’s what’s been most useful so far \ud83d\ude42<\/p>\n<p>As for GTM – it’s flexible but requires serious setup and custom logic to even start classifying AI bots. Agent Monitor just works out of the box, essentially plug-and-play, and shows you the full picture: humans, AI bots, other bots, which pages they hit, how often.<\/p>\n<p>Regarding the trade-off, across ~200 users so far, we’ve had almost no feedback about missing features. A few voices pointed to more detailed reporting, which we’ve already addressed. So the lightweight approach seems to cover what people actually need.<\/p>\n<p>We’re still early and shaping the product based on real user needs, so feedback is super welcome!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@peterz_shu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@peterz_shu<\/a> Thanks! Great question.<\/p>\n<p>Setup is really simple – just install a plugin for WordPress or PrestaShop, or follow a few easy steps to integrate via Cloudflare.<\/p>\n<p>As for data, the app collects everything GTM would collect, essentially all server logs. For analyzing AI traffic that’s more than enough. What we focus on is building a massive funnel, filtering out noise, categorizing, naming, and helping with interpretation. That’s it, but that’s also a lot. With GTM everyone would have to do all of this manually.<\/p>\n<p>We also built something called URL Inspector – a simple tool for analyzing specific URLs. You can see if and how often a particular page was visited by AI bots, and which ones exactly. GTM probably won’t give you tools like that.<\/p>\n<p>Thanks again for the question. Did I answer it thoroughly? Any other questions? \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What I like most is the feature that lets you check specific URLs and see how often they\u2019re visited by AI agents. Thanks to this, I can quickly verify whether, after publishing new content on our clients\u2019 websites, those subpages are actually being visited by AI agents. This gives me a clear signal of whether we have a chance to appear in LLM-generated answers.<\/p>\n<p>The option that shows the time of the first bot visit is also very valuable – it tells me how long it takes for bots to discover and reach a new URL.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@grzegorz_slo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@grzegorz_slo<\/a> Thanks! URL Inspector is actually still in beta, but it’s already one of the features used the most day-to-day. Checking how fast AI bots pick up new content gives a pretty clear signal of whether those pages have a shot at appearing in AI-generated answers.<\/p>\n<p>We have a lot of ideas for where to take it next, so stay tuned \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@grzegorz_slo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@grzegorz_slo<\/a> Great to hear! Thanks for testing it out.<\/p>\n<\/p>\n<p>This feature was built exactly for this purpose – so everyone can check if and how often the content we create is being visited by AI assistants like ChatGPT.<\/p>\n<p>Really happy it’s already helpful for you.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">@marcin_kaminski Looks good! This hits close to home as a marketer! \ud83d\ude42 We\u2019ve also seen situations where GA4 numbers didn\u2019t fully explain what was happening. Especially lately with AI bots, scrapers, and assistant traffic quietly distorting the picture… The “rankings are fine but traffic looks weird” scenario feels very real. \ud83d\ude01 I like that you\u2019re approaching this from server-side signals instead of adding another black box layer. <\/p>\n<p>Do you see issues with AI agents that are instructed to mimic organic browsing behavior? Like those used for competitive research?<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tereza_hurtova\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tereza_hurtova<\/a> Thank you so much. Great question!<\/p>\n<\/p>\n<p>Let me explain our approach to this. Bots for competitive research or price monitoring aren’t really “valuable traffic” for us as site owners. 99% of the time it’s just regular bots. We monitor them (because we literally monitor all traffic on the site) but we don’t classify them.<\/p>\n<\/p>\n<p>However, if someone is using Operator from OpenAI or Manus, that traffic is definitely detected and interpreted as an AI Agent.<\/p>\n<\/p>\n<p>Hope that clarifies it \ud83d\ude42 The whole topic of AI traffic, monitoring and classifying it is really fresh and still challenging. We’re doing our best to classify everything we can. Right now this is the only proper way to analyze how people are using AI assistants like ChatGPT.<\/p>\n<\/p>\n<p>The biggest value right now and in the near future are bots like ChatGPT-User – AI assistants browsing the web on behalf of us humans. This was very visible just before Christmas when traffic from these assistants was huge in e-commerce stores. It means this traffic is already very important… but still unnoticed by most people \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Hey <a href=\"https:\/\/www.producthunt.com\/@tereza_hurtova\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"tereza_hurtova\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tereza_hurtova<\/a>!<\/p>\n<\/p>\n<p>Some AI operators don’t play nice and send out bots that look and behave exactly like humans. We wouldn’t be surprised if many of them appeared in GA4 and muddied the stats.<\/p>\n<\/p>\n<p>To expand on what our CEO mentioned about Manus AI \u2014 it’s actually a great example of the “mimicking” problem you asked about. <\/p>\n<\/p>\n<p>Manus doesn’t use any unique signatures, making it surprisingly hard to identify with standard tools. However, we have some cool technical tricks and algorithms up our sleeves and so far, we\u2019ve had great success in pinpointing those pesky bots! \ud83d\ude42<\/p>\n<\/p>\n<p>This is exactly why we went the server-side signals route. Since we analyze traffic at the infrastructure level rather than relying on client-side JS (like GA4), we have the hard data needed to figure out who each bot really belongs to.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@xwirkijowski This is super insightful! \u263a\ufe0f Thanks for sharing the RFC reference!<\/p>\n<p>A standardized “good citizen” layer + a constant cat-and-mouse dynamic for the rest feels like the most realistic scenario.<\/p>\n<p>The Googlebot verification angle is especially interesting. Impersonation risk is probably underestimated right now.<\/p>\n<p>Appreciate you going deep on this. \ud83d\ude4f<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">For a team already using Cloudflare\/WAF rules and GA4, what\u2019s the concrete workflow you recommend: where does Agent Monitor sit in the stack, and what decisions does it enable week-to-week (e.g., allowlist\/rate-limit\/block, content changes, infra planning)?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> Thanks. Great question!<\/p>\n<\/p>\n<p>Agent Monitor is an analytics tool focused mainly on monitoring AI traffic, classifying it precisely and helping interpret it.<\/p>\n<\/p>\n<p>Our app delivers more accurate and better classified data than Cloudflare. CF is good for quick integration with our app – the free version is enough. Both tools do different jobs and can’t really be compared one to one. I recommend using both CF (security, caching, speed, dns…) and Agent Monitor (analyzing AI traffic).<\/p>\n<\/p>\n<p>GA4 focuses on people, our app focuses on bots with special attention to AI traffic. So in your tech stack you can place our app next to GA4. GA4 for humans, Agent Monitor for bots. GA4 answers the question: how many people visited my site. Agent Monitor answers the question: how many times did ChatGPT visit our site on behalf of people.<\/p>\n<\/p>\n<p>We also built a URL Inspector feature that helps interpret and analyze AI traffic on specific pages. This way you can find out if your content is being used by AI to answer people’s questions, for deep research, etc.<\/p>\n<\/p>\n<p>To sum up, this is a different kind of app than the ones we’ve known so far. It’s something new, something that didn’t exist before – and it’s hard to describe something completely new using old concepts.<\/p>\n<\/p>\n<p>So if you want to check if and how well your content is visible to AI, which pages are visited most often, or whether the new product collection you added to your store is being searched by people – but through ChatGPT and other assistants – our app makes that possible. This way you can optimize your content and your business and marketing decisions not just for people, but also for people using AI assistants.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Thanks for having this in a free two-week trial, <a href=\"https:\/\/www.producthunt.com\/@marcin_kaminski\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"marcin_kaminski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marcin_kaminski<\/a>. Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@neilverma\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@neilverma<\/a> Thank you! Hope you enjoy testing it out.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>A very, very good tool that I\u2019ve been using since the very first MVP version launched. Thanks to it, I can predict and adjust my strategy around how to work with and position my website in LLMs. I can see exactly which subpages are being picked up, what kind of traffic they generate, in which results they appear, and which articles are showing up.<\/p>\n<\/p>\n<p>The latest update with the addition of specific URL tracking was absolutely brilliant. Now I can track every single page and every content block I publish, and see after how many days (sometimes even hours) it gets indexed by the first AI systems.<\/p>\n<\/p>\n<p>A fantastic tool. Congratulations on the idea and on building it. \ud83d\udc4f\ud83d\udc4f\ud83d\udc4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We have had so many issues with bot issues, amazing to have a tool that can actually give me the exact number!<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! The gap between GA4 data and what\u2019s actually happening in server logs is something many teams probably don\u2019t even realize exists. How do you distinguish between legitimate AI crawlers (for indexing or training) and more aggressive scraping or data harvesting bots, and how granular is the reporting when it comes to identifying patterns over time?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#11<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/A62Z7UV7WKEP3F\" class=\"app-title\">JustScribe<\/a><\/p>\n<div class=\"one-liner\">On-device instant voice transcription<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">114<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>**<br \/>\nJustScribe\u662f\u4e00\u6b3e\u57fa\u4e8e\u8bbe\u5907\u7aefAI\u7684\u5373\u65f6\u8bed\u97f3\u8f6c\u5f55macOS\u5e94\u7528\uff0c\u5728\u9700\u8981\u5feb\u901f\u8bb0\u5f55\u60f3\u6cd5\uff08\u5982\u7f16\u7a0b\u6784\u601d\uff09\u6216\u538c\u6076\u6253\u5b57\u7684\u573a\u666f\u4e0b\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u65e2\u4f9d\u8d56\u8bed\u97f3\u8f6c\u6587\u5b57\u6548\u7387\u3001\u53c8\u6781\u5ea6\u62c5\u5fe7\u4e91\u7aef\u670d\u52a1\u9690\u79c1\u6cc4\u9732\u548c\u6570\u636e\u8ba2\u9605\u8d39\u7528\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f16787a2-9206-4f3e-b59a-0a539559b1fa.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/98fd65bc-e1aa-4314-8e42-eea051881f5b.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/aeb119e0-d5bb-4965-aeb3-586175a55ecd.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Privacy<\/span><br \/>\n <span class=\"tag\">Audio<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">**<br \/>\nmacOS\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u8f6c\u5f55<\/span><br \/>\n <span class=\"tag\">\u8bbe\u5907\u7aefAI<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">\u79bb\u7ebf\u64cd\u4f5c<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u8f6c\u5199<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>**<br \/>\n\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u9690\u79c1\u4fdd\u62a4\uff08\u79bb\u7ebf\u3001\u65e0\u6570\u636e\u6536\u96c6\uff09\u548c\u514d\u8d39\u6a21\u5f0f\u3002\u4e3b\u8981\u53cd\u9988\u5305\u62ec\uff1a\u80af\u5b9a\u5176\u8f6c\u5f55\u8d28\u91cf\u4f18\u4e8e\u7cfb\u7edf\u81ea\u5e26\u542c\u5199\uff1b\u8be2\u95ee\u6280\u672f\u5b9e\u73b0\u96be\u70b9\u4e0e\u4f18\u5316\uff1b\u4e0e\u7ade\u54c1\uff08\u5982Wispr Flow\uff09\u5bf9\u6bd4\uff0c\u6307\u51fa\u5176\u7f3a\u4e4f\u8bed\u6cd5\u6821\u6b63\u529f\u80fd\uff1b\u5f00\u53d1\u8005\u56de\u5e94\u6b64\u529f\u80fd\u5c06\u514d\u8d39\u66f4\u65b0\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n **\n <\/p>\n<p class=\"ai-content\">\n JustScribe\u7684\u4eae\u76f8\uff0c\u7cbe\u51c6\u523a\u4e2d\u4e86\u5f53\u524dAI\u5e94\u7528\u72c2\u6b22\u4e2d\u7684\u4e00\u4e2a\u9690\u79d8\u77db\u76fe\uff1a\u6548\u7387\u63d0\u5347\u4e0e\u9690\u79c1\u8ba9\u6e21\u4e4b\u95f4\u7684\u4e0d\u5bf9\u7b49\u4ea4\u6613\u3002\u5b83\u5ba3\u79f0\u7684\u201c\u8bbe\u5907\u7aef\u3001\u5373\u65f6\u3001\u514d\u8d39\u201d\u5e76\u975e\u7b80\u5355\u7684\u529f\u80fd\u5806\u780c\uff0c\u800c\u662f\u4e00\u5957\u9488\u5bf9\u7279\u5b9a\u7528\u6237\u7fa4\u4f53\u7684\u4ef7\u503c\u5ba3\u8a00\u2014\u2014\u5373\u201c\u6211\u7684\u58f0\u97f3\u662f\u65e0\u53ef\u91cd\u7f6e\u7684\u751f\u7269\u7279\u5f81\uff0c\u5176\u5904\u7406\u6743\u4e0d\u5bb9\u59a5\u534f\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7684\u771f\u6b63\u4ef7\u503c\uff0c\u4e0d\u5728\u4e8e\u5176\u8f6c\u5f55\u6280\u672f\u672c\u8eab\uff08\u57fa\u4e8eWhisper\u7b49\u5f00\u6e90\u6a21\u578b\uff09\uff0c\u800c\u5728\u4e8e\u5b83\u6210\u529f\u5730\u5c06\u201c\u9690\u79c1\u201d\u4ece\u4e00\u4e2a\u88ab\u52a8\u7684\u3001\u62c5\u5fe7\u7684\u6210\u672c\u9879\uff0c\u8f6c\u53d8\u4e3a\u4e00\u4e2a\u4e3b\u52a8\u7684\u3001\u53ef\u611f\u77e5\u7684\u6838\u5fc3\u4ea7\u54c1\u7279\u6027\u3002\u5b83\u670d\u52a1\u4e8e\u90a3\u4e9b\u5bf9\u4e91\u7aef\u6570\u636e\u6d41\u6c34\u7ebf\u62b1\u6709\u672c\u80fd\u8b66\u60d5\u7684\u9ad8\u654f\u611f\u7528\u6237\uff08\u5982\u5f00\u53d1\u8005\u3001\u5185\u5bb9\u521b\u4f5c\u8005\uff09\uff0c\u4e3a\u4ed6\u4eec\u63d0\u4f9b\u4e86\u4e00\u4e2a\u5fc3\u7406\u548c\u5b9e\u9645\u90fd\u5b89\u5168\u7684\u201c\u6570\u5b57\u5634\u66ff\u201d\u3002\u5f00\u53d1\u8005\u81ea\u8ff0\u201c\u4e3a\u81ea\u5df1\u800c\u5efa\u201d\u7684\u80cc\u666f\uff0c\u4e5f\u89e3\u91ca\u4e86\u5176\u4e3a\u4f55\u80fd\u76f4\u51fb\u75db\u70b9\uff1a\u5b83\u89e3\u51b3\u7684\u662f\u521b\u9020\u8005\u81ea\u8eab\u7684\u771f\u5b9e\u7a98\u5883\u2014\u2014\u65e2\u8981\u6d41\u7545\u7684\u201c\u5fc3\u6d41\u201d\u8868\u8fbe\uff0c\u53c8\u65e0\u6cd5\u5fcd\u53d7\u601d\u7ef4\u88ab\u8ba2\u9605\u5236\u548c\u9690\u79c1\u534f\u8bae\u6253\u65ad\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u8bbe\u5907\u7aef\u8fd0\u7b97\u5728\u8ffd\u6c42\u201c\u5373\u65f6\u201d\u4f53\u9a8c\u4e0a\u5b58\u5728\u5929\u7136\u5929\u82b1\u677f\uff0c\u8bc4\u8bba\u4e2d\u63d0\u53ca\u768430\u79d2\u97f3\u9891\u5757\u4e0e\u6d41\u5f0f\u7f13\u51b2\u7684\u6280\u672f\u535a\u5f08\u4fbf\u662f\u660e\u8bc1\uff0c\u6027\u80fd\u6df1\u5ea6\u4f18\u5316\u5c06\u662f\u957f\u671f\u8bfe\u9898\u3002\u5176\u6b21\uff0c\u4ece\u201c\u53ef\u7528\u201d\u5230\u201c\u597d\u7528\u201d\uff0c\u5b83\u5fc5\u987b\u76f4\u9762\u6210\u719f\u7ade\u54c1\uff08\u5982Wispr Flow\uff09\u5df2\u5efa\u7acb\u7684\u4f53\u9a8c\u58c1\u5792\uff0c\u5982\u4e0a\u4e0b\u6587\u611f\u77e5\u4e0e\u8bed\u6cd5\u6821\u6b63\u3002\u5f00\u53d1\u8005\u627f\u8bfa\u5c06\u514d\u8d39\u52a0\u5165\u6b64\u7c7b\u529f\u80fd\uff0c\u8fd9\u867d\u5f3a\u5316\u4e86\u5176\u4ef7\u503c\u4e3b\u5f20\uff0c\u4f46\u4e5f\u9884\u793a\u7740\u4e00\u573a\u4ee5\u201c\u5355\u6b21\u4e70\u65ad\u201d\u5bf9\u6297\u201c\u8ba2\u9605\u5236\u201d\u7684\u8270\u96be\u5546\u4e1a\u6a21\u5f0f\u4e4b\u8def\u3002\u6700\u7ec8\uff0cJustScribe\u80fd\u5426\u4ece\u4e00\u6b3e\u51fa\u8272\u7684\u201c\u9690\u79c1\u58f0\u660e\u5f0f\u201d\u5de5\u5177\uff0c\u6210\u957f\u4e3a\u62e5\u6709\u6301\u4e45\u751f\u547d\u529b\u7684\u4ea7\u54c1\uff0c\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u5728\u575a\u5b88\u9690\u79c1\u5e95\u7ebf\u7684\u540c\u65f6\uff0c\u5728\u8f6c\u5f55\u51c6\u786e\u5ea6\u3001\u5ef6\u8fdf\u548c\u667a\u80fd\u540e\u5904\u7406\u4e0a\uff0c\u771f\u6b63\u5339\u914d\u751a\u81f3\u8d85\u8d8a\u90a3\u4e9b\u201c\u7528\u9690\u79c1\u6362\u6548\u7387\u201d\u7684\u4e91\u7aef\u65b9\u6848\u3002\u5b83\u662f\u4e00\u573a\u503c\u5f97\u5c0a\u656c\u7684\u5b9e\u9a8c\uff0c\u4f46\u6218\u5f79\u624d\u521a\u521a\u5f00\u59cb\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">JustScribe<\/span>\n <\/div>\n<div class=\"comment-content\">JustScribe is a privacy-first live transcription app for macOS. Instant, offline speech-to-text powered by AI. No cloud, no data collection. Your voice, your data.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I recently started vibe-coding by talking. Unfortunately, I’m not a fan of uploading my voice to the cloud AND paying for that every month. That’s why I’ve build JustScribe! \ud83c\udf89<\/p>\n<\/p>\n<p>I hope you find it useful, and as always – any feedback is welcome! Would mean the world to me if you share it on twitter!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bring_shrubbery\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bring_shrubbery<\/a> Are there optimisations or model adaptations you built specifically for macOS hardware? What were the main technical challenges in making live, instant transcription work reliably on-device?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bring_shrubbery\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bring_shrubbery<\/a> Streaming on-device transcription is harder than it looks. Whisper chunks in 30-second segments, so making JustScribe feel instant takes serious buffering work. Keeping voice data fully offline is the right call… voice is basically a non-resettable biometric.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I just love the fact that it’s a no data collection tool. Love this, and congratulations on the launch, <a href=\"https:\/\/www.producthunt.com\/@bring_shrubbery\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"bring_shrubbery\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bring_shrubbery<\/a> !<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@neilverma\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@neilverma<\/a> Yeah, I hate the idea of uploading my voice to a random server \ud83d\ude00 Thanks, and I hope you enjoy using it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">So all I need to do is talk and it types it out? So cool.<br \/>\nI hate typing nowadays.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@george_esther\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@george_esther<\/a> Yep! Me too, especially when vibe coding \ud83d\ude05 Too bad I can’t talk in every situation \ud83d\ude2d<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>It\u2019s super cool Antoni! Wish you all the best here<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@german_merlo1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@german_merlo1<\/a> Thank you! \ud83d\udc99<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>awesome work! congrats on alunching!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@apexflux\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@apexflux<\/a> Thanks! \ud83d\udc99<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really like the clean UI! Simple and private – love this.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Semantic search across all note types is where the consolidation actually pays off. With a separate notes app plus task manager plus calendar, you end up searching three places for one thought. Brainstream collapsing capture and retrieval into one surface means the AI briefs have full context instead of a partial view.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Many people already use built-in macOS dictation or other tools like <a href=\"https:\/\/www.producthunt.com\/products\/wisprflow\" target=\"_blank\" rel=\"noopener\">@Wispr Flow<\/a> and <a href=\"https:\/\/www.producthunt.com\/products\/aqua\" target=\"_blank\" rel=\"noopener\">@Aqua Voice<\/a>; what\u2019s the clearest scenario where JustScribe feels meaningfully better within the first 5 minutes, and what would have to be true for a user to switch and stick?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> Nr. 1 reason is that it’s offline and free. I’m building it mainly for myself, so the user experience will improve with time. macOS dictation is already worse at transcribing than JustScribe. <a href=\"https:\/\/www.producthunt.com\/products\/wisprflow\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"wisprflow\" target=\"_blank\" rel=\"noopener\">@Wispr Flow<\/a> does work better because of grammar correction, but this feature will also be added soon to JustScribe, and no subscription will be needed to use it \ud83d\udc99<\/p>\n<p>Thanks for your question btw:)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#12<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/ERRT6PZS5NHI5W\" class=\"app-title\">claude-devtools<\/a><\/p>\n<div class=\"one-liner\">See everything Claude Code hides from your terminal<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">111<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u901a\u8fc7\u89e3\u6790\u672c\u5730\u65e5\u5fd7\u3001\u53ef\u89c6\u5316Claude Code\u5b8c\u6574\u6267\u884c\u8fc7\u7a0b\u7684\u5f00\u53d1\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u5728\u4f7f\u7528Claude CLI\u65f6\u56e0\u8f93\u51fa\u4fe1\u606f\u4e0d\u900f\u660e\u800c\u201c\u76f2\u5199\u4ee3\u7801\u201d\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5d4d6359-f4c5-48de-b3cf-da07efee05bd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2e99eec3-4c84-4757-8729-e9dde74af733.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bd367eee-57d4-4aba-9ae4-91849c81184b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/3888cf0c-f87e-42fb-aaaf-c98c4eb26911.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/9eefkJNDLbY\"><source src=\"https:\/\/youtu.be\/9eefkJNDLbY\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7f16\u7a0b\u8f85\u52a9\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8c03\u8bd5\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u65e5\u5fd7\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u6267\u884c\u8fc7\u7a0b\u53ef\u89c6\u5316<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">Claude\u751f\u6001<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">MCP\u5de5\u5177\u8c03\u8bd5<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u4e3b\u8981\u53cd\u9988\uff1a1. \u5f3a\u70c8\u9700\u6c42\u7406\u89e3Claude\u7684\u201c\u51b3\u7b56\u539f\u56e0\u201d\uff0c\u800c\u4e0d\u4ec5\u662f\u201c\u505a\u4e86\u4ec0\u4e48\u201d\u30022. \u5e0c\u671b\u96c6\u6210\u4f1a\u8bdd\u8fdb\u5ea6\u6761\u548c\u5468\u4f7f\u7528\u91cf\u7edf\u8ba1\uff0c\u65b9\u4fbf\u7ba1\u7406\u914d\u989d\u30023. \u660e\u786e\u63d0\u53ca\u8be5\u5de5\u5177\u5bf9\u8c03\u8bd5\u590d\u6742\u7684MCP\u5de5\u5177\u4ea4\u4e92\u573a\u666f\u6709\u6781\u9ad8\u4ef7\u503c\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n claude-devtools\u7684\u8bde\u751f\uff0c\u7cbe\u51c6\u5730\u523a\u4e2d\u4e86\u5f53\u524dAI\u8f85\u52a9\u7f16\u7a0b\u5de5\u5177\u751f\u6001\u4e2d\u7684\u4e00\u4e2a\u6838\u5fc3\u77db\u76fe\uff1a\u5f00\u53d1\u8005\u63a7\u5236\u6743\u4e0eAI\u9ed1\u7bb1\u5316\u4e4b\u95f4\u7684\u51b2\u7a81\u3002\u5b83\u5e76\u975e\u53c8\u4e00\u4e2a\u8bd5\u56fe\u201c\u589e\u5f3a\u201d\u6216\u201c\u5305\u88c5\u201dClaude Code\u7684GUI\uff0c\u800c\u662f\u626e\u6f14\u4e86\u4e00\u4e2a\u201c\u72ec\u7acb\u5ba1\u8ba1\u5458\u201d\u7684\u89d2\u8272\u3002\u5176\u771f\u6b63\u7684\u98a0\u8986\u6027\u4ef7\u503c\u5728\u4e8e**\u65b9\u6cd5\u8bba\u4e0a\u7684\u53cd\u8f6c**\uff1a\u5b83\u653e\u5f03\u4e86\u4e3b\u6d41\u7684\u3001\u4fb5\u5165\u5f0f\u7684API\u5305\u88c5\u6a21\u5f0f\uff0c\u8f6c\u800c\u91c7\u7528\u975e\u4fb5\u5165\u5f0f\u7684\u65e5\u5fd7\u5206\u6790\u3002\u8fd9\u4f7f\u5176\u83b7\u5f97\u4e86\u65e0\u4e0e\u4f26\u6bd4\u7684\u517c\u5bb9\u6027\u548c\u56de\u6eaf\u80fd\u529b\u2014\u2014\u80fd\u5ba1\u67e5\u4efb\u4f55\u7ec8\u7aef\u53d1\u8d77\u7684\u5386\u53f2\u4f1a\u8bdd\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u76f4\u6307Anthropic\u5b98\u65b9CLI\u5728\u7528\u6237\u4f53\u9a8c\u4e0a\u7684\u6218\u7565\u6027\u53d6\u820d\uff1a\u4e3a\u4e86\u7b80\u6d01\u6027\u727a\u7272\u4e86\u900f\u660e\u5ea6\u548c\u53ef\u8c03\u8bd5\u6027\u3002\u8be5\u5de5\u5177\u5c06\u6a21\u7cca\u7684\u201c\u8bfb\u53d6\u4e863\u4e2a\u6587\u4ef6\u201d\u8fd8\u539f\u4e3a\u5177\u4f53\u7684\u8def\u5f84\u3001\u5185\u5bb9\u548c\u5dee\u5f02\uff0c\u4e0d\u4ec5\u6ee1\u8db3\u4e86\u5f00\u53d1\u8005\u7684\u77e5\u60c5\u9700\u6c42\uff0c\u66f4\u6df1\u5c42\u6b21\u4e0a\uff0c\u5b83\u662f\u5728\u4e3a\u201c\u4eba\u673a\u534f\u4f5c\u7f16\u7a0b\u201d\u5efa\u7acb\u53ef\u89c2\u5bdf\u6027\u6807\u51c6\u3002\u5176\u201c\u4e0a\u4e0b\u6587\u53ef\u89c6\u5316\u91cd\u5efa\u201d\u529f\u80fd\uff0c\u8bd5\u56fe\u91cf\u5316\u5e76\u5448\u73b0token\u6d88\u8017\u8fd9\u4e00\u62bd\u8c61\u6210\u672c\uff0c\u672c\u8d28\u4e0a\u662f\u5728\u5e2e\u52a9\u5f00\u53d1\u8005\u4f18\u5316\u4e0eAI\u534f\u4f5c\u7684\u7ecf\u6d4e\u6027\u4e0e\u6548\u7387\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5c40\u9650\u6027\u540c\u6837\u660e\u663e\u3002\u5b83\u63d0\u4f9b\u7684\u4ecd\u662f\u201c\u4e8b\u540e\u8bf8\u845b\u4eae\u201d\u5f0f\u7684\u5206\u6790\uff0c\u800c\u975e\u5b9e\u65f6\u5e72\u9884\u3002\u5b83\u63ed\u793a\u4e86\u201c\u4ec0\u4e48\u88ab\u505a\u4e86\u201d\uff0c\u4f46\u6b63\u5982\u7528\u6237\u6240\u6e34\u6c42\u7684\uff0c\u8ddd\u79bb\u89e3\u91ca\u201c\u4e3a\u4f55\u8fd9\u6837\u505a\u201d\u4ecd\u6709\u5dee\u8ddd\u2014\u2014\u8fd9\u53d7\u9650\u4e8e\u65e5\u5fd7\u672c\u8eab\u7684\u4fe1\u606f\u6df1\u5ea6\u3002\u5b83\u7684\u6210\u529f\uff0c\u4e0e\u5176\u8bf4\u662f\u6280\u672f\u7684\u80dc\u5229\uff0c\u4e0d\u5982\u8bf4\u662f\u5bf9AI\u5de5\u5177\u201c\u7528\u6237\u8d4b\u6743\u201d\u7f3a\u5931\u7684\u4e00\u6b21\u7cbe\u5f69\u8865\u4f4d\u3002\u5b83\u8b66\u793aAI\u5de5\u5177\u63d0\u4f9b\u5546\uff1a\u5728\u8ffd\u6c42\u6d41\u7545\u4f53\u9a8c\u7684\u540c\u65f6\uff0c\u4e3a\u4e13\u4e1a\u7528\u6237\u4fdd\u7559\u4e00\u4e2a\u201c\u4e0a\u5e1d\u89c6\u89d2\u201d\u7684\u8c03\u8bd5\u5165\u53e3\uff0c\u662f\u7ef4\u6301\u4fe1\u4efb\u548c\u4fc3\u8fdb\u9ad8\u7ea7\u5e94\u7528\u7684\u5173\u952e\u3002\u6b64\u5de5\u5177\u82e5\u6d41\u884c\uff0c\u6216\u5c06\u5012\u903c\u5b98\u65b9CLI\u63d0\u4f9b\u66f4\u7cbe\u7ec6\u7684\u53ef\u89c2\u6d4b\u6027\u63a7\u5236\u9009\u9879\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">claude-devtools<\/span>\n <\/div>\n<div class=\"comment-content\">Not another Claude Code GUI wrapper. claude-devtools doesn’t run or modify Claude Code \u2014 it reads the raw session logs already on your machine and reconstructs everything the CLI hides. Every file path Read, every tool called, every diff Applied, every token consumed \u2014 structured into a visual timeline with per-turn context attribution, compaction visualization, subagent execution trees, and custom notification triggers. Works with every session you’ve ever run. Open source, runs locally.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey PH! \ud83d\udc4b I built claude-devtools because I was frustrated with a specific problem: Claude Code stopped showing me what it’s doing.<\/p>\n<p>Recent updates replaced detailed tool output with opaque summaries \u2014 “Read 3 files”, “Edited 2 files” \u2014 no paths, no content, no diffs. The context usage became a vague progress bar. The only alternative is `–verbose`, which dumps thousands of lines of raw JSON. There’s no middle ground.<\/p>\n<p>I shared this on Reddit as a weekend project to scratch my own itch, and the response was insane\u2014over 100k views, 500+ upvotes, and 1,000+ downloads in just 48 hours. Clearly, we all hate coding blind! \ud83d\ude02<\/p>\n<p>I tried every Claude Code GUI out there (Conductor, Craft Agents, Vibe Kanban, etc.). None of them solved this because they all *wrap* Claude Code. They inject prompts and only show sessions run through their own UI. If you ran a quick command in your terminal, it doesn’t exist to them.<\/p>\n<p>claude-devtools takes the exact opposite approach:<br \/>\n\u26a1 It doesn’t touch Claude Code at all.<br \/>\n\u26a1 It just reads the raw session logs already sitting at `~\/.claude\/` and reconstructs the full execution trace. <\/p>\n<p>Every file read (with syntax highlighting), every edit (with inline diffs), every tool call paired with its result, and every subagent’s full execution tree.<\/p>\n<p>\ud83d\udd25 The feature I’m most proud of is Visible Context Reconstruction: It reverse-engineers what’s actually eating tokens in your context window, broken down across 7 categories per turn, showing exactly how context fills and compresses over a session.<\/p>\n<p>It’s 100% free, open source, zero network calls, and works on macOS\/Linux\/Windows\/Docker. <\/p>\n<p>What’s your biggest frustration with the Claude CLI right now? I’d love to hear your thoughts, and I’ll be here all day answering questions!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Hey <a href=\"https:\/\/www.producthunt.com\/@matt_1398\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@matt_1398<\/a> congrats on the launch!<br \/>> What’s your biggest frustration with the Claude CLI right now?<\/p>\n<p>I also like to keep a “tight leash” on Claude\/Codex, but besides seeing what has changed I also want to see why it did that. The session log should reflect that, maybe you can find a way to highlight when Claude changes course and why it did that!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Hey <a href=\"https:\/\/www.producthunt.com\/@matt_1398\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"matt_1398\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@matt_1398<\/a> <\/p>\n<p>This is interesting, thanks for building this.<\/p>\n<p>It would be helpful if there could be a convenient progress bar view of the session and weekly % consumption to avoid using \/usage <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>hi<a href=\"https:\/\/www.producthunt.com\/@matt_1398\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@matt_1398<\/a> <\/p>\n<p>thanks for building this, i will love to help in anyway i can<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This will help me analyse exactly what Claude is doing when working with my MCP tools. Thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@stellify_software\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@stellify_software<\/a> <\/p>\n<p>Spot on, Matt! \ud83d\ude4c MCP debugging is exactly where this tool shines. <\/p>\n<p>When you’re building custom MCP tools, the payloads can get massive, and the default CLI often truncates or completely hides the exact JSON inputs\/outputs your server is getting. <\/p>\n<p>Being able to visually inspect exactly what Claude is sending to (and receiving from) your MCP tools makes the development loop so much faster. <\/p>\n<p>Would love to hear how it handles your specific MCP setup once you take it for a spin!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#13<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/AUQLWHUPZGVDWK\" class=\"app-title\">HostedClaws<\/a><\/p>\n<div class=\"one-liner\">Your own AI employee that runs 24\/7 with no set up<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">105<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>HostedClaws\u662f\u4e00\u6b3e\u90e8\u7f72\u4e8eTelegram\u768424\/7\u5168\u5929\u5019AI\u52a9\u624b\uff0c\u901a\u8fc7\u6781\u7b80\u7684\u65e0\u4ee3\u7801\u8bbe\u7f6e\uff0c\u4e3a\u4e2d\u5c0f\u4f01\u4e1a\u548c\u4e2a\u4eba\u7528\u6237\u89e3\u51b3\u5728\u90ae\u4ef6\u5904\u7406\u3001\u65e5\u7a0b\u5b89\u6392\u3001\u7814\u7a76\u4e0e\u5199\u4f5c\u7b49\u65e5\u5e38\u4e8b\u52a1\u4e2d\u4e0d\u613f\u6216\u65e0\u6cd5\u5e94\u5bf9\u670d\u52a1\u5668\u3001API\u7b49\u590d\u6742\u6280\u672f\u90e8\u7f72\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f4d35c9c-9d37-40f2-b14a-b58d1b2882eb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/06afc3de-ab0e-437b-af7b-abdbfa62406f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6fdfb36a-29c8-4d61-add5-b85c29627172.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8ff6e633-d09f-4632-af0b-93be094038d5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fb378e06-cc41-4a12-a15a-a039ffb1ddf1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a71d2b18-8627-45b0-bc98-d0b67cee1bb1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/056f10c7-d902-4b1d-95bc-6e37d654e7d5.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=TT3QClcw-fw\"><source src=\"https:\/\/www.youtube.com\/watch?v=TT3QClcw-fw\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Tech<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">Telegram\u673a\u5668\u4eba<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u4e2d\u5c0f\u4f01\u4e1a\u6548\u7387<\/span><br \/>\n <span class=\"tag\">\u4e2a\u4eba\u52a9\u7406<\/span><br \/>\n <span class=\"tag\">\u8ba2\u9605\u5236<\/span><br \/>\n <span class=\"tag\">24\/7\u670d\u52a1<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u521b\u59cb\u4eba\u9610\u8ff0\u4e86\u4ea7\u54c1\u89e3\u51b3\u201c\u6280\u672f\u9ad8\u5899\u201d\u75db\u70b9\u7684\u521d\u8877\u3002\u7528\u6237\u53cd\u9988\u79ef\u6781\u80af\u5b9a\u4e86\u5176\u8df3\u8fc7API\u5bc6\u94a5\u7b49\u590d\u6742\u914d\u7f6e\u7684\u6838\u5fc3\u4f18\u52bf\uff0c\u8ba4\u4e3a\u8fd9\u662f\u7559\u4f4f\u975e\u6280\u672f\u7528\u6237\u7684\u5173\u952e\u3002\u540c\u65f6\uff0c\u6709\u7528\u6237\u8be2\u95ee\u4e86\u8861\u91cf\u6210\u529f\u7684\u5173\u952e\u6307\u6807\u53ca\u610f\u5916\u7528\u4f8b\uff0c\u5e76\u8d28\u7591\u5176\u662f\u5426\u4e3a\u73b0\u6709\u4ea7\u54c1\u7684\u5c01\u88c5\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n HostedClaws\u7cbe\u51c6\u5730\u5207\u5165\u4e86\u4e00\u4e2a\u55a7\u56a3\u5e02\u573a\u4e2d\u7684\u771f\u5b9e\u7f1d\u9699\uff1aAI\u4ee3\u7406\u7684\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\u4ea4\u4ed8\u95ee\u9898\u3002\u5b83\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u6280\u672f\u7a81\u7834\uff0c\u800c\u5728\u4e8e\u6781\u81f4\u7684\u7528\u6237\u4f53\u9a8c\u51cf\u6cd5\u3002\u4ea7\u54c1\u5c06\u201cAI\u5458\u5de5\u201d\u8fd9\u4e2a\u590d\u6742\u6982\u5ff5\uff0c\u5c01\u88c5\u6210\u4e00\u4e2a\u5728Telegram\u4e2d\u5373\u53ef\u5bf9\u8bdd\u7684\u7b80\u5355\u754c\u9762\uff0c\u5e76\u5c06\u6240\u6709\u6280\u672f\u57fa\u7840\u8bbe\u65bd\u5b8c\u5168\u9ed1\u7bb1\u5316\u3002\u5176\u6bcf\u670840\u7f8e\u5143\u7684\u5b9a\u4ef7\uff0c\u5b9e\u8d28\u4e0a\u552e\u5356\u7684\u4e0d\u662fAI\u6a21\u578b\u672c\u8eab\uff0c\u800c\u662f\u514d\u4e8e\u5904\u7406\u670d\u52a1\u5668\u3001Docker\u3001API\u5bc6\u94a5\u548cYAML\u914d\u7f6e\u7684\u201c\u6280\u672f\u6e05\u51c0\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u6df1\u5ea6\u4f9d\u8d56Telegram\u4f5c\u4e3a\u552f\u4e00\u4ea4\u4e92\u901a\u9053\uff0c\u65e2\u662f\u5176\u201c5\u5206\u949f\u4e0a\u624b\u201d\u4f18\u52bf\u7684\u6765\u6e90\uff0c\u4e5f\u6784\u6210\u4e86\u5176\u573a\u666f\u548c\u529f\u80fd\u6269\u5c55\u7684\u5929\u82b1\u677f\uff0c\u53ef\u80fd\u5c40\u9650\u5728\u8f7b\u91cf\u7ea7\u4efb\u52a1\u5904\u7406\u4e0a\u3002\u5176\u6b21\uff0c\u201c\u65e0\u4ee3\u7801\u201d\u548c\u201c\u5168\u6258\u7ba1\u201d\u4f7f\u5176\u5728\u529f\u80fd\u5b9a\u5236\u5316\u548c\u6570\u636e\u63a7\u5236\u6743\u4e0a\u5fc5\u7136\u505a\u51fa\u59a5\u534f\uff0c\u5bf9\u4e8e\u6709\u7279\u5b9a\u6d41\u7a0b\u6216\u6570\u636e\u5b89\u5168\u8981\u6c42\u7684\u4f01\u4e1a\uff0c\u8fd9\u53ef\u80fd\u6210\u4e3a\u786c\u4f24\u3002\u6700\u540e\uff0c\u8bc4\u8bba\u4e2d\u201c\u662f\u5426\u4e3aClawdBot\u5c01\u88c5\u201d\u7684\u8d28\u7591\uff0c\u6697\u793a\u4e86\u5176\u53ef\u80fd\u5b58\u5728\u7684\u6280\u672f\u58c1\u5792\u95ee\u9898\u3002\u5728AI\u5e94\u7528\u5c42\u5de5\u5177\u6781\u6613\u540c\u8d28\u5316\u7684\u5f53\u4e0b\uff0c\u5982\u679c\u5176\u4ec5\u662f\u73b0\u6709\u5f00\u6e90\u9879\u76ee\u7684\u53cb\u597d\u524d\u7aef\uff0c\u90a3\u4e48\u5176\u957f\u671f\u62a4\u57ce\u6cb3\u5c06\u5341\u5206\u8106\u5f31\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cHostedClaws\u662f\u4e00\u6b3e\u4f18\u79c0\u7684\u5e02\u573a\u9002\u914d\u4ea7\u54c1\uff0c\u5b83\u660e\u667a\u5730\u653e\u5f03\u4e86\u53d6\u60a6\u6280\u672f\u7231\u597d\u8005\uff0c\u8f6c\u800c\u670d\u52a1\u90a3\u4e9b\u53ea\u5173\u5fc3\u7ed3\u679c\u3001\u538c\u6076\u8fc7\u7a0b\u7684\u201c\u6c89\u9ed8\u5927\u591a\u6570\u201d\u7528\u6237\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u4fdd\u6301\u6781\u81f4\u7b80\u5355\u7684\u540c\u65f6\uff0c\u6784\u5efa\u8d77\u771f\u6b63\u5dee\u5f02\u5316\u7684\u3001\u96be\u4ee5\u88ab\u5feb\u901f\u590d\u5236\u7684\u670d\u52a1\u6df1\u5ea6\u6216\u751f\u6001\u96c6\u6210\uff0c\u5426\u5219\u6050\u5c06\u9677\u5165\u4f4e\u4ef7\u7ade\u4e89\u7684\u7ea2\u6d77\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">HostedClaws<\/span>\n <\/div>\n<div class=\"comment-content\">Most people know AI can help their business but don’t want to deal with servers, APIs, or technical know-how. HostedClaws gives you a personal AI assistant that works 24\/7 on Telegram \u2014 handles email, scheduling, research, and writing. Starts at $40\/mo. No technical skills required. Setup takes 5 minutes. You message it like you’d message a person \u2014 “move my 3pm to Thursday”, “draft a follow-up to the client who went quiet”, “summarize my unread emails.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey PH! I’m Anagh, and I built HostedClaws because I kept seeing the same problem: people hear about AI agents, get excited, then hit a wall when they realize they need to rent a server, install Docker, manage API keys, and debug YAML configs. We make it much easier with a setup wizard. No API keys, no terminal set up, no technical jargon. Just connect and start chatting.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@anaghdroid\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anaghdroid<\/a> congratulations on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@anaghdroid\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anaghdroid<\/a> Congratulations! How do you measure success for HostedClaws users? What outcomes or productivity improvements matter most? Have you heard any surprising or unexpected ways people have used their AI employee so far?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@anaghdroid\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anaghdroid<\/a> MyClaw, xCloud, DigitalOcean all do one-click deploys but every one drops you into a blank API key field on day one. HostedClaws skipping that config step entirely is where most non-technical users stop bouncing.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Good luck on launch! congrats!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interesting – is this a wrapper on ClawdBot or a different product?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#14<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/W6NP3XJVYSMUFC\" class=\"app-title\">Company logo API<\/a><\/p>\n<div class=\"one-liner\">Find any company logo for free<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">101<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u63d0\u4f9b\u514d\u8d39\u3001\u514d\u8ba4\u8bc1API\u63a5\u53e3\u7684\u516c\u53f8Logo\u67e5\u8be2\u670d\u52a1\uff0c\u4e3a\u5f00\u53d1\u8005\u5728\u4fa7\u9879\u76ee\u3001SaaS\u5e94\u7528\u7b49\u573a\u666f\u4e2d\u5feb\u901f\u83b7\u53d6\u54c1\u724c\u6807\u8bc6\uff0c\u89e3\u51b3\u4e86\u5bfb\u627e\u5408\u89c4\u3001\u9ad8\u8d28\u91cfLogo\u7d20\u6750\u6548\u7387\u4f4e\u4e0b\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/b1048e62-0acc-4e41-b29d-0c9df9b6ab74.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=GSOVIsLNdg8\"><source src=\"https:\/\/www.youtube.com\/watch?v=GSOVIsLNdg8\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f9bcf5dc-794c-4959-9c0d-99bd28ffc1e4.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fc70d1e6-8a04-4df3-9052-4b820ffbf659.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2511c804-0c2d-46ca-a70b-c092dcc9dfe1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Design Tools<\/span><br \/>\n <span class=\"tag\">API<\/span><br \/>\n <span class=\"tag\">Branding<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">API\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">Logo\u67e5\u8be2<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u8d44\u4ea7<\/span><br \/>\n <span class=\"tag\">\u4fa7\u9879\u76ee\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u514d\u8ba4\u8bc1\u63a5\u53e3<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u63a5\u53e3<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u6807\u8bc6<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u201c\u514d\u8d39\u3001\u514d\u5bc6\u94a5\u201d\u7684\u6781\u7b80\u7406\u5ff5\uff0c\u8ba4\u4e3a\u80fd\u6709\u6548\u964d\u4f4e\u5f00\u53d1\u6469\u64e6\u3002\u4e3b\u8981\u53cd\u9988\u96c6\u4e2d\u5728\uff1a1. \u62c5\u5fe7\u7f3a\u4e4f\u9632\u6ee5\u7528\u673a\u5236\u548c\u54c1\u724c\u4f7f\u7528\u6761\u6b3e\u5408\u89c4\u98ce\u9669\uff1b2. \u5efa\u8bae\u5ba3\u4f20\u8bed\u5e94\u66f4\u4fa7\u91cd\u201c\u52a0\u901f\u4ea7\u54c1\u4ea4\u4ed8\u201d\u7684\u7ed3\u679c\u800c\u975e\u529f\u80fd\u53c2\u6570\uff1b3. \u8be2\u95ee\u7528\u6237\u53cd\u9988\u6574\u5408\u4e0e\u8fed\u4ee3\u8ba1\u5212\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Hunter\u63a8\u51fa\u7684\u8fd9\u6b3eLogo API\uff0c\u8868\u9762\u4e0a\u662f\u586b\u8865\u4e86Clearbit\u7b49\u4ed8\u8d39API\u7559\u4e0b\u7684\u514d\u8d39\u5e02\u573a\u7a7a\u767d\uff0c\u4f46\u5176\u771f\u6b63\u7684\u950b\u8292\u5728\u4e8e\u201c\u7b56\u7565\u6027\u7b80\u5316\u201d\u3002\u5b83\u5265\u79bb\u4e86\u8d26\u6237\u4f53\u7cfb\u3001API\u5bc6\u94a5\u7b49\u6240\u6709\u4f20\u7edf\u58c1\u5792\uff0c\u5c06\u81ea\u8eab\u4ece\u4e00\u4e2a\u201c\u670d\u52a1\u201d\u964d\u7ef4\u6210\u4e00\u4e2a\u201c\u7f51\u7edc\u8d44\u6e90\u201d\uff0c\u8fd9\u672c\u8d28\u4e0a\u662f\u5bf9API\u7ecf\u6d4e\u60ef\u6027\u7684\u4e00\u6b21\u7a81\u88ad\u3002\u5176\u4ef7\u503c\u5e76\u975e\u90a31600\u4e07\u4e2aLogo\u6570\u636e\u672c\u8eab\uff08\u6b64\u7c7b\u6570\u636e\u5e93\u5e76\u975e\u7edd\u5bf9\u7a00\u7f3a\uff09\uff0c\u800c\u5728\u4e8e\u7528\u8fd1\u4e4e\u201c\u91ce\u86ee\u201d\u7684\u96f6\u95e8\u69db\u59ff\u6001\uff0c\u7cbe\u51c6\u6355\u83b7\u4e86\u5e7f\u5927\u4fa7\u9879\u76ee\u5f00\u53d1\u8005\u3001\u521d\u521b\u56e2\u961f\u5728\u539f\u578b\u9a8c\u8bc1\u9636\u6bb5\u201c\u4e0d\u613f\u88ab\u6d41\u7a0b\u963b\u585e\u201d\u7684\u77ac\u65f6\u9700\u6c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5149\u73af\u4e4b\u4e0b\u9634\u5f71\u6e05\u6670\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u6ee5\u7528\u9632\u8303\u548c\u54c1\u724c\u6761\u6b3e\u7684\u8d28\u7591\u76f4\u6307\u6838\u5fc3\u8f6f\u808b\u3002\u8be5\u4ea7\u54c1\u5c06\u5408\u89c4\u8d23\u4efb\u51e0\u4e4e\u5b8c\u5168\u8f6c\u5ac1\u7ed9\u4e86\u8c03\u7528\u8005\uff0c\u81ea\u8eab\u5219\u9690\u8eab\u4e8e\u4e00\u4e2a\u7b80\u5355\u7684HTTP\u7aef\u70b9\u4e4b\u540e\u3002\u8fd9\u79cd\u201c\u5de5\u5177\u4e2d\u7acb\u201d\u7684\u5b9a\u4f4d\u5728\u5438\u5f15\u6d77\u91cf\u4f7f\u7528\u7684\u540c\u65f6\uff0c\u4e5f\u57cb\u4e0b\u4e86\u6cd5\u5f8b\u4e0e\u4f26\u7406\u98ce\u9669\u3002\u4e00\u65e6\u53d1\u751f\u5927\u89c4\u6a21\u5546\u6807\u4fb5\u6743\u6216\u5546\u4e1a\u6ee5\u7528\uff0cHunter\u80fd\u5426\u7ee7\u7eed\u7ef4\u6301\u5176\u201c\u65e0\u5bb3\u7ba1\u9053\u201d\u7684\u5f62\u8c61\uff1f\u8fd9\u6216\u8bb8\u662f\u8be5\u4ea7\u54c1\u4e3a\u8ffd\u6c42\u6781\u81f4\u589e\u957f\u6760\u6746\u6240\u4ed8\u51fa\u7684\u6f5c\u5728\u4ee3\u4ef7\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u5546\u4e1a\u89c6\u89d2\u770b\uff0c\u8fd9\u5f88\u53ef\u80fd\u662f\u4e00\u4e2a\u7cbe\u5999\u7684\u201c\u94a9\u5b50\u201d\u4ea7\u54c1\u3002\u901a\u8fc7\u89e3\u51b3\u4e00\u4e2a\u5fae\u5c0f\u4f46\u666e\u904d\u7684\u524d\u671f\u75db\u70b9\uff0c\u5b83\u9ad8\u6548\u5730\u5438\u5f15\u5e76\u7b5b\u9009\u51fa\u4e86\u6d3b\u8dc3\u7684\u5f00\u53d1\u8005\u7fa4\u4f53\uff0c\u4e3aHunter\u7684\u6838\u5fc3\u4ea7\u54c1\uff08\u5982\u90ae\u7bb1\u67e5\u627e\u670d\u52a1\uff09\u8fdb\u884c\u6f5c\u5728\u5ba2\u6237\u5bfc\u6d41\u3002\u5b83\u4e0d\u76f4\u63a5\u8d5a\u94b1\uff0c\u4f46\u65e8\u5728\u964d\u4f4e\u7528\u6237\u6574\u4e2a\u201c\u4ef7\u503c\u53d1\u73b0\u201d\u8def\u5f84\u7684\u6469\u64e6\uff0c\u5176\u6210\u529f\u4e0e\u5426\u7684\u5173\u952e\u6307\u6807\uff0c\u6216\u8bb8\u4e0d\u662fAPI\u8c03\u7528\u91cf\uff0c\u800c\u662f\u5176\u4e3a\u6bcd\u4f53\u4e1a\u52a1\u5e26\u6765\u7684\u4f18\u8d28\u7ebf\u7d22\u8f6c\u5316\u7387\u3002\u8fd9\u662f\u4e00\u573a\u7528\u6781\u7b80\u4f53\u9a8c\u6362\u53d6\u589e\u957f\u52bf\u80fd\u7684\u5178\u578b\u8d4c\u6ce8\uff0c\u7280\u5229\u4f46\u4e5f\u8106\u5f31\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Company logo API<\/span>\n <\/div>\n<div class=\"comment-content\">Instantly find any company logo using Hunter\u2019s logo API. 100% free, no account, API key. Enter a URL to find your logos.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">+16 million company logos. Free.<\/p>\n<p>We were missing Clearbit\u2019s Logo API.<br \/>\nYes, there are alternatives. But none that are simple and free.<\/p>\n<p>So we built one.<\/p>\n<p>You can access over 16 million company logos just by calling:<\/p>\n<p>logo.hunter.io\/{domain}<\/p>\n<p>No API key.<br \/>\nNo account.<br \/>\nNo setup.<\/p>\n<p>If you\u2019re building a side project, a SaaS, a presentation, or anything that needs logos fast \u2014 this should help.<\/p>\n<p>We\u2019re super curious to see what you\u2019ll build with it.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jeanro_hunter\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jeanro_hunter<\/a> What safeguards are in place to prevent misuse, such as bulk harvesting of logos or violating brand usage terms?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Bringing back a simple, free logo API is such a sharp move. The \u201cno key, no account, no setup\u201d angle instantly lowers friction, especially for side projects and quick builds.<\/p>\n<p>From a conversion lens, I wonder if the hero could lean more into the outcome instead of the feature. It\u2019s not just access to 16M logos; it\u2019s \u201cship faster without getting blocked by assets.\u201d That feels more aligned with the builder mindset you\u2019re targeting.<\/p>\n<p>You could test a headline that frames it around speed of execution, then track API calls or repeat usage from new visitors.<\/p>\n<p>Curious, are most users coming from existing Hunter customers, or is this attracting a whole new builder segment?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>@jeanro_hunter I love the concept of the Company Logo API and its potential for branding consistency. Have you considered ways to integrate user feedback into the API, making it even more tailored to their needs? \ud83e\udd14<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@austinelvis\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@austinelvis<\/a> Indeed, we are looking forward to feedback to see how we can advance this feature. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#15<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/AFUD44FX6E55VS\" class=\"app-title\">VidClaw<\/a><\/p>\n<div class=\"one-liner\">An open-source, self-hosted Kanban for your OpenClaw agent.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">99<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>VidClaw\u662f\u4e00\u6b3e\u5f00\u6e90\u3001\u81ea\u6258\u7ba1\u7684\u770b\u677f\u5f0f\u4eea\u8868\u76d8\uff0c\u4e3aOpenClaw AI\u4ee3\u7406\u7528\u6237\u63d0\u4f9b\u4e86\u53ef\u89c6\u5316\u7684\u4efb\u52a1\u961f\u5217\u3001\u72b6\u6001\u76d1\u63a7\u3001\u6210\u672c\u8ffd\u8e2a\u53ca\u4eba\u683c\u8c03\u6821\u754c\u9762\uff0c\u89e3\u51b3\u4e86\u7eaf\u804a\u5929\u754c\u9762\u7ba1\u7406AI\u4ee3\u7406\u65f6\u4ea7\u751f\u7684\u6df7\u4e71\u4e0e\u4f4e\u6548\u95ee\u9898\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/02ad4379-4e4e-4631-ac2a-926b4a82626f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bf251ac4-c397-4233-b8de-15ac1c901148.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d407c4c6-3211-4c8a-8f91-8784e04e16fe.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/15eff17d-c177-4257-8a9b-7c654db495fb.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=7jHZ2dtLJbo\"><source src=\"https:\/\/www.youtube.com\/watch?v=7jHZ2dtLJbo\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Task Management<\/span><br \/>\n <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4ee3\u7406\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u4eea\u8868\u76d8<\/span><br \/>\n <span class=\"tag\">\u81ea\u6258\u7ba1<\/span><br \/>\n <span class=\"tag\">\u4efb\u52a1\u53ef\u89c6\u5316<\/span><br \/>\n <span class=\"tag\">OpenClaw\u751f\u6001<\/span><br \/>\n <span class=\"tag\">\u8fd0\u7ef4\u770b\u677f<\/span><br \/>\n <span class=\"tag\">\u6210\u672c\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u8bc4\u8bba\u591a\u4e3a\u795d\u8d3a\u4e0e\u79ef\u6781\u671f\u5f85\uff0c\u80af\u5b9a\u5176\u5bf9OpenClaw\u751f\u6001\u7684\u8d21\u732e\u3002\u6709\u6548\u53cd\u9988\u5305\u62ec\u8be2\u95ee\u662f\u5426\u4f1a\u6709\u66f4\u591a\u57fa\u4e8eOpenClaw\u7684\u5f00\u6e90\u9879\u76ee\uff0c\u4ee5\u53ca\u8868\u8fbe\u5c06\u8fdb\u884c\u6df1\u5ea6\u4f53\u9a8c\u7684\u610f\u5411\u3002\u76ee\u524d\u672a\u89c1\u5177\u4f53\u529f\u80fd\u7591\u95ee\u6216\u6539\u8fdb\u5efa\u8bae\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n VidClaw\u7784\u51c6\u4e86\u4e00\u4e2a\u6b63\u5728\u6210\u5f62\u4f46\u5c1a\u672a\u88ab\u5145\u5206\u6ee1\u8db3\u7684\u7ec6\u5206\u5e02\u573a\uff1aAI\u4ee3\u7406\u7684\u4e25\u8083\u8fd0\u7ef4\u7ba1\u7406\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u6280\u672f\u4e0a\u7684\u98a0\u8986\uff0c\u800c\u662f\u5bf9\u201cAI\u4ee3\u7406\u5373\u751f\u4ea7\u529b\u5de5\u5177\u201d\u8fd9\u4e00\u7406\u5ff5\u7684\u5de5\u7a0b\u5316\u843d\u5730\u3002\u4ea7\u54c1\u4ecb\u7ecd\u4e2d\u201c\u4e3a\u771f\u6b63\u8fd0\u884cAI\u4ee3\u7406\u7684\u4eba\u6253\u9020\uff0c\u800c\u975e\u7a7a\u8c08\u8005\u201d\u7684\u8868\u8ff0\uff0c\u7280\u5229\u5730\u6307\u51fa\u4e86\u5f53\u524dAI\u9886\u57df\u5b58\u5728\u7684\u5927\u91cf\u6982\u5ff5\u7092\u4f5c\u4e0e\u5b9e\u9645\u5de5\u5177\u7f3a\u5931\u7684\u65ad\u5c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5b83\u5c06\u7ecf\u5178\u7684Kanban\u770b\u677f\u6a21\u5f0f\u4e0eAI\u4ee3\u7406\u4efb\u52a1\u7ba1\u7406\u7ed3\u5408\uff0c\u672c\u8d28\u4e0a\u662f\u5c06\u540e\u53f0\u7684\u3001\u4e0d\u53ef\u89c1\u7684AI\u8c03\u7528\u6d41\u7a0b\u524d\u53f0\u5316\u3001\u53ef\u89c6\u5316\u3002\u8fd9\u89e3\u51b3\u4e86\u4e24\u4e2a\u5173\u952e\u75db\u70b9\uff1a\u4e00\u662f\u964d\u4f4e\u8ba4\u77e5\u8d1f\u8377\uff0c\u8ba9\u7528\u6237\u4ece\u6df7\u4e71\u7684\u804a\u5929\u8bb0\u5f55\u4e2d\u89e3\u8131\uff1b\u4e8c\u662f\u63d0\u4f9b\u6210\u672c\u4e0e\u72b6\u6001\u7684\u53ef\u89c2\u6d4b\u6027\uff0c\u8fd9\u5bf9\u4e8e\u5c06AI\u4ee3\u7406\u7528\u4e8e\u5546\u4e1a\u6216\u9ad8\u9891\u4efb\u52a1\u7684\u7528\u6237\u81f3\u5173\u91cd\u8981\u3002\u5176\u5f3a\u8c03\u7684100%\u81ea\u6258\u7ba1\uff0c\u5219\u7cbe\u51c6\u547d\u4e2d\u4e86\u6ce8\u91cd\u6570\u636e\u9690\u79c1\u4e0e\u5b89\u5168\u7684\u4e13\u4e1a\u7528\u6237\u548c\u4f01\u4e1a\u7684\u654f\u611f\u795e\u7ecf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6210\u529f\u9ad8\u5ea6\u4f9d\u8d56\u4e8eOpenClaw\u751f\u6001\u7684\u7e41\u8363\u5ea6\uff0c\u5b58\u5728\u660e\u663e\u7684\u5e73\u53f0\u7ed1\u5b9a\u98ce\u9669\u3002\u76ee\u524d\u8bc4\u8bba\u53cd\u6620\u7684\u591a\u4e3a\u751f\u6001\u5185\u7684\u53cb\u597d\u4e92\u52a8\uff0c\u7f3a\u4e4f\u6765\u81ea\u66f4\u5e7f\u6cdbAI\u4ee3\u7406\u7528\u6237\uff08\u5982\u4f7f\u7528\u5176\u4ed6\u6846\u67b6\u8005\uff09\u7684\u9a8c\u8bc1\u3002\u5176\u201c\u56fa\u6267\u5df1\u89c1\u201d\u7684\u8bbe\u8ba1\u7406\u5ff5\u662f\u4e00\u628a\u53cc\u5203\u5251\uff0c\u5728\u63d0\u4f9b\u5f00\u7bb1\u5373\u7528\u6700\u4f73\u5b9e\u8df5\u7684\u540c\u65f6\uff0c\u4e5f\u53ef\u80fd\u9650\u5236\u4e86\u5176\u7075\u6d3b\u6027\u4e0e\u6269\u5c55\u6027\uff0c\u96be\u4ee5\u6ee1\u8db3\u672a\u6765\u66f4\u590d\u6742\u7684\u4ee3\u7406\u7f16\u6392\u9700\u6c42\u3002\u5b83\u80fd\u5426\u4eceOpenClaw\u7684\u201c\u5b98\u65b9\u5916\u6302\u201d\u8fdb\u5316\u4e3aAI\u4ee3\u7406\u8fd0\u7ef4\u9886\u57df\u7684\u901a\u7528\u57fa\u7840\u8bbe\u65bd\uff0c\u5c06\u53d6\u51b3\u4e8e\u5176\u793e\u533a\u80fd\u5426\u5438\u5f15\u8de8\u751f\u6001\u7684\u5f00\u53d1\u8005\uff0c\u5e76\u6784\u5efa\u8d77\u53ef\u6301\u7eed\u7684\u8fed\u4ee3\u80fd\u529b\u3002\u5f53\u524d\u7248\u672c\u662f\u4e00\u4e2a\u4f18\u79c0\u7684\u5782\u76f4\u89e3\u51b3\u65b9\u6848\uff0c\u4f46\u5176\u5929\u82b1\u677f\u6e05\u6670\u53ef\u89c1\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">VidClaw<\/span>\n <\/div>\n<div class=\"comment-content\">I run an AI agent on OpenClaw that handles SEO tracking, content writing, code tasks, and more. Managing it through chat alone was getting chaotic. I needed a way to queue tasks visually, see what my agent was doing, track how much I was spending, and tweak its personality without editing files over SSH. VidClaw is that dashboard. It’s opinionated, minimal, and built for people who actually run AI agents – not just talk about them. It’s 100% self-hosted. Your data never leaves your server.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Good luck with your launch \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@apexflux\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@apexflux<\/a> Appreciate that Saatvik! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Will we see more open source projects come out of using OpenClaw?<\/p>\n<p>Thanks for that tool! Will be trying it for sure.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alex_turovski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alex_turovski<\/a> I think so! Looking forward to your feedback Alex! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love this Lukasz! Great launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>That looks awesome!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>LFG! Loving to see these improvements in the OpenClaw ecosystem.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Super cool project Lukasz! Gonna need to check it out more deeply \ud83d\udc40\ud83d\udc40<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#16<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/KTOGVETMWHCB6U\" class=\"app-title\">Drivebase<\/a><\/p>\n<div class=\"one-liner\">Unified file manager for all your cloud storage<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">92<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Drivebase\u662f\u4e00\u6b3e\u5f00\u6e90\u3001\u4e91\u5e73\u53f0\u65e0\u5173\u7684\u7edf\u4e00\u6587\u4ef6\u7ba1\u7406\u5668\uff0c\u8ba9\u7528\u6237\u5728\u4e00\u4e2a\u754c\u9762\u5185\u7ba1\u7406\u3001\u4e0a\u4f20\u3001\u5206\u4eab\u548c\u534f\u4f5c\u5b58\u50a8\u5728\u591a\u4e2a\u4e91\u670d\u52a1\u5546\uff08\u5982Google Drive\u3001S3\u7b49\uff09\u4e2d\u7684\u6587\u4ef6\uff0c\u89e3\u51b3\u4e86\u591a\u4e91\u5b58\u50a8\u670d\u52a1\u5207\u6362\u7e41\u7410\u3001\u7ba1\u7406\u5206\u6563\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e67fa01c-2521-42ac-816e-922fb14c2f62.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2987a7f8-1f7a-4a26-a5e4-3bc0184f8504.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/236559ec-f853-4a86-b457-617713b034b5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fc26252a-6fde-4a90-b0f4-3ad5fe38bb54.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/26ba3082-797f-4265-90fe-689119499a25.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f8a04e41-7cfd-44fd-9997-b4a690c5b1a0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e0087126-a3c6-4dc7-a73a-1f7c39126a44.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">Storage<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u7edf\u4e00\u6587\u4ef6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u591a\u4e91\u5b58\u50a8<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u8f6f\u4ef6<\/span><br \/>\n <span class=\"tag\">\u81ea\u6258\u7ba1<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u9690\u79c1<\/span><br \/>\n <span class=\"tag\">\u4e91\u5b58\u50a8\u805a\u5408<\/span><br \/>\n <span class=\"tag\">\u6587\u4ef6\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u4e91\u5e73\u53f0\u65e0\u5173<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u81ea\u4e3b\u63a7\u5236<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u5bf9\u4ea7\u54c1\u8868\u793a\u5174\u594b\u548c\u8d5e\u8d4f\uff0c\u8ba4\u4e3a\u89e3\u51b3\u4e86\u957f\u671f\u75db\u70b9\u3002\u4e3b\u8981\u95ee\u9898\u805a\u7126\u4e8e\u662f\u5426\u652f\u6301\u4eceS3\u5206\u4eab\u6587\u4ef6\uff0c\u5f00\u53d1\u8005\u56de\u590d\u5df2\u901a\u8fc7\u65b0\u7248\u672c\u5b9e\u73b0\u534f\u4f5c\u529f\u80fd\u3002\u8bc4\u8bba\u4e92\u52a8\u79ef\u6781\uff0c\u5f00\u53d1\u8005\u53cd\u9988\u53ca\u65f6\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Drivebase\u5207\u5165\u4e86\u4e00\u4e2a\u771f\u5b9e\u4e14\u65e5\u76ca\u589e\u957f\u7684\u75db\u70b9\u2014\u2014\u201c\u4e91\u5b58\u50a8\u788e\u7247\u5316\u201d\u3002\u968f\u7740\u4e2a\u4eba\u4e0e\u4f01\u4e1a\u91c7\u7528\u591a\u4e91\u7b56\u7565\uff0c\u6587\u4ef6\u6563\u843d\u5404\u5904\u6210\u4e3a\u7ba1\u7406\u5669\u68a6\u3002\u5176\u5ba3\u79f0\u7684\u201c\u4e91\u5e73\u53f0\u65e0\u5173\u201d\u548c\u201c\u81ea\u6258\u7ba1\u201d\u662f\u771f\u6b63\u7684\u53cc\u5203\u5251\uff0c\u4e5f\u662f\u6838\u5fc3\u4ef7\u503c\u6240\u5728\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ef7\u503c\u9996\u5148\u4f53\u73b0\u5728\u201c\u63a7\u5236\u6743\u201d\u7684\u79fb\u4ea4\u3002\u5b83\u4e0d\u50cf\u5355\u7eaf\u7684\u805a\u5408\u5668\uff08\u5982CloudHQ\uff09\uff0c\u800c\u662f\u901a\u8fc7\u5f00\u6e90\u548c\u81ea\u6258\u7ba1\uff0c\u5c06\u6570\u636e\u8def\u7531\u548c\u5b58\u50a8\u4f4d\u7f6e\u7684\u9009\u62e9\u6743\u5f7b\u5e95\u4ea4\u8fd8\u7ed9\u7528\u6237\uff0c\u8fd9\u7cbe\u51c6\u6253\u51fb\u4e86\u5927\u578b\u4e91\u670d\u52a1\u5546\u7684\u201c\u4f9b\u5e94\u5546\u9501\u5b9a\u201d\u7b56\u7565\uff0c\u5bf9\u9690\u79c1\u654f\u611f\u7528\u6237\u548c\u4e2d\u5c0f\u4f01\u4e1a\u6781\u5177\u5438\u5f15\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u4e0d\u5728\u4e8e\u6280\u672f\u5b9e\u73b0\uff0c\u800c\u5728\u4e8e\u751f\u6001\u4e0e\u4f53\u9a8c\u3002\u7b2c\u4e00\uff0c\u6df1\u5ea6\u96c6\u6210\u96be\u9898\u3002\u4e0d\u540c\u4e91\u670d\u52a1\u7684API\u80fd\u529b\u3001\u901f\u7387\u9650\u5236\u3001\u5b9e\u65f6\u540c\u6b65\u673a\u5236\u5dee\u5f02\u5de8\u5927\uff0c\u5b9e\u73b0\u57fa\u7840\u7684\u6587\u4ef6\u5217\u8868\u4e0e\u4f20\u8f93\u53ea\u662f\u7b2c\u4e00\u6b65\uff0c\u66f4\u590d\u6742\u7684\u534f\u4f5c\uff08\u5982\u5728\u7ebf\u7f16\u8f91\uff09\u3001\u641c\u7d22\uff08\u8de8\u4e91\u5168\u6587\u68c0\u7d22\uff09\u3001\u6743\u9650\u7ba1\u7406\uff08\u5c06\u4e0d\u540c\u4e91\u7684\u5206\u4eab\u903b\u8f91\u7edf\u4e00\uff09\u624d\u662f\u51b3\u5b9a\u5176\u80fd\u5426\u4ece\u201c\u73a9\u5177\u201d\u53d8\u4e3a\u201c\u5de5\u5177\u201d\u7684\u5173\u952e\u3002\u4ece\u5f00\u53d1\u8005\u5feb\u901f\u8fed\u4ee3\u5206\u4eab\u529f\u80fd\u770b\uff0c\u56e2\u961f\u5df2\u610f\u8bc6\u5230\u6b64\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7b2c\u4e8c\uff0c\u5f00\u6e90\u4e0e\u5546\u4e1a\u5316\u7684\u7ecf\u5178\u6096\u8bba\u3002\u5f00\u6e90\u5e26\u6765\u4e86\u4fe1\u4efb\u548c\u793e\u533a\uff0c\u4f46\u76ee\u6807\u7528\u6237\uff08\u5c24\u5176\u662f\u613f\u610f\u81ea\u6258\u7ba1\u7684\u7528\u6237\uff09\u7fa4\u4f53\u89c4\u6a21\u548c\u6280\u672f\u95e8\u69db\u53ef\u80fd\u5929\u7136\u53d7\u9650\u3002\u5176\u5546\u4e1a\u6a21\u5f0f\u82e5\u9690\u82e5\u73b0\u2014\u2014\u5f88\u53ef\u80fd\u9762\u5411\u4f01\u4e1a\u63d0\u4f9b\u6258\u7ba1\u7248\u6216\u9ad8\u7ea7\u529f\u80fd\u3002\u5982\u4f55\u5e73\u8861\u793e\u533a\u7248\u4e0e\u4f01\u4e1a\u7248\u7684\u7279\u6027\uff0c\u5c06\u8003\u9a8c\u56e2\u961f\u7684\u7b56\u7565\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cDrivebase\u8d29\u5356\u7684\u662f\u4e00\u79cd\u201c\u4e91\u5b58\u50a8\u4e2d\u95f4\u4ef6\u201d\u7684\u613f\u666f\u3002\u5728\u4e91\u670d\u52a1\u65e5\u76ca\u6210\u4e3a\u57fa\u7840\u8bbe\u65bd\u7684\u4eca\u5929\uff0c\u5b83\u8bd5\u56fe\u6210\u4e3a\u7528\u6237\u4e0e\u5e95\u5c42\u5b58\u50a8\u63d0\u4f9b\u5546\u4e4b\u95f4\u4e00\u4e2a\u53ef\u7f16\u7a0b\u3001\u53ef\u63a7\u5236\u7684\u62bd\u8c61\u5c42\u3002\u8fd9\u4e2a\u5b9a\u4f4d\u9887\u5177\u91ce\u5fc3\uff0c\u4f46\u524d\u8def\u6f2b\u6f2b\u3002\u5b83\u80fd\u5426\u6210\u529f\uff0c\u53d6\u51b3\u4e8e\u5176\u5f00\u6e90\u751f\u6001\u80fd\u5426\u5f62\u6210\u62a4\u57ce\u6cb3\uff0c\u4ee5\u53ca\u80fd\u5426\u5728\u201c\u529f\u80fd\u805a\u5408\u7684\u4fbf\u5229\u6027\u201d\u4e0e\u201c\u81ea\u6258\u7ba1\u7684\u590d\u6742\u6027\u201d\u4e4b\u95f4\u627e\u5230\u90a3\u4e2a\u751c\u871c\u7684\u5e73\u8861\u70b9\u3002\u76ee\u524d\u770b\u6765\uff0c\u5b83\u662f\u4e00\u4e2a\u503c\u5f97\u6280\u672f\u6781\u5ba2\u548c\u9690\u79c1\u5021\u5bfc\u8005\u5173\u6ce8\u7684\u6709\u529b\u9009\u9879\uff0c\u4f46\u8ddd\u79bb\u64bc\u52a8\u666e\u901a\u7528\u6237\u7684\u4e60\u60ef\uff0c\u8fd8\u6709\u5f88\u957f\u7684\u8def\u8981\u8d70\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Drivebase<\/span>\n <\/div>\n<div class=\"comment-content\">Drivebase is an open-source, cloud-agnostic file manager to organize, upload, share, and collaborate on files across multiple providers from one interface. Connect Google Drive, S3, Dropbox, or OneDrive, manage a unified folder structure, and choose storage per file. Self-hostable, privacy-focused, and built for full control without vendor lock-in.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey everyone! Excited to share Drivebase with you.<\/p>\n<p>I built this because I was tired of juggling multiple cloud storage services with no unified way to manage them. Drivebase lets you connect different providers, organize everything in one place, and choose exactly where each file gets stored \u2014 while staying fully in control of your data.<\/p>\n<p>It\u2019s open source, self-hostable, and built with flexibility in mind. I\u2019d genuinely love your feedback, ideas, and feature requests. Thanks for checking it out!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very cool – would this let me use S3 for storage and share files from S3 with friends\/family? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@daniele_packard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniele_packard<\/a> You can connect multiple S3-compatible providers. Sharing feature will be added in the next release.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@daniele_packard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniele_packard<\/a> Just pushed a new release with collaboration feature \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Oh this is fabulous! Been looking for a tool like this for a long time – looks awesome. Great work!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@lukedunsmoto That\u2019s great \ud83d\ude03 Let me know if you need any help<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@monawwar Thanks \ud83d\ude42<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>nice interactive demo monawwar!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@apexflux Thanks \ud83d\ude0a<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#17<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/MLL2LP4GBT4CZI\" class=\"app-title\">TransLite<\/a><\/p>\n<div class=\"one-liner\">Instant translation from anywhere on macOS<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">87<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>TransLite\u662f\u4e00\u6b3emacOS\u8f7b\u91cf\u7ea7\u5de5\u5177\uff0c\u901a\u8fc7\u5355\u4e00\u5feb\u6377\u952e\u5728\u4efb\u4f55\u5e94\u7528\u4e2d\u5b9e\u73b0\u6587\u672c\u5373\u65f6\u7ffb\u8bd1\uff0c\u89e3\u51b3\u4e86\u8de8\u8bed\u8a00\u5de5\u4f5c\u8005\u5728\u9891\u7e41\u5207\u6362\u5e94\u7528\u7ffb\u8bd1\u65f6\u6d41\u7a0b\u4e2d\u65ad\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/246cdaff-e702-4130-b70d-06eaedcc7170.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a0ea5bee-e46b-44ce-bbcf-de854f888356.gif?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0b5499b7-3353-4433-b308-eb003c08ed00.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Languages<\/span><br \/>\n <span class=\"tag\">Menu Bar Apps<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5373\u65f6\u7ffb\u8bd1<\/span><br \/>\n <span class=\"tag\">macOS\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5feb\u6377\u952e\u64cd\u4f5c<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cf\u7ea7\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b<\/span><br \/>\n <span class=\"tag\">\u8de8\u8bed\u8a00\u5de5\u4f5c<\/span><br \/>\n <span class=\"tag\">\u6587\u672c\u66ff\u6362<\/span><br \/>\n <span class=\"tag\">\u65e0\u611f\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u5355\u4e00\u529f\u80fd<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u5f00\u53d1\u8005\u9610\u8ff0\u4e86\u89e3\u51b3\u81ea\u8eab\u75db\u70b9\u7684\u521b\u4f5c\u521d\u8877\u3002\u7528\u6237\u53cd\u9988\u80af\u5b9a\u5176\u7b80\u5316\u6d41\u7a0b\u3001\u63d0\u5347\u6548\u7387\u7684\u6838\u5fc3\u4ef7\u503c\u3002\u6709\u6548\u8bc4\u8bba\u96c6\u4e2d\u4e8e\u8be2\u95ee\u6280\u672f\u5b9e\u73b0\u7ec6\u8282\uff08\u5982\u8bed\u8a00\u68c0\u6d4b\u6a21\u578b\u4e0e\u51c6\u786e\u5ea6\uff09\uff0c\u5e76\u5b58\u5728\u540c\u7c7b\u4ea7\u54c1\u540c\u65e5\u53d1\u5e03\u7684\u8da3\u95fb\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n TransLite\u6240\u6807\u699c\u7684\u201c\u65e0\u611f\u7ffb\u8bd1\u201d\u5207\u4e2d\u4e86\u4e00\u4e2a\u88ab\u4e3b\u6d41\u7efc\u5408\u578b\u5de5\u5177\u5ffd\u7565\u7684\u7f1d\u9699\u5e02\u573a\uff1a\u9ad8\u9891\u3001\u788e\u7247\u5316\u7684\u8f7b\u91cf\u7ea7\u7ffb\u8bd1\u9700\u6c42\u3002\u5b83\u672c\u8d28\u4e0a\u4e0d\u662f\u4e00\u4e2a\u7ffb\u8bd1\u4ea7\u54c1\uff0c\u800c\u662f\u4e00\u4e2a**\u5de5\u4f5c\u6d41\u4f18\u5316\u63d2\u4ef6**\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u7ffb\u8bd1\u6280\u672f\u672c\u8eab\uff08\u5f88\u53ef\u80fd\u8c03\u7528\u73b0\u6709API\uff09\uff0c\u800c\u5728\u4e8e\u901a\u8fc7\u7cfb\u7edf\u7ea7\u7684\u5feb\u6377\u952e\u7ed1\u5b9a\uff0c\u5c06\u7ffb\u8bd1\u52a8\u4f5c\u538b\u7f29\u81f3\u4e00\u6b21\u51fb\u952e\uff0c\u5b9e\u73b0\u4e86\u4ece\u201c\u4e3b\u52a8\u8c03\u7528\u670d\u52a1\u201d\u5230\u201c\u88ab\u52a8\u89e6\u53d1\u529f\u80fd\u201d\u7684\u8303\u5f0f\u8f6c\u53d8\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u201c\u6781\u7b80\u201d\u5b9a\u4f4d\u65e2\u662f\u62a4\u57ce\u6cb3\u4e5f\u662f\u5929\u82b1\u677f\u3002\u4ea7\u54c1\u6df1\u5ea6\u4f9d\u8d56macOS\u7cfb\u7edf\u6743\u9650\u4e0e\u7279\u5b9a\u4ea4\u4e92\u573a\u666f\uff0c\u58c1\u5792\u4e0d\u9ad8\u3002\u7528\u6237\u5173\u4e8e\u8bed\u8a00\u68c0\u6d4b\u4e0e\u51c6\u786e\u5ea6\u7684\u63d0\u95ee\uff0c\u5df2\u89e6\u53ca\u5176\u4f5c\u4e3a\u201c\u5916\u58f3\u5de5\u5177\u201d\u7684\u6838\u5fc3\u8106\u5f31\u6027\u2014\u2014\u7ffb\u8bd1\u8d28\u91cf\u5b8c\u5168\u53d7\u5236\u4e8e\u540e\u7aef\u670d\u52a1\u4e14\u4e0d\u53ef\u63a7\u3002\u4e0e\u540c\u7c7b\u4ea7\u54c1\u540c\u65e5\u649e\u8f66\uff0c\u4e5f\u4fa7\u9762\u5370\u8bc1\u4e86\u8be5\u8d5b\u9053\u521b\u610f\u4e0e\u5b9e\u73b0\u95e8\u69db\u6709\u9650\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5728AI\u539f\u751f\u5e94\u7528\u65e5\u76ca\u590d\u6742\u7684\u5f53\u4e0b\uff0cTransLite\u7684\u53cd\u5411\u6781\u7b80\u4e3b\u4e49\u63d0\u4f9b\u4e86\u6e05\u723d\u7684\u89e3\u51b3\u65b9\u6848\u3002\u4f46\u957f\u671f\u5b58\u6d3b\u7684\u5173\u952e\uff0c\u5728\u4e8e\u80fd\u5426\u4ece\u201c\u4fbf\u6377\u529f\u80fd\u201d\u8fdb\u5316\u4e3a\u201c\u667a\u80fd\u5de5\u4f5c\u6d41\u4f34\u4fa3\u201d\uff0c\u4f8b\u5982\u7ed3\u5408\u9009\u533a\u4e0a\u4e0b\u6587\u63d0\u4f9b\u66f4\u7cbe\u51c6\u7684\u7ffb\u8bd1\uff0c\u6216\u878d\u5165\u672f\u8bed\u7ba1\u7406\u3002\u5426\u5219\uff0c\u5b83\u6781\u6613\u88ab\u66f4\u5f3a\u5927\u7684\u7cfb\u7edf\u7ea7AI\u52a9\u624b\uff08\u5982\u6df1\u5ea6\u96c6\u6210\u7684Copilot\uff09\u4f5c\u4e3a\u5b50\u529f\u80fd\u4e00\u952e\u8986\u76d6\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">TransLite<\/span>\n <\/div>\n<div class=\"comment-content\">If you work in your second language, you probably open ChatGPT just to translate small things. TransLite removes that friction. With a single keyboard shortcut, it instantly replaces your text with a translation \u2014 in any app. Lightweight, minimal, and built for focus.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey everyone \ud83d\udc4b<\/p>\n<p>I’m David and I built TransLite because I kept opening ChatGPT several times a day just to translate small things.<\/p>\n<p>I work in English daily (Slack, email, forums), and the copy \u2192 paste \u2192 translate \u2192 paste back loop was constantly breaking my flow.<\/p>\n<p>So I decided to remove that friction.<\/p>\n<p>TransLite is intentionally simple: one keyboard shortcut, instant translation, no context switching. I\u2019m keeping the first version minimal on purpose. My goal isn\u2019t to build a full translation suite, but a tiny tool that disappears into your workflow.<\/p>\n<p>I\u2019d love to hear:<br \/>\n\u2013 Do you work in your second language daily?<br \/>\n\u2013 Does this solve a real annoyance for you?<br \/>\n\u2013 What would make it genuinely useful?<\/p>\n<p>Thanks for checking it out \ud83d\ude4f<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@davizgarzia\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@davizgarzia<\/a> I\u2019m all about tools that make life easier and cut out extra steps. Just tried this one and it seriously delivers! Love it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@davizgarzia\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@davizgarzia<\/a> How do you handle language detection and accuracy? Do you use built\u2011in detection models or chain out to multiple services?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Wow, good product, funny we launched at the same day with very similar production<\/p>\n<p>hi from #19 place<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>great work David! Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@apexflux\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@apexflux<\/a> Thank you very much \ud83d\ude09 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#18<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/YARSPVSW62DAQD\" class=\"app-title\">MetMe<\/a><\/p>\n<div class=\"one-liner\">Remember everyone you meet, save contacts with context fast<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">82<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>MetMe\u662f\u4e00\u6b3e\u5229\u7528\u8bbe\u5907\u7aefAI\u5feb\u901f\u89e3\u6790\u5e76\u4fdd\u5b58\u5e26\u573a\u666f\u4fe1\u606f\u7684\u540d\u7247\u5230iOS\u539f\u751f\u901a\u8baf\u5f55\u7684\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u793e\u4ea4\u3001\u6c42\u804c\u7b49\u573a\u5408\u8bb0\u5f55\u65b0\u8054\u7cfb\u4eba\u65f6\u4fe1\u606f\u6613\u9057\u5fd8\u3001\u5f55\u5165\u7e41\u7410\u4f4e\u6548\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/63fe78b4-eeec-4df6-b545-664f48e8ad83.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1f82ad79-ce8a-40d1-ada7-4c2dd1206666.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/763942eb-ecb6-46a5-baa5-f0c4da8727d5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/532394f9-7f6b-47a5-b6be-ea960e9f7ab0.jpeg?auto=format\" data-video-url=\"https:\/\/youtube.com\/shorts\/QUf-ZbGhBxU\"><source src=\"https:\/\/youtube.com\/shorts\/QUf-ZbGhBxU\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Side Project<\/span><br \/>\n <span class=\"tag\">CRM<\/span><br \/>\n <span class=\"tag\">Community<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8054\u7cfb\u4eba\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u4e2a\u4ebaCRM<\/span><br \/>\n <span class=\"tag\">\u8bbe\u5907\u7aefAI<\/span><br \/>\n <span class=\"tag\">\u79bb\u7ebf\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">iOS\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u573a\u666f\u5316\u8bb0\u5f55<\/span><br \/>\n <span class=\"tag\">AI\u89e3\u6790<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u4e3b\u8981\u80af\u5b9a\u5176\u6570\u636e\u76f4\u63a5\u5b58\u5165iOS\u539f\u751f\u901a\u8baf\u5f55\u3001\u907f\u514d\u4fe1\u606f\u5b64\u5c9b\u7684\u8bbe\u8ba1\uff0c\u4ee5\u53ca\u8bbe\u5907\u7aefAI\u89e3\u6790\u5e26\u6765\u7684\u5373\u65f6\u3001\u79bb\u7ebf\u53ef\u7528\u4f18\u52bf\u3002\u5f00\u53d1\u8005\u81ea\u8ff0\u63d0\u53ca\u4e86\u6280\u672f\u5b9e\u73b0\u7ec6\u8282\u4e0eUI\u8bbe\u8ba1\u7406\u5ff5\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n MetMe\u7684\u201c\u806a\u660e\u201d\u4e4b\u5904\uff0c\u5728\u4e8e\u5b83\u7cbe\u51c6\u5730\u5207\u5272\u4e86\u4e00\u4e2a\u770b\u4f3c\u88ab\u505a\u70c2\u7684\u5e02\u573a\u2014\u2014\u8054\u7cfb\u4eba\u7ba1\u7406\u3002\u5b83\u6ca1\u6709\u9009\u62e9\u6253\u9020\u53c8\u4e00\u4e2a\u529f\u80fd\u7e41\u6742\u7684\u4e2a\u4ebaCRM\uff0c\u800c\u662f\u6e05\u9192\u5730\u626e\u6f14\u4e86\u4e00\u4e2a\u201c\u667a\u80fd\u5bfc\u7ba1\u201d\u7684\u89d2\u8272\uff1a\u524d\u7aef\u7528\u81ea\u7136\u8bed\u8a00\u4ea4\u4e92\u548cAI\u89e3\u6790\u964d\u4f4e\u8f93\u5165\u6469\u64e6\uff0c\u540e\u7aef\u5219\u575a\u5b9a\u5730\u5c06\u6570\u636e\u6c47\u5165iOS\u539f\u751f\u901a\u8baf\u5f55\u8fd9\u4e2a\u7ec8\u6781\u201c\u84c4\u6c34\u6c60\u201d\u3002\u8fd9\u770b\u4f3c\u7b80\u5355\u7684\u9009\u62e9\uff0c\u5b9e\u5219\u51fb\u4e2d\u4e86\u540c\u7c7b\u4ea7\u54c1\u6700\u5927\u7684\u963f\u5580\u7409\u65af\u4e4b\u8e35\uff1a\u6570\u636e\u5b64\u5c9b\u3002\u7528\u6237\u4e0d\u613f\u4e3a\u7ba1\u7406\u8054\u7cfb\u4eba\u800c\u7ef4\u62a4\u53e6\u4e00\u4e2a\u9700\u8981\u9891\u7e41\u540c\u6b65\u7684\u5e94\u7528\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u5ba3\u79f0\u7684\u201c\u5168\u8bbe\u5907\u7aefAI\u5904\u7406\u201d\u662f\u53e6\u4e00\u5f20\u5173\u952e\u724c\uff0c\u5b83\u5de7\u5999\u6346\u7ed1\u4e86\u201cApple Intelligence\u201d\u7684\u9690\u79c1\u53d9\u4e8b\uff0c\u5c06\u79bb\u7ebf\u53ef\u7528\u3001\u5373\u65f6\u54cd\u5e94\u8f6c\u5316\u4e3a\u6838\u5fc3\u4f53\u9a8c\u4f18\u52bf\uff0c\u5c24\u5176\u7b26\u5408\u5176\u4e3b\u6253\u7ebf\u4e0b\u793e\u4ea4\u573a\u666f\u7684\u5373\u65f6\u8bb0\u5f55\u9700\u6c42\u3002\u7136\u800c\uff0c\u5176\u957f\u671f\u4ef7\u503c\u5b58\u5728\u9690\u5fe7\uff1a\u529f\u80fd\u8fc7\u4e8e\u8f7b\u91cf\u4e0e\u805a\u7126\uff0c\u53ef\u80fd\u4f7f\u5176\u6613\u88ab\u7cfb\u7edf\u7ea7\u66f4\u65b0\u6216\u66f4\u5f3a\u5927\u7684AI\u52a9\u624b\u529f\u80fd\u6240\u8986\u76d6\uff1b\u5176\u5b8c\u5168\u514d\u8d39\u7684\u5546\u4e1a\u6a21\u5f0f\uff0c\u5728\u65e0\u8d26\u53f7\u4f53\u7cfb\u3001\u65e0\u4e91\u7aef\u670d\u52a1\u7684\u60c5\u51b5\u4e0b\uff0c\u867d\u63d0\u5347\u4e86\u5438\u5f15\u529b\uff0c\u4f46\u4e5f\u8ba9\u4eba\u5bf9\u5176\u53ef\u6301\u7eed\u6027\u53ca\u672a\u6765\u529f\u80fd\u8fed\u4ee3\u52a8\u529b\u5b58\u7591\u3002\u672c\u8d28\u4e0a\uff0c\u5b83\u662f\u4e00\u4e2a\u5229\u7528\u5f53\u524dAI\u672c\u5730\u5316\u3001\u9690\u79c1\u5316\u8d8b\u52bf\u6253\u9020\u7684\u201c\u7cbe\u81f4\u6548\u7387\u5c0f\u5de5\u5177\u201d\uff0c\u80fd\u5426\u4ece\u201c\u6709\u7528\u201d\u8fdb\u5316\u5230\u201c\u4e0d\u53ef\u6216\u7f3a\u201d\uff0c\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u5728\u6570\u636e\u6c89\u6dc0\u540e\uff0c\u6316\u6398\u51fa\u66f4\u6df1\u5c42\u7684\u8054\u7cfb\u4eba\u4ef7\u503c\u6d1e\u5bdf\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u8bb0\u5f55\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">MetMe<\/span>\n <\/div>\n<div class=\"comment-content\">Ever get frustrated adding someone you met to your contacts, awkwardly tapping through form fields only to forget who “Michael Job Fair” is? Just tell MetMe who, what, when, and where you met and it will extract all the relevant details. Sort and view your contacts with a timeline, calendar, and map to put them in context. All AI parsing done on-device with Apple Intelligence saving to iOS contacts. No accounts, no ads, totally free, and works offline. TestFlight now, Appstore soon!<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Looking for a job and dating in NYC means I’m saving a lot of new contacts, but I found the experience so clunky and inefficient, especially if you want to save some details to remember them later. So I created MetMe, the easiest way to save a new contact with all the context you need to remember them.<\/p>\n<p>I built it out with Expo, Claude Code, and Cursor, with only one early design in Figma to get me started. I ran into a lot of difficulty with community libraries for things like modals, on-device AI integration, and map search, so in many cases Claude helped me dive into custom Swift modules and from-scratch components to give me the flexibility to create a different experience from other CRM apps I’ve used. <\/p>\n<p>I didn’t want to use default liquid glass styling, but I loved the idea of a UI reacting to light, so I created a “toned down” dynamic surface effect that responds to how your device is positioned. Designing UIs in code with Claude opens up so many possibilities that weren’t available in Figma or took forever to code by hand for a quick prototype. Not sure I will need Figma for product design again.<\/p>\n<p>Please let me know what you think and how I can improve MetMe to make adding and managing your contacts better than ever!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mattaningram\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mattaningram<\/a> Saving contacts straight to native iOS Contacts instead of a parallel silo is where MetMe gets it right. Most personal CRMs die because your data gets trapped. On-device parsing via Apple Intelligence means you can capture someone mid-conversation at an event without waiting on a network round-trip.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>congrats Mattan! upvoted!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#19<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/CSZIKY5MARPA3V\" class=\"app-title\">AI Hotkeys<\/a><\/p>\n<div class=\"one-liner\">Use a hotkey to quickly summon ChatGPT<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">82<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>AI Hotkeys \u662f\u4e00\u6b3e\u901a\u8fc7\u5168\u5c40\u70ed\u952e\u5feb\u901f\u8c03\u7528AI\u529f\u80fd\uff08\u5982\u7ffb\u8bd1\u3001\u91cd\u5199\u3001\u603b\u7ed3\uff09\u7684\u5de5\u5177\uff0c\u5728\u9891\u7e41\u5207\u6362\u81f3ChatGPT\u8fdb\u884c\u6587\u672c\u5904\u7406\u7684\u573a\u666f\u4e2d\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u64cd\u4f5c\u7e41\u7410\u3001\u4e2d\u65ad\u5de5\u4f5c\u6d41\u7684\u6548\u7387\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ea083a4d-7e0d-4623-bc02-9497335fde50.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f693197d-fc20-438c-89c4-859192163422.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2907543e-468e-4d8b-85e6-52a90b35f2a8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f6c7652a-5633-4d55-ae41-30cfedc8586d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/29868b47-3b32-48da-91c5-b24f7c0b6c93.gif?auto=format\" data-video-url=\"https:\/\/www.loom.com\/share\/850e9d19d59b4ace9c3bc519c7573048\"><source src=\"https:\/\/www.loom.com\/share\/850e9d19d59b4ace9c3bc519c7573048\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Languages<\/span><br \/>\n <span class=\"tag\">Menu Bar Apps<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">AI\u5feb\u6377\u6307\u4ee4<\/span><br \/>\n <span class=\"tag\">\u5168\u5c40\u70ed\u952e<\/span><br \/>\n <span class=\"tag\">\u6587\u672c\u5904\u7406<\/span><br \/>\n <span class=\"tag\">ChatGPT\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u63d0\u5347<\/span><br \/>\n <span class=\"tag\">\u65e0\u4e0a\u4e0b\u6587\u5207\u6362<\/span><br \/>\n <span class=\"tag\">\u81ea\u5b9a\u4e49\u63d0\u793a\u8bcd<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u6269\u5c55<\/span><br \/>\n <span class=\"tag\">macOS\u5e94\u7528<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3\u9ad8\u9891\u5207\u6362ChatGPT\u75db\u70b9\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u8ba4\u4e3a\u80fd\u663e\u8457\u8282\u7701\u65f6\u95f4\u3002\u53cd\u9988\u96c6\u4e2d\u4e8e\u5bf9\u4ea7\u54c1\u7406\u5ff5\u7684\u8d5e\u8d4f\u548c\u795d\u8d3a\uff0c\u76ee\u524d\u672a\u51fa\u73b0\u5177\u4f53\u529f\u80fd\u95ee\u9898\u6216\u6539\u8fdb\u5efa\u8bae\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n AI Hotkeys \u7784\u51c6\u4e86\u4e00\u4e2a\u6781\u5176\u7ec6\u5fae\u4f46\u771f\u5b9e\u5b58\u5728\u7684\u201c\u6469\u64e6\u70b9\u201d\uff1a\u5728\u539f\u751f\u5e94\u7528\u4e0eAI\u804a\u5929\u754c\u9762\u95f4\u53cd\u590d\u590d\u5236\u7c98\u8d34\u7684\u673a\u68b0\u5faa\u73af\u3002\u5b83\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u201cAI\u4e2d\u95f4\u4ef6\u201d\uff0c\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u63d0\u4f9b\u4e86\u65b0\u7684AI\u80fd\u529b\uff0c\u800c\u5728\u4e8e\u901a\u8fc7\u7cfb\u7edf\u7ea7\u7684\u70ed\u952e\uff0c\u5c06\u5df2\u6709\u7684AI\u80fd\u529b\uff08\u4ee5ChatGPT\u4e3a\u4ee3\u8868\uff09\u65e0\u7f1d\u7f16\u7ec7\u8fdb\u7528\u6237\u73b0\u6709\u7684\u64cd\u4f5c\u7cfb\u7edf\u548c\u5de5\u4f5c\u6d41\u4e2d\uff0c\u5b9e\u73b0\u4e86\u4ece\u201c\u8df3\u8f6c\u4f7f\u7528\u201d\u5230\u201c\u5c31\u5730\u8c03\u7528\u201d\u7684\u8303\u5f0f\u8f6c\u53d8\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u806a\u660e\u5730\u907f\u5f00\u4e86\u5728AI\u6a21\u578b\u672c\u8eab\u7ea2\u6d77\u4e2d\u7ade\u4e89\uff0c\u8f6c\u800c\u4e13\u6ce8\u4e8e\u201c\u4f53\u9a8c\u5c42\u201d\u7684\u521b\u65b0\u3002\u5b83\u89e3\u51b3\u7684\u5e76\u975e\u80fd\u529b\u4e0d\u8db3\u7684\u95ee\u9898\uff0c\u800c\u662f\u80fd\u529b\u83b7\u53d6\u6548\u7387\u4f4e\u4e0b\u7684\u95ee\u9898\u3002\u8fd9\u4e00\u5b9a\u4f4d\u4f7f\u5176\u5bf9\u91cd\u5ea6AI\u4f9d\u8d56\u7528\u6237\u5177\u6709\u81f4\u547d\u5438\u5f15\u529b\uff0c\u56e0\u4e3a\u6548\u7387\u5de5\u5177\u7684\u6838\u5fc3\u5ea6\u91cf\u8861\u5c31\u662f\u8282\u7701\u7684\u201c\u64cd\u4f5c\u6b21\u6570\u201d\u4e0e\u201c\u4e0a\u4e0b\u6587\u5207\u6362\u6210\u672c\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u53d1\u5c55\u4e5f\u9762\u4e34\u6e05\u6670\u7684\u5929\u82b1\u677f\u4e0e\u98ce\u9669\u3002\u9996\u5148\uff0c\u5b83\u662f\u5f3a\u4f9d\u8d56\u7b2c\u4e09\u65b9AI\u670d\u52a1\u7684\u201c\u5916\u58f3\u201d\uff0c\u5176\u4f53\u9a8c\u548c\u7a33\u5b9a\u6027\u53d7\u5236\u4e8e\u4e0a\u6e38\uff08\u5982OpenAI\u7684API\u653f\u7b56\u4e0e\u6027\u80fd\uff09\u3002\u5176\u6b21\uff0c\u529f\u80fd\u76f8\u5bf9\u5355\u4e00\uff0c\u62a4\u57ce\u6cb3\u4e0d\u6df1\uff0c\u6781\u6613\u88ab\u5927\u578b\u6548\u7387\u5de5\u5177\uff08\u5982Raycast\u3001Alfred\uff09\u6216\u64cd\u4f5c\u7cfb\u7edf\u672c\u8eab\u4ee5\u7c7b\u4f3c\u529f\u80fd\u96c6\u6210\u3002\u6700\u540e\uff0c\u4ece\u8bc4\u8bba\u770b\uff0c\u76ee\u524d\u7528\u6237\u53cd\u9988\u505c\u7559\u5728\u201c\u60c5\u611f\u5171\u9e23\u201d\u5c42\u9762\uff0c\u7f3a\u4e4f\u6df1\u5ea6\u4f7f\u7528\u540e\u7684\u75db\u70b9\u6316\u6398\u4e0e\u8fed\u4ee3\u5efa\u8bae\uff0c\u8fd9\u53ef\u80fd\u610f\u5473\u7740\u65e9\u671f\u7528\u6237\u7fa4\u4f53\u5c1a\u672a\u5145\u5206\u62d3\u5c55\u6216\u4ea7\u54c1\u590d\u6742\u5ea6\u5c1a\u672a\u89e6\u53ca\u66f4\u6df1\u5c42\u7684\u96c6\u6210\u9700\u6c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8981\u60f3\u7a81\u7834\u5de5\u5177\u7c7b\u5e94\u7528\u201c\u706b\u4e00\u628a\u5c31\u51c9\u201d\u7684\u5bbf\u547d\uff0c\u5b83\u5fc5\u987b\u4ece\u201c\u5feb\u6377\u8c03\u7528\u5668\u201d\u5347\u7ea7\u4e3a\u201c\u667a\u80fd\u5de5\u4f5c\u6d41\u4e2d\u67a2\u201d\uff0c\u63a2\u7d22\u66f4\u6df1\u5ea6\u7684\u4e0a\u4e0b\u6587\u7406\u89e3\uff08\u5982\u6839\u636e\u5f53\u524d\u5e94\u7528\u667a\u80fd\u63a8\u8350\u63d0\u793a\u8bcd\uff09\u3001\u591a\u6b65\u9aa4\u81ea\u52a8\u5316\uff0c\u5e76\u8003\u8651\u652f\u6301\u591a\u6a21\u578b\u4ee5\u89c4\u907f\u5355\u4e00\u4f9d\u8d56\u98ce\u9669\u3002\u5f53\u524d\u7248\u672c\u662f\u4e00\u4e2a\u4f18\u96c5\u7684\u8d77\u70b9\uff0c\u4f46\u8fdc\u975e\u7ec8\u5c40\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">AI Hotkeys<\/span>\n <\/div>\n<div class=\"comment-content\">You Cmd+Tab to ChatGPT 50 times a day. Paste text in, wait, copy result back. AI Shortcuts kills that loop: select text, press a hotkey, get the result right where you are. Translate, rewrite, summarize – or run any custom prompt.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey! I was Cmd+Tabbing to ChatGPT way too many times a day, so I made this.<\/p>\n<ul>\n<li>\n<p>Select text, press a hotkey, get the result. Works in any app.<\/p>\n<\/li>\n<\/ul>\n<p>You can try it right in your browser before downloading: <a href=\"https:\/\/www.aihotkeys.tech\/playground\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.aihotkeys.tech\/playground<\/a><\/p>\n<\/p>\n<p>Happy to hear any feedback!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very cool – can see what a time save this can be – congrats!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@daniele_packard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniele_packard<\/a> thank you for kind words \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Mihey! Your program seems interesting to me. I constantly run into the same problem and am wondering how to simplify and speed up my work in this area. I’m glad you’ve already figured it out for me. Thanks for your efforts.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@new_user___146202595b0d132bb121bde\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@new_user___146202595b0d132bb121bde<\/a> \ud83e\udd1d<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats good luck on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks Saatvik! Good luck to you too, dear competitor!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#20<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/RGKHYLBBVRRCZS\" class=\"app-title\">Synra<\/a><\/p>\n<div class=\"one-liner\">Connect Claude to your database in 60 seconds<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">81<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Synra\u662f\u4e00\u6b3e\u6258\u7ba1MCP\u7f51\u5173\uff0c\u8ba9\u5f00\u53d1\u8005\u80fd\u572860\u79d2\u5185\u5c06Claude AI\u8fde\u63a5\u5230\u6570\u636e\u5e93\uff0c\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u67e5\u8be2\u6570\u636e\uff0c\u89e3\u51b3\u4e86\u4f20\u7edfMCP\u914d\u7f6e\u6d41\u7a0b\u590d\u6742\u3001\u8017\u65f6\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/036f16de-10a5-457a-a909-cc9c3eabc6f8.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/lCp4TTytKIE\"><source src=\"https:\/\/youtu.be\/lCp4TTytKIE\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a8a6109d-6bd8-4473-8b7d-45ab6637ef67.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/13730eb2-7c6a-4020-8134-23f15f09075c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c82575a8-6f33-4c5e-a499-233c854a5331.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Development<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6258\u7ba1MCP\u7f51\u5173<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u5e93\u8fde\u63a5\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">AI\u4ee3\u7406\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">PostgreSQL<\/span><br \/>\n <span class=\"tag\">Supabase<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u67e5\u8be2<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u65e0\u670d\u52a1\u5668\u914d\u7f6e<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u63d0\u5347<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u5bf9\u7b80\u5316Claude\u8fde\u63a5\u6570\u636e\u5e93\u7684\u6d41\u7a0b\u8868\u793a\u6b22\u8fce\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u8be2\u95ee\u662f\u5426\u652f\u6301\u81ea\u5b9a\u4e49SQL\u3001\u5199\u64cd\u4f5c\u3001\u6a21\u5f0f\u81ea\u7701\u7b49\u9ad8\u7ea7\u529f\u80fd\u53ca\u5176\u5b89\u5168\u6027\uff1b\u4ee5\u53ca\u5982\u4f55\u8fde\u63a5\u9632\u706b\u5899\u540e\u7684\u6570\u636e\u5e93\u3002\u5f00\u53d1\u8005\u56de\u5e94\u79ef\u6781\uff0c\u8868\u793a\u6b63\u5728\u5f00\u53d1MySQL\u652f\u6301\u5e76\u6536\u96c6\u53cd\u9988\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Synra\u7684\u201c\u771f\u6b63\u4ef7\u503c\u201d\u5e76\u975e\u6280\u672f\u521b\u65b0\uff0c\u800c\u662f\u4e00\u6b21\u7cbe\u51c6\u7684\u201c\u4f53\u9a8c\u52ab\u6301\u201d\u3002\u5b83\u672c\u8d28\u4e0a\u5c06\u5f00\u6e90\u7684MCP\uff08\u6a21\u578b\u4e0a\u4e0b\u6587\u534f\u8bae\uff09\u914d\u7f6e\u8fc7\u7a0b\uff0c\u4ece\u5f00\u53d1\u8005\u624b\u4e2d\u7684\u4ee3\u7801\u548c\u914d\u7f6e\u6587\u4ef6\uff0c\u5c01\u88c5\u6210\u4e86\u4e00\u4e2a\u9ed1\u7bb1\u6258\u7ba1\u670d\u52a1\u3002\u5176\u5ba3\u79f0\u7684\u201c60\u79d2\u8fde\u63a5\u201d\u6838\u5fc3\u5356\u70b9\uff0c\u6070\u6070\u66b4\u9732\u4e86\u5f53\u524dAI\u4ee3\u7406\u751f\u6001\u7684\u8352\u8bde\u73b0\u72b6\uff1a\u4e3a\u4e86\u8ba9\u5927\u6a21\u578b\u80fd\u8bfb\u53d6\u7ed3\u6784\u5316\u6570\u636e\uff0c\u5f00\u53d1\u8005\u7adf\u9700\u8981\u4e0eJSON\u914d\u7f6e\u3001\u73af\u5883\u53d8\u91cf\u548c\u672c\u5730\u670d\u52a1\u5668\u8fdb\u884c\u5197\u957f\u640f\u6597\u3002Synra\u7684\u6210\u529f\u4eae\u76f8\uff0c\u9996\u5148\u662f\u5bf9\u73b0\u6709\u5de5\u5177\u94fe\u7cdf\u7cd5\u5f00\u53d1\u8005\u4f53\u9a8c\uff08DX\uff09\u7684\u4e00\u8bb0\u54cd\u4eae\u8033\u5149\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u8fd9\u79cd\u4fbf\u5229\u6027\u80cc\u540e\uff0c\u662f\u66f4\u6df1\u5c42\u7684\u6743\u8861\u4e0e\u98ce\u9669\u8f6c\u79fb\u3002\u5b83\u5c06\u654f\u611f\u7684\u6570\u636e\u5e93\u51ed\u8bc1\u4ece\u672c\u5730\u73af\u5883\u79fb\u81f3\u7b2c\u4e09\u65b9\u670d\u52a1\uff0c\u5c3d\u7ba1\u58f0\u79f0\u4f7f\u7528AES-256\u52a0\u5bc6\uff0c\u4f46\u5b89\u5168\u8d23\u4efb\u4e3b\u4f53\u5df2\u6084\u7136\u6539\u53d8\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u9ad8\u7ea7\u529f\u80fd\u5b89\u5168\u6027\u201d\u548c\u201c\u9632\u706b\u5899\u5185\u6570\u636e\u5e93\u8fde\u63a5\u201d\u7684\u63d0\u95ee\uff0c\u76f4\u63a5\u6233\u4e2d\u4e86\u5176\u5546\u4e1a\u6a21\u5f0f\u7684\u6838\u5fc3\u8f6f\u808b\uff1a\u4f5c\u4e3a\u6258\u7ba1\u7f51\u5173\uff0c\u5b83\u5728\u63d0\u4f9b\u4fbf\u5229\u7684\u540c\u65f6\uff0c\u4e5f\u6210\u4e3a\u4e86\u65b0\u7684\u7f51\u7edc\u74f6\u9888\u4e0e\u6f5c\u5728\u653b\u51fb\u9762\u3002\u5176\u201c\u9ed8\u8ba4\u53ea\u8bfb\u201d\u7684\u8bbe\u8ba1\u662f\u4e00\u79cd\u8c28\u614e\u7684\u81ea\u6211\u8bbe\u9650\uff0c\u4e5f\u9884\u793a\u4e86\u672a\u6765\u82e5\u5f00\u653e\u5199\u64cd\u4f5c\u5c06\u9762\u4e34\u6781\u5176\u4e25\u5cfb\u7684\u5b89\u5168\u5ba1\u8ba1\u6311\u6218\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f53\u524d\uff0c\u5b83\u7cbe\u51c6\u5207\u4e2d\u4e86\u201c\u53ea\u60f3\u5feb\u901f\u63d0\u95ee\u3001\u4e0d\u613f\u6298\u817e\u914d\u7f6e\u201d\u7684\u5f00\u53d1\u8005\u5373\u65f6\u9700\u6c42\uff0c\u5e02\u573a\u7a97\u53e3\u786e\u5b9e\u5b58\u5728\u3002\u4f46\u957f\u671f\u6765\u770b\uff0c\u5176\u547d\u8fd0\u5c06\u53d6\u51b3\u4e8e\u4e24\u70b9\uff1a\u4e00\u662f\u5f00\u6e90MCP\u5de5\u5177\u94fe\u81ea\u8eab\u662f\u5426\u4f1a\u8fc5\u901f\u8fdb\u5316\uff0c\u541e\u566c\u6389\u8fd9\u79cd\u201c\u7b80\u5316\u914d\u7f6e\u201d\u7684\u751f\u5b58\u7a7a\u95f4\uff1b\u4e8c\u662f\u5b83\u80fd\u5426\u5728\u201c\u4fbf\u6377\u201d\u4e0e\u201c\u4f01\u4e1a\u7ea7\u9700\u6c42\u201d\uff08\u5982\u79c1\u6709\u5316\u90e8\u7f72\u3001\u66f4\u7ec6\u7c92\u5ea6\u7684\u6743\u9650\u63a7\u5236\u3001\u5ba1\u8ba1\u65e5\u5fd7\uff09\u4e4b\u95f4\u627e\u5230\u5e73\u8861\u3002\u5b83\u73b0\u5728\u662f\u4e00\u4e2a\u4f18\u96c5\u7684\u201c\u521b\u53ef\u8d34\u201d\uff0c\u4f46\u8981\u60f3\u6210\u4e3a\u4e0d\u53ef\u6216\u7f3a\u7684\u201c\u5668\u5b98\u201d\uff0c\u9053\u8def\u5c1a\u8fdc\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Synra<\/span>\n <\/div>\n<div class=\"comment-content\">Synra is a managed MCP gateway. Add your database credentials, get a secure URL, paste it into Claude Desktop \u2014 done. No JSON config files, noenv headaches, no local server setup. Currently supports PostgreSQL and Supabase. Read-only by default. Credentials encrypted with AES-256. Built for developers who want to ask their database questions in natural language without spending an hour configuring MCP servers.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey PH! I’m Sam, the maker of Synra.<br \/>\nI built this because connecting Claude to a database through MCP was way too painful \u2014 JSON config files, environment variables, local server setup. It shouldn’t take 30 minutes to ask your database a question.<br \/>\nWith Synra, you add your credentials, get a URL, paste it into Claude Desktop, and you’re querying in under a minute.<br \/>\nRight now it supports PostgreSQL and Supabase, with MySQL coming soon. It’s early stage and I’m actively building based on user feedback \u2014 would love to hear what connectors or features you’d want next.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sam_h11\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sam_h11<\/a> Congrats Sam. Does Synra support advanced features like custom SQL queries, write access, or schema introspection, and if so, how do you make those safe?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>good luck on the launch! congrats!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@apexflux\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@apexflux<\/a> Thank you so much. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve been using claude code for the past couple of weeks and have such a headache every time I’m connecting to my database, this app looks like it’ll streamline the whole process.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Cool launch! Would there be some way to connect to databases behind a firewall?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<\/div>\n<p><\/p>\n<div id=\"imageModal\" class=\"modal\">\n <span class=\"close\">×<\/span><br \/>\n <img class=\"modal-content\" id=\"modalImage\">\n<\/div>\n<p><script>\n \/\/ \u83b7\u53d6\u6a21\u6001\u6846\u5143\u7d20\n const modal = document.getElementById(\"imageModal\");\n const modalImg = document.getElementById(\"modalImage\");\n const closeBtn = document.getElementsByClassName(\"close\")[0];<\/p>\n<p> \/\/ \u68c0\u6d4b\u662f\u5426\u4e3a\u79fb\u52a8\u8bbe\u5907\n const isMobile = \/iPhone|iPad|iPod|Android\/i.test(navigator.userAgent);<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4f18\u5316\n function addTouchOptimization() {\n if (isMobile) {\n \/\/ 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{"id":136,"date":"2026-02-18T11:22:36","date_gmt":"2026-02-18T03:22:36","guid":{"rendered":"https:\/\/ph.listeningo.cn\/index.php\/2026\/02\/18\/2026-02-17\/"},"modified":"2026-02-18T11:22:36","modified_gmt":"2026-02-18T03:22:36","slug":"2026-02-17","status":"publish","type":"post","link":"https:\/\/ph.listeningo.cn\/index.php\/2026\/02\/18\/2026-02-17\/","title":{"rendered":"PH\u70ed\u699c | 2026-02-17"},"content":{"rendered":"

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\n Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-02-17<\/title><\/p>\n<style>\n \/* --- \u5168\u5c40\u91cd\u7f6e\u4e0e\u5b57\u4f53 --- *\/\n :root {\n --ph-orange: #FF6154;\n --text-main: #21293C;\n --text-secondary: #4B587C;\n --bg-ai: #F7F7F9;\n --border-color: #E6E6E6;\n }<\/p>\n<p> body {\n font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Helvetica, Arial, sans-serif;\n color: var(--text-main);\n background-color: #ffffff;\n line-height: 1.6;\n margin: 0;\n padding: 20px;\n }<\/p>\n<p> .container {\n max-width: 800px;\n margin: 0 auto;\n }<\/p>\n<p> \/* --- \u5361\u7247\u6837\u5f0f --- *\/\n .app-card {\n border-bottom: 1px solid var(--border-color);\n padding-bottom: 40px;\n margin-bottom: 40px;\n }<\/p>\n<p> \/* --- 1. \u5934\u90e8\u533a\u57df --- *\/\n .app-header {\n display: flex;\n align-items: flex-start;\n gap: 16px;\n margin-bottom: 20px;\n }<\/p>\n<p> .rank {\n font-size: 24px;\n font-weight: 300;\n color: #999;\n min-width: 30px;\n padding-top: 4px;\n }<\/p>\n<p> .title-group {\n flex: 1;\n }<\/p>\n<p> .app-title {\n font-size: 24px;\n font-weight: 800;\n margin: 0 0 4px 0;\n color: var(--text-main);\n text-decoration: none;\n display: inline-block;\n }<\/p>\n<p> .app-title:hover {\n color: var(--ph-orange);\n text-decoration: underline;\n }<\/p>\n<p> .vote-btn {\n display: flex;\n flex-direction: column;\n align-items: center;\n justify-content: center;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 8px 12px;\n background: #fff;\n min-width: 60px;\n box-shadow: 0 1px 2px rgba(0,0,0,0.05);\n }<\/p>\n<p> .vote-arrow {\n color: var(--ph-orange);\n font-size: 14px;\n margin-bottom: -2px;\n }<\/p>\n<p> .vote-count {\n font-weight: 600;\n font-size: 14px;\n }<\/p>\n<p> \/* --- 2. \u5347\u7ea7\u7248\u5a92\u4f53\u753b\u5eca (\u5173\u952e\u4fee\u6539) --- *\/\n .media-gallery {\n display: flex;\n gap: 16px;\n overflow-x: auto; \/* \u5141\u8bb8\u6a2a\u5411\u6eda\u52a8 *\/\n padding-bottom: 16px; \/* \u7559\u51fa\u6eda\u52a8\u7a7a\u95f4 *\/\n scroll-snap-type: x mandatory; \/* \u6eda\u52a8\u5438\u9644\u6548\u679c *\/\n -webkit-overflow-scrolling: touch; \/* iOS \u5e73\u6ed1\u6eda\u52a8 *\/\n margin-bottom: 20px;<\/p>\n<p> \/* \u9690\u85cf\u9ed8\u8ba4\u6eda\u52a8\u6761\u4f46\u4fdd\u7559\u529f\u80fd (Firefox) *\/\n scrollbar-width: thin;\n scrollbar-color: #ddd transparent;\n }<\/p>\n<p> \/* Webkit \u6eda\u52a8\u6761\u6837\u5f0f\u4f18\u5316 *\/\n .media-gallery::-webkit-scrollbar {\n height: 6px;\n }\n .media-gallery::-webkit-scrollbar-track {\n background: transparent;\n }\n .media-gallery::-webkit-scrollbar-thumb {\n background-color: #eee;\n border-radius: 10px;\n }<\/p>\n<p> .media-item-wrapper {\n flex: 0 0 auto; \/* \u9632\u6b62\u88ab\u538b\u7f29 *\/\n width: 80%; \/* \u79fb\u52a8\u7aef\u9ed8\u8ba4\u9732\u51fa\u4e00\u70b9\u4e0b\u4e00\u5f20\uff0c\u63d0\u793a\u53ef\u6ed1\u52a8 *\/\n max-width: 500px; \/* \u684c\u9762\u7aef\u6700\u5927\u5bbd\u5ea6 *\/\n aspect-ratio: 16\/9; \/* \u7edf\u4e00\u6bd4\u4f8b *\/<\/p>\n<p> position: relative;\n border-radius: 12px;\n overflow: hidden;\n border: 1px solid rgba(0,0,0,0.08);\n background-color: #f5f5f5;\n scroll-snap-align: center; \/* \u6eda\u52a8\u505c\u6b62\u65f6\u5c45\u4e2d *\/\n }<\/p>\n<p> .media-content {\n width: 100%;\n height: 100%;\n object-fit: cover; \/* \u586b\u5145\u5bb9\u5668 *\/\n display: block;\n cursor: pointer;\n }<\/p>\n<p> \/* \u89c6\u9891\u6807\u7b7e\u7279\u6b8a\u5904\u7406 *\/\n video.media-content {\n background-color: #000;\n cursor: pointer;\n }<\/p>\n<p> \/* \u5982\u679c\u53ea\u67091\u4e2a\u5a92\u4f53\uff0c\u4e0d\u8981\u6eda\u52a8\uff0c\u4e14\u5bbd\u5ea6\u81ea\u9002\u5e94 *\/\n .media-gallery.single-item .media-item-wrapper {\n width: 100%;\n max-width: 100%;\n }<\/p>\n<p> \/* --- 3. \u63cf\u8ff0\u4e0e\u6807\u7b7e --- *\/\n .one-liner {\n font-size: 18px;\n color: var(--text-secondary);\n margin-bottom: 12px;\n font-weight: 500;\n }<\/p>\n<p> .tags-container {\n display: flex;\n flex-wrap: wrap;\n gap: 8px;\n margin-bottom: 24px;\n }<\/p>\n<p> .tag {\n font-size: 12px;\n color: var(--text-secondary);\n background-color: #F2F2F2;\n padding: 4px 10px;\n border-radius: 20px;\n font-weight: 600;\n text-transform: uppercase;\n }<\/p>\n<p> \/* --- 4. AI \u6458\u8981\u533a --- *\/\n .ai-section {\n background-color: var(--bg-ai);\n border-radius: 12px;\n padding: 20px;\n margin-bottom: 20px;\n border-left: 4px solid var(--ph-orange);\n }<\/p>\n<p> .ai-title {\n font-size: 14px;\n font-weight: 700;\n color: var(--text-main);\n margin: 0 0 12px 0;\n display: flex;\n align-items: center;\n gap: 6px;\n }<\/p>\n<p> .ai-content {\n font-size: 15px;\n color: #333;\n margin-bottom: 0;\n line-height: 1.7;\n }<\/p>\n<p> \/* --- 5. \u8bc4\u8bba\u533a --- *\/\n .reviews-section {\n margin-top: 10px;\n }<\/p>\n<p> .review-item {\n display: flex;\n gap: 10px;\n margin-bottom: 12px;\n font-size: 14px;\n }<\/p>\n<p> .review-avatar {\n font-size: 18px;\n margin-top: 2px;\n min-width: 24px;\n }<\/p>\n<p> .review-bubble {\n background: #fff;\n border: 1px solid var(--border-color);\n padding: 8px 12px;\n border-radius: 0 12px 12px 12px;\n color: var(--text-secondary);\n line-height: 1.5;\n }<\/p>\n<p> .review-author {\n font-weight: 700;\n color: var(--text-main);\n margin-right: 4px;\n font-style: normal;\n }<\/p>\n<p> .comments-section {\n margin-top: 30px;\n border-top: 1px solid var(--border-color);\n padding-top: 20px;\n }<\/p>\n<p> .comments-toggle {\n background-color: #f8f9fa;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 12px 20px;\n cursor: pointer;\n display: flex;\n justify-content: space-between;\n align-items: center;\n width: 100%;\n font-size: 14px;\n font-weight: 600;\n color: var(--text-main);\n transition: all 0.3s ease;\n }<\/p>\n<p> .comments-toggle:hover {\n background-color: #e9ecef;\n }<\/p>\n<p> .comments-toggle .toggle-arrow {\n font-size: 18px;\n transition: transform 0.3s ease;\n }<\/p>\n<p> .comments-toggle.open .toggle-arrow {\n transform: rotate(180deg);\n }<\/p>\n<p> .comments-container {\n max-height: 0;\n overflow: hidden;\n transition: max-height 0.5s ease;\n margin-top: 15px;\n }<\/p>\n<p> .comments-container.open {\n max-height: 800px;\n overflow: auto;\n }<\/p>\n<p> .comment-item {\n background-color: #fff;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 16px;\n margin-bottom: 12px;\n font-size: 14px;\n }<\/p>\n<p> .comment-header {\n display: flex;\n justify-content: space-between;\n align-items: flex-start;\n margin-bottom: 8px;\n }<\/p>\n<p> .comment-author {\n font-weight: 600;\n color: var(--text-main);\n margin-right: 8px;\n }<\/p>\n<p> .comment-content {\n color: var(--text-secondary);\n line-height: 1.5;\n margin-bottom: 10px;\n word-break: break-word;\n word-wrap: break-word;\n overflow-wrap: anywhere;\n white-space: normal;\n }<\/p>\n<p> .comment-content p {\n margin: 0;\n word-break: break-word;\n word-wrap: break-word;\n overflow-wrap: anywhere;\n white-space: normal;\n }<\/p>\n<p> \/* \u4f18\u5316\u8868\u60c5\u7b26\u53f7\u663e\u793a *\/\n .emoji {\n display: inline;\n max-width: 15px;\n overflow-wrap: normal;\n }<\/p>\n<p> .comment-actions {\n display: flex;\n align-items: center;\n gap: 16px;\n font-size: 12px;\n color: var(--text-secondary);\n }<\/p>\n<p> .comment-vote {\n display: flex;\n align-items: center;\n gap: 4px;\n cursor: pointer;\n }<\/p>\n<p> .comment-replies {\n margin-top: 12px;\n margin-left: 20px;\n padding-left: 12px;\n border-left: 2px solid var(--border-color);\n }<\/p>\n<p> .reply-item {\n background-color: #f8f9fa;\n border: 1px solid var(--border-color);\n border-radius: 6px;\n padding: 12px;\n margin-bottom: 8px;\n font-size: 13px;\n }<\/p>\n<p> .reply-content {\n color: var(--text-secondary);\n line-height: 1.4;\n margin-bottom: 6px;\n }<\/p>\n<p> \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n @media (min-width: 600px) {\n .media-item-wrapper {\n width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n }\n }<\/p>\n<p> \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n @media (max-width: 599px) {\n \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n .modal-content {\n max-width: 95%;\n max-height: 85vh;\n margin: 10vh auto;\n }<\/p>\n<p> .close {\n top: 10px;\n right: 20px;\n font-size: 30px;\n \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n padding: 15px;\n }<\/p>\n<p> \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n .play-icon {\n width: 60px;\n height: 60px;\n font-size: 18px;\n }<\/p>\n<p> \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n .media-content {\n object-fit: cover;\n }\n }<\/p>\n<p> \/* --- \u56fe\u7247\u653e\u5927\u6a21\u6001\u6846\u6837\u5f0f --- *\/\n .modal {\n display: none;\n position: fixed;\n z-index: 1000;\n left: 0;\n top: 0;\n width: 100%;\n height: 100%;\n background-color: rgba(0, 0, 0, 0.9);\n overflow: auto;\n transition: opacity 0.3s ease;\n }<\/p>\n<p> .modal-content {\n display: block;\n max-width: 90%;\n max-height: 90vh;\n margin: 5vh auto;\n object-fit: contain;\n animation: zoom 0.3s;\n }<\/p>\n<p> @keyframes zoom {\n from {transform: scale(0.8); opacity: 0;}\n to {transform: scale(1); opacity: 1;}\n }<\/p>\n<p> .close {\n position: absolute;\n top: 20px;\n right: 35px;\n color: #fff;\n font-size: 40px;\n font-weight: bold;\n transition: 0.3s;\n cursor: pointer;\n \/* \u6dfb\u52a0\u89e6\u63a7\u4f18\u5316 *\/\n padding: 10px;\n line-height: 1;\n user-select: none;\n -webkit-user-select: none;\n }<\/p>\n<p> .close:hover,\n .close:focus {\n color: #bbb;\n text-decoration: none;\n }<\/p>\n<p> \/* \u89c6\u9891\u70b9\u51fb\u63d0\u793a\u6837\u5f0f *\/\n .video-overlay {\n position: absolute;\n top: 0;\n left: 0;\n width: 100%;\n height: 100%;\n display: flex;\n align-items: center;\n justify-content: center;\n background-color: rgba(0, 0, 0, 0.2);\n opacity: 0;\n transition: opacity 0.3s ease;\n \/* \u89e6\u63a7\u4f18\u5316 *\/\n touch-action: manipulation;\n cursor: pointer;\n }<\/p>\n<p> .media-item-wrapper:hover .video-overlay {\n opacity: 1;\n }<\/p>\n<p> \/* \u4e3a\u89e6\u6478\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u6548\u679c *\/\n .media-item-wrapper:active .video-overlay {\n opacity: 0.8;\n }<\/p>\n<p> .play-icon {\n width: 80px;\n height: 80px;\n background-color: rgba(255, 255, 255, 0.9);\n border-radius: 50%;\n display: flex;\n align-items: center;\n justify-content: center;\n color: var(--ph-orange);\n font-size: 24px;\n font-weight: bold;\n \/* \u89e6\u63a7\u4f18\u5316 *\/\n user-select: none;\n -webkit-user-select: none;\n }<\/p>\n<p> \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n @media (min-width: 600px) {\n .media-item-wrapper {\n width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n }\n }<\/p>\n<p> \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n @media (max-width: 599px) {\n \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n .modal-content {\n max-width: 95%;\n max-height: 85vh;\n margin: 10vh auto;\n }<\/p>\n<p> .close {\n top: 10px;\n right: 20px;\n font-size: 30px;\n \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n padding: 15px;\n }<\/p>\n<p> \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n .play-icon {\n width: 60px;\n height: 60px;\n font-size: 18px;\n }<\/p>\n<p> \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n .media-content {\n object-fit: cover;\n }\n }\n <\/style>\n<p><\/head><br \/>\n<body><\/p>\n<div class=\"container\">\n<h1 style=\"text-align:center; margin-bottom:40px; font-weight:900;\">PH\u70ed\u699c | 2026-02-17<\/h1>\n<p> <\/p>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#1<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/MSR5QNHU7TKR5L\" class=\"app-title\">Figr AI<\/a><\/p>\n<div class=\"one-liner\">Product-aware AI that thinks through UX<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">359<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Figr AI\u662f\u4e00\u6b3e\u9762\u5411\u4ea7\u54c1\u7ecf\u7406\u7684AI\u4ea7\u54c1\u52a9\u624b\uff0c\u5b83\u901a\u8fc7\u89e3\u6790\u7ebf\u4e0a\u5e94\u7528\u3001Figma\u8bbe\u8ba1\u7a3f\u7b49\u8d44\u6599\u7406\u89e3\u4ea7\u54c1\u4e0a\u4e0b\u6587\uff0c\u5728\u9700\u6c42\u6784\u601d\u548c\u539f\u578b\u8bbe\u8ba1\u9636\u6bb5\uff0c\u5e2e\u52a9\u7528\u6237\u7cfb\u7edf\u6027\u5730\u68b3\u7406\u6d41\u7a0b\u3001\u53d1\u73b0\u8fb9\u7f18\u6848\u4f8b\u5e76\u751f\u6210\u7b26\u5408\u539f\u6709\u8bbe\u8ba1\u8bed\u8a00\u7684\u539f\u578b\uff0c\u89e3\u51b3\u4e86AI\u8bbe\u8ba1\u5de5\u5177\u53ea\u91cd\u754c\u9762\u4ea7\u51fa\u3001\u7f3a\u4e4f\u4ea7\u54c1\u601d\u7ef4\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3db3eac0-5f9a-421b-8bb6-8f72693a8978.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/307dfe97-bbc9-4c97-806e-33671a90c190.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7f70d43e-efd5-4921-bf06-f9e7fbe80229.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5829166e-ff25-4c99-93aa-ca6daf27eaaf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ec7e32c1-b531-41ea-88df-6a66647235ee.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/45dcdeca-e59e-4644-b626-52956a41c4db.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/34b0b059-e540-47cd-bcd6-ee94ff335950.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3fd6505e-7b66-4c22-a787-1d8159a69dab.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/ffe67380-01a2-4a6b-b8be-e64f9d4ba70e.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=QGURrfGZ67A\"><source src=\"https:\/\/www.youtube.com\/watch?v=QGURrfGZ67A\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">User Experience<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">UX Design<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4ea7\u54c1\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">UX\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u539f\u578b\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u7ba1\u7406\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8bbe\u8ba1\u7cfb\u7edf<\/span><br \/>\n <span class=\"tag\">\u6d41\u7a0b\u6620\u5c04<\/span><br \/>\n <span class=\"tag\">\u8fb9\u7f18\u6848\u4f8b\u68c0\u6d4b<\/span><br \/>\n <span class=\"tag\">\u7ade\u54c1\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u7528\u6237\u4f53\u9a8c\u5ba1\u67e5<\/span><br \/>\n <span class=\"tag\">AI\u52a9\u624b<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u201c\u4ea7\u54c1\u611f\u77e5\u201d\u548c\u6301\u4e45\u8bb0\u5fc6\u80fd\u529b\uff0c\u8ba4\u4e3a\u8282\u7701\u4e86\u53cd\u590d\u89e3\u91ca\u4ea7\u54c1\u7684\u65f6\u95f4\u3002\u5177\u4f53\u4ef7\u503c\u70b9\u5305\u62ec\uff1a\u9ad8\u6548\u6620\u5c04\u7528\u6237\u6d41\u7a0b\u3001\u53d1\u73b0\u9057\u6f0f\u8fb9\u7f18\u6848\u4f8b\u3001\u751f\u6210\u9ad8\u4fdd\u771f\u4e14\u7b26\u5408\u8bbe\u8ba1\u7cfb\u7edf\u7684\u539f\u578b\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\u529f\u80fd\u7ec6\u8282\uff0c\u5982\u591a\u95ee\u9898\u4f18\u5148\u7ea7\u6392\u5e8f\u3001\u9664Chrome\u6269\u5c55\u548cFigma\u5916\u7684\u6570\u636e\u6e90\u96c6\u6210\uff08\u5982GitHub\uff09\u7b49\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Figr AI\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u6210\u4e3a\u53c8\u4e00\u4e2a\u201c\u63d0\u793a\u8bcd\u51fa\u56fe\u201d\u7684AI\u8bbe\u8ba1\u73a9\u5177\uff0c\u800c\u662f\u8bd5\u56fe\u626e\u6f14\u4e00\u4e2a\u6570\u5b57\u5316\u7684\u201c\u521d\u7ea7\u4ea7\u54c1\u5408\u4f19\u4eba\u201d\u3002\u5176\u5ba3\u79f0\u7684\u201cProduct-aware\u201d\u662f\u6838\u5fc3\u5206\u6c34\u5cad\uff0c\u5b83\u901a\u8fc7Chrome\u63d2\u4ef6\u722c\u53d6\u7ebf\u4e0a\u5e94\u7528\u3001\u5bfc\u5165Figma\u8bbe\u8ba1\u4ee4\u724c\u7b49\u65b9\u5f0f\uff0c\u6784\u5efa\u4ea7\u54c1\u7684\u6301\u4e45\u5316\u4e0a\u4e0b\u6587\u8bb0\u5fc6\u3002\u8fd9\u4f7f\u5176\u8131\u79bb\u4e86\u201c\u4e00\u6b21\u4e00\u56fe\u201d\u7684\u96f6\u57fa\u7840\u751f\u6210\u6a21\u5f0f\uff0c\u8f6c\u5411\u57fa\u4e8e\u73b0\u6709\u4ea7\u54c1\u4f53\u7cfb\u7684\u589e\u91cf\u5f0f\u5206\u6790\u4e0e\u521b\u4f5c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u4ef7\u503c\u5728\u4e8e\uff0c\u5b83\u5c06AI\u7684\u7528\u4f8b\u4ece\u201c\u6267\u884c\u5c42\u201d\u7684\u754c\u9762\u751f\u6210\uff0c\u524d\u7f6e\u5230\u4e86\u201c\u601d\u8003\u5c42\u201d\u7684\u4ea7\u54c1\u5b9a\u4e49\u4e0e\u62c6\u89e3\u3002\u751f\u6210PRD\u3001\u6620\u5c04\u6d41\u7a0b\u3001\u53d1\u73b0\u8fb9\u7f18\u6848\u4f8b\uff0c\u8fd9\u4e9b\u672c\u5e94\u662f\u4ea7\u54c1\u6784\u601d\u4e2d\u6700\u8017\u8d39\u5fc3\u667a\u3001\u6700\u4f9d\u8d56\u7ecf\u9a8c\u7684\u73af\u8282\u3002Figr AI\u7528\u5176\u8bad\u7ec3\u768420\u4e07+UX\u6a21\u5f0f\u4f5c\u4e3a\u201c\u7ecf\u9a8c\u5e93\u201d\uff0c\u8bd5\u56fe\u7cfb\u7edf\u5316\u5730\u586b\u8865\u975e\u8bbe\u8ba1\u80cc\u666fPM\u7684\u89c6\u89c9\u8868\u8fbe\u7f3a\u53e3\uff0c\u4ee5\u53ca\u8d44\u6e90\u6709\u9650\u56e2\u961f\u7684\u8bbe\u8ba1\u5ba1\u67e5\u76f2\u533a\u3002\u8fd9\u76f4\u6307\u4e00\u4e2a\u66f4\u672c\u8d28\u7684\u884c\u4e1a\u95ee\u9898\uff1a\u5927\u91cf\u4ea7\u54c1\u5931\u8d25\u5e76\u975e\u56e0\u4e3a\u754c\u9762\u4e0d\u7f8e\uff0c\u800c\u662f\u56e0\u4e3a\u5e95\u5c42\u903b\u8f91\u548c\u7528\u6237\u4f53\u9a8c\u6d41\u7a0b\u5b58\u5728\u7f3a\u9677\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u540c\u6837\u660e\u663e\u3002\u9996\u5148\uff0c\u201c\u4ea7\u54c1\u611f\u77e5\u201d\u7684\u6df1\u5ea6\u4e0e\u51c6\u786e\u5ea6\u662f\u9ed1\u76d2\uff0c\u89e3\u6790\u52a8\u6001\u590d\u6742\u7684Web\u5e94\u7528\u72b6\u6001\u80fd\u5426\u5b8c\u5168\u53ef\u9760\u5b58\u7591\u3002\u5176\u6b21\uff0c\u4ece\u201c\u53d1\u73b0\u95ee\u9898\u201d\u5230\u201c\u6307\u5bfc\u6b63\u786e\u884c\u52a8\u201d\u4e4b\u95f4\u5b58\u5728\u5de8\u5927\u9e3f\u6c9f\uff0cAI\u8bc6\u522b\u7684\u201c\u6a21\u5f0f\u8fdd\u53cd\u201d\u662f\u5426\u771f\u662f\u95ee\u9898\uff0c\u4ee5\u53ca\u4f18\u5148\u7ea7\u5982\u4f55\uff0c\u4ecd\u9700\u4eba\u7c7b\u6700\u7ec8\u88c1\u51b3\uff0c\u8fd9\u53ef\u80fd\u5c06\u4ea7\u54c1\u4e89\u8bba\u4ece\u201c\u6709\u4ec0\u4e48\u95ee\u9898\u201d\u8f6c\u79fb\u5230\u201c\u8be5\u542cAI\u7684\u8fd8\u662f\u6211\u7684\u201d\u4e0a\u3002\u6700\u540e\uff0c\u5176\u4e0eLovable\u3001v0\u7b49\u5de5\u5177\u7684\u5dee\u5f02\u5b9a\u4f4d\u867d\u6e05\u6670\uff0c\u4f46\u540e\u8005\u5728\u7eaf\u7cb9\u7684\u539f\u578b\u751f\u6210\u901f\u5ea6\u4e0a\u4f18\u52bf\u663e\u8457\uff0cFigr AI\u66f4\u91cd\u7684\u6d41\u7a0b\u53ef\u80fd\u727a\u7272\u90e8\u5206\u654f\u6377\u6027\uff0c\u5176\u76ee\u6807\u7528\u6237\u9700\u8981\u66f4\u5f3a\u70c8\u7684\u201c\u7cfb\u7edf\u6027\u601d\u7ef4\u201d\u8bc9\u6c42\u6765\u9a71\u52a8\u4f7f\u7528\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cFigr AI\u662f\u4e00\u6b21\u6709\u4ef7\u503c\u7684\u5347\u7ef4\u5c1d\u8bd5\uff0c\u5b83\u4e0d\u6ee1\u8db3\u4e8e\u8ba9AI\u753b\u56fe\uff0c\u800c\u662f\u8bd5\u56fe\u8ba9AI\u201c\u601d\u8003\u201d\u4ea7\u54c1\u3002\u6210\u8d25\u5173\u952e\u5728\u4e8e\u5176\u201c\u601d\u8003\u201d\u7684\u8d28\u91cf\u80fd\u5426\u771f\u6b63\u7ecf\u5f97\u8d77\u590d\u6742\u4ea7\u54c1\u5b9e\u6218\u7684\u68c0\u9a8c\uff0c\u4ece\u800c\u5c06\u81ea\u8eab\u4ece\u201c\u6709\u7528\u7684\u529f\u80fd\u201d\u5347\u7ea7\u4e3a\u201c\u4e0d\u53ef\u6216\u7f3a\u7684\u6d41\u7a0b\u201d\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Figr AI<\/span>\n <\/div>\n<div class=\"comment-content\">Figr is an AI product agent for PMs. Parse your live app via Chrome extension, import from Figma, drop in docs and analytics. It maps flows, spots edge cases, runs UX reviews, builds A\/B variations and prototypes that match your app’s design language. Every recommendation backed by 200K+ UX patterns.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \ud83c\udf89 I’m Moksh, co-founder of Figr AI.<\/p>\n<p>Every AI design tool skips the hard part. They jump straight to screens. But that’s not how product design actually works. You think through the problem first. The flows, the edge cases, the states nobody remembers until production. Then the design comes.<\/p>\n<p>So we built Figr to think before it designs.<\/p>\n<p>You feed it your actual product, a Chrome extension that parses your live webapp, screen recordings, your Figma with design tokens, competitor screenshots, docs. It builds a persistent memory of your product. Then when you ask for something new, it doesn’t start from a blank prompt. It starts from your product.<\/p>\n<p>It surfaces edge cases you missed. Maps user flows. Generates PRDs. Runs UX reviews. All grounded in 200,000+ real-world UX patterns we trained it on. The prototype comes after the thinking, and it looks like your app, not a generic AI mockup.<\/p>\n<p>How Figr is different from Lovable, Bolt, V0: Those are great interface builders. If you know exactly what you want, they’ll build it fast. But they don’t help you figure out if you’re building the right thing. Figr is more like an AI product partner that happens to also design. It questions your assumptions and catches what you missed.<\/p>\n<p>What you can do with Figr AI:<br \/>\n– Paste a PRD and get back structured flows, edge cases, and an interactive prototype, all connected on one canvas<br \/>\n– Parse a live webapp via our Chrome extension and redesign features in your actual design language<br \/>\n– Import your Figma with design system tokens and generate high-fidelity prototypes that match your product<br \/>\n– Run UX reviews and accessibility audits on existing screens<br \/>\n– Compare competitor flows side by side (we did Cal.com vs Calendly, Linear vs Jira)<br \/>\n– Generate test cases for complex user journeys<\/p>\n<p>Here are some real-world UX problems teams have worked through on Figr \u2192 figr.design\/gallery<\/p>\n<p>Where we’re headed:<br \/>\nThe world can have better products. Not every team has 10 designers. Not every PM can articulate visual intent perfectly. Figr closes that gap, not by replacing designers, but by giving every product person the ability to think through UX properly and build the best user experience for their users.<\/p>\n<p>We’d love your feedback, especially if you’ve hit the same wall with AI tools that generate pretty screens but skip the product thinking. That’s exactly the problem we’re obsessed with solving.<\/p>\n<p>Try it here \u2192 app.figr.design<\/p>\n<p>PS: A huge shoutout to our thousands of our early users who broke things, flagged issues, and pushed us to make Figr better, this launch is yours as much as ours.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>29<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@moksh_garg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@moksh_garg<\/a> Lesssgoooo <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@moksh_garg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@moksh_garg<\/a> Amazing product man! Looks clean and useful. All the best Moksh!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@moksh_garg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@moksh_garg<\/a> Hi Moksh. Congrats on your launch! When you say Figr <em>learns your product<\/em>, what does that mean in practice? How is that fundamentally different from other AI design tools?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>As a PM\/founder, this solves a real pain: stitch live product + Figma + analytics into actionable UX fixes and prototype A\/Bs that don\u2019t break your visual system. Impressed by the pattern-backed recommendations.<\/p>\n<p><strong>Question for the team:<\/strong> how do you decide <em>which<\/em> UX issues are worth acting on first when multiple pattern violations show up across a flow?<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shrey_khokhra1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shrey_khokhra1<\/a> Hey Great question. When multiple violations show up, we prioritize by:<\/p>\n<p><strong>Proximity to the core action.<\/strong> If it’s between the user and the thing they came to do (checkout, booking, signup), it ranks highest. Moreover, we also keep our users in the loop to take confirmation on our recommendations and prioritization.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>go to tool for brainstorming! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sharnam\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sharnam<\/a> Thank you! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Been using Figr for a bit, honestly the an AI tool where I don’t have to re-explain my product every time. Saves me a ton of back and forth. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@gmastt25409\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gmastt25409<\/a> Really glad to hear that! Persistent memory was one of the big things we focused on early. Happy it’s making a difference for you \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@gmastt25409\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gmastt25409<\/a> Thank you Gabriel for your Kind word \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is so cool! As a big fan of user flow mapping and UI experiments, I definitely want to try it out. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alina_petrova3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alina_petrova3<\/a> The flow mapping is solid, it catches edge cases you’d usually miss. Try it out and let us know how it goes.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alina_petrova3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alina_petrova3<\/a> Definitely Alina do give it a shot \ud83d\ude42 It deeply understands your existing product and then builds docs, flows, edge cases and prototypes.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Been using Figr from their Beta phase, I went wow with my first design itself, it was a one short prompt saas page, and it took care of the color and font too. Moksh and team are also super helpful and take your feedback seriously. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sushil_kumar_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sushil_kumar_<\/a> Thanks for being with us since beta, that means a lot. Early feedback like yours literally shaped what Figr is today. More good stuff coming.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sushil_kumar_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sushil_kumar_<\/a> Thank you Sushil \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Noice \ud83d\ude80\ud83d\ude80<\/p>\n<\/p>\n<p>I’m just always excited for launches like these.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@raje_kulkarni\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@raje_kulkarni<\/a> Thank youu :))<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@raje_kulkarni\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@raje_kulkarni<\/a> Thanks Rajendra \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does Figr map production app states to those states in Figma?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@janschutte\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@janschutte<\/a> Hello Jan, Our Chrome extension parses your live webapp, so it picks up your actual screens, states, components, and styling directly from the DOM. You can also import your Figma files with design tokens. Figr AI also maps your app states, and stores it in a context graph so it already knows about your product.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We have been using Figr for 6 months or so. Thanks to figr, we moved to our new design language under a week.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@debarshibasak\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@debarshibasak<\/a> Thank you Debarshi for using Figr AI \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Absolutely amazing tool! Have been using their figr design system plugin in Figma saved me tons of time and now this one is huge jump! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@elene_chekurishvili\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@elene_chekurishvili<\/a> Appreciate it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@elene_chekurishvili\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@elene_chekurishvili<\/a> Thanks Elene, I am glad you liked our previous Figma plugin. This is a huge step up, do give it a shot.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Figr is amazing! I have used to rebuild the pricing block on one of my products. Not only made it visually better but suggested better content for conversion. It WORKS.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@cesarzeppini\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cesarzeppini<\/a> Love that you tried it on something real. The content suggestions are underrated, glad they helped with conversion too.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@cesarzeppini\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cesarzeppini<\/a> Thank youu Cesar! Yes Figr AI not just designing new screens but challenging you build the best UX possible.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great pain point indentified! Is there any way for me to just share, say the figma deisgn + the github repo with it for it to just understand, instead of capturing using the chrome extension?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@peterz_shu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@peterz_shu<\/a> Hello Peter, you can share the Figma designs with our Figma integrations, we’re working on integrating github repo as well very soon!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Loved the launch video! Congrats<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thisiskp_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thisiskp_<\/a> Thank you :))<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>it really shows when a product is built by designers, love it! \ud83d\ude80\ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@_manchanda_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@_manchanda_<\/a> Thank you Ash \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@_manchanda_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@_manchanda_<\/a> Thanks! We obsess over the details. Glad it comes through.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Used Figr across multiple projects now, and it’s just become part of my daily routine. I open it without thinking.<\/p>\n<p>Saves me a lot of time<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@siraj_dhanani\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@siraj_dhanani<\/a> thank you for your kind words Siraj!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@siraj_dhanani\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@siraj_dhanani<\/a> love this compliment honestly. Thanks for sticking with us!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Figr AI looks like an amazing tool! Can’t wait to try it out<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rachitmagon\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rachitmagon<\/a> Thanks you, would love to hear your feedback on Figr \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rachitmagon\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rachitmagon<\/a> Thank you Rachit \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This gives extreme power to founders\/ex-PMs like me. Crazy job <a href=\"https:\/\/www.producthunt.com\/@moksh_garg\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"moksh_garg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@moksh_garg<\/a> and team<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@moksh_garg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@moksh_garg<\/a> <a href=\"https:\/\/www.producthunt.com\/@sayanta_ghosh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sayanta_ghosh<\/a> Thank you so much :)))<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sayanta_ghosh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sayanta_ghosh<\/a> Thanks Sayanta \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Maps user flows? I’m sooold, <a href=\"https:\/\/www.producthunt.com\/@chirag_singla2\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"chirag_singla2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chirag_singla2<\/a> <a href=\"https:\/\/www.producthunt.com\/@moksh_garg\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"moksh_garg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@moksh_garg<\/a> !<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chirag_singla2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chirag_singla2<\/a> <a href=\"https:\/\/www.producthunt.com\/@moksh_garg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@moksh_garg<\/a> <a href=\"https:\/\/www.producthunt.com\/@neilverma\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@neilverma<\/a> yess lessgooo!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chirag_singla2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chirag_singla2<\/a> <a href=\"https:\/\/www.producthunt.com\/@neilverma\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@neilverma<\/a> \ud83d\ude42 Not just user flows, but all type of diagrams from edge case mapping to state diagrams and user journeys. As product managers we know this where the real thinking lies.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>You guys are shipping machines! Congrats on 5th launch! The concept of persistent memory for a product is the holy grail. Usually, AI context gets outdated very fast.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@valeriia_kuna\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@valeriia_kuna<\/a> Yes the context is the most important bit. Figr deeply works on understanding your product.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@valeriia_kuna\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@valeriia_kuna<\/a> Thanks! Persistent memory is a big focus for us, context that compounds over time makes everything better. Appreciate the support.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What’s the tool used for the product video? Looks dope.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@byalexai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@byalexai<\/a> Hey we used, after effects and Premier Pro<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>As a UX designer myself, this is probably one of the most promising AI tools in this space. I gave it my Figma context, full app architecture and what I’m currently working on and the output was better than other tools I use. Looks like I may be integrating this into my daily workflow – great product! \ud83c\udf89<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@michelle_walstra\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@michelle_walstra<\/a> Thank you Michelle. Yes, our fundamental approach is to first deeply understand your product context and then help you build UX on top of it \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Curious how Figr keeps its product memory updated as the app evolves, and how teams collaborate inside it without it becoming just another layer on top of Figma?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shreya_chaurasia19\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shreya_chaurasia19<\/a> Hey Shreya, as you use Figr to design flows, docs and prototypes, you can chose to add such information to the context and update it. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I tried Figr AI recently, and before even jumping into design, it asked for proper product inputs, the context via the Chrome extension and a recording of the product flow.<\/p>\n<\/p>\n<p>Once it analyzed everything and I shared my prompt around what I needed, it just went crazy.<\/p>\n<\/p>\n<p>The outcomes were surprisingly strong, genuinely comparable to thoughtful human UX design. And the best part? I could export everything directly into Figma for future iterations.<\/p>\n<\/p>\n<p>This is the first AI tool that truly felt like it understands product thinking. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I think LLMs biggest weakness is UI\/UX designs and that makes sense because it can’t see the frontend it’s producing in real time. And also language is a bit primitive for creative tasks or visual elements. This is a step in the right direction for a better full stack vibe coding environment<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations! The product sounded great, so I gave it a shot, and it was as good as I expected. <\/p>\n<p>I do have a question: your site only talks about the option to “upgrade” my plan. Can I also “downgrade”? I’d have heave use for your product every few few months for a couple of months, so it doesn’t make sense to get a more expensive plan only for those months. <\/p>\n<p>I’m excited about the help I can get from Figr AI!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the focus on thinking before screens \u2014 most AI tools jump straight to pretty mockups and skip the messy product logic in the middle. The persistent memory + parsing a live app via Chrome extension is especially interesting. Curious how well it handles really complex edge cases in multi-role products (like admin vs end-user flows)? Definitely going to play around with it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is such a cool problem to solve, when you can’t fix what you can’t see, this is like a blindspot minimizer \ud83d\ude42 Excited to try it out<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the focus on UX patterns over generic AI results.<br \/>How are you validating that the suggested improvements actually increase conversions in real apps?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! The idea of building persistent product memory instead of starting from a blank prompt every time feels like the right direction for serious product teams. How does Figr keep that product memory accurate over time as the app evolves, especially when design tokens, flows, or edge cases change frequently? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#2<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/Q2VU5ODIIJU2XZ\" class=\"app-title\">Boost.space v5<\/a><\/p>\n<div class=\"one-liner\">Shared Context for your AI Agents & Automations<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">273<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Boost.space v5 \u4e3aAI\u667a\u80fd\u4f53\u4e0e\u590d\u6742\u81ea\u52a8\u5316\u6d41\u7a0b\u63d0\u4f9b\u4e86\u4e00\u4e2a\u6301\u4e45\u5316\u7684\u5171\u4eab\u4e0a\u4e0b\u6587\u6570\u636e\u5c42\uff0c\u89e3\u51b3\u4e86\u56e0\u6570\u636e\u5b64\u5c9b\u5bfc\u81f4\u7684\u667a\u80fd\u4f53\u201c\u5065\u5fd8\u201d\u548c\u5de5\u4f5c\u6d41\u8106\u5f31\u6613\u65ad\u7684\u75db\u70b9\uff0c\u4f7f\u5176\u80fd\u50cf\u96c6\u6210\u5f0f\u5546\u4e1a\u667a\u80fd\u7cfb\u7edf\u4e00\u6837\u534f\u540c\u8fd0\u4f5c\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e4ebd29e-8a53-484b-82a5-77bd94b39ca1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/748a39b9-fdd9-4b2c-b498-58e5b89867b8.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/208dc226-5b7c-4f97-b502-cbfee57af7ac.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c9f8d4d3-d2c2-44a9-af30-ecb727d7e33a.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6da6d15b-c112-4719-9501-9497626f35f2.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/358de6a4-cbd0-4af0-889e-7288b783a2a9.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0f6d0fd0-179c-45dc-98ba-9ba92b54d772.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b83864e7-84e0-40ea-8cc6-9b3a1c995bb3.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/32b3aa5b-7fb4-48ec-acc4-188f0a964207.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/xrLbXADuoZ8\"><source src=\"https:\/\/youtu.be\/xrLbXADuoZ8\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Data<\/span><br \/>\n <span class=\"tag\">Database<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u81ea\u52a8\u5316\u6570\u636e\u5c42<\/span><br \/>\n <span class=\"tag\">AI\u667a\u80fd\u4f53\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u6301\u4e45\u5316\u4e0a\u4e0b\u6587<\/span><br \/>\n <span class=\"tag\">\u5355\u70b9\u6570\u636e\u6e90<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u7f16\u6392<\/span><br \/>\n <span class=\"tag\">\u4f4e\u4ee3\u7801\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">MCP\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u6570\u636e\u540c\u6b65<\/span><br \/>\n <span class=\"tag\">\u4e1a\u52a1\u6d41\u7a0b\u96c6\u6210<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u4ea7\u54c1\u6982\u5ff5\uff0c\u8ba4\u4e3a\u5176\u89e3\u51b3\u4e86\u81ea\u52a8\u5316\u6269\u5c55\u4e2d\u7684\u6570\u636e\u7ba1\u7406\u75db\u70b9\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\uff1a\u5982\u4f55\u4e0eClaude\u7b49AI\u684c\u9762\u7aef\u96c6\u6210\u3001\u5b9e\u65f6\u540c\u6b65\u80fd\u529b\u3001\u5b9a\u5236\u5316\u7a0b\u5ea6\u3001\u4e0e\u73b0\u6709\u5de5\u5177\u7684\u672c\u8d28\u533a\u522b\uff0c\u4ee5\u53ca\u5e0c\u671b\u770b\u5230\u5177\u4f53\u7684\u6210\u529f\u6848\u4f8b\u3002\u4e5f\u6709\u8bc4\u8bba\u6307\u51fa\u9700\u533a\u5206\u662f\u89e3\u51b3\u5b58\u50a8\u95ee\u9898\u8fd8\u662f\u6839\u672c\u7684\u4e1a\u52a1\u903b\u8f91\u95ee\u9898\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Boost.space v5 \u7784\u51c6\u4e86\u4e00\u4e2a\u771f\u5b9e\u4e14\u6b63\u5728\u6269\u5927\u7684\u5e02\u573a\u7f1d\u9699\uff1a\u5728\u4f4e\u4ee3\u7801\/\u65e0\u4ee3\u7801\u81ea\u52a8\u5316\u5de5\u5177\uff08\u5982Make\/Zapier\uff09\u4e0e\u65b0\u5174\u7684AI\u667a\u80fd\u4f53\u4e4b\u95f4\uff0c\u7f3a\u4e4f\u4e00\u4e2a\u4e13\u4e3a\u52a8\u6001\u3001\u534f\u4f5c\u5f0f\u6d41\u7a0b\u8bbe\u8ba1\u7684\u201c\u72b6\u6001\u7ba1\u7406\u201d\u5c42\u3002\u5176\u5ba3\u79f0\u7684\u201c\u5171\u4eab\u5927\u8111\u201d\u6982\u5ff5\uff0c\u672c\u8d28\u4e0a\u662f\u8bd5\u56fe\u6210\u4e3a\u81ea\u52a8\u5316\u65f6\u4ee3\u7684\u4e13\u7528\u201c\u64cd\u4f5c\u7cfb\u7edf\u6570\u636e\u5e93\u201d\uff0c\u800c\u975e\u53e6\u4e00\u4e2a\u7b80\u5355\u7684\u540c\u6b65\u4e2d\u95f4\u4ef6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7684\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u66ff\u4ee3Airtable\u6216Google Sheets\u4f5c\u4e3a\u9759\u6001\u6570\u636e\u5b58\u50a8\uff0c\u800c\u5728\u4e8e\u63d0\u4f9b\u4e00\u79cd\u80fd\u7406\u89e3\u201c\u4e1a\u52a1\u6d41\u7a0b\u4e0a\u4e0b\u6587\u201d\u7684\u52a8\u6001\u6570\u636e\u6a21\u578b\u3002\u5b83\u8ba9\u4e00\u6b21\u81ea\u52a8\u5316\u8fd0\u884c\u7684\u7ed3\u679c\u80fd\u6210\u4e3a\u4e0b\u4e00\u6b21\u89e6\u53d1\u6216\u53e6\u4e00\u4e2a\u667a\u80fd\u4f53\u51b3\u7b56\u7684\u8f93\u5165\uff0c\u4ece\u800c\u5b9e\u73b0\u5de5\u4f5c\u6d41\u7684\u201c\u590d\u5408\u4ef7\u503c\u201d\uff0c\u800c\u975e\u5b64\u7acb\u8fd0\u884c\u3002\u8fd9\u76f4\u51fb\u4e86\u5f53\u524dAI\u667a\u80fd\u4f53\u5728\u957f\u5e8f\u5217\u4efb\u52a1\u4e2d\u201c\u5931\u5fc6\u201d\u4ee5\u53ca\u591a\u667a\u80fd\u4f53\u534f\u4f5c\u6df7\u4e71\u7684\u6838\u5fc3\u74f6\u9888\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u5173\u952e\u6311\u6218\u4e0e\u673a\u9047\u5e76\u5b58\u3002\u6311\u6218\u5728\u4e8e\uff1a1\uff09\u6559\u80b2\u5e02\u573a\uff0c\u8ba9\u7528\u6237\u7406\u89e3\u5176\u4e0e\u589e\u5f3a\u73b0\u6709\u6570\u636e\u6808\u7684\u533a\u522b\uff1b2\uff09\u907f\u514d\u81ea\u8eab\u6210\u4e3a\u53e6\u4e00\u4e2a\u9700\u8981\u88ab\u7ba1\u7406\u7684\u201c\u6570\u636e\u5b64\u5c9b\u201d\uff1b3\uff09\u5728\u7075\u6d3b\u6027\u4e0e\u7ed3\u6784\u5316\u4e4b\u95f4\u627e\u5230\u5e73\u8861\uff0c\u8fc7\u4e8e\u7075\u6d3b\u7684Schema\u53ef\u80fd\u65e0\u6cd5\u4fdd\u8bc1\u6570\u636e\u8d28\u91cf\u3002\u673a\u9047\u5219\u5728\u4e8e\uff1a\u968f\u7740AI\u667a\u80fd\u4f53\u5de5\u4f5c\u6d41\u65e5\u76ca\u590d\u6742\uff0c\u5bf9\u72b6\u6001\u6301\u4e45\u5316\u3001\u8de8\u4f1a\u8bdd\u8bb0\u5fc6\u548c\u534f\u4f5c\u7684\u9700\u6c42\u5c06\u5448\u6307\u6570\u7ea7\u589e\u957f\u3002\u5982\u679c\u5b83\u80fd\u6210\u529f\u5b9a\u4e49\u201c\u81ea\u52a8\u5316\u539f\u751f\u6570\u636e\u5c42\u201d\u7684\u6807\u51c6\uff0c\u5176\u62a4\u57ce\u6cb3\u5c06\u975e\u5e38\u6df1\u539a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f53\u524d\u8bc4\u8bba\u4e2d\u7684\u8d28\u7591\u975e\u5e38\u7280\u5229\uff1a\u201c\u662f\u89e3\u51b3\u5bb9\u5668\u95ee\u9898\u8fd8\u662f\u6839\u672c\u95ee\u9898\uff1f\u201d \u8fd9\u8981\u6c42Boost.space\u5fc5\u987b\u8bc1\u660e\uff0c\u5176\u63d0\u4f9b\u7684\u4e0d\u4ec5\u662f\u66f4\u597d\u7684\u201c\u6570\u636e\u5e93\u201d\uff0c\u66f4\u662f\u80fd\u5f3a\u5236\u6216\u5f15\u5bfc\u7528\u6237\u5efa\u7acb\u66f4\u4f18\u4e1a\u52a1\u6d41\u7a0b\u903b\u8f91\u7684\u201c\u6846\u67b6\u201d\u3002\u5426\u5219\uff0c\u5b83\u786e\u5b9e\u53ef\u80fd\u53ea\u662f\u5806\u6808\u4e2d\u65b0\u589e\u7684\u4e00\u4e2a\u62bd\u8c61\u5c42\u3002\u5b83\u7684\u6210\u529f\u5c06\u53d6\u51b3\u4e8e\u80fd\u5426\u8ba9\u7528\u6237\u7684\u5de5\u4f5c\u6d41\u4ece\u201c\u4e00\u8fde\u4e32\u6761\u4ef6\u53cd\u5c04\u201d\u8fdb\u5316\u4e3a\u201c\u4e00\u4e2a\u5177\u6709\u8bb0\u5fc6\u548c\u5b66\u4e60\u80fd\u529b\u7684\u6709\u673a\u7cfb\u7edf\u201d\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Boost.space v5<\/span>\n <\/div>\n<div class=\"comment-content\">Most AI agents & complex automations fail because they\u2019re operating in the dark. Boost.space provides the persistent context layer that turns siloed LLMs into an integrated business intelligence system. Give your automations & agents a “Shared Brain.” so all workflows has the full context of your business\u2014from past interactions to live database states\u2014allowing workflows to compound instead of breaking.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Product Hunt! \ud83d\udc4b<\/p>\n<p>After processing data from over 140,000 automations, we realized that building complex systems on spreadsheets or databases made for apps is like running a marathon in flip-flops. <strong>It works temporarily, but eventually, scalability breaks.<\/strong><\/p>\n<p><strong>The Problem \ud83d\udca3<\/strong><br \/>Most automation stacks are isolated scenarios. Without a live, persistent data layer, AI agents are forgetful and workflows remain fragile hacks rather than strategic assets.<\/p>\n<p><strong>The Solution \ud83d\udca5<\/strong><br \/>We\u2019ve built the first database purpose-built for the automation era\u2014the “brain” your automation scenarios & AI agents have been waiting for.<\/p>\n<p>\ud83d\udc49<strong> Scalable Data Backbone<\/strong>: Replace messy, fragile stacks with a dedicated architectural foundation. <br \/>\ud83d\udc49<strong> Single Source of Truth (SSOT):<\/strong> Aggregate scattered data and orchestrate two-way synchronization. <br \/>\ud83d\udc49 <strong>Agentic Collaboration:<\/strong> Enable AI agents to build on each other\u2019s work using shared context. <br \/>\ud83d\udc49 <strong>MCP Ready: <\/strong>Let AI agents & LLMs directly query and reason over live business data.<\/p>\n<p><strong>Why It Matters? \ud83e\udd16<\/strong><br \/>By providing a persistent data layer, your automations & AI agents stack instead of breaking. This allows your AI agents to learn, compound in value, and operate as a connected system.<\/p>\n<p>We are finally ready to share this with the community! We\u2019d love your feedback on v5. \ud83e\udd1e <strong>You can either connect your existing <\/strong><a href=\"https:\/\/Make.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>Make.com<\/strong><\/a><strong> account or sign up for <\/strong><a href=\"https:\/\/Boost.space\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>Boost.space<\/strong><\/a><strong> PLUS plan with built-in <\/strong><a href=\"https:\/\/Make.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>Make.com<\/strong><\/a><strong> Engine \ud83d\udd25<br \/><\/strong><br \/><strong>\ud83d\udfe2 Founders Launch Deal Special:<\/strong> Join our Global Launch & Get up to 5 hours of 1-on-1 onboarding & 50% OFF as long as you are subscribed – <strong>deal ends by the end of February \ud83d\udca1<\/strong><\/p>\n<p>Huge thanks to <strong>@RohanRecommends<\/strong> for hunting us! \ud83e\udd1e<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>19<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@matous_kralik\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@matous_kralik<\/a> Great product video. Was funny and got my attention. This is something I’ve thought off but never thought possible. Great idea and all the best in your journey!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@matous_kralik\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@matous_kralik<\/a> What kinds of AI agents or automation use cases benefit most from <a href=\"http:\/\/Boost.space\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Boost.space<\/a>\u2019s shared context layer? Can you share any early success stories that show how shared context dramatically improved agent outcomes or automation ROI?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@matous_kralik\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@matous_kralik<\/a> I feel Every tool claims to be the \u201csingle source of truth.\u201d In practice, SSOT usually becomes another sync layer. What makes boost space structurally different from just adding another abstraction on top of Make\/Zapier stacks?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Customer to us \ud83d\ude42 They’ve been growing immensely.. Let’s go Team Boost.space!<a href=\"https:\/\/www.producthunt.com\/@matous_kralik\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"matous_kralik\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@matous_kralik<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@neelptl2602\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@neelptl2602<\/a> Great to see you, Neel \ud83e\udd1e And yes – just to confirm we use <a href=\"https:\/\/www.producthunt.com\/products\/syncsignature\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"syncsignature\" target=\"_blank\" rel=\"noopener\">@SyncSignature<\/a> and we love it! \ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on a new epic update, team <a href=\"https:\/\/www.producthunt.com\/@matous_kralik\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"matous_kralik\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@matous_kralik<\/a> <a href=\"https:\/\/www.producthunt.com\/@tadeas_marek\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"tadeas_marek\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tadeas_marek<\/a> This could save me sooo much time \ud83d\ude05\u2026 does it update stuff in real-time or do we need to sync manually?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Depends on your setup, but yeah – two-way sync in real time is easily possible \ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/Boost.Space\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Boost.Space<\/a> has come a long way and I love how powerful it is and could be overwhelming like GHL. Even just using the automation feature of it is already very powerful on its own. Thanks for keep innovating!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@endymion_cheung\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@endymion_cheung<\/a> Thank you for showing up \ud83d\udc4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The move to become a shared brain for AI is smart. Regarding the MCP Ready feature, does this mean I can connect boost space directly to Claude Desktop to query live business data in real-time? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@valeriia_kuna\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@valeriia_kuna<\/a> Yes, you can! \ud83d\udc4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations!!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@madalina_barbu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@madalina_barbu<\/a> Thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Make sure to join us today at 4PM CET during the global launch of v5 together with our Founder & CEO <a href=\"https:\/\/www.producthunt.com\/@tadeas_marek\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"tadeas_marek\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tadeas_marek<\/a> right here: <a href=\"https:\/\/boost.space\/v5\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/boost.space\/v5<\/a><\/p>\n<p>See you there! \ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>congrats on launch<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@apexflux\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@apexflux<\/a> Thank you for showing up \ud83e\udd1e<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Data management for low-code automation is often a headache. You often start using a Google Sheet as a no-frills database and then run into issues as your automation scales.<br \/>It is nice to see more robust solutions emerging.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@fabian_maume\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fabian_maume<\/a> Exactly! Good to see you here, Fabian \ud83e\udd1e<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@fabian_maume\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fabian_maume<\/a> I\u2019m not fully convinced the issue is the storage layer itself. In most cases I\u2019ve seen, scaling problems come from poor schema design and orchestration logic, not from using Sheets per se. Curious whether this is solving the root cause or just replacing the container.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Usefull tool, thank you for ability to tested out in my workflows! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tomas_blatak1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tomas_blatak1<\/a> Awesome Tom\u00e1\u0161! Thank you! Cant wait for what you can build with Boost.space<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Clean UI, sharp messaging, and powerful backend concept. Strong launch across all fronts \ud83d\udc4f<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> Thank you Abdul!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks powerful – congrats!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@robbins23\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@robbins23<\/a> Thank you Robbin!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great product video. Can I get a free trial? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kalpesh_bhalekar1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kalpesh_bhalekar1<\/a> sure thing, 14 days trial a Freemium is available \ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">How customizable is the schema for unique business workflows and domain-specific automation scenarios?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@priyankamandal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@priyankamandal<\/a> completely. We got 14 days trial, feel free to jump in and play around a bit \ud83e\udd1e<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Congrats for <a href=\"https:\/\/Boost.space\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Boost.space<\/a> \u2728. Can you please tell me how it’s work properly ?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the release guys!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@madzadev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@madzadev<\/a> Thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>a SSOT with two-way sync plus enrichment becomes a conflict-resolution and provenance problem fast (loops, last-write-wins surprises, and agents acting on stale context across tenants). Best practice: anchor everything on an append-only change log with CDC-style connectors, explicit idempotency keys, and policy-as-code for tool access (OPA or OpenFGA) so every field has lineage and every action is auditable. Question: how do you<\/p>\n<p> detect and resolve write conflicts across sources (per-field versioning vs LWW), and can agents query a time-travel snapshot of the Unified Grid for reproducible runs?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ryan_thill\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ryan_thill<\/a> very complex question, but to put it simply – each source\/scenario has its priority and you can set that up on field level as well as field groups. With more details – make sure to hit our support up or checkout Docs. We got tons of articles and usefull resources over there \ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats!! The UI looks clean af \ud83d\udc4f Are there pre-made automation templates or do we gotta build everything ourselves?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mikhail_prasolov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mikhail_prasolov<\/a> Will forward this to our product team and thank you! \ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats <a href=\"https:\/\/www.producthunt.com\/@matous_kralik\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"matous_kralik\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@matous_kralik<\/a> and the team, well done \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@matejkukucka\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@matejkukucka<\/a> D\u011bkujeme, Mat\u011bji! \ud83d\udc4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats to the whole team! <a href=\"https:\/\/www.producthunt.com\/@matous_kralik\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"matous_kralik\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@matous_kralik<\/a> <a href=\"https:\/\/www.producthunt.com\/@tadeas_marek\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"tadeas_marek\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tadeas_marek<\/a> <\/p>\n<\/p>\n<p>The product positioning is super clear and resonates deeply with real automation pain points. I have seen some of your previous launches, good to see the product keeping up with the times. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks for being here again \ud83d\udd25\ud83d\udcc8<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I like the idea of \u201cpersistent context layer\u201d because memory \/ context have always been a concern for complex automation workflows. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@syed_shayanur_rahman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@syed_shayanur_rahman<\/a> Word! Thanks for the support \ud83e\udd1e<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The idea of a shared brain for agents is exactly what is missing in current automation stacks. Congrats on the launch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@himani_sah1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@himani_sah1<\/a> Exactly \ud83d\udd25 Thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congrats! Love products that remove complexity instead of adding more layers. This feels like exactly that \ud83d\ude0a<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Big launch! \ud83d\udc4f The agent collaboration angle is especially exciting for complex enterprise workflows.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Big congrats on shipping! How long did it take to fully redesign the architecture for v5?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The \u201cmarathon in flip-flops\u201d analogy is painfully accurate for a lot of automation stacks. The persistent data layer angle is interesting \u2014 especially if it truly acts as a real SSOT instead of just another sync layer. Curious how you handle schema changes and versioning when multiple agents are writing to the same data?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a brilliant product idea. How you\u2019re handling data governance and security at scale?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congrats! Any plans to open APIs for deeper custom integrations beyond Make.com?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@thisiskp_ Hey KP, the APIs are open and available at <a href=\"https:\/\/apidocv5.boost.space\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/apidocv5.boost.space\/<\/a><br \/>\nAll features such as two way sync or data consolidation works via API as well. Looking forward to what you can build with Boost.space API.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Could you please share with me how does the tool handle real-time data sync conflicts across multiple agents and workflows? I imagine it would be very messy especially if you have too many nodes exchanging data with each other. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nuseir_yassin1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nuseir_yassin1<\/a> Each source has its priority you can set on level of each field. Id recommend hanging out during the launch webinar thats in 2h: <a href=\"https:\/\/boost.space\/v5\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/boost.space\/v5<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks powerful!! How easy it is to migrate our existing spreadsheets and fragmented databases into Boostspace? Is it more like an import button? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zerotox\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zerotox<\/a> thanks to CSV and AI import you can actually do it two ways: Either export Google Sheet as CSV and import it OR connect Google Sheets via Make scenario, throw bundle of fields to <a href=\"https:\/\/Boost.space\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Boost.space<\/a> and let our AI engine map everything for you.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#3<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/GSMFKQQ2OC33T6\" class=\"app-title\">Qwen3.5<\/a><\/p>\n<div class=\"one-liner\">The 397B native multimodal agent with 17B active params<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">234<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Qwen3.5\u662f\u4e00\u6b3e\u62e5\u67093970\u4ebf\u53c2\u6570\u7684\u6df7\u5408\u4e13\u5bb6\uff08MoE\uff09\u67b6\u6784\u539f\u751f\u591a\u6a21\u6001\u5927\u6a21\u578b\uff0c\u901a\u8fc7\u4ec5\u6fc0\u6d3b170\u4ebf\u53c2\u6570\u5b9e\u73b0\u9ad8\u6548\u63a8\u7406\uff0c\u4e13\u4e3a\u5904\u7406\u9700\u8981\u957f\u5e8f\u5217\u89c4\u5212\u548c\u590d\u6742\u5de5\u5177\u8c03\u7528\u7684\u667a\u80fd\u4f53\u4efb\u52a1\u800c\u8bbe\u8ba1\uff0c\u89e3\u51b3\u4e86\u5927\u89c4\u6a21\u6a21\u578b\u90e8\u7f72\u6210\u672c\u9ad8\u3001\u63a8\u7406\u5ef6\u8fdf\u957f\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9aede9fc-133e-4713-ab72-17490378b540.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8aa474fb-1a95-4783-a71b-4c9319bdf0e6.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/08dcb763-3717-4422-b67d-2ff1ab5314d2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1486563b-8cf4-4f36-9756-f212afa31ee0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/15ca7f66-649e-4e74-ac39-e80e57cbc6b1.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/089c99de-f5b7-4e36-ad31-e807c5aca78d.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5b9bf4b0-2f69-42dd-96e5-c9772084ba09.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/84e267f4-48d7-4fec-8dfa-128cd54a37c2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2806cd98-172f-4e23-a65d-075957f45857.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/d8a328ad-b244-40a0-8496-51f4084a31ca.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=hz5gtH6NNYA\"><source src=\"https:\/\/www.youtube.com\/watch?v=hz5gtH6NNYA\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Development<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5f00\u6e90\u5927\u8bed\u8a00\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u591a\u6a21\u6001AI<\/span><br \/>\n <span class=\"tag\">\u6df7\u5408\u4e13\u5bb6\u7cfb\u7edf<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u6846\u67b6<\/span><br \/>\n <span class=\"tag\">\u9ad8\u6548\u63a8\u7406<\/span><br \/>\n <span class=\"tag\">\u957f\u5e8f\u5217\u4efb\u52a1<\/span><br \/>\n <span class=\"tag\">\u89c6\u89c9\u8bed\u8a00\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">Apache 2.0\u534f\u8bae<\/span><br \/>\n <span class=\"tag\">\u7ebf\u6027\u6ce8\u610f\u529b<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u80af\u5b9a\u5176\u5f00\u6e90\u3001\u9ad8\u6548\u53ca\u5bf9\u667a\u80fd\u4f53\u4efb\u52a1\u7684\u652f\u6301\u3002\u4e3b\u8981\u8ba8\u8bba\u96c6\u4e2d\u4e8e\u6280\u672f\u90e8\u7f72\uff1a\u5efa\u8bae\u4f7f\u7528vLLM\/SGLang\u4f18\u5316KV\u7f13\u5b58\u548c\u6279\u5904\u7406\u4ee5\u5e94\u5bf9\u957f\u4e0a\u4e0b\u6587\u74f6\u9888\uff0c\u5e76\u5173\u6ce8\u4e13\u5bb6\u8def\u7531\u5728\u957f\u4efb\u52a1\u4e2d\u7684\u7a33\u5b9a\u6027\u53ca\u5b9e\u9645\u751f\u4ea7\u73af\u5883\u7684\u4e0a\u4e0b\u6587\u957f\u5ea6\u76ee\u6807\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Qwen3.5\u7684\u4eae\u76f8\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u6b21\u7b80\u5355\u7684\u6a21\u578b\u8fed\u4ee3\uff0c\u4e0d\u5982\u8bf4\u662f\u5bf9\u5f53\u524dAI\u5e94\u7528\u843d\u5730\u56f0\u5883\u7684\u4e00\u6b21\u7cbe\u51c6\u5916\u79d1\u624b\u672f\u3002\u5176\u5ba3\u79f0\u7684\u201c3970\u4ebf\u53c2\u6570\u5de8\u4eba\u7684\u80fd\u529b\uff0c170\u4ebf\u6a21\u578b\u7684\u63a8\u7406\u901f\u5ea6\u201d\u76f4\u6307\u884c\u4e1a\u6838\u5fc3\u77db\u76fe\uff1a\u80fd\u529b\u4e0e\u6210\u672c\u7684\u5931\u8861\u3002\u6df7\u5408\u4e13\u5bb6\u67b6\u6784\u4e0e\u7ebf\u6027\u6ce8\u610f\u529b\u7684\u7ed3\u5408\uff0c\u5728\u7406\u8bba\u4e0a\u786e\u5b9e\u4e3a\u957f\u5e8f\u5217\u3001\u591a\u6b65\u9aa4\u7684\u667a\u80fd\u4f53\u4efb\u52a1\u63d0\u4f9b\u4e86\u8bf1\u4eba\u7684\u84dd\u56fe\u2014\u2014\u65e2\u4fdd\u7559\u6df1\u5ea6\uff0c\u53c8\u63a7\u5236\u5ef6\u8fdf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u534e\u4e3d\u7684\u53c2\u6570\u67b6\u6784\u4e4b\u4e0b\uff0c\u771f\u5b9e\u7684\u6311\u6218\u624d\u521a\u521a\u5f00\u59cb\u3002\u8bc4\u8bba\u4e2d\u63d0\u53ca\u7684KV\u7f13\u5b58\u81a8\u80c0\u3001\u591a\u6a21\u6001\u9884\u586b\u5145\u5ef6\u8fdf\u3001\u4e13\u5bb6\u8def\u7531\u65b9\u5dee\u7b49\u95ee\u9898\uff0c\u65e0\u4e00\u4e0d\u662fMoE\u6a21\u578b\u5728\u751f\u4ea7\u73af\u5883\u4e2d\u96be\u4ee5\u9a6f\u670d\u7684\u201c\u91ce\u517d\u201d\u3002\u5b83\u6240\u8c13\u7684\u201c\u5f00\u7bb1\u5373\u7528\u201d\u652f\u6301vLLM\/SGLang\uff0c\u66f4\u50cf\u662f\u4e00\u4efd\u627f\u8ba4\u6311\u6218\u5b58\u5728\u7684\u58f0\u660e\uff0c\u800c\u975e\u89e3\u51b3\u65b9\u6848\u7684\u4fdd\u8bc1\u3002\u957f\u4e0a\u4e0b\u6587\u4e0b\u7684\u4e13\u5bb6\u8def\u7531\u7a33\u5b9a\u6027\uff0c\u662f\u4e00\u4e2a\u5c1a\u672a\u88ab\u5145\u5206\u9a8c\u8bc1\u7684\u5173\u952e\u672a\u77e5\u6570\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u4ef7\u503c\u6216\u8bb8\u4e0d\u5728\u4e8e\u53c2\u6570\u89c4\u6a21\u7684\u6570\u5b57\u6e38\u620f\uff0c\u800c\u5728\u4e8e\u5176\u67b6\u6784\u9009\u62e9\u6240\u6697\u793a\u7684\u65b9\u5411\uff1aAI\u6a21\u578b\u7684\u53d1\u5c55\u6b63\u4ece\u4e00\u5473\u8ffd\u6c42\u201c\u66f4\u5927\u66f4\u5168\u201d\u7684\u901a\u7528\u5de8\u517d\uff0c\u8f6c\u5411\u4e3a\u7279\u5b9a\u8303\u5f0f\uff08\u5982\u667a\u80fd\u4f53\u5de5\u4f5c\u6d41\uff09\u8fdb\u884c\u6df1\u5ea6\u5b9a\u5236\u548c\u4f18\u5316\u3002\u5b83\u7684\u201c\u539f\u751f\u591a\u6a21\u6001\u201d\u4e0e\u4e3a\u201c\u957f\u89c6\u91ce\u4efb\u52a1\u201d\u800c\u5efa\u7684\u7279\u6027\uff0c\u8868\u660e\u5176\u8bd5\u56fe\u4ece\u67b6\u6784\u5c42\u9762\uff0c\u800c\u975e\u7b80\u5355\u7684\u6a21\u578b\u5fae\u8c03\uff0c\u6765\u4ece\u6839\u672c\u4e0a\u63d0\u5347\u667a\u80fd\u4f53\u5728\u590d\u6742\u73af\u5883\u4e2d\u7684\u6301\u7eed\u63a8\u7406\u548c\u89c4\u5212\u80fd\u529b\u3002\u5982\u679c\u8fd9\u4e9b\u67b6\u6784\u4f18\u52bf\u80fd\u5728\u771f\u5b9e\u3001\u590d\u6742\u7684\u5de5\u5177\u8c03\u7528\u94fe\u4e2d\u5f97\u5230\u7a33\u5b9a\u4f53\u73b0\uff0cQwen3.5\u624d\u6709\u53ef\u80fd\u4ece\u4e00\u9879\u6709\u8da3\u7684\u6280\u672f\u5b9e\u9a8c\uff0c\u8715\u53d8\u4e3a\u63a8\u52a8AI\u667a\u80fd\u4f53\u8fdb\u5165\u5b9e\u7528\u9636\u6bb5\u7684\u5173\u952e\u57fa\u7840\u8bbe\u65bd\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u53e6\u4e00\u4e2a\u5728\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u95ea\u8000\uff0c\u5374\u5728\u5de5\u7a0b\u6ce5\u6f6d\u4e2d\u6323\u624e\u7684\u5e9e\u5927\u6a21\u578b\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Qwen3.5<\/span>\n <\/div>\n<div class=\"comment-content\">An open-weight, native vision-language model built for long-horizon agentic tasks. Its hybrid architecture (linear attention + MoE) delivers the capabilities of a 397B giant with the inference speed of a 17B model.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone!<\/p>\n<p>Qwen3.5 is here. It is a native vision-language model with a massive 397B parameter count.<\/p>\n<p>Built on the <a href=\"https:\/\/www.producthunt.com\/products\/qwen3\/launches\/qwen3-next\" target=\"_blank\" rel=\"noopener\">Qwen3-Next<\/a> architecture (Linear Attention + MoE), only 17B parameters are active per forward pass. This hits a specific sweet spot: you get the reasoning depth of a giant model with the inference latency of a much smaller one.<\/p>\n<p>For applications, this efficiency is key for agents.<\/p>\n<p>It is natively multimodal with no glued-on vision adapters, demonstrating outstanding results on agentic tasks. This means handling complex workflows without burning through tokens.<\/p>\n<p>Apache 2.0 and ready for <a href=\"https:\/\/docs.vllm.ai\/projects\/recipes\/en\/latest\/Qwen\/Qwen3.5.html\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">vLLM<\/a>\/<a href=\"https:\/\/github.com\/QwenLM\/Qwen3.5?tab=readme-ov-file#sglang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">SGLang<\/a> out of the box!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Congrats <a href=\"https:\/\/www.producthunt.com\/@zaczuo\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"zaczuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaczuo<\/a> !<\/p>\n<p>Excited to test it against agentic workflows. Being a fan of Qwen3 \u2013 always a rock solid choice as a local model.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Serving a 397B MoE native multimodal model for long-horizon agents will bottleneck on KV-cache growth and multimodal prefill latency, and expert-routing variance can reduce batching efficiency at high throughput. Best practice: run it under vLLM or SGLang with continuous batching plus paged KV cache, add aggressive prompt and image embedding caching, and lean on FP8 where supported to keep cost predictable. :contentReference[oaicite:0]{index=0} Question: what max context length are you targeting for Qwen3.5 in production and how stable is expert routing under long tool-using trajectories when served via vLLM or SGLang?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Linear attention keeping latency flat across long tool-call chains is the part that actually matters for agents. Standard transformers get brutal once you’re 50+ steps into a workflow with accumulated context. 17B active params on a 397B base with vLLM support out of the box makes self-hosting realistic too.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#4<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/XPJU46YLT7UOC6\" class=\"app-title\">Mozart for iOS<\/a><\/p>\n<div class=\"one-liner\">Make a song and a music video while you’re on the go<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">217<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u79fb\u52a8\u7aefAI\u97f3\u4e50\u521b\u4f5c\u5e94\u7528\uff0c\u5141\u8bb8\u7528\u6237\u968f\u65f6\u968f\u5730\u901a\u8fc7\u6587\u5b57\u3001\u56fe\u7247\u6216\u89c6\u9891\u7075\u611f\u5feb\u901f\u751f\u6210\u6b4c\u66f2\u53ca\u914d\u5957\u98ce\u683c\u5316\u97f3\u4e50\u89c6\u9891\uff0c\u89e3\u51b3\u4e86\u975e\u4e13\u4e1a\u7528\u6237\u5728\u79fb\u52a8\u573a\u666f\u4e0b\u5373\u65f6\u3001\u4f4e\u95e8\u69db\u8868\u8fbe\u521b\u610f\u4e0e\u60c5\u611f\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fd52c592-a780-40a4-91d4-c861e337b6de.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5528a6a4-30a6-45c5-9111-8c85423bdf2f.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/02e9ff5e-c4ac-475b-83cb-77bd44d45588.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/85be11f6-928f-42e0-8745-041ca61354ef.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/17411569-853f-4816-a8c8-decec585c4b0.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8929fc0d-b520-4b01-9695-a60c218380a0.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/50515301-985b-450b-a0f5-92e5406fa400.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cf32073d-51d7-4454-baf3-52b8fdd1d0b7.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/8a824c40-40e1-48d5-9068-6006e524b02d.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=DQSgL4EOEfs\"><source src=\"https:\/\/www.youtube.com\/watch?v=DQSgL4EOEfs\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">iOS<\/span><br \/>\n <span class=\"tag\">Music<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u97f3\u4e50\u751f\u6210<\/span><br \/>\n <span class=\"tag\">AI\u89c6\u9891\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u79fb\u52a8\u521b\u4f5c<\/span><br \/>\n <span class=\"tag\">\u521b\u610f\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u793e\u4ea4\u5a92\u4f53\u5185\u5bb9<\/span><br \/>\n <span class=\"tag\">\u97f3\u4e50\u5236\u4f5c<\/span><br \/>\n <span class=\"tag\">\u4eba\u5de5\u667a\u80fd<\/span><br \/>\n <span class=\"tag\">\u5a31\u4e50\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u521b\u4f5c<\/span><br \/>\n <span class=\"tag\">\u4f4e\u95e8\u69db\u521b\u4f5c<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u5bf9\u4ea7\u54c1\u521b\u610f\u548c\u6613\u7528\u6027\u8868\u793a\u5174\u594b\uff0c\u8ba4\u4e3a\u5176\u8d4b\u80fd\u4e86\u666e\u901a\u4eba\u521b\u4f5c\u3002\u6709\u6548\u8bc4\u8bba\u96c6\u4e2d\u4e8e\u51e0\u4e2a\u95ee\u9898\uff1a1. \u4e0eSuno\u7b49\u7ade\u54c1\u7684\u6838\u5fc3\u5dee\u5f02\u53ca\u97f3\u8d28\u201cAI\u611f\u201d\u63a7\u5236\uff1b2. \u5bfc\u51fa\u683c\u5f0f\uff08\u5982.wav\u5206\u8f68\uff09\u4e0e\u4e13\u4e1a\u5de5\u4f5c\u6d41\u517c\u5bb9\u6027\uff1b3. \u751f\u6210\u540e\u7684\u7f16\u8f91\u63a7\u5236\u6df1\u5ea6\uff1b4. \u4f5c\u54c1\u7248\u6743\u6e05\u6670\u5ea6\u53ca\u5e73\u53f0\u5206\u53d1\u98ce\u9669\u4fdd\u969c\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Mozart for iOS \u63cf\u7ed8\u4e86\u4e00\u4e2a\u8bf1\u4eba\u7684\u613f\u666f\uff1a\u5c06\u5b8c\u6574\u7684\u97f3\u4e50\u5de5\u4f5c\u5ba4\u585e\u8fdb\u53e3\u888b\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u6311\u6218\u4e13\u4e1aDAW\uff0c\u800c\u662f\u7cbe\u51c6\u5207\u5165\u4e86\u201c\u521b\u610f\u5373\u65f6\u6ee1\u8db3\u201d\u4e0e\u201c\u793e\u4ea4\u8868\u8fbe\u8d27\u5e01\u5316\u201d\u7684\u4ea4\u53c9\u70b9\u3002\u4ea7\u54c1\u901a\u8fc7\u5c06\u201c\u7075\u611f-\u6b4c\u66f2-\u89c6\u89c9\u5316\u89c6\u9891-\u5206\u4eab\u201d\u7684\u94fe\u6761\u6781\u5ea6\u538b\u7f29\uff0c\u672c\u8d28\u4e0a\u662f\u5728\u552e\u5356\u4e00\u79cd\u201c\u53ef\u5206\u4eab\u7684\u521b\u610f\u4f53\u9a8c\u201d\uff0c\u800c\u975e\u7eaf\u7cb9\u7684\u97f3\u4e50\u5236\u4f5c\u5de5\u5177\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8bc4\u8bba\u770b\uff0c\u5176\u9762\u4e34\u7684\u6838\u5fc3\u6311\u6218\u4e0e\u673a\u9047\u5e76\u5b58\u3002\u9996\u5148\uff0c\u4e0eSuno\u7684\u5bf9\u6bd4\u63d0\u95ee\u76f4\u6307\u547d\u95e8\uff1aAI\u751f\u6210\u97f3\u4e50\u7684\u201c\u8d28\u611f\u201d\u662f\u5929\u82b1\u677f\u3002\u82e5\u65e0\u6cd5\u5728\u97f3\u8d28\u201c\u4eba\u6027\u5316\u201d\u548c\u65cb\u5f8b\u72ec\u521b\u6027\u4e0a\u5efa\u7acb\u58c1\u5792\uff0c\u6781\u6613\u6ca6\u4e3a\u53e6\u4e00\u4e2a\u6709\u8da3\u7684\u73a9\u5177\u3002\u5176\u6b21\uff0c\u7528\u6237\u5bf9.wav\u5206\u8f68\u5bfc\u51fa\u548c\u6df1\u5ea6\u7f16\u8f91\u7684\u5173\u5207\uff0c\u66b4\u9732\u4e86\u5176\u201c\u4ece\u5a31\u4e50\u5411\u534a\u4e13\u4e1a\u6e17\u900f\u201d\u7684\u91ce\u5fc3\u4e0e\u5f53\u524d\u79fb\u52a8\u7aef\u8f7b\u91cf\u5316\u5b9a\u4f4d\u7684\u62c9\u626f\u3002\u56e2\u961f\u201c\u53ef\u8f6c\u7f51\u9875\u7248\u6df1\u5ea6\u7f16\u8f91\u201d\u7684\u56de\u590d\u662f\u806a\u660e\u7684\u6865\u6881\uff0c\u4f46\u4f53\u9a8c\u5272\u88c2\u98ce\u9669\u72b9\u5728\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6700\u7280\u5229\u7684\u8bc4\u8bba\u5173\u4e8e\u7248\u6743\u4e0e\u5e73\u53f0\u98ce\u9669\u3002\u56e2\u961f\u201c\u5168\u90e8\u5546\u7528\u6388\u6743\u201d\u7684\u56de\u5e94\u7565\u663e\u8f7b\u63cf\u6de1\u5199\u3002AI\u751f\u6210\u5185\u5bb9\u7684\u7248\u6743\u5f52\u5c5e\u672c\u5c31\u6a21\u7cca\uff0c\u800c\u5404\u5185\u5bb9\u5e73\u53f0\u7684\u5ba1\u6838\u89c4\u5219\u66f4\u662f\u9ed1\u76d2\u3002\u4ea7\u54c1\u82e5\u771f\u60f3\u52a9\u7528\u6237\u79ef\u7d2f\u201c\u6587\u5316\u8d44\u672c\u201d\uff0c\u5c31\u4e0d\u80fd\u4ec5\u505c\u7559\u5728\u6280\u672f\u5b9e\u73b0\uff0c\u66f4\u9700\u6784\u5efa\u4e00\u5957\u4ece\u6cd5\u5f8b\u6f84\u6e05\u5230\u5e73\u53f0\u5173\u7cfb\u7ef4\u62a4\u7684\u201c\u4fe1\u4efb\u4f53\u7cfb\u201d\uff0c\u5426\u5219\u201c\u4e00\u952e\u53d1\u5e03\u201d\u53ef\u80fd\u4f34\u968f\u201c\u4e00\u952e\u4fb5\u6743\u201d\u7684\u8fbe\u6469\u514b\u5229\u65af\u4e4b\u5251\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4e4b\uff0cMozart\u7684\u4ef7\u503c\u5728\u4e8e\u964d\u4f4e\u4e86\u521b\u4f5c\u7684\u52a8\u4f5c\u95e8\u69db\uff0c\u5374\u63d0\u9ad8\u4e86\u521b\u610f\u8868\u8fbe\u7684\u5929\u82b1\u677f\uff08\u7406\u8bba\u4e0a\uff09\u3002\u5b83\u7684\u6210\u529f\u4e0d\u53d6\u51b3\u4e8e\u529f\u80fd\u5806\u780c\uff0c\u800c\u5728\u4e8e\u80fd\u5426\u5728\u201cAI\u5473\u201d\u7684\u666e\u904d\u8d28\u7591\u4e2d\uff0c\u4ea7\u51fa\u771f\u6b63\u5177\u5907\u60c5\u611f\u5171\u9e23\u548c\u72ec\u7279\u6027\u7684\u5185\u5bb9\uff0c\u5e76\u6784\u5efa\u4e00\u4e2a\u8ba9\u7528\u6237\u5b89\u5fc3\u521b\u4f5c\u548c\u5206\u53d1\u7684\u751f\u6001\u7cfb\u7edf\u3002\u5426\u5219\uff0c\u5176\u70ed\u5ea6\u53ef\u80fd\u6b62\u6b65\u4e8e\u4e00\u9635\u65b0\u9c9c\u611f\u9a71\u52a8\u7684\u793e\u4ea4\u5a31\u4e50\u6d6a\u6f6e\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Mozart for iOS<\/span>\n <\/div>\n<div class=\"comment-content\">Become a mobile Mozart! \ud83c\udfb6 Create sonic sketches of your ideas or memories while you’re on the go. Complete the picture with a custom music video using your photos and media. Then send them to your friends (and fans!) with a tap.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>Hey Product Hunt<\/strong> \ud83d\udc4b Sundar here, co-founder of <a href=\"https:\/\/mozartai.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>Mozart AI<\/strong><\/a>.<\/p>\n<p><strong>Big news first:<\/strong> we just raised a <a href=\"https:\/\/www.forbes.com\/sites\/charliefink\/2026\/02\/11\/pushing-deeper-into-ai-music-creation-with-mozart-ai\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>$6M Seed led by Balderton<\/strong><\/a> \u2013 and today we\u2019re launching <a href=\"https:\/\/apps.apple.com\/us\/app\/mozart-ai-ai-music-studio\/id6758667169\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>Mozart for iOS<\/strong><\/a> \ud83d\udcf1\ud83c\udfb9. <\/p>\n<\/p>\n<p><strong><em>Say it with a song<\/em><\/strong> <br \/>Turn a memory into a song (and a music video) in minutes \u2013 right from your phone \ud83d\udc8c<\/p>\n<\/p>\n<p><strong><em>What\u2019s in the iOS app?<\/em><\/strong> <\/p>\n<ul>\n<li>\n<p>\ud83c\udfb5 <strong>Make a song<\/strong> from text \/ image \/ video<\/p>\n<\/li>\n<li>\n<p>\u2728 <strong>Edit to perfection<\/strong>: \u201cChange this chorus.\u201d \u201cMake it more upbeat.\u201d<\/p>\n<\/li>\n<li>\n<p>\ud83c\udfac <strong>Make a music video<\/strong> for your track in 3 easy steps:<\/p>\n<ol>\n<li>\n<p>\ud83c\udfa8 <strong>Choose a visual style<\/strong>: Anime, Cinematic, Cyberpunk, Retro, Sketch, Cartoon, Victorian, Country, Street Graffiti, and more<\/p>\n<\/li>\n<li>\n<p>\ud83e\uddd1\u200d\ud83c\udfa4 <strong>Pick your character<\/strong>: upload an image or create a persona with a text description<\/p>\n<\/li>\n<li>\n<p>\u270d\ufe0f <strong>Direct your story<\/strong> scene-by-scene<\/p>\n<\/li>\n<\/ol>\n<\/li>\n<li>\n<p>\ud83d\udce4 <strong>One-tap sharing<\/strong>: export and post instantly to socials (or master for release)<\/p>\n<\/li>\n<li>\n<p>\ud83c\udd93 <strong>10 free<\/strong> <strong>songs<\/strong> on sign up<\/p>\n<\/li>\n<li>\n<p>\ud83c\udd93 <strong>1 free<\/strong> <strong>video<\/strong> on sign up<\/p>\n<\/li>\n<\/ul>\n<p>Massive thanks to everyone who supported our earlier launches (we hit <strong>Product of the Day #2 twice<\/strong> and <strong>Top 5 once<\/strong>) \u2013 your feedback helps us build incredible products quickly. Looking forward to another banger launch!<\/p>\n<\/p>\n<p><em>\u2013 Sundar<\/em><\/p>\n<p><em>CEO, Co-Founder at Mozart AI<\/em><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>12<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sundararvind1244\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sundararvind1244<\/a> lfg!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sundararvind1244\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sundararvind1244<\/a> \ud83d\ude4c\ud83d\ude4c\ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sundararvind1244\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sundararvind1244<\/a> This is so much fun. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>That’s why I LOVE AI !!! Since childhood, teachers told me I couldn\u2019t write, paint, sing or create music. Now I can. I can turn my ideas into full songs without fear and it\u2019s letting me enjoy creativity in a way I never imagined. Great to see such a product \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@natallia_novik\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@natallia_novik<\/a> absolutely! It’s the new era of intent translation with zero friction, hope you share some amazing music you make with your teachers and change their perspective \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@natallia_novik\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@natallia_novik<\/a> Thanks Natali! Looking forward to seeing the songs and videos you create and share!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Super excited to share with with the world the Mozart AI Mobile App for ios (Android coming soon)! You can now go from a simple idea to song to music video in minutes- something which has not been possible before. Your music studio now in your pocket.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@arjunskhanna19\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@arjunskhanna19<\/a> exciting times!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Have loved watching Mozart’s rise on Product Hunt since <a href=\"https:\/\/www.producthunt.com\/products\/mozart-ai\/launches\/mozart-ai\" target=\"_blank\" rel=\"noopener\">last summer<\/a>. <\/p>\n<\/p>\n<p><a href=\"https:\/\/www.producthunt.com\/@sundararvind1244\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"sundararvind1244\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sundararvind1244<\/a> and his team ship fast and keep expanding the capabilities of their platform, and have now brought the experience to iOS. <\/p>\n<\/p>\n<p>Fancy being the next Fred Again? Start with sonic sketches while on the go and then layer on top an original music video in a number of exclusive styles \u2014 all within minutes. Share it out to your friends, or post it so social and watch your cultural currency grow. \ud83c\udfb7<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a> Can’t wait to see how many new Fred Again’s we create with Mozart!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sundararvind1244\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sundararvind1244<\/a> <a href=\"https:\/\/www.producthunt.com\/@chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a> Thanks a lot Chris!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is awesome guys, keep up the good work! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@daveronan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daveronan<\/a> thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch team! I know what I’ll be doing for lunch now. <\/p>\n<p>What exports do you guys offer for the music tracks? do you also do .wav files, if I want to export the soundtracks for my video editing workflows? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@matthiasrossini\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@matthiasrossini<\/a> Thank you Matthias!<\/p>\n<\/p>\n<p>Yes we do support Wav exports! If you want more control, you can export each stem as a wav too!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really cool promo video \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> thank you! Have you tried the app, it’s cooler haha!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> Thanks Nika! Super excited for you to check out the app<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Huge congrats on the $6M raise and iOS launch \ud83c\udf89<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@liam007\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@liam007<\/a> Thank you Liam!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">For creators who want to publish, the biggest blocker is often confidence around usage rights and downstream distribution. How do you make \u201ccan I release this?\u201d legible inside the app (not just in terms), and what do you do when a user\u2019s track gets flagged or challenged on a platform?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> it’s all commercially cleared so we don’t think any of our tracks would get flagged!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Can’t wait to see the videos that you guys create!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@pascual_merita\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pascual_merita<\/a> indeed!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@pascual_merita let\u2019s goo!!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Cool concept \u2014 curious about the creative control aspect. How much can you tweak after the AI generates the initial song? Can you adjust tempo, mood, instruments, or is it more prompt-and-go?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@go_sakioka\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@go_sakioka<\/a> Great question! You can use the mobile app to ask for any edits including tempo, mood, sections, extensions, etc. If you’d like more DAW level control, head over to <a href=\"https:\/\/mozartai.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">mozartai.com<\/a> and your project will stay in sync \u2013 then you have complete creative control!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I just created my first Latino song, think Bad Bunny meets The Killers. Love it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@danielq\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@danielq<\/a> that\u2019s awesome! Do share it here \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Stunning video! Also, congrats on the iOS launch, team!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Amazing team!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Can you share your thinking around where this is different from Suno? I\u2019ve been riding w them since the beginning, and made ~$30k selling my music onchain in 2024, but\u2026 something happened with their platform, the newer models sound SO \u201cAI-esque\u201d in terms of output \ud83d\ude33 \ud83d\ude1e <\/p>\n<p>How do you compare \/ is the underlying ethos different, here??<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch.<br \/>Curious how you\u2019re thinking about retention with mobile creators. Are people coming back to refine tracks over time, or is usage more burst-based around moments and ideas?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congrats with fundraising! Already tried suno but didn\u2019t have a chance to try yours product. As an ex professional musician, curious to try out your approach to ai generated music! @sundararvind1244<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ponikarovskii\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ponikarovskii<\/a> give us a try and share your music here!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the 6M seed round. Does the app allow granular control like changing specific lyrics in the second verse, or is it limited to broader style regenerations?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@valeriia_kuna\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@valeriia_kuna<\/a> Thanks Valeriia, the app allows for granular control such as over lyrics<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#5<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/Z7SJIHSZH2W2CJ\" class=\"app-title\">Layers<\/a><\/p>\n<div class=\"one-liner\">Marketing agents that know your code for better messaging<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">190<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Layers\u662f\u4e00\u6b3eAI\u9a71\u52a8\u7684\u8425\u9500\u4ee3\u7406\u5e73\u53f0\uff0c\u901a\u8fc7\u5206\u6790\u7528\u6237\u4ee3\u7801\u5e93\u81ea\u52a8\u751f\u6210\u5e76\u6267\u884c\u589e\u957f\u8ba1\u5212\uff0c\u89e3\u51b3\u5f00\u53d1\u8005\u4e0e\u72ec\u7acb\u521b\u4e1a\u8005\u201c\u91cd\u4ea7\u54c1\u3001\u8f7b\u8425\u9500\u201d\u3001\u4ea7\u54c1\u4e0a\u7ebf\u540e\u83b7\u5ba2\u96be\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c3115657-41e6-400a-a728-7b3026e14837.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/85f922c3-13bf-44c0-af4f-3a15904083b4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a11d451d-672c-40a5-87c4-65c8e533ad38.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2e16ce46-8569-420f-812f-8ea2c652069b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fc709e5e-47a9-4e51-b122-7b04f6acb87e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b8806920-9563-4b78-840b-e2f1ec880a1c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7da5fcb9-0f15-419c-b188-478988ada5b2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fa85c528-6e3b-4678-82d9-96997515f590.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1f11d602-58c7-4a81-a44e-4b434031848e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/9490e36e-0812-4209-9aaf-c18136e2b89f.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/5Tm2z97XX0g\"><source src=\"https:\/\/youtu.be\/5Tm2z97XX0g\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Marketing automation<\/span><br \/>\n <span class=\"tag\">Vibe coding<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u8425\u9500\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u589e\u957f\u9ed1\u5ba2<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u5206\u6790\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u793e\u4ea4\u5a92\u4f53\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5e7f\u544a\u6295\u653e\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">UGC\u5185\u5bb9\u521b\u4f5c<\/span><br \/>\n <span class=\"tag\">SaaS\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u72ec\u7acb\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u8425\u9500\u4ee3\u7406<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3\u201c\u5f00\u53d1\u8005\u8425\u9500\u96be\u201d\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u8ba4\u4e3a\u4ea7\u54c1\u5b9a\u4f4d\u7cbe\u51c6\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\uff1a\u6570\u636e\u9690\u79c1\u5b89\u5168\u3001\u591a\u8bed\u8a00\u652f\u6301\u3001\u975e\u6280\u672f\u6210\u5458\u534f\u4f5c\u6d41\u7a0b\u3001\u5185\u5bb9\u4e2a\u6027\u5316\u63a7\u5236\uff0c\u4ee5\u53ca\u4e0e\u73b0\u6709\u5de5\u5177\u94fe\u7684\u66ff\u4ee3\u5173\u7cfb\u3002\u521b\u59cb\u4eba\u56de\u590d\u8be6\u7ec6\uff0c\u4f53\u73b0\u4e86\u4ea7\u54c1\u7075\u6d3b\u6027\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Layers\u7684\u6838\u5fc3\u7406\u5ff5\u201c\u5c06\u4ee3\u7801\u8f6c\u5316\u4e3a\u5ba2\u6237\u201d\u76f4\u51fb\u4e00\u4e2a\u7ecf\u5178\u4f46\u987d\u56fa\u7684\u75db\u70b9\uff1a\u6280\u672f\u578b\u521b\u9020\u8005\u4e0e\u5e02\u573a\u589e\u957f\u4e4b\u95f4\u7684\u6267\u884c\u9e3f\u6c9f\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u7b80\u5355\u7684\u8425\u9500\u81ea\u52a8\u5316\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u6784\u5efa\u4e00\u4e2a\u4ee5\u4ee3\u7801\u5e93\u4e3a\u201c\u7b2c\u4e00\u6027\u539f\u7406\u201d\u7684\u8425\u9500\u51b3\u7b56\u95ed\u73af\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7280\u5229\u4e4b\u5904\u5728\u4e8e\u4e24\u70b9\uff1a\u4e00\u662f\u5c06\u4ee3\u7801\u4f5c\u4e3a\u7406\u89e3\u4ea7\u54c1\u3001\u53d7\u4f17\u4e43\u81f3\u54c1\u724c\u8c03\u6027\u7684\u6570\u636e\u6e90\uff0c\u8fd9\u6bd4\u57fa\u4e8e\u95ee\u5377\u6216\u63cf\u8ff0\u7684\u5206\u6790\u66f4\u5177\u7ed3\u6784\u6027\u548c\u771f\u5b9e\u6027\uff0c\u6709\u671b\u63d0\u5347\u521d\u59cb\u5185\u5bb9\u7684\u76f8\u5173\u6027\u3002\u4e8c\u662f\u5176\u201c\u5206\u5c42\u201d\u67b6\u6784\u627f\u8ba4\u4e86\u8425\u9500\u6e20\u9053\u7684\u788e\u7247\u5316\u4e0e\u52a8\u6001\u6027\uff0c\u8bd5\u56fe\u7528\u53ef\u63d2\u62d4\u7684\u201c\u5c42\u201d\u6765\u5c01\u88c5\u4e0d\u540c\u7b56\u7565\uff0c\u800c\u975e\u63d0\u4f9b\u4e00\u6210\u4e0d\u53d8\u7684\u6d41\u6c34\u7ebf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u201c\u4ee3\u7801\u7406\u89e3\u201d\u7684\u6df1\u5ea6\u4e0e\u8425\u9500\u6548\u679c\u4e4b\u95f4\u7684\u56e0\u679c\u5173\u7cfb\u5c1a\u672a\u88ab\u9a8c\u8bc1\uff0c\u8fc7\u5ea6\u5f3a\u8c03\u53ef\u80fd\u6210\u4e3a\u6280\u672f\u5671\u5934\u3002\u5176\u6b21\uff0c\u5e73\u53f0\u91ce\u5fc3\u6781\u5927\uff0c\u4ece\u5185\u5bb9\u751f\u6210\u3001UGC\u7ba1\u7406\u5230\u8de8\u5e73\u53f0\u5e7f\u544a\u6295\u653e\uff0c\u6bcf\u4e2a\u73af\u8282\u90fd\u9700\u4e0e\u5782\u76f4\u9886\u57df\u7684\u6210\u719f\u5de5\u5177\u7ade\u4e89\uff0c\u5176\u96c6\u6210\u4f53\u9a8c\u80fd\u5426\u8d85\u8d8a\u201c\u6700\u4f73\u5de5\u5177\u7ec4\u5408\u201d\u5b58\u7591\u3002\u6700\u540e\uff0c\u5176\u8bd5\u56fe\u66ff\u4ee3\u7684\u201cChatGPT+Canva+Buffer\u201d\u5de5\u4f5c\u6d41\uff0c\u672c\u8d28\u662f\u521b\u59cb\u4eba\u6df1\u5ea6\u53c2\u4e0e\u548c\u521b\u610f\u53d1\u6563\u7684\u8fc7\u7a0b\uff0c\u8fc7\u5ea6\u81ea\u52a8\u5316\u53ef\u80fd\u5bfc\u81f4\u5185\u5bb9\u540c\u8d28\u5316\uff0c\u4e27\u5931\u521b\u59cb\u4eba\u72ec\u6709\u7684\u6d1e\u5bdf\u4e0e\u6e29\u5ea6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cLayers\u662f\u201cAI\u667a\u80fd\u4f53\u201d\u6982\u5ff5\u5728\u8425\u9500\u9886\u57df\u7684\u4e00\u6b21\u9ad8\u590d\u6742\u5ea6\u5b9e\u8df5\u3002\u5b83\u53ef\u80fd\u6210\u4e3a\u8d44\u6e90\u6781\u5ea6\u532e\u4e4f\u7684\u72ec\u7acb\u5f00\u53d1\u8005\u7684\u201c\u589e\u957f\u6025\u6551\u5305\u201d\uff0c\u4f46\u5176\u5929\u82b1\u677f\u5728\u4e8e\uff0c\u771f\u6b63\u7684\u7206\u53d1\u5f0f\u589e\u957f\u5f80\u5f80\u6e90\u4e8e\u975e\u6807\u51c6\u5316\u7684\u3001\u65e0\u6cd5\u4ece\u4ee3\u7801\u4e2d\u89e3\u6790\u51fa\u7684\u5e02\u573a\u6d1e\u5bdf\u548c\u4eba\u6027\u5316\u521b\u610f\u3002\u5b83\u6216\u8bb8\u80fd\u6709\u6548\u89e3\u51b3\u201c\u4ece0\u52301\u201d\u7684\u51b7\u542f\u52a8\u6c89\u9ed8\uff0c\u4f46\u201c\u4ece1\u5230100\u201d\u7684\u7834\u5708\uff0c\u53ef\u80fd\u4ecd\u9700\u4eba\u7c7b\u90a3\u4e0d\u53ef\u66ff\u4ee3\u7684\u201c\u975e\u7406\u6027\u201d\u706b\u82b1\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Layers<\/span>\n <\/div>\n<div class=\"comment-content\">Marketing agents that understand your code. Layers generates a growth plan and helps run it – content, social posting, ads, and insights – so you can keep building while users come in<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>Hey Product Hunt \ud83d\udc4b<\/strong><\/p>\n<p><strong>I\u2019m Mike Khristo, founder of Layers.<\/strong><\/p>\n<\/p>\n<p>I\u2019ve been coding since the 90s.<\/p>\n<p>For nearly 30 years, I\u2019ve built product after product – shipped them, launched them, celebrated them.<\/p>\n<\/p>\n<p>And I know <em>that<\/em> feeling.<\/p>\n<\/p>\n<p>Launch day:<br \/>\ud83d\ude80 You\u2019re on top of the world.<br \/>Finally, your product is live.<br \/>You <em>know<\/em> people will love it.<\/p>\n<\/p>\n<p>The next morning:<br \/>\ud83d\udcc9 Zero users.<br \/>No installs.<br \/>No signups.<br \/>Just\u2026 silence.<\/p>\n<\/p>\n<p>It feels like getting punched in the stomach.<\/p>\n<\/p>\n<p>So we built <strong>Layers<\/strong>.<\/p>\n<\/p>\n<p>Layers is the easiest way to turn your code into customers.<\/p>\n<\/p>\n<p>The name Layers is deliberate. Every marketing tactic and playbook is a layer:<\/p>\n<ul>\n<li>\n<p>Some long-lived (Google Ads, Meta)<\/p>\n<\/li>\n<li>\n<p>Some opportunistic (UGC waves, Shorts trends)<\/p>\n<\/li>\n<li>\n<p>Some deeply technical (SDKs, attribution, data loops)<\/p>\n<\/li>\n<\/ul>\n<p>The only constant is that there will always be new layers to try.<\/p>\n<p>Instead of handing you a marketing plan and saying \u201cgood luck\u201d\u2026<\/p>\n<p>We act.<\/p>\n<\/p>\n<h2><strong>How Layers Works \ud83d\ude80<\/strong><\/h2>\n<p>\ud83d\udd17 <strong>Connect your GitHub (optional, but powerful)<br \/><\/strong> We analyze what you built, who it\u2019s for, your tone, aesthetic, ICP – automatically.<\/p>\n<\/p>\n<p>\ud83c\udfaf <strong>We recommend a stack of \u201cLayers\u201d<br \/><\/strong> Not a vague strategy – a set of actions tailored to your product.<\/p>\n<\/p>\n<p>\u2699\ufe0f <strong>We execute<br \/><\/strong> With your permission, we:<\/p>\n<ul>\n<li>\n<p>Research and generate content<\/p>\n<\/li>\n<li>\n<p>Distribute to TikTok, Instagram, and soon YouTube Shorts, X, Reddit and more<\/p>\n<\/li>\n<li>\n<p>Analyze performance & extract insights<\/p>\n<\/li>\n<li>\n<p>Feed that data back into future content<\/p>\n<\/li>\n<\/ul>\n<p>\ud83d\udcc8 <strong>When content wins, we scale it<br \/><\/strong> Our agent Elle (your CMO) suggests next steps. Stay in the loop as much as you want. As you build trust, you can defer decision making at a granular level, if you choose to. Elle is available on the web and through iMessage\/SMS.<\/p>\n<\/p>\n<p><strong>Paid<\/strong><\/p>\n<p>When the time is right, we\u2019ll suggest that we launch & optimize ads for you across:<\/p>\n<ul>\n<li>\n<p>Meta<\/p>\n<\/li>\n<li>\n<p>TikTok<\/p>\n<\/li>\n<li>\n<p>Apple Search Ads<\/p>\n<\/li>\n<li>\n<p>Google<\/p>\n<\/li>\n<\/ul>\n<p>Or skip ahead and activate ads on day 1.<\/p>\n<p>\ud83c\udfa5 <strong>Need UGC?<br \/><\/strong> A couple clicks is all it takes.<br \/>We source, manage, and optimize creators for you.<\/p>\n<\/p>\n<p>\ud83e\udde0 <strong>If GitHub is connected, we go deeper<\/strong><\/p>\n<ul>\n<li>\n<p>PRs for ad network SDK integrations<\/p>\n<\/li>\n<li>\n<p>Attribution tracking setup<\/p>\n<\/li>\n<li>\n<p>Closed-loop performance optimization<\/p>\n<\/li>\n<\/ul>\n<p>For every layer, you\u2019re always in control.<\/p>\n<\/p>\n<h2><strong>Who Is Layers For?<\/strong><\/h2>\n<ul>\n<li>\n<p>Indie hackers<\/p>\n<\/li>\n<li>\n<p>Mobile app builders<\/p>\n<\/li>\n<li>\n<p>SaaS founders<\/p>\n<\/li>\n<li>\n<p>Developers who want distribution but hate marketing<\/p>\n<\/li>\n<\/ul>\n<p>If you love building but don\u2019t love pulling marketing levers – this is for you.<\/p>\n<\/p>\n<h2><strong>We\u2019re on a Mission<\/strong><\/h2>\n<\/p>\n<p>We want to solve that emotional roller coaster developers face, once and for all.<\/p>\n<p>Not every product will succeed.<\/p>\n<p>But every developer deserves a real shot.<\/p>\n<p>Layers exists to give you that shot.<\/p>\n<\/p>\n<p>We\u2019re live today and would love your feedback.<\/p>\n<p>Ask me anything – about ad tech, Snap, SDKs, growth loops, UGC, attribution, or the ugly emotional side of launching.<\/p>\n<p>Let\u2019s turn code into customers. \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>19<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mike_khristo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mike_khristo<\/a> Literally the product i was looking for, for my ZeroCrew company. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mike_khristo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mike_khristo<\/a> This is an amazing product… It looks like it beats all the other apps! Good job with the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mike_khristo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mike_khristo<\/a> Hey Mike. Congrats on the launch! How do you handle data privacy and security, especially when connecting to developer codebases or analytics data?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Super excited to finally share what I’ve been building with long-time friends. Layers is the missing ingredient for builders like me. I have a long history of launching apps and never following through on the marketing side \u2014 I do what I do best, and that’s build products. Layers solves that critical gap: gaining traction, installs, and growing revenue. Something that used to take a dedicated marketing team and months of work, you can now kick off in minutes. What a time to be alive!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@steven_doyle\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@steven_doyle<\/a> what a time, indeed<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>awesome product and gj on launch<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@apexflux\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@apexflux<\/a> thank you! excited to have you use it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Sounds super interesting! Funny enough, we have a Product called Layers too!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sundararvind1244\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sundararvind1244<\/a> give it a shot! we’d love to hear what you think!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! <\/p>\n<p>What kind of products fit well with Layers? Can you do content for developer tooling?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@janschutte\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@janschutte<\/a> we’ve been testing with a wide variety across mobile apps, saas, and related. give it a shot for your dev tools and ping me on intercom or email and we’d be happy to see if more tuning is needed for your use case!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Mike, that punch in the stomach feeling of launching something you\u2019re proud of and waking up to silence is brutal. After 30 years of shipping products, was there a specific launch where that morning after hit especially hard?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vouchy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vouchy<\/a> yes definitely. after getting back to startup land after 6 years at snap, i got quickly humbled by that feeling. pre-ai-code, shipped a mobile app that i thought the world needed. completely deflated over the course of the next week. that was the last time. that’s when Layers was born.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@patrickt010\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@patrickt010<\/a> thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks great <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@madalina_barbu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@madalina_barbu<\/a> thank you! would love for you to give it a try!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi, does it support generating content in multiple languages? For example polish? <\/p>\n<p>Btw. Sounds awesome, what I was looking for.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bartosz_rosiak\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bartosz_rosiak<\/a> yes! this week you’ll be able to set your project-level or content-layer-level language if we don’t automatically detect it<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">When someone already uses a stack like ChatGPT + Canva\/CapCut + Buffer + basic analytics, what\u2019s the exact workflow you replace\u2014and which parts do you intentionally *not* automate because they\u2019re too risky or too founder-specific?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> we replace those tools and much more. Content\/competitive niche research, content gen, post scheduling and optimization, real-time analytics and learnings that feed back into the loop. Then there’s fully integrated ads across Meta \/ IG, TikTok, Apple, Google. Spin up a team of UGC creators with a few clicks or a quick conversation with Elle. The platform tells you what to measure, attribution & insights, and submits PRs to you with all the latest best practices. Then it closes the loop by understanding and monitoring your growth metrics. The founder is in the loop every step of the way, either approving each action or choosing which parts to delegate with autonomy.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very cool! Do you support mobile? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@daniele_packard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniele_packard<\/a> we do! come give it a try!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019ve been looking for something like this. Love the idea of marketing agents that learn about your product via your code and help you research and generate content for social media. Curious how you guys source and manage creators for UGC content… is that fully handled through the platform?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I love that it can see your github repo. However, is the content ai-generated? Is there any way for me to integrate my personal branding or character with the content?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@peterz_shu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@peterz_shu<\/a> 100% you have your own media library you can upload into. You can curate your personas, custom influencers, and brand assets.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! The layers framing makes a lot of sense, especially for founders who don\u2019t want to stitch together five separate growth tools. How does Layers decide which layer to activate first for a new product? What signals tell to prioritize organic short-form content over paid ads or deeper technical layers?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vik_sh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vik_sh<\/a> We do deep dive research on:<\/p>\n<ul>\n<li>\n<p>the competitive landscape<\/p>\n<\/li>\n<li>\n<p>history of the product<\/p>\n<\/li>\n<li>\n<p>any social accounts the brand might already have<\/p>\n<\/li>\n<li>\n<p>how those perform<\/p>\n<\/li>\n<\/ul>\n<p> Then we make opinionated recommendations. In some cases, if the brand is up for it, they can start running ads immediately. In other cases, they prefer to wait until they find some winning format with organic.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The code-aware marketing concept is brilliant for indie hackers! But I’m curious about the team workflow:<\/p>\n<p>if a non-technical marketer working alongside developers, can Layers still be used effectively? Or does the magic really rely on the team member pushing the code to GitHub? Basically, is this tool strict dev-only, or can a marketing team pilot it while devs just approve the SDK PRs?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@valeriia_kuna\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@valeriia_kuna<\/a> it can definitely be used by a team, including non-technical folks! Our sweet spot is any company with no marketer up to a small marketing team. Today, you can invite your teammates and grant them access on a project by project basis.<\/p>\n<\/p>\n<p>By design, we don’t have a ton of “workflow permissions” – for example, “user 1 needs to approve this content then user 2 needs to sign off on it, then user 3 needs to give final approval”. That level of workflow management is too complex for our typical user. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#6<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/BEFJWYFLECP7ZP\" class=\"app-title\">MiniMax-M2.5<\/a><\/p>\n<div class=\"one-liner\">The first open model to beat Sonnet made for productivity<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">165<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>MiniMax-M2.5\u662f\u4e00\u6b3e\u4e13\u4e3a\u771f\u5b9e\u5de5\u4f5c\u573a\u666f\u8bbe\u8ba1\u7684\u5f00\u6e90\u524d\u6cbfAI\u6a21\u578b\uff0c\u5728\u7f16\u7a0b\u3001\u641c\u7d22\u3001\u5de5\u5177\u8c03\u7528\u53ca\u529e\u516c\u4efb\u52a1\u4e0a\u63d0\u4f9b\u9876\u5c16\u6027\u80fd\uff0c\u4ee5\u9ad8\u6027\u4ef7\u6bd4\u89e3\u51b3\u4f01\u4e1a\u53ca\u5f00\u53d1\u8005\u90e8\u7f72\u9ad8\u6548\u3001\u53ef\u6269\u5c55AI\u667a\u80fd\u4f53\u7684\u6210\u672c\u4e0e\u6548\u7387\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f37df2c1-0d21-4504-95b8-933ae0f36b46.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6072fc08-6805-4910-b5e8-e96c9f626edd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/87cae37d-360e-44d2-8e24-d7d8d7474145.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">Software Engineering<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5f00\u6e90AI\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u6027\u80fd\u6807\u6746<\/span><br \/>\n <span class=\"tag\">\u6210\u672c\u6548\u76ca<\/span><br \/>\n <span class=\"tag\">\u957f\u5468\u671f\u4efb\u52a1<\/span><br \/>\n <span class=\"tag\">\u529e\u516c\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u5de5\u5177\u8c03\u7528<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u5bf9\u5f00\u6e90\u6a21\u578b\u53d6\u5f97SOTA\u6027\u80fd\u8868\u793a\u5174\u594b\uff0c\u5173\u6ce8\u5176\u5728\u5b9e\u9645\u5de5\u4f5c\u6d41\u4e2d\u7684\u771f\u5b9e\u53ef\u7528\u6027\uff0c\u800c\u975e\u4ec5\u9650\u57fa\u51c6\u6d4b\u8bd5\u3002\u4e3b\u8981\u95ee\u9898\u805a\u7126\u4e8e\u201c\u751f\u4ea7\u529b\u201d\u7684\u5177\u4f53\u5b9a\u4e49\u53ca\u5728\u6df7\u4e71\u9057\u7559\u4ee3\u7801\u5e93\u4e2d\u7684\u8868\u73b0\u3002\u6709\u7528\u6237\u63d0\u793a\u53ef\u514d\u8d39\u8bd5\u7528\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n MiniMax-M2.5\u7684\u53d1\u5e03\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u6b3e\u65b0\u6a21\u578b\u4e0a\u7ebf\uff0c\u4e0d\u5982\u8bf4\u662f\u4e00\u6b21\u5bf9\u73b0\u6709AI\u751f\u4ea7\u529b\u683c\u5c40\u7684\u7cbe\u51c6\u5361\u4f4d\u4e0e\u5ba3\u8a00\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u5f00\u6e90\u201d\u6216\u201c\u8d85\u8d8aSonnet\u201d\u8fd9\u4e9b\u6807\u7b7e\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u5c06\u201c\u524d\u6cbf\u6027\u80fd\u201d\u4e0e\u201c\u771f\u5b9e\u4e16\u754c\u751f\u4ea7\u529b\u201d\u8fdb\u884c\u5f3a\u7ed1\u5b9a\uff0c\u5e76\u901a\u8fc7\u6781\u5177\u4fb5\u7565\u6027\u7684\u5b9a\u4ef7\uff081\u7f8e\u5143\/\u5c0f\u65f6\uff09\u5c06\u7ecf\u6d4e\u53ef\u884c\u6027\u4f5c\u4e3a\u5356\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u4ecb\u7ecd\u4e2d\u7f57\u5217\u7684SWE-Bench\u3001BrowseComp\u7b49\u4e13\u9879\u9ad8\u5206\uff0c\u76f4\u6307\u5f53\u524d\u4f01\u4e1aAI\u5e94\u7528\u6700\u6838\u5fc3\u7684\u51e0\u5927\u573a\u666f\uff1a\u4ee3\u7801\u3001\u641c\u7d22\u4e0e\u529e\u516c\u81ea\u52a8\u5316\u3002\u8fd9\u6807\u5fd7\u7740\u5f00\u6e90\u6a21\u578b\u7684\u7ade\u4e89\u5df2\u4ece\u7eaf\u7cb9\u7684\u5b66\u672f\u6216\u901a\u7528\u80fd\u529b\u6bd4\u62fc\uff0c\u8f6c\u5411\u4e86\u5782\u76f4\u573a\u666f\u7684\u6df1\u5ea6\u4f18\u5316\u548c\u6548\u80fd\u8bc1\u660e\u3002\u7136\u800c\uff0c\u8bc4\u8bba\u533a\u7684\u5173\u952e\u4e00\u95ee\u5207\u4e2d\u8981\u5bb3\uff1a\u201c\u751f\u4ea7\u529b\u201d\u5982\u4f55\u5b9a\u4e49\uff1f\u6a21\u578b\u5728\u6574\u6d01\u57fa\u51c6\u5e93\u4e0a\u7684\u8f89\u714c\u6218\u7ee9\uff0c\u80fd\u5426\u65e0\u7f1d\u8fc1\u79fb\u81f3\u5145\u6ee1\u201c\u6280\u672f\u503a\u201d\u548c\u6a21\u7cca\u9700\u6c42\u7684\u65e5\u5e38\u5de5\u4f5c\u4e2d\uff1f\u8fd9\u4ecd\u662f\u6240\u6709\u5ba3\u79f0\u201c\u751f\u4ea7\u529b\u201d\u7684\u6a21\u578b\u5fc5\u987b\u9762\u5bf9\u7684\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\u96be\u9898\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u201c\u65e0\u9650\u6269\u5c55\u957f\u5468\u671f\u667a\u80fd\u4f53\u201d\u7684\u613f\u666f\uff0c\u7ed3\u5408\u7ed9\u51fa\u7684\u541e\u5410\u91cf\uff08100 tps\uff09\u548c\u4ef7\u683c\uff0c\u786e\u5b9e\u5728\u7406\u8bba\u4e0a\u6253\u5f00\u4e86\u5927\u89c4\u6a21\u3001\u957f\u65f6\u95f4\u8fd0\u884cAI\u667a\u80fd\u4f53\u7684\u6210\u672c\u5929\u82b1\u677f\u3002\u4f46\u8fd9\u66f4\u50cf\u662f\u4e00\u4e2a\u9762\u5411B\u7aef\u548c\u5e73\u53f0\u6784\u5efa\u8005\u7684\u57fa\u7840\u8bbe\u65bd\u7ea7\u4ef7\u503c\u4e3b\u5f20\uff0c\u800c\u975e\u9762\u5411\u666e\u901a\u7528\u6237\u7684\u5373\u63d2\u5373\u7528\u5de5\u5177\u3002\u5b83\u7684\u771f\u6b63\u6311\u6218\u5728\u4e8e\uff0c\u5982\u4f55\u6784\u5efa\u4e00\u4e2a\u5b8c\u6574\u7684\u751f\u6001\uff0c\u8ba9\u5f00\u53d1\u8005\u80fd\u4fbf\u6377\u5730\u5c06\u8fd9\u79cd\u201c\u5ec9\u4ef7\u7b97\u529b\u201d\u8f6c\u5316\u4e3a\u7ec8\u7aef\u7528\u6237\u53ef\u611f\u77e5\u7684\u201c\u751f\u4ea7\u529b\u63d0\u5347\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cM2.5\u662f\u4e00\u6b21\u6709\u529b\u7684\u5e02\u573a\u8fdb\u51fb\u3002\u5b83\u7528\u5f00\u6e90\u7b56\u7565\u5438\u5f15\u751f\u6001\uff0c\u7528\u4e13\u9879\u9ad8\u5206\u5efa\u7acb\u6280\u672f\u4fe1\u4efb\uff0c\u518d\u7528\u6fc0\u8fdb\u5b9a\u4ef7\u64ac\u52a8\u89c4\u6a21\u5316\u5e94\u7528\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u4e0d\u53d6\u51b3\u4e8e\u699c\u5355\u4e0a\u7684\u6570\u5b57\uff0c\u800c\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u90a3\u4e9b\u672a\u88ab\u57fa\u51c6\u6d4b\u8bd5\u8986\u76d6\u7684\u3001\u6df7\u4e71\u800c\u771f\u5b9e\u7684\u4e1a\u52a1\u573a\u666f\u4e2d\uff0c\u771f\u6b63\u5151\u73b0\u201c\u751f\u4ea7\u6548\u7387\u201d\u7684\u627f\u8bfa\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">MiniMax-M2.5<\/span>\n <\/div>\n<div class=\"comment-content\">Introducing M2.5, an open-source frontier model designed for real-world productivity. SOTA performance at coding (SWE-Bench Verified 80.2%), search (BrowseComp 76.3%), agentic tool-calling (BFCL 76.8%) & office work. Optimized for efficient execution, 37% faster at complex tasks. At $1 per hour with 100 tps, infinite scaling of long-horizon agents now economically possible.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Big news for open models: MiniMax-M2.5 is out with SOTA performance at coding (SWE-Bench Verified 80.2%). The first open model to beat Sonnet. Only <a href=\"https:\/\/www.producthunt.com\/products\/claude\" target=\"_blank\" rel=\"noopener\">@Claude by Anthropic<\/a>‘s Opus and <a href=\"https:\/\/www.producthunt.com\/products\/openai\" target=\"_blank\" rel=\"noopener\">@OpenAI<\/a> ‘s GPT-5.2 Codex score higher.<\/p>\n<\/p>\n<p>Paths between open and proprietary models are converging…<\/p>\n<\/p>\n<p>Pro tip: If you want to quickly experiment with it, <a href=\"https:\/\/www.producthunt.com\/products\/minimax-m2-5\" target=\"_blank\" rel=\"noopener\">@MiniMax-M2.5<\/a> is free for a week on <a href=\"https:\/\/www.producthunt.com\/products\/kilocode\" target=\"_blank\" rel=\"noopener\">@Kilo Code<\/a> (until Thursday, Feb 19).<\/p>\n<p>OSS ftw!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@fmerian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fmerian<\/a> Will Definitely try with Kilocode Thanks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@fmerian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fmerian<\/a> Whoa, MiniMax-M2.5 dropping SOTA SWE-Bench scores at 80.2% and beating Sonnet? Probably first open model to do it! \ud83d\ude32 Good hunt, <a href=\"https:\/\/www.producthunt.com\/@fmerian\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"fmerian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fmerian<\/a>! \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@fmerian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fmerian<\/a> How do you define \u201cproductivity\u201d in the context of an AI model? How should users expect the model to change daily workflows?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>looks great! This is something that seems like it would pair well with ClawdBot agents…<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>One of the best models <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>80%+ on SWE-Bench Verified for an open model is wild \u2014 especially if it\u2019s actually usable in real workflows and not just benchmark-flexing. Curious how it holds up on messy, legacy codebases vs clean benchmark repos?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love it, I think i will add it to my saas YouScaleIt<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats folks good luck on the launch!<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#7<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/YKAIAZCZSR6VG7\" class=\"app-title\">Brainstream<\/a><\/p>\n<div class=\"one-liner\">Agentic AI notes: smart search, briefs & tasks<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">151<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u80fd\u7406\u89e3\u8bed\u4e49\u5e76\u4e3b\u52a8\u521b\u5efa\u4efb\u52a1\u3001\u751f\u6210\u6458\u8981\u4e0e\u7b80\u62a5\u7684\u667a\u80fd\u7b14\u8bb0\u5e94\u7528\uff0c\u4e3a\u4fe1\u606f\u8fc7\u8f7d\u3001\u884c\u52a8\u6ede\u540e\u7684\u77e5\u8bc6\u5de5\u4f5c\u8005\u5c06\u788e\u7247\u5316\u601d\u7eea\u8f6c\u5316\u4e3a\u6e05\u6670\u884c\u52a8\u65b9\u6848\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4dda5ea7-967f-4fea-8084-2237daee5446.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ac770375-4968-4f85-a67c-0927a8a25b97.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b6008e5c-0a69-4ad3-b128-7bd9f9e05b87.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/89aff0e0-c6e0-43ea-a910-7a4214e15d54.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a265935b-caeb-4538-86d7-655de535acd7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a8b6a60a-08c5-4f81-81d3-1e19d49d9c28.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1adb59fe-b259-4cfa-a5ee-3d02047166f7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7e517773-31da-459f-be7b-390b2fe0918e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/0e14fd54-d5b8-4f1c-9e2d-0a331f262647.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=XaGnXu0qVYE\"><source src=\"https:\/\/www.youtube.com\/watch?v=XaGnXu0qVYE\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Android<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Task Management<\/span><br \/>\n <span class=\"tag\">Notes<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7b14\u8bb0<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u52a9\u7406<\/span><br \/>\n <span class=\"tag\">\u4efb\u52a1\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u8bed\u4e49\u641c\u7d22<\/span><br \/>\n <span class=\"tag\">\u6bcf\u65e5\u7b80\u62a5<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u884c\u52a8\u5bfc\u5411AI<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8ba4\u53ef\u5176\u4ece\u6355\u6349\u5230\u884c\u52a8\u7684\u95ed\u73af\u8bbe\u8ba1\uff0c\u5c24\u5176\u8d5e\u8d4f\u6bcf\u65e5\/\u6bcf\u5468\u7b80\u62a5\u529f\u80fd\u3002\u6838\u5fc3\u7591\u95ee\u96c6\u4e2d\u5728\uff1a1. \u5b9e\u9645\u201c\u884c\u52a8\u201d\u80fd\u529b\u8fb9\u754c\uff08\u5982\u4e0e\u5916\u90e8\u7684\u65e5\u5386\u3001\u90ae\u4ef6\u96c6\u6210\uff09\uff1b2. \u5bf9\u73b0\u6709\u5de5\u5177\u6808\uff08\u7b14\u8bb0+\u4efb\u52a1+\u65e5\u5386\uff09\u7684\u8fc1\u79fb\u6210\u672c\u548c\u521d\u671f\u4ef7\u503c\u8def\u5f84\uff1b3. \u4ea7\u54c1\u6700\u9002\u5408\u7684\u7528\u6237\u753b\u50cf\u548c\u5de5\u4f5c\u6d41\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Brainstream\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u505a\u53e6\u4e00\u4e2a\u7b14\u8bb0\u5bb9\u5668\uff0c\u800c\u65e8\u5728\u6210\u4e3a\u4e2a\u4eba\u4fe1\u606f\u7684\u201c\u51b3\u7b56\u4e2d\u67a2\u201d\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u70ab\u9177\u7684AI\u95ee\u7b54\uff0c\u800c\u662f\u901a\u8fc7\u201c\u8bed\u4e49\u7406\u89e3-\u81ea\u52a8\u7ed3\u6784\u5316-\u4e3b\u52a8\u5448\u73b0\u201d\u7684\u4e09\u7ea7\u8df3\uff0c\u8bd5\u56fe\u6839\u6cbb\u201c\u8bb0\u5b8c\u5373\u5fd8\u3001\u4fe1\u606f\u5b64\u5c9b\u201d\u7684\u987d\u75be\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5de7\u5999\u5730\u907f\u5f00\u4e86\u4e0eNotion\u7b49\u5728\u201c\u65e0\u9650\u753b\u5e03\u201d\u529f\u80fd\u4e0a\u7684\u6b63\u9762\u7ade\u4e89\uff0c\u8f6c\u800c\u805a\u7126\u4e8e\u201c\u540e\u7b14\u8bb0\u201d\u573a\u666f\uff1a\u5f53\u4fe1\u606f\u6c89\u6dc0\u540e\uff0c\u5982\u4f55\u8ba9\u5176\u81ea\u52a8\u6d41\u52a8\u5e76\u50ac\u751f\u884c\u52a8\uff1f\u5176\u6838\u5fc3Agentic\u80fd\u529b\uff08\u81ea\u52a8\u521b\u5efa\u4efb\u52a1\u3001\u6807\u7b7e\u3001\u65e5\u5386\u4e8b\u4ef6\uff09\u548c\u7b80\u62a5\u7cfb\u7edf\uff0c\u672c\u8d28\u4e0a\u662f\u5c06GTD\u65b9\u6cd5\u8bba\u4e0e\u9879\u76ee\u7ba1\u7406\u4e2d\u7684\u201c\u5b9a\u671f\u590d\u76d8\u201d\u673a\u5236\u81ea\u52a8\u5316\u3001\u4e2a\u6027\u5316\u3002\u8fd9\u6233\u4e2d\u4e86\u4e00\u4e2a\u9ad8\u7ea7\u75db\u70b9\uff1a\u73b0\u4ee3\u4eba\u7f3a\u4e4f\u7684\u4e0d\u662f\u8bb0\u5f55\u5de5\u5177\uff0c\u800c\u662f\u5c06\u8bb0\u5f55\u8f6c\u5316\u4e3a\u7ed3\u679c\u7684\u201c\u8ba4\u77e5\u6469\u64e6\u529b\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u201c\u884c\u52a8\u201d\u7684\u95ed\u73af\u4e25\u91cd\u4f9d\u8d56\u5185\u90e8\u751f\u6001\uff0c\u8bc4\u8bba\u4e2d\u66b4\u9732\u7684\u7528\u6237\u5bf9\u5176\u8fde\u63a5\u5916\u90e8\u4e3b\u6d41\u5de5\u5177\uff08\u5982\u7b2c\u4e09\u65b9\u4efb\u52a1\u7ba1\u7406\u5668\uff09\u7684\u7591\u8651\uff0c\u662f\u89c4\u6a21\u5316\u5fc5\u987b\u8de8\u8d8a\u7684\u9e3f\u6c9f\u3002\u5176\u6b21\uff0c\u5176\u201c\u5168\u80fd\u4e2d\u67a2\u201d\u7684\u5b9a\u4f4d\uff0c\u4e0e\u7528\u6237\u73b0\u6709\u7684\u3001\u7ec6\u5206\u7684\u201c\u6700\u4f73\u5de5\u5177\u6808\u201d\u4f7f\u7528\u4e60\u60ef\u5b58\u5728\u51b2\u7a81\u3002\u521b\u59cb\u4eba\u5728\u56de\u590d\u4e2d\u5f3a\u8c03\u201c\u65e0\u9700\u8fc1\u79fb\uff0c\u5148\u5f00\u59cb\u8bb0\u5f55\u201d\uff0c\u8fd9\u867d\u964d\u4f4e\u4e86\u8bd5\u7528\u95e8\u69db\uff0c\u4f46\u4e5f\u53ef\u80fd\u8ba9\u4ea7\u54c1\u5728\u521d\u671f\u6ca6\u4e3a\u53e6\u4e00\u4e2a\u201c\u4fe1\u606f\u9ed1\u6d1e\u201d\uff0c\u65e0\u6cd5\u5145\u5206\u5c55\u73b0\u5176\u6838\u5fc3\u7684\u8f6c\u5316\u4ef7\u503c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u957f\u8fdc\u770b\uff0cBrainstream\u7684\u4ef7\u503c\u5929\u82b1\u677f\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u4ece\u4e00\u4e2a\u201c\u66f4\u667a\u80fd\u7684\u7b14\u8bb0App\u201d\uff0c\u8fdb\u5316\u6210\u4e00\u4e2a\u5f97\u5230\u7528\u6237\u6df1\u5ea6\u4fe1\u4efb\u7684\u201c\u4e2a\u4eba\u6218\u7565\u64cd\u4f5c\u7cfb\u7edf\u201d\u3002\u8fd9\u8981\u6c42\u5176AI\u4e0d\u4ec5\u7406\u89e3\u7b14\u8bb0\u5185\u5bb9\uff0c\u66f4\u80fd\u6df1\u5ea6\u7406\u89e3\u7528\u6237\u7684\u89d2\u8272\u3001\u76ee\u6807\u4e0e\u4f18\u5148\u7ea7\uff0c\u4ece\u800c\u5b9e\u73b0\u4ece\u201c\u88ab\u52a8\u54cd\u5e94\u6307\u4ee4\u201d\u5230\u201c\u4e3b\u52a8\u7b56\u7565\u5efa\u8bae\u201d\u7684\u8de8\u8d8a\u3002\u5f53\u524d\u7248\u672c\u662f\u4e00\u4e2a\u51fa\u8272\u7684\u8d77\u70b9\uff0c\u4f46\u771f\u6b63\u7684\u6218\u5f79\u5728\u4e8e\u751f\u6001\u6784\u5efa\u4e0e\u8ba4\u77e5\u4e60\u60ef\u7684\u91cd\u5851\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Brainstream<\/span>\n <\/div>\n<div class=\"comment-content\">Turn scattered thoughts into organized action with Brainstream – an AI-powered note-taking app with an intelligent assistant that doesn’t just answer questions, it takes action for you. Capture ideas in seconds (voice, text, photos), then let your AI assistant do the heavy lifting: create tasks from your notes, organize with smart tags, summarize content, and deliver daily + weekly briefs that transform chaos into clarity.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey everyone! Maker here.<\/p>\n<p>This started because my wife needed a simple note-taking app. She’d tried Notion, Obsidian, and a bunch of others but they all felt like she needed a PhD just to organize her thoughts. She wanted something where she could just dump what’s on her mind and move on with her day.<\/p>\n<p>So I built her a basic note-taking app. Voice memos, quick text notes, snap a photo – 30 seconds and done.<\/p>\n<p>But then she’d say things like “I know I wrote something about that dentist appointment somewhere..” and spend 10 minutes scrolling through notes. So I added semantic search: ask a question in plain English and it finds the right notes by meaning, not just keywords.<\/p>\n<p>Then came the moment that changed everything. She’d capture tons of ideas and tasks throughout the day but never go back to actually act on them. Sound familiar? That’s when I thought what if the AI didn’t just help you search, but actually did things for you?<\/p>\n<p>So now you can tell the AI “create a task to call the dentist tomorrow” and it just…does it. It creates tasks, organizes your notes with tags, even drafts calendar events. It’s less of a chatbot and more of an assistant that gets things done.<\/p>\n<p>The feature I’m personally most proud of is Daily & Weekly Briefs. Every morning you get a summary of what you captured yesterday, what’s due today, and what needs your attention. Every week you get the bigger picture: themes, patterns, things that fell through the cracks. It basically turns a mess of scattered notes into a clear action plan without you lifting a finger.<\/p>\n<p>I also added an evening closeout, a quick end-of-day ritual where you see what you got done, jot down any loose thoughts, and preview tomorrow. My wife says it’s the thing that finally made her feel “on top of things.”<\/p>\n<p>We’re live on Android and web with iOS coming soon. Would love your feedback, especially on what you’d want from an AI note-taking assistant. What would make you<br \/>\nactually switch from your current setup?<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>10<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@asadmasad Clean concept and strong execution.<\/p>\n<p>Brainstream goes beyond note-taking by turning ideas into action \u2014 tasks, summaries, and clear daily and weekly briefs. The focus on clarity over clutter really stands out.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@asadmasad\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@asadmasad<\/a> Congrats Asad! What kinds of users or workflows do you think benefit most from an AI that doesn\u2019t just summarize but <em>acts<\/em> by creating tasks and briefs?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>nice launch asad! congrats!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch, Asad. The story of how this came to be is really nice and relatable for so many people.<\/p>\n<p>Balancing idea capture and organization and action items is difficult. Regular daily\/weekly reviews is a nice touch as well. I’m so prone to drifting from my original direction to focus on something shiny and new. That review helps to keep on track.<\/p>\n<p>Personally, I have an environment I built for myself that is similar to this, from what I can tell. In addition to the idea capture\/organization and daily\/weekly reviews, the system is aware of my high level vision and deliverables, so it slaps me on the wrist when I pause meaningful work to build yet <em>another<\/em> AI tool for myself. You could say it works as an accountability partner to keep me on track to hit targets. Not sure if that could fit into your vision, but that’s what I see in Brainstream from my own lens.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bbmaxwell\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bbmaxwell<\/a> Yup – Brainstream has this feature too in a way \ud83d\ude0awhere it resurfaces and reminds you of old forgotten tasks that haven’t been completed yet. But having an overarching vision sounds interesting too – my only concern would be that it may be too fluid for a general purpose app – thoughts?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love how note-taking became more efficient with this tool. Love this anc congratulations on the launch, <a href=\"https:\/\/www.producthunt.com\/@asadmasad\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"asadmasad\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@asadmasad<\/a> !<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@neilverma\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@neilverma<\/a> Thanks<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interesting \u2014 curious what “takes action” looks like in practice. Can it create calendar events, draft emails, or push tasks to other tools? Or is the action more within the app itself?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@go_sakioka\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@go_sakioka<\/a> Yeah, it can create Google calendar events, create\/edit\/complete tasks & notes within the app by just chatting with the app. New notes can also be created by just forwarding an email to <a href=\"mailto:notes@usebrainstream.app\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">notes@usebrainstream.app<\/a> from the registered email address.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">A lot of people already have a \u201cstack\u201d (notes app + task manager + calendar). What does a realistic adoption path look like where Brainstream adds value in week 1 without forcing a full migration, and which integrations or workflows matter most for that?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> Completely agree but I believe juggling 3 apps is not the most efficient way. Brainstream combines all 3 in a single app. And you also get native AI chat (research or chat with AI from within the app), agentic AI actions (create note, create\/complete tasks, create calendar event, etc.), and other AI powered features (summarise or rewrite notes, suggest tags or extract tasks from a note,etc.). Not to forget the semantic search where you can search for anything across your notes. <\/p>\n<\/p>\n<p>So basically a realistic adoption plan is to just start capturing thoughts in the app and let the AI do the heavy lifting for you. Other than email (for the email-to-notes capability) and calendar, there is no other integration. Inward migration is not currently supported but is definitely possible if the market demand warrants it. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#8<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/D4ZTFMAYEQILON\" class=\"app-title\">Vela<\/a><\/p>\n<div class=\"one-liner\">AI scheduling that works the way a great EA does<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">148<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Vela\u662f\u4e00\u6b3e\u50cf\u9ad8\u7ea7\u884c\u653f\u52a9\u7406\u4e00\u6837\u5de5\u4f5c\u7684AI\u667a\u80fd\u65e5\u7a0b\u8c03\u5ea6\u4ee3\u7406\uff0c\u901a\u8fc7\u8de8\u90ae\u4ef6\u3001\u77ed\u4fe1\u3001WhatsApp\u548c\u7535\u8bdd\u7b49\u591a\u6e20\u9053\u5168\u81ea\u52a8\u534f\u5546\u65f6\u95f4\u3001\u8ddf\u8fdb\u5e76\u9884\u8ba2\u4f1a\u8bae\uff0c\u89e3\u51b3\u4e86\u4f01\u4e1a\u53ca\u4e2a\u4eba\u5728\u6279\u91cf\u3001\u591a\u5e73\u53f0\u534f\u8c03\u4f1a\u8bae\u65f6\u6548\u7387\u4f4e\u4e0b\u3001\u6c9f\u901a\u7e41\u7410\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/88952e8c-b9f0-43c8-acd0-3872f3ef66f3.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ffb99f85-7095-429a-949d-d21efaf7c9c6.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/40c70e17-9107-4464-b704-7498cfe2cccc.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c1cb8c29-0d85-480e-9202-729b35d9dfec.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/8c5c013b-1cab-4da9-a94f-9ed45ff9917c.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=MzUOjSG5Uvw&t=6s\"><source src=\"https:\/\/www.youtube.com\/watch?v=MzUOjSG5Uvw&t=6s\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Calendar<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u65e5\u7a0b\u8c03\u5ea6<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u884c\u653f\u52a9\u7406<\/span><br \/>\n <span class=\"tag\">\u591a\u6e20\u9053\u534f\u8c03<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">YC\u5b75\u5316<\/span><br \/>\n <span class=\"tag\">\u4f1a\u8bae\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u62db\u8058\u884c\u4e1a\u89e3\u51b3\u65b9\u6848<\/span><br \/>\n <span class=\"tag\">\u4f18\u5148\u7ea7\u5224\u65ad<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u7406\u89e3<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u4ea7\u54c1\u7b80\u5316\u65e5\u7a0b\u7ba1\u7406\u3001\u66ff\u4ee3\u4eba\u5de5\u7684\u4ef7\u503c\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\uff1a\u4e0e\u8c37\u6b4c\u65e5\u5386\u7b49\u5de5\u5177\u7684\u96c6\u6210\u7ec6\u8282\u3001\u56e2\u961f\u4e0e\u4e2a\u4eba\u4f7f\u7528\u7684\u573a\u666f\u5dee\u5f02\u3001\u4ee5\u53ca\u5728\u4f18\u5148\u7ea7\u51b2\u7a81\u6216\u9891\u7e41\u6539\u671f\u7b49\u8fb9\u7f18\u60c5\u51b5\u4e0b\u7684\u5177\u4f53\u51b3\u7b56\u903b\u8f91\u3002\u521b\u59cb\u4eba\u56de\u590d\u5f3a\u8c03\u5176\u57fa\u4e8e\u5386\u53f2\u5b66\u4e60\u4e0e\u4eba\u5de5\u515c\u5e95\u7684\u667a\u80fd\u5224\u65ad\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Vela\u7684\u91ce\u5fc3\u5e76\u975e\u505a\u4e00\u4e2a\u66f4\u6f02\u4eae\u7684\u65e5\u5386\u63d2\u4ef6\uff0c\u800c\u662f\u8bd5\u56fe\u6210\u4e3a\u5d4c\u5165\u5546\u4e1a\u6c9f\u901a\u6bdb\u7ec6\u8840\u7ba1\u7684\u201c\u81ea\u4e3b\u8c03\u5ea6\u667a\u80fd\u4f53\u201d\u3002\u5176\u5ba3\u79f0\u7684\u201c\u54c1\u5473\u201d\u548c\u201c\u8de8\u6e20\u9053\u89c4\u6a21\u5316\u64cd\u4f5c\u201d\u76f4\u51fb\u5f53\u524d\u8c03\u5ea6\u5de5\u5177\u7684\u4e24\u5927\u8f6f\u808b\uff1a\u4e00\u662f\u7f3a\u4e4f\u4e0a\u4e0b\u6587\u4e0e\u4f18\u5148\u7ea7\u5224\u65ad\u7684\u673a\u68b0\u89c4\u5219\u7cfb\u7edf\uff0c\u4e8c\u662f\u65e0\u6cd5\u5728\u90ae\u4ef6\u3001IM\u3001\u7535\u8bdd\u7b49\u5272\u88c2\u573a\u666f\u4e2d\u63d0\u4f9b\u7edf\u4e00\u8fde\u8d2f\u7684\u4f53\u9a8c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u4ef7\u503c\u5728\u4e8e\u5c06\u8c03\u5ea6\u4ece\u201c\u7ba1\u7406\u65f6\u95f4\u201d\u63d0\u5347\u4e3a\u201c\u7ba1\u7406\u6ce8\u610f\u529b\u4e0e\u5173\u7cfb\u201d\u3002\u5b83\u4f18\u5148\u5904\u7406\u6295\u8d44\u8005\u4f1a\u8bae\u800c\u975e\u5185\u90e8\u540c\u6b65\uff0c\u8fd9\u5b9e\u5219\u662f\u5c06\u5546\u4e1a\u89c4\u5219\u9690\u5f0f\u7f16\u7801\uff0c\u66ff\u4ee3\u7528\u6237\u8fdb\u884c\u6301\u7eed\u7684\u3001\u4f4e\u9636\u7684\u51b3\u7b56\u6d88\u8017\u3002\u800c\u652f\u6301\u5343\u7ea7\u8bbf\u8c08\u7684\u5e76\u884c\u8c03\u5ea6\u80fd\u529b\uff0c\u5219\u7784\u51c6\u4e86\u62db\u8058\u3001\u9500\u552e\u7b49\u5f3a\u8282\u594f\u3001\u9ad8\u541e\u5410\u91cf\u7684\u5782\u76f4\u9886\u57df\uff0c\u5c06\u8c03\u5ea6\u4ece\u652f\u6301\u529f\u80fd\u8f6c\u53d8\u4e3a\u4e1a\u52a1\u4ea7\u80fd\u7684\u6838\u5fc3\u6760\u6746\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u201c\u54c1\u5473\u201d\u7684\u7b97\u6cd5\u9ed1\u7bb1\u5982\u4f55\u53d6\u5f97\u7528\u6237\u4fe1\u4efb\uff1f\u5c24\u5176\u5728\u5904\u7406\u201c\u8463\u4e8b\u4f1a\u6210\u5458\u4e0e\u5496\u5561\u95f2\u804a\u201d\u7684\u4f18\u5148\u7ea7\u65f6\uff0c\u5fae\u5999\u7684\u5546\u4e1a\u653f\u6cbb\u53ef\u80fd\u8fdc\u8d85\u5386\u53f2\u6570\u636e\u8303\u7574\u3002\u5176\u6b21\uff0c\u8de8\u6e20\u9053\u64cd\u4f5c\u6d89\u53ca\u590d\u6742\u7684\u9690\u79c1\u4e0e\u5408\u89c4\u96f7\u533a\uff0c\u7279\u522b\u662f\u5728\u77ed\u4fe1\u3001\u7535\u8bdd\u7b49\u66f4\u654f\u611f\u7684\u901a\u4fe1\u9886\u57df\u3002\u6700\u540e\uff0c\u4ece\u201c\u66ff\u4ee3\u4eba\u5de5\u70b9\u51fb\u201d\u5230\u201c\u66ff\u4ee3\u4eba\u5de5\u5224\u65ad\u201d\uff0c\u7528\u6237\u6559\u80b2\u6210\u672c\u548c\u9519\u8bef\u5bb9\u5fcd\u5ea6\u5c06\u5448\u6307\u6570\u7ea7\u4e0a\u5347\u3002\n <\/p>\n<p class=\"ai-content\">\n Vela\u7684YC\u80cc\u666f\u4e0e\u65e9\u671f\u4f01\u4e1a\u7528\u4f8b\u663e\u793a\u4e86\u5176\u4ece\u9ad8\u4ef7\u503c\u3001\u9ad8\u75db\u70b9\u7684B\u7aef\u573a\u666f\u5207\u5165\u7684\u52a1\u5b9e\u8def\u5f84\u3002\u82e5\u80fd\u653b\u514b\u4fe1\u4efb\u4e0e\u53ef\u9760\u6027\u5173\u53e3\uff0c\u5b83\u6709\u671b\u4ece\u5de5\u5177\u6f14\u53d8\u4e3a\u4e00\u79cd\u65b0\u7684\u5546\u4e1a\u6c9f\u901a\u57fa\u7840\u8bbe\u65bd\u5c42\u2014\u2014\u5373\u6240\u6709\u5916\u90e8\u65f6\u95f4\u534f\u8c03\u8bf7\u6c42\u7684\u667a\u80fd\u7f51\u5173\u3002\u4f46\u82e5\u5176\u201c\u667a\u80fd\u201d\u5728\u590d\u6742\u573a\u666f\u4e2d\u9891\u9891\u5931\u51c6\uff0c\u5219\u5f88\u5bb9\u6613\u88ab\u964d\u683c\u4e3a\u4e00\u4e2a\u6602\u8d35\u7684\u3001\u82b1\u54e8\u7684\u81ea\u52a8\u56de\u590d\u7cfb\u7edf\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Vela<\/span>\n <\/div>\n<div class=\"comment-content\">Vela is an AI scheduling agent that works the way a great EA does – across email, SMS, WhatsApp, and phone, at any scale. Loop Vela into a conversation and it takes over. It negotiates times, follows up when people ghost, and books the meeting. It has taste: it prioritizes an investor over an internal sync, and understands “early next week” without rigid parameters. Need 1,000 interviews scheduled this week? Vela makes parallel calls and coordinates across every channel. Backed by YC W26!<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH! Gobhanu here, co-founder of Vela (YC W26).<\/p>\n<p>We built Vela because scheduling is secretly one of the hardest coordination problems in business – and nobody’s solved it end to end.<\/p>\n<p>For a founder, it looks like drowning in email threads trying to lock down 20 demo meetings a week. For a recruiting firm, it looks like needing to schedule 1,000 driver interviews by Friday across phone, SMS, and email – simultaneously.<br \/>Both problems require the same thing: an agent with real judgment that can operate across every channel at any scale.<\/p>\n<p>Here’s what makes Vela different:<br \/>It works everywhere. Email, SMS, WhatsApp, phone calls. CC it in an email or let it make 1,000 parallel calls – same agent.<br \/>It has taste and TRULY learns. Vela knows a board member outranks a coffee chat without you writing rules. It understands “early next week” without rigid parameters.<br \/>It handles the mess. Ghosted? Vela follows up. Conflicting time zones? Handled. Multi-party interviews with 5 calendars? Done.<\/p>\n<p>We’re already used by enterprise recruiters scheduling thousands of interviews a week and by founders who need white-glove coordination for their highest-stakes meetings.<br \/>We’re currently running paid pilots and yearly contracts with individuals and businesses. If scheduling is a pain point for you, feel free to book a demo – we’d love to show you what Vela can do.<\/p>\n<p>We’d love your feedback – especially if you have scheduling workflows that feel impossible to automate. Book a Demo and we can get you your own scheduling assistant in under 15 minutes.<\/p>\n<p>Gobhanu & Saatvik – <3<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>11<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@gobhanu_korisepati\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gobhanu_korisepati<\/a> To the moon! Couldn’t have asked for a better co-founder <3<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@gobhanu_korisepati\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gobhanu_korisepati<\/a> congrats on the launch, and more importantly on being accepted to YC – impressive stuff. I am myself work in scheduling (founder of <a href=\"https:\/\/timetuna.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">timetuna.com<\/a> – #1 on producthunt from Dec), would love to chat with you about scheduling.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@gobhanu_korisepati\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gobhanu_korisepati<\/a> How do you see Vela helping teams vs. individuals? Are there specific workflows where it\u2019s especially transformative?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Wow very powerful – integrates with google calendar?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@daniele_packard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniele_packard<\/a> Thanks Daniele!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@daniele_packard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniele_packard<\/a> Absolutely yes! Works across ALL email clients.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Genuinely hate checking my calendar, Vela has taken that obligation out of my day to day<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@pranjali_awasthi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pranjali_awasthi<\/a> thank you so much, Anjali. It’s been a pleasure working with you. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Handling multi-channel scheduling with real judgment is a big ambition.<\/p>\n<p>How does Vela decide priorities in edge cases, for example when two high-priority stakeholders conflict or when someone keeps rescheduling last minute?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vik_sh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vik_sh<\/a> thanks, Victor. Vela is super smart. It looks at your previous calendar history in order to decide what you have done before. And if there’s no clear evidence, it escalates to a human, until eventually it learns all of your priorities and preferences perfectly.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great product guys! Good luck with your launch \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sundararvind1244\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sundararvind1244<\/a> thanks Sundar you too!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This has made my scheduling life a lot simpler <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@harsha_gaddipati\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@harsha_gaddipati<\/a> Thank you Harsha – day zero supporter \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@harsha_gaddipati\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@harsha_gaddipati<\/a> thank youuuuuuu<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Man, I get the scheduling chaos. We used to juggle three different tools just to keep things semi-organized. Vela sounds like a godsend for cutting that out.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@djordjevic_nikola\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@djordjevic_nikola<\/a> appreciate it! Would love to get you setup and show you a Demo. We promise Vela can literally do anything a human would with regards to scheduling \ud83d\ude42 extremely consistently!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@djordjevic_nikola\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@djordjevic_nikola<\/a> Ahhh thank you Nikola! Means the world to us… cant wait to have you try out Vela!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We are not going to rest until ‘let me check my calendar’ is a phrase nobody ever has to say again<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@apexflux\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@apexflux<\/a> lets gooooo<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#9<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/G4FFLXLY6QGJCV\" class=\"app-title\">OpenGraph+<\/a><\/p>\n<div class=\"one-liner\">Automatic Open Graph images for every page<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">131<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>OpenGraph+ \u662f\u4e00\u6b3e\u81ea\u52a8\u5316\u751f\u6210\u5e76\u5b9e\u65f6\u66f4\u65b0\u7f51\u7ad9\u5404\u9875\u9762Open Graph\u9884\u89c8\u56fe\u50cf\u7684\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u548c\u5185\u5bb9\u53d1\u5e03\u8005\u5728\u793e\u4ea4\u5a92\u4f53\u53ca\u7fa4\u804a\u4e2d\u5206\u4eab\u94fe\u63a5\u65f6\uff0c\u56e0\u9884\u89c8\u56fe\u7f3a\u5931\u3001\u8fc7\u65f6\u6216\u5343\u7bc7\u4e00\u5f8b\u800c\u5bfc\u81f4\u70b9\u51fb\u7387\u4f4e\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7da5037f-8a7c-4326-961d-ce1b972bd7e1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0055a20c-0ce1-4e59-a917-fb4e486ec115.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b2950f70-cd18-4936-a483-30a1d2d73600.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/bba30223-3443-4978-ac64-d8b02388af34.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=q1O9NlhRKtg\"><source src=\"https:\/\/www.youtube.com\/watch?v=q1O9NlhRKtg\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Design Tools<\/span><br \/>\n <span class=\"tag\">Social Media<\/span><br \/>\n <span class=\"tag\">Marketing<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Open Graph\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u94fe\u63a5\u9884\u89c8\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u793e\u4ea4\u5a92\u4f53\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u7f51\u7ad9SEO\u589e\u5f3a<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u540c\u6b65<\/span><br \/>\n <span class=\"tag\">\u65e0\u5934\u6e32\u67d3<\/span><br \/>\n <span class=\"tag\">\u5b9a\u5236\u5316\u6a21\u677f<\/span><br \/>\n <span class=\"tag\">\u7f51\u9875\u622a\u56fe\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">\u589e\u957f\u6760\u6746<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3\u4e86OG\u56fe\u7247\u7ef4\u62a4\u7684\u75db\u70b9\uff0c\u8ba4\u4e3a\u8c03\u8bd5\u5de5\u5177\u5b9e\u7528\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u4e0eCI\u7ba1\u9053\u96c6\u6210\u3001WordPress\/Yoast\u7b49\u975e\u6280\u672f\u5e73\u53f0\u63d2\u4ef6\u5f00\u53d1\u3001\u81ea\u5b9a\u4e49\u56fe\u50cf\u7684\u7075\u6d3b\u5ea6\uff0c\u4ee5\u53ca\u5982\u4f55\u9632\u6b62\u5927\u91cf\u5185\u5bb9\u4e0b\u7684\u89c6\u89c9\u91cd\u590d\u3002\u521b\u59cb\u4eba\u79ef\u6781\u56de\u5e94\uff0c\u660e\u786e\u4e86\u547d\u4ee4\u884c\u5de5\u5177\u3001CSS\u5b9a\u5236\u53ca\u4e0b\u4e00\u6b65\u7684WordPress\u96c6\u6210\u8ba1\u5212\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n OpenGraph+ \u5207\u5165\u4e86\u4e00\u4e2a\u5fae\u5c0f\u5374\u666e\u904d\u7684\u6280\u672f\u76f2\u533a\u2014\u2014\u94fe\u63a5\u9884\u89c8\u56fe\u50cf\u7684\u751f\u6210\u4e0e\u7ef4\u62a4\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u7684\u56fe\u7247\u751f\u6210\uff0c\u800c\u662f\u5c06\u201c\u9884\u89c8\u201d\u4ece\u4e00\u4e2a\u9759\u6001\u7684\u3001\u6613\u8fc7\u65f6\u7684\u9644\u5c5e\u54c1\uff0c\u91cd\u6784\u4e3a\u4e00\u4e2a\u52a8\u6001\u7684\u3001\u53ef\u7f16\u7a0b\u7684\u201c\u5185\u5bb9\u754c\u9762\u201d\u3002\u4ea7\u54c1\u5de7\u5999\u5730\u907f\u5f00\u4e86\u5728\u7528\u6237\u5e94\u7528\u4e2d\u8fd0\u884c\u590d\u6742\u6e32\u67d3\u5668\u7684\u91cd\u578b\u65b9\u6848\uff0c\u91c7\u7528\u6309\u9700\u622a\u56fe\u670d\u52a1\uff0c\u5b9e\u73b0\u4e86\u4e0e\u6e90\u7ad9\u5185\u5bb9\u7684\u81ea\u52a8\u540c\u6b65\uff0c\u8fd9\u672c\u8d28\u4e0a\u662f\u5c06\u6e32\u67d3\u6210\u672c\u4e0e\u8fd0\u7ef4\u8d1f\u62c5\u5916\u90e8\u5316\u3001\u670d\u52a1\u5316\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5f53\u524d\u201c\u9762\u5411\u5f00\u53d1\u8005\u201d\u7684\u5b9a\u4f4d\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002\u4e00\u65b9\u9762\uff0c\u901a\u8fc7HTML\/CSS\/Tailwind\u7684\u5b9a\u5236\u65b9\u5f0f\u786e\u4fdd\u4e86\u6781\u9ad8\u7684\u7075\u6d3b\u6027\u548c\u7cbe\u51c6\u7684\u76ee\u6807\u7528\u6237\u89e6\u8fbe\uff08\u80fd\u76f4\u63a5\u89e3\u51b3\u75db\u70b9\u7684\u4eba\uff09\uff1b\u53e6\u4e00\u65b9\u9762\uff0c\u8fd9\u4e5f\u6784\u6210\u4e86\u589e\u957f\u74f6\u9888\u3002\u6b63\u5982\u8bc4\u8bba\u4e2d\u900f\u9732\u7684\uff0c\u6700\u5927\u7684\u9700\u6c42\u547c\u58f0\u6070\u6070\u6765\u81eaWordPress\u7b49\u975e\u6280\u672f\u6216\u4f4e\u4ee3\u7801\u5e73\u53f0\u3002\u521b\u59cb\u4eba\u201c\u5148\u670d\u52a1\u597d\u5f00\u53d1\u8005\uff0c\u518d\u4ee5\u6b64\u4e3a\u57fa\u7840\u6784\u5efa\u4e0a\u5c42\u5e94\u7528\u201d\u7684\u8def\u5f84\u770b\u4f3c\u7a33\u5065\uff0c\u5b9e\u5219\u9762\u4e34\u5e02\u573a\u7a97\u53e3\u671f\u7684\u6311\u6218\u3002\u66f4\u6210\u719f\u7684\u5934\u90e8\u5e73\u53f0\u6216\u7ade\u54c1\u5b8c\u5168\u53ef\u80fd\u5feb\u901f\u63a8\u51fa\u7c7b\u4f3c\u7684\u65e0\u4ee3\u7801\u89e3\u51b3\u65b9\u6848\uff0c\u8695\u98df\u5176\u6f5c\u5728\u5e02\u573a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7684\u6df1\u5c42\u6311\u6218\u5728\u4e8e\u5982\u4f55\u5e73\u8861\u201c\u65e0\u9650\u5b9a\u5236\u5316\u201d\u4e0e\u201c\u5f00\u7bb1\u5373\u7528\u201d\u3002\u7528\u6237\u5173\u4e8e\u201c\u9632\u6b62\u89c6\u89c9\u91cd\u590d\u201d\u548c\u201c\u6309\u5185\u5bb9\u7c7b\u578b\u52a8\u6001\u8c03\u6574\u5e03\u5c40\u201d\u7684\u63d0\u95ee\uff0c\u5df2\u89e6\u53ca\u4e86\u5176\u6838\u5fc3\u903b\u8f91\u7684\u5929\u82b1\u677f\uff1a\u76ee\u524d\u7684CSS\u6a21\u677f\u4ecd\u662f\u89c4\u5219\u9a71\u52a8\uff0c\u800c\u975e\u771f\u6b63\u7684\u5185\u5bb9\u667a\u80fd\u9a71\u52a8\u3002\u4e0b\u4e00\u6b65\u7684\u8fdb\u5316\u65b9\u5411\uff0c\u5e94\u662f\u4ece\u201c\u53ef\u7f16\u7a0b\u7684\u622a\u56fe\u670d\u52a1\u201d\u8fc8\u5411\u201c\u5177\u5907\u8bbe\u8ba1\u611f\u77e5\u7684\u5185\u5bb9\u7406\u89e3\u5f15\u64ce\u201d\uff0c\u5426\u5219\u6781\u6613\u6ca6\u4e3a\u53e6\u4e00\u4e2a\u9700\u8981\u624b\u52a8\u7ef4\u62a4\u6a21\u677f\u7684\u57fa\u7840\u8bbe\u65bd\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cOpenGraph+ \u5c55\u73b0\u4e86\u5bf9\u5f00\u53d1\u8005\u75db\u70b9\u7684\u7cbe\u51c6\u6d1e\u5bdf\u548c\u4f18\u96c5\u7684\u6280\u672f\u89e3\u51b3\u601d\u8def\uff0c\u4f46\u5176\u5546\u4e1a\u5929\u82b1\u677f\u9ad8\u5ea6\u53d6\u51b3\u4e8e\u80fd\u5426\u5feb\u901f\u4ece\u201c\u6781\u5ba2\u5de5\u5177\u201d\u6210\u529f\u8dc3\u8fc1\u81f3\u201c\u5e73\u53f0\u751f\u6001\u63d2\u4ef6\u201d\uff0c\u5e76\u5728\u6b64\u8fc7\u7a0b\u4e2d\u6784\u5efa\u8d77\u57fa\u4e8e\u5185\u5bb9\u7406\u89e3\u7684\u81ea\u52a8\u5316\u8bbe\u8ba1\u58c1\u5792\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u4e00\u4e2a\u53eb\u597d\u4f46\u96be\u4ee5\u5927\u89c4\u6a21\u6e17\u900f\u7684\u5229\u57fa\u5de5\u5177\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">OpenGraph+<\/span>\n <\/div>\n<div class=\"comment-content\">OpenGraph+ automatically generates clean, up to date Open Graph images for every page on your site. Links are shared more in Slack, iMessage, Discord, Teams, and group chats than on social feeds, but most sites still ship broken or generic previews. Fixing this usually means manual images or custom renderers that fall out of sync. OpenGraph+ captures your pages, renders social cards, and keeps them updated as content changes without running a renderer in your app or designing images by hand.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I built <a href=\"https:\/\/OpenGraphPlus.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">OpenGraphPlus.com<\/a> to automate one of the most painful parts of writing and sharing articles: creating a decent Open Graph image that get people to click on the thing when I share it on Twitter or in private group chats on Apple Messages, Slack, and Microsoft Teams.<\/p>\n<\/p>\n<p>What I’m launching today is the culmination of me deploying this to many of the websites I operate, and rolling what I learned back into the product to make it easier to install and control how the link previews appear. My focus for this launch was to create something that web developers who are comfortable working with CSS, HTML, and Tailwind can immediately understand and deploy on their websites. It’s ready for production websites today!<\/p>\n<\/p>\n<p>If this launch goes well, I’m hoping to connect people who feel the pain of Open Graph images on platforms like WordPress, Shopify, etc. so I can work with them on add-ins and plugins that make it possible to automate Open Graph images without any technical knowledge. If that’s you and you’re willing too pickup a business plan, let’s talk!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch, <a href=\"https:\/\/www.producthunt.com\/@bradgessler\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"bradgessler\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bradgessler<\/a>! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very useful! Could I somehow integrate this into a CI pipeline?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@wilco_kruijer1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@wilco_kruijer1<\/a> There’s a command line tool `ogplus` that you can run from a CI box. I’m curious what the use case is for that though? The way OG+ works is it generates Open Graph previews on demand as people share your webpages links. This is how it stays in sync with your web content.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I like the analyzer on your homepage, free and immediately makes it clear what is missing. <br \/>If I understand correctly, then I just point to opengraph+ urls in my head tags? <br \/>What options are there for customizing the final image?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@janschutte\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@janschutte<\/a> yep! You got it. Right now it’s completely customizable with CSS, so a web developer can tweak the pages the pages and OpenGraph+ will take a screenshot of it.<\/p>\n<\/p>\n<p>Here’s a few links for the ways to customize:<\/p>\n<ul>\n<li>\n<p><a href=\"https:\/\/opengraphplus.com\/docs\/html-css\/templates\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/opengraphplus.com\/docs\/html-css\/templates<\/a><\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/opengraphplus.com\/docs\/html-css\/data-attributes\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/opengraphplus.com\/docs\/html-css\/data-attributes<\/a><\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/opengraphplus.com\/docs\/html-css\/rendering\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/opengraphplus.com\/docs\/html-css\/rendering<\/a><\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/opengraphplus.com\/docs\/tailwind\/usage\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/opengraphplus.com\/docs\/tailwind\/usage<\/a><\/p>\n<\/li>\n<\/ul>\n<p>Today it’s very much geared towards web developers because its foundational to less technical tools I’d like to eventually build on top of it.<\/p>\n<\/p>\n<p>I’m curious how you’d want to use OG+? Are you comfortable editing HTML and CSS, would you want a plugin for the platform you’re using, or would you want to edit a template on OG+, point your site to it, and have page titles, etc. rendered into the template?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The debugger and insights tool is really useful, I will definitely be using it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@emanuele_click\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@emanuele_click<\/a> spread the word! I built those tools to be insanely useful for teams. I’m thinking about launching a command-line tool too if people would find that useful.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">This could solve a real pain point! Most sites still ship broken or placeholder OG images, and rendering from the live page means the preview stays in sync automatically. Love that. I could use it myself! \ud83d\ude42<\/p>\n<p>Do you have any plans for a WordPress\/Yoast integration? A huge chunk of the \u201cOG chaos\u201d internet runs on WP, and hooking into Yoast\u2019s OG image output could make adoption a no-brainer for that audience. \ud83d\ude42<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tereza_hurtova\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tereza_hurtova<\/a> yeah! I built this thing for all my other websites because I got tired of looking at my own busted Open Graph previews \ud83e\udd23<\/p>\n<\/p>\n<p>So one nice thing there is people who sign-up are going to be on a journey with somebody who is <em>very<\/em> invested in their own software working really well. I’m also former CTO of an app used by 1% of the United States, so I’ll be able to scale this thing as more folks sign up \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tereza_hurtova\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tereza_hurtova<\/a> Oh and to answer your WordPress question, yes! That’s the next platform I’m going to target. So many great websites and people are running on WordPress it seems like it would be crazy if I didn’t do this. I’m hoping to find somebody from this launch to go back-and-forth with on a WordPress\/Yoast plugin.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@bradgessler Love this! You can really feel you built it to scratch your own itch (busted OG previews are the worst \ud83d\ude05). And \u201cused by 1% of the US\u201d is a serious scale flex \u2013 respect! \ud83d\ude80<\/p>\n<p>Re: WordPress\/Yoast \u2013 we run WP + Yoast on our other business (not that one we’re launching soon): ~15 static pages + a blog with 150+ “student story” posts. If that\u2019s useful, I\u2019d be happy to be an early tester and go back-and-forth on the plugin as you build it. \ud83d\ude4c<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Automating Open Graph images is such an under-discussed growth lever, previews absolutely shape click-through, especially on X and Slack. How customizable is the generation logic per article? For example, can developers dynamically adjust layout, typography, or emphasis based on content type, and how do you prevent visual repetition across large content libraries?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>great product congrats on launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@apexflux\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@apexflux<\/a> thanks! Curious if you tried it yet? What do you think?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#10<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/YMYMZQJOY7WGTU\" class=\"app-title\">Agent Monitor<\/a><\/p>\n<div class=\"one-liner\">Server-side analytics for AI & bot traffic<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">116<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u901a\u8fc7\u5206\u6790\u670d\u52a1\u5668\u7aef\u6570\u636e\uff0c\u7cbe\u51c6\u8bc6\u522b\u548c\u5206\u7c7bAI\u53ca\u673a\u5668\u4eba\u6d41\u91cf\u7684\u5206\u6790\u5de5\u5177\uff0c\u89e3\u51b3\u4e86SEO\u53ca\u7f51\u7ad9\u8fd0\u8425\u8005\u5728GA4\u7b49\u4f20\u7edf\u5de5\u5177\u4e2d\u65e0\u6cd5\u6d1e\u5bdfAI\u6d41\u91cf\uff0c\u5bfc\u81f4\u6570\u636e\u5931\u771f\u3001\u51b3\u7b56\u76f2\u533a\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3e69a4df-9633-4978-b3b5-b55b1d6030b2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9582a4d8-c4cf-4c05-be0c-47a22dead8a2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/202199d6-d419-4488-bda9-048b8cdf1d3b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b9e0ba4e-f26a-4fe1-b713-e42febbfe024.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/01ac414b-708d-445d-b25d-13c103f70315.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0dc8a109-59cc-4122-a1b3-c4876549d4fb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/42a8f535-8fe2-4381-a714-1e1c5e2f12f4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0eb7602a-39f9-4acb-916c-31bbc6566e8a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/16a739db-2dab-405a-8689-023ae78595c3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b01ea4b4-f6f4-4e44-a849-47331fde5f51.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f76b236e-18be-4d31-b666-e6ef2a35529d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b4d9a102-b18c-4c3e-9444-4cc863f1ee20.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dd86929e-1f4a-4be4-91e5-a23a203fa2bf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Analytics<\/span><br \/>\n <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">SEO<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u670d\u52a1\u5668\u7aef\u5206\u6790<\/span><br \/>\n <span class=\"tag\">AI\u6d41\u91cf\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u673a\u5668\u4eba\u68c0\u6d4b<\/span><br \/>\n <span class=\"tag\">SEO\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u7f51\u7ad9\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u53ef\u89c6\u5316<\/span><br \/>\n <span class=\"tag\">\u6d41\u91cf\u5206\u7c7b<\/span><br \/>\n <span class=\"tag\">GA4\u8865\u5145<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u9a71\u52a8\u51b3\u7b56<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u4ea7\u54c1\u89e3\u51b3\u4e86GA4\u6570\u636e\u4e0e\u5b9e\u9645\u60c5\u51b5\u4e0d\u7b26\u7684\u6838\u5fc3\u75db\u70b9\u3002\u95ee\u9898\u96c6\u4e2d\u4e8e\u4ea7\u54c1\u5b9a\u4f4d\uff08\u662fSEO\u5de5\u5177\u8fd8\u662f\u901a\u7528\u5206\u6790\uff09\u3001\u4e0eGTM\/Cloudflare\u7684\u5dee\u5f02\u53ca\u6280\u672f\u53d6\u820d\u3001\u4ee5\u53ca\u5982\u4f55\u8bc6\u522b\u6a21\u4eff\u4eba\u7c7b\u884c\u4e3a\u7684AI\u4ee3\u7406\u3002\u5efa\u8bae\u5305\u62ec\u589e\u5f3a\u62a5\u544a\u7ec6\u8282\u548c\u671f\u5f85URL\u8ffd\u8e2a\u529f\u80fd\u6b63\u5f0f\u7248\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Agent Monitor\u5207\u5165\u4e86\u4e00\u4e2a\u7cbe\u51c6\u4e14\u6b63\u5728\u6025\u901f\u81a8\u80c0\u7684\u5e02\u573a\u7f1d\u9699\uff1aAI\u4ee3\u7406\u6d41\u91cf\u76d1\u6d4b\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u7684\u201c\u53c8\u4e00\u4e2a\u5206\u6790\u5de5\u5177\u201d\uff0c\u800c\u5728\u4e8e\u5b83\u7387\u5148\u5c06\u201cAI\u6d41\u91cf\u201d\u4ece\u4e00\u4e2a\u6a21\u7cca\u7684\u5b89\u5168\u5a01\u80c1\u6216\u670d\u52a1\u5668\u566a\u97f3\uff0c\u91cd\u65b0\u5b9a\u4e49\u4e3a\u4e00\u79cd\u53ef\u8861\u91cf\u3001\u53ef\u5206\u6790\u3001\u751a\u81f3\u53ef\u4f18\u5316\u7684\u65b0\u578b\u201c\u8bbf\u5ba2\u201d\u7c7b\u522b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u903b\u8f91\u7280\u5229\u5730\u6233\u7a7f\u4e86\u5f53\u524d\u7f51\u7ad9\u5206\u6790\u4f53\u7cfb\u7684\u96c6\u4f53\u5e7b\u89c9\uff1a\u5f53ChatGPT\u7b49AI\u4ee3\u8868\u4eba\u7c7b\u6d4f\u89c8\u7f51\u9875\u65f6\uff0c\u4e3b\u6d41\u7684\u5ba2\u6237\u7aef\u5206\u6790\u5de5\u5177\uff08\u5982GA4\uff09\u8981\u4e48\u5c06\u5176\u8fc7\u6ee4\u4e3a\u5783\u573e\u6d41\u91cf\uff0c\u8981\u4e48\u6839\u672c\u65e0\u6cd5\u8bc6\u522b\u3002\u8fd9\u5bfc\u81f4\u7f51\u7ad9\u4e3b\u770b\u5230\u7684\u201c\u4eba\u7c7b\u6d41\u91cf\u201d\u6301\u7eed\u5931\u8840\uff0c\u800c\u5185\u5bb9\u5728AI\u4e2d\u7684\u5f71\u54cd\u529b\u5374\u6210\u4e86\u9ed1\u7bb1\u3002Agent Monitor\u901a\u8fc7\u56de\u5f52\u670d\u52a1\u5668\u7aef\u65e5\u5fd7\u8fd9\u4e00\u6570\u636e\u672c\u6e90\uff0c\u5e76\u91c7\u7528\u5176\u5ba3\u79f0\u7684\u201c\u786e\u5b9a\u6027\u903b\u8f91\u201d\u8fdb\u884c\u5206\u7c7b\uff0c\u8bd5\u56fe\u91cd\u5efa\u5206\u6790\u8303\u5f0f\u7684\u53ef\u4fe1\u5ea6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u6280\u672f\u4e0a\u7684\u201c\u732b\u9f20\u6e38\u620f\u201d\u4e0d\u53ef\u907f\u514d\u3002\u968f\u7740AI\u4ee3\u7406\u6108\u53d1\u62df\u4eba\u5316\uff0c\u4ec5\u9760\u670d\u52a1\u5668\u4fe1\u53f7\uff08\u5982User-Agent\u3001IP\u3001\u884c\u4e3a\u6a21\u5f0f\uff09\u80fd\u5426\u957f\u671f\u4fdd\u6301\u9ad8\u7cbe\u5ea6\u5206\u7c7b\uff0c\u662f\u4e00\u4e2a\u5de8\u5927\u95ee\u53f7\u3002\u5176\u6b21\uff0c\u4ea7\u54c1\u5b9a\u4f4d\u5b58\u5728\u5f20\u529b\uff1a\u5b83\u51fa\u8eab\u4e8eSEO\u573a\u666f\uff0c\u4f46\u8bd5\u56fe\u8d70\u5411\u66f4\u901a\u7528\u7684\u7f51\u7ad9\u5206\u6790\u3002SEO\u4ece\u4e1a\u8005\u5173\u5fc3\u7684\u201c\u5185\u5bb9\u662f\u5426\u88abAI\u6536\u5f55\u201d\u4e0e\u5b89\u5168\u8fd0\u7ef4\u4eba\u5458\u5173\u5fc3\u7684\u201c\u6076\u610f\u722c\u866b\u963b\u65ad\u201d\u662f\u4e0d\u540c\u9700\u6c42\uff0c\u4ea7\u54c1\u5982\u4f55\u5e73\u8861\u4fa7\u91cd\uff1f\u6700\u540e\uff0c\u5176\u5546\u4e1a\u4ef7\u503c\u95ed\u73af\u5c1a\u9700\u9a8c\u8bc1\u3002\u76d1\u6d4b\u5230AI\u6d41\u91cf\u4e4b\u540e\uff0c\u7528\u6237\u7a76\u7adf\u8be5\u201c\u4f18\u5316\u5185\u5bb9\u4ee5\u9002\u5e94AI\u201d\u8fd8\u662f\u201c\u9650\u5236\u722c\u53d6\u4ee5\u4fdd\u62a4\u5185\u5bb9\u201d\uff1f\u4ea7\u54c1\u76ee\u524d\u63d0\u4f9b\u4e86\u201c\u6d1e\u5bdf\u201d\uff0c\u4f46\u66f4\u5173\u952e\u7684\u201c\u884c\u52a8\u6307\u5357\u201d\u4f3c\u4e4e\u4ecd\u7559\u7ed9\u5e02\u573a\u81ea\u5df1\u6478\u7d22\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u6b3e\u5177\u5907\u524d\u77bb\u6027\u7684\u8d5b\u9053\u5b9a\u4e49\u8005\u3002\u5b83\u4e0d\u89e3\u51b3\u4e00\u4e2a\u8fc7\u53bb\u7684\u95ee\u9898\uff0c\u800c\u662f\u63ed\u793a\u4e86\u4e00\u4e2a\u6240\u6709\u4eba\u5373\u5c06\u5171\u540c\u9762\u5bf9\u7684\u672a\u6765\u4e8b\u5b9e\uff1aAI\u5df2\u662f\u4f60\u7684\u533f\u540d\u7528\u6237\u3002\u5b83\u7684\u6210\u529f\u5c06\u4e0d\u53d6\u51b3\u4e8e\u529f\u80fd\u591a\u5be1\uff0c\u800c\u53d6\u51b3\u4e8e\u5176\u5206\u7c7b\u6a21\u578b\u80fd\u5426\u6210\u4e3a\u884c\u4e1a\u4fe1\u4efb\u7684\u6807\u51c6\uff0c\u4ee5\u53ca\u5b83\u80fd\u5426\u5c06\u201cAI\u6d41\u91cf\u5206\u6790\u201d\u4ece\u597d\u5947\u578b\u9700\u6c42\uff0c\u8f6c\u53d8\u4e3a\u7f51\u7ad9\u8fd0\u8425\u7684\u5fc5\u5907\u57fa\u7840\u8bbe\u65bd\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Agent Monitor<\/span>\n <\/div>\n<div class=\"comment-content\">Agent Monitor captures and classifies AI & bot traffic using server-side data. Across 94M+ visits on 249 sites, 65% of traffic was bots – 24% AI bots like ChatGPT, Gemini, and Claude. None of this appears in GA4. We use transparent server-side signals to classify every visit. Get bot profiles, per-bot rankings, AI assistant traffic, and global benchmarks. Built by an SEO agency that needed real data.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey PH,<\/p>\n<p>I’m Marcin, co-founder of Top Online – an SEO agency behind Agent Monitor. I also co-authored the most comprehensive SEO handbook in Poland, so I’ve been deep in search and analytics for a while.<\/p>\n<p>Agent Monitor started because our analytics stopped making sense. Clients’ traffic was dropping in GA4, but rankings were fine and conversions held up. When we dug into server logs, we found the missing piece – AI bots were all over our clients sites, and no tool was showing it.<\/p>\n<p>We looked for something that would give us this data. Nothing worked well enough. Cloudflare keeps 7 days of data. GA4 filters bots entirely. GTM needs heavy custom setup. So we built our own solution.<\/p>\n<p>That was the internal version. We’ve since turned it into a product because every SEO and site owner we talked to had the same blind spot.<\/p>\n<p>One thing worth noting: we don’t use AI in the product itself. Classification is based on transparent, deterministic logic – server-side signals, behavioral patterns, no black boxes.<\/p>\n<p>Free 2-week trial, no credit card. Curious what you think.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>16<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@marcin_kaminski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marcin_kaminski<\/a> handles Manus or similar?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@marcin_kaminski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marcin_kaminski<\/a> Hey Marcin. How do you define the <em>role<\/em> of AI agent and bot traffic in modern web ecosystems? Is it something to measure, optimize, or control?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@marcin_kaminski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marcin_kaminski<\/a> Last time I audited a client site, GA4 showed a 15% traffic dip but conversions were flat. Took two days digging through raw Nginx logs to realize AI crawlers were the gap. Agent Monitor doing deterministic classification server-side is the right call… makes it auditable when you need to explain the numbers to someone who doesn’t trust ML labels.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>From Poland with love \ud83d\ude09<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Made in Poland, monitoring the whole world! Thanks for your support <a href=\"https:\/\/www.producthunt.com\/@janusz_mirowski\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"janusz_mirowski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@janusz_mirowski<\/a> \ud83d\ude00<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@janusz_mirowski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@janusz_mirowski<\/a> Love it! Pierogi-powered development all the way \ud83d\ude04<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>So this is a SEO tool for bot traffic? Very cool. ik GTM needs heavy setup, but does Agent Monitor’s more lightweight solution trade-off well?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@peterz_shu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@peterz_shu<\/a> Thanks! It’s not strictly an SEO tool, we built it as a bot traffic overview that any webdev, SEO specialist or site owner can use to see what’s actually hitting their server. The SEO focus comes from the fact that we built it for our own SEO agency, so that’s what’s been most useful so far \ud83d\ude42<\/p>\n<p>As for GTM – it’s flexible but requires serious setup and custom logic to even start classifying AI bots. Agent Monitor just works out of the box, essentially plug-and-play, and shows you the full picture: humans, AI bots, other bots, which pages they hit, how often.<\/p>\n<p>Regarding the trade-off, across ~200 users so far, we’ve had almost no feedback about missing features. A few voices pointed to more detailed reporting, which we’ve already addressed. So the lightweight approach seems to cover what people actually need.<\/p>\n<p>We’re still early and shaping the product based on real user needs, so feedback is super welcome!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@peterz_shu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@peterz_shu<\/a> Thanks! Great question.<\/p>\n<p>Setup is really simple – just install a plugin for WordPress or PrestaShop, or follow a few easy steps to integrate via Cloudflare.<\/p>\n<p>As for data, the app collects everything GTM would collect, essentially all server logs. For analyzing AI traffic that’s more than enough. What we focus on is building a massive funnel, filtering out noise, categorizing, naming, and helping with interpretation. That’s it, but that’s also a lot. With GTM everyone would have to do all of this manually.<\/p>\n<p>We also built something called URL Inspector – a simple tool for analyzing specific URLs. You can see if and how often a particular page was visited by AI bots, and which ones exactly. GTM probably won’t give you tools like that.<\/p>\n<p>Thanks again for the question. Did I answer it thoroughly? Any other questions? \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What I like most is the feature that lets you check specific URLs and see how often they\u2019re visited by AI agents. Thanks to this, I can quickly verify whether, after publishing new content on our clients\u2019 websites, those subpages are actually being visited by AI agents. This gives me a clear signal of whether we have a chance to appear in LLM-generated answers.<\/p>\n<p>The option that shows the time of the first bot visit is also very valuable – it tells me how long it takes for bots to discover and reach a new URL.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@grzegorz_slo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@grzegorz_slo<\/a> Thanks! URL Inspector is actually still in beta, but it’s already one of the features used the most day-to-day. Checking how fast AI bots pick up new content gives a pretty clear signal of whether those pages have a shot at appearing in AI-generated answers.<\/p>\n<p>We have a lot of ideas for where to take it next, so stay tuned \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@grzegorz_slo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@grzegorz_slo<\/a> Great to hear! Thanks for testing it out.<\/p>\n<\/p>\n<p>This feature was built exactly for this purpose – so everyone can check if and how often the content we create is being visited by AI assistants like ChatGPT.<\/p>\n<p>Really happy it’s already helpful for you.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">@marcin_kaminski Looks good! This hits close to home as a marketer! \ud83d\ude42 We\u2019ve also seen situations where GA4 numbers didn\u2019t fully explain what was happening. Especially lately with AI bots, scrapers, and assistant traffic quietly distorting the picture… The “rankings are fine but traffic looks weird” scenario feels very real. \ud83d\ude01 I like that you\u2019re approaching this from server-side signals instead of adding another black box layer. <\/p>\n<p>Do you see issues with AI agents that are instructed to mimic organic browsing behavior? Like those used for competitive research?<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tereza_hurtova\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tereza_hurtova<\/a> Thank you so much. Great question!<\/p>\n<\/p>\n<p>Let me explain our approach to this. Bots for competitive research or price monitoring aren’t really “valuable traffic” for us as site owners. 99% of the time it’s just regular bots. We monitor them (because we literally monitor all traffic on the site) but we don’t classify them.<\/p>\n<\/p>\n<p>However, if someone is using Operator from OpenAI or Manus, that traffic is definitely detected and interpreted as an AI Agent.<\/p>\n<\/p>\n<p>Hope that clarifies it \ud83d\ude42 The whole topic of AI traffic, monitoring and classifying it is really fresh and still challenging. We’re doing our best to classify everything we can. Right now this is the only proper way to analyze how people are using AI assistants like ChatGPT.<\/p>\n<\/p>\n<p>The biggest value right now and in the near future are bots like ChatGPT-User – AI assistants browsing the web on behalf of us humans. This was very visible just before Christmas when traffic from these assistants was huge in e-commerce stores. It means this traffic is already very important… but still unnoticed by most people \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Hey <a href=\"https:\/\/www.producthunt.com\/@tereza_hurtova\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"tereza_hurtova\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tereza_hurtova<\/a>!<\/p>\n<\/p>\n<p>Some AI operators don’t play nice and send out bots that look and behave exactly like humans. We wouldn’t be surprised if many of them appeared in GA4 and muddied the stats.<\/p>\n<\/p>\n<p>To expand on what our CEO mentioned about Manus AI \u2014 it’s actually a great example of the “mimicking” problem you asked about. <\/p>\n<\/p>\n<p>Manus doesn’t use any unique signatures, making it surprisingly hard to identify with standard tools. However, we have some cool technical tricks and algorithms up our sleeves and so far, we\u2019ve had great success in pinpointing those pesky bots! \ud83d\ude42<\/p>\n<\/p>\n<p>This is exactly why we went the server-side signals route. Since we analyze traffic at the infrastructure level rather than relying on client-side JS (like GA4), we have the hard data needed to figure out who each bot really belongs to.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@xwirkijowski This is super insightful! \u263a\ufe0f Thanks for sharing the RFC reference!<\/p>\n<p>A standardized “good citizen” layer + a constant cat-and-mouse dynamic for the rest feels like the most realistic scenario.<\/p>\n<p>The Googlebot verification angle is especially interesting. Impersonation risk is probably underestimated right now.<\/p>\n<p>Appreciate you going deep on this. \ud83d\ude4f<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">For a team already using Cloudflare\/WAF rules and GA4, what\u2019s the concrete workflow you recommend: where does Agent Monitor sit in the stack, and what decisions does it enable week-to-week (e.g., allowlist\/rate-limit\/block, content changes, infra planning)?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> Thanks. Great question!<\/p>\n<\/p>\n<p>Agent Monitor is an analytics tool focused mainly on monitoring AI traffic, classifying it precisely and helping interpret it.<\/p>\n<\/p>\n<p>Our app delivers more accurate and better classified data than Cloudflare. CF is good for quick integration with our app – the free version is enough. Both tools do different jobs and can’t really be compared one to one. I recommend using both CF (security, caching, speed, dns…) and Agent Monitor (analyzing AI traffic).<\/p>\n<\/p>\n<p>GA4 focuses on people, our app focuses on bots with special attention to AI traffic. So in your tech stack you can place our app next to GA4. GA4 for humans, Agent Monitor for bots. GA4 answers the question: how many people visited my site. Agent Monitor answers the question: how many times did ChatGPT visit our site on behalf of people.<\/p>\n<\/p>\n<p>We also built a URL Inspector feature that helps interpret and analyze AI traffic on specific pages. This way you can find out if your content is being used by AI to answer people’s questions, for deep research, etc.<\/p>\n<\/p>\n<p>To sum up, this is a different kind of app than the ones we’ve known so far. It’s something new, something that didn’t exist before – and it’s hard to describe something completely new using old concepts.<\/p>\n<\/p>\n<p>So if you want to check if and how well your content is visible to AI, which pages are visited most often, or whether the new product collection you added to your store is being searched by people – but through ChatGPT and other assistants – our app makes that possible. This way you can optimize your content and your business and marketing decisions not just for people, but also for people using AI assistants.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Thanks for having this in a free two-week trial, <a href=\"https:\/\/www.producthunt.com\/@marcin_kaminski\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"marcin_kaminski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marcin_kaminski<\/a>. Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@neilverma\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@neilverma<\/a> Thank you! Hope you enjoy testing it out.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>A very, very good tool that I\u2019ve been using since the very first MVP version launched. Thanks to it, I can predict and adjust my strategy around how to work with and position my website in LLMs. I can see exactly which subpages are being picked up, what kind of traffic they generate, in which results they appear, and which articles are showing up.<\/p>\n<\/p>\n<p>The latest update with the addition of specific URL tracking was absolutely brilliant. Now I can track every single page and every content block I publish, and see after how many days (sometimes even hours) it gets indexed by the first AI systems.<\/p>\n<\/p>\n<p>A fantastic tool. Congratulations on the idea and on building it. \ud83d\udc4f\ud83d\udc4f\ud83d\udc4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We have had so many issues with bot issues, amazing to have a tool that can actually give me the exact number!<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! The gap between GA4 data and what\u2019s actually happening in server logs is something many teams probably don\u2019t even realize exists. How do you distinguish between legitimate AI crawlers (for indexing or training) and more aggressive scraping or data harvesting bots, and how granular is the reporting when it comes to identifying patterns over time?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#11<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/A62Z7UV7WKEP3F\" class=\"app-title\">JustScribe<\/a><\/p>\n<div class=\"one-liner\">On-device instant voice transcription<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">114<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>**<br \/>\nJustScribe\u662f\u4e00\u6b3e\u57fa\u4e8e\u8bbe\u5907\u7aefAI\u7684\u5373\u65f6\u8bed\u97f3\u8f6c\u5f55macOS\u5e94\u7528\uff0c\u5728\u9700\u8981\u5feb\u901f\u8bb0\u5f55\u60f3\u6cd5\uff08\u5982\u7f16\u7a0b\u6784\u601d\uff09\u6216\u538c\u6076\u6253\u5b57\u7684\u573a\u666f\u4e0b\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u65e2\u4f9d\u8d56\u8bed\u97f3\u8f6c\u6587\u5b57\u6548\u7387\u3001\u53c8\u6781\u5ea6\u62c5\u5fe7\u4e91\u7aef\u670d\u52a1\u9690\u79c1\u6cc4\u9732\u548c\u6570\u636e\u8ba2\u9605\u8d39\u7528\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f16787a2-9206-4f3e-b59a-0a539559b1fa.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/98fd65bc-e1aa-4314-8e42-eea051881f5b.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/aeb119e0-d5bb-4965-aeb3-586175a55ecd.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Privacy<\/span><br \/>\n <span class=\"tag\">Audio<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">**<br \/>\nmacOS\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u8f6c\u5f55<\/span><br \/>\n <span class=\"tag\">\u8bbe\u5907\u7aefAI<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">\u79bb\u7ebf\u64cd\u4f5c<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u8f6c\u5199<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>**<br \/>\n\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u9690\u79c1\u4fdd\u62a4\uff08\u79bb\u7ebf\u3001\u65e0\u6570\u636e\u6536\u96c6\uff09\u548c\u514d\u8d39\u6a21\u5f0f\u3002\u4e3b\u8981\u53cd\u9988\u5305\u62ec\uff1a\u80af\u5b9a\u5176\u8f6c\u5f55\u8d28\u91cf\u4f18\u4e8e\u7cfb\u7edf\u81ea\u5e26\u542c\u5199\uff1b\u8be2\u95ee\u6280\u672f\u5b9e\u73b0\u96be\u70b9\u4e0e\u4f18\u5316\uff1b\u4e0e\u7ade\u54c1\uff08\u5982Wispr Flow\uff09\u5bf9\u6bd4\uff0c\u6307\u51fa\u5176\u7f3a\u4e4f\u8bed\u6cd5\u6821\u6b63\u529f\u80fd\uff1b\u5f00\u53d1\u8005\u56de\u5e94\u6b64\u529f\u80fd\u5c06\u514d\u8d39\u66f4\u65b0\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n **\n <\/p>\n<p class=\"ai-content\">\n JustScribe\u7684\u4eae\u76f8\uff0c\u7cbe\u51c6\u523a\u4e2d\u4e86\u5f53\u524dAI\u5e94\u7528\u72c2\u6b22\u4e2d\u7684\u4e00\u4e2a\u9690\u79d8\u77db\u76fe\uff1a\u6548\u7387\u63d0\u5347\u4e0e\u9690\u79c1\u8ba9\u6e21\u4e4b\u95f4\u7684\u4e0d\u5bf9\u7b49\u4ea4\u6613\u3002\u5b83\u5ba3\u79f0\u7684\u201c\u8bbe\u5907\u7aef\u3001\u5373\u65f6\u3001\u514d\u8d39\u201d\u5e76\u975e\u7b80\u5355\u7684\u529f\u80fd\u5806\u780c\uff0c\u800c\u662f\u4e00\u5957\u9488\u5bf9\u7279\u5b9a\u7528\u6237\u7fa4\u4f53\u7684\u4ef7\u503c\u5ba3\u8a00\u2014\u2014\u5373\u201c\u6211\u7684\u58f0\u97f3\u662f\u65e0\u53ef\u91cd\u7f6e\u7684\u751f\u7269\u7279\u5f81\uff0c\u5176\u5904\u7406\u6743\u4e0d\u5bb9\u59a5\u534f\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7684\u771f\u6b63\u4ef7\u503c\uff0c\u4e0d\u5728\u4e8e\u5176\u8f6c\u5f55\u6280\u672f\u672c\u8eab\uff08\u57fa\u4e8eWhisper\u7b49\u5f00\u6e90\u6a21\u578b\uff09\uff0c\u800c\u5728\u4e8e\u5b83\u6210\u529f\u5730\u5c06\u201c\u9690\u79c1\u201d\u4ece\u4e00\u4e2a\u88ab\u52a8\u7684\u3001\u62c5\u5fe7\u7684\u6210\u672c\u9879\uff0c\u8f6c\u53d8\u4e3a\u4e00\u4e2a\u4e3b\u52a8\u7684\u3001\u53ef\u611f\u77e5\u7684\u6838\u5fc3\u4ea7\u54c1\u7279\u6027\u3002\u5b83\u670d\u52a1\u4e8e\u90a3\u4e9b\u5bf9\u4e91\u7aef\u6570\u636e\u6d41\u6c34\u7ebf\u62b1\u6709\u672c\u80fd\u8b66\u60d5\u7684\u9ad8\u654f\u611f\u7528\u6237\uff08\u5982\u5f00\u53d1\u8005\u3001\u5185\u5bb9\u521b\u4f5c\u8005\uff09\uff0c\u4e3a\u4ed6\u4eec\u63d0\u4f9b\u4e86\u4e00\u4e2a\u5fc3\u7406\u548c\u5b9e\u9645\u90fd\u5b89\u5168\u7684\u201c\u6570\u5b57\u5634\u66ff\u201d\u3002\u5f00\u53d1\u8005\u81ea\u8ff0\u201c\u4e3a\u81ea\u5df1\u800c\u5efa\u201d\u7684\u80cc\u666f\uff0c\u4e5f\u89e3\u91ca\u4e86\u5176\u4e3a\u4f55\u80fd\u76f4\u51fb\u75db\u70b9\uff1a\u5b83\u89e3\u51b3\u7684\u662f\u521b\u9020\u8005\u81ea\u8eab\u7684\u771f\u5b9e\u7a98\u5883\u2014\u2014\u65e2\u8981\u6d41\u7545\u7684\u201c\u5fc3\u6d41\u201d\u8868\u8fbe\uff0c\u53c8\u65e0\u6cd5\u5fcd\u53d7\u601d\u7ef4\u88ab\u8ba2\u9605\u5236\u548c\u9690\u79c1\u534f\u8bae\u6253\u65ad\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u8bbe\u5907\u7aef\u8fd0\u7b97\u5728\u8ffd\u6c42\u201c\u5373\u65f6\u201d\u4f53\u9a8c\u4e0a\u5b58\u5728\u5929\u7136\u5929\u82b1\u677f\uff0c\u8bc4\u8bba\u4e2d\u63d0\u53ca\u768430\u79d2\u97f3\u9891\u5757\u4e0e\u6d41\u5f0f\u7f13\u51b2\u7684\u6280\u672f\u535a\u5f08\u4fbf\u662f\u660e\u8bc1\uff0c\u6027\u80fd\u6df1\u5ea6\u4f18\u5316\u5c06\u662f\u957f\u671f\u8bfe\u9898\u3002\u5176\u6b21\uff0c\u4ece\u201c\u53ef\u7528\u201d\u5230\u201c\u597d\u7528\u201d\uff0c\u5b83\u5fc5\u987b\u76f4\u9762\u6210\u719f\u7ade\u54c1\uff08\u5982Wispr Flow\uff09\u5df2\u5efa\u7acb\u7684\u4f53\u9a8c\u58c1\u5792\uff0c\u5982\u4e0a\u4e0b\u6587\u611f\u77e5\u4e0e\u8bed\u6cd5\u6821\u6b63\u3002\u5f00\u53d1\u8005\u627f\u8bfa\u5c06\u514d\u8d39\u52a0\u5165\u6b64\u7c7b\u529f\u80fd\uff0c\u8fd9\u867d\u5f3a\u5316\u4e86\u5176\u4ef7\u503c\u4e3b\u5f20\uff0c\u4f46\u4e5f\u9884\u793a\u7740\u4e00\u573a\u4ee5\u201c\u5355\u6b21\u4e70\u65ad\u201d\u5bf9\u6297\u201c\u8ba2\u9605\u5236\u201d\u7684\u8270\u96be\u5546\u4e1a\u6a21\u5f0f\u4e4b\u8def\u3002\u6700\u7ec8\uff0cJustScribe\u80fd\u5426\u4ece\u4e00\u6b3e\u51fa\u8272\u7684\u201c\u9690\u79c1\u58f0\u660e\u5f0f\u201d\u5de5\u5177\uff0c\u6210\u957f\u4e3a\u62e5\u6709\u6301\u4e45\u751f\u547d\u529b\u7684\u4ea7\u54c1\uff0c\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u5728\u575a\u5b88\u9690\u79c1\u5e95\u7ebf\u7684\u540c\u65f6\uff0c\u5728\u8f6c\u5f55\u51c6\u786e\u5ea6\u3001\u5ef6\u8fdf\u548c\u667a\u80fd\u540e\u5904\u7406\u4e0a\uff0c\u771f\u6b63\u5339\u914d\u751a\u81f3\u8d85\u8d8a\u90a3\u4e9b\u201c\u7528\u9690\u79c1\u6362\u6548\u7387\u201d\u7684\u4e91\u7aef\u65b9\u6848\u3002\u5b83\u662f\u4e00\u573a\u503c\u5f97\u5c0a\u656c\u7684\u5b9e\u9a8c\uff0c\u4f46\u6218\u5f79\u624d\u521a\u521a\u5f00\u59cb\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">JustScribe<\/span>\n <\/div>\n<div class=\"comment-content\">JustScribe is a privacy-first live transcription app for macOS. Instant, offline speech-to-text powered by AI. No cloud, no data collection. Your voice, your data.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I recently started vibe-coding by talking. Unfortunately, I’m not a fan of uploading my voice to the cloud AND paying for that every month. That’s why I’ve build JustScribe! \ud83c\udf89<\/p>\n<\/p>\n<p>I hope you find it useful, and as always – any feedback is welcome! Would mean the world to me if you share it on twitter!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bring_shrubbery\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bring_shrubbery<\/a> Are there optimisations or model adaptations you built specifically for macOS hardware? What were the main technical challenges in making live, instant transcription work reliably on-device?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bring_shrubbery\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bring_shrubbery<\/a> Streaming on-device transcription is harder than it looks. Whisper chunks in 30-second segments, so making JustScribe feel instant takes serious buffering work. Keeping voice data fully offline is the right call… voice is basically a non-resettable biometric.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I just love the fact that it’s a no data collection tool. Love this, and congratulations on the launch, <a href=\"https:\/\/www.producthunt.com\/@bring_shrubbery\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"bring_shrubbery\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bring_shrubbery<\/a> !<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@neilverma\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@neilverma<\/a> Yeah, I hate the idea of uploading my voice to a random server \ud83d\ude00 Thanks, and I hope you enjoy using it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">So all I need to do is talk and it types it out? So cool.<br \/>\nI hate typing nowadays.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@george_esther\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@george_esther<\/a> Yep! Me too, especially when vibe coding \ud83d\ude05 Too bad I can’t talk in every situation \ud83d\ude2d<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>It\u2019s super cool Antoni! Wish you all the best here<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@german_merlo1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@german_merlo1<\/a> Thank you! \ud83d\udc99<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>awesome work! congrats on alunching!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@apexflux\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@apexflux<\/a> Thanks! \ud83d\udc99<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really like the clean UI! Simple and private – love this.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Semantic search across all note types is where the consolidation actually pays off. With a separate notes app plus task manager plus calendar, you end up searching three places for one thought. Brainstream collapsing capture and retrieval into one surface means the AI briefs have full context instead of a partial view.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Many people already use built-in macOS dictation or other tools like <a href=\"https:\/\/www.producthunt.com\/products\/wisprflow\" target=\"_blank\" rel=\"noopener\">@Wispr Flow<\/a> and <a href=\"https:\/\/www.producthunt.com\/products\/aqua\" target=\"_blank\" rel=\"noopener\">@Aqua Voice<\/a>; what\u2019s the clearest scenario where JustScribe feels meaningfully better within the first 5 minutes, and what would have to be true for a user to switch and stick?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> Nr. 1 reason is that it’s offline and free. I’m building it mainly for myself, so the user experience will improve with time. macOS dictation is already worse at transcribing than JustScribe. <a href=\"https:\/\/www.producthunt.com\/products\/wisprflow\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"wisprflow\" target=\"_blank\" rel=\"noopener\">@Wispr Flow<\/a> does work better because of grammar correction, but this feature will also be added soon to JustScribe, and no subscription will be needed to use it \ud83d\udc99<\/p>\n<p>Thanks for your question btw:)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#12<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/ERRT6PZS5NHI5W\" class=\"app-title\">claude-devtools<\/a><\/p>\n<div class=\"one-liner\">See everything Claude Code hides from your terminal<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">111<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u901a\u8fc7\u89e3\u6790\u672c\u5730\u65e5\u5fd7\u3001\u53ef\u89c6\u5316Claude Code\u5b8c\u6574\u6267\u884c\u8fc7\u7a0b\u7684\u5f00\u53d1\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u5728\u4f7f\u7528Claude CLI\u65f6\u56e0\u8f93\u51fa\u4fe1\u606f\u4e0d\u900f\u660e\u800c\u201c\u76f2\u5199\u4ee3\u7801\u201d\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5d4d6359-f4c5-48de-b3cf-da07efee05bd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2e99eec3-4c84-4757-8729-e9dde74af733.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bd367eee-57d4-4aba-9ae4-91849c81184b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/3888cf0c-f87e-42fb-aaaf-c98c4eb26911.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/9eefkJNDLbY\"><source src=\"https:\/\/youtu.be\/9eefkJNDLbY\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7f16\u7a0b\u8f85\u52a9\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8c03\u8bd5\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u65e5\u5fd7\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u6267\u884c\u8fc7\u7a0b\u53ef\u89c6\u5316<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">Claude\u751f\u6001<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">MCP\u5de5\u5177\u8c03\u8bd5<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u4e3b\u8981\u53cd\u9988\uff1a1. \u5f3a\u70c8\u9700\u6c42\u7406\u89e3Claude\u7684\u201c\u51b3\u7b56\u539f\u56e0\u201d\uff0c\u800c\u4e0d\u4ec5\u662f\u201c\u505a\u4e86\u4ec0\u4e48\u201d\u30022. \u5e0c\u671b\u96c6\u6210\u4f1a\u8bdd\u8fdb\u5ea6\u6761\u548c\u5468\u4f7f\u7528\u91cf\u7edf\u8ba1\uff0c\u65b9\u4fbf\u7ba1\u7406\u914d\u989d\u30023. \u660e\u786e\u63d0\u53ca\u8be5\u5de5\u5177\u5bf9\u8c03\u8bd5\u590d\u6742\u7684MCP\u5de5\u5177\u4ea4\u4e92\u573a\u666f\u6709\u6781\u9ad8\u4ef7\u503c\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n claude-devtools\u7684\u8bde\u751f\uff0c\u7cbe\u51c6\u5730\u523a\u4e2d\u4e86\u5f53\u524dAI\u8f85\u52a9\u7f16\u7a0b\u5de5\u5177\u751f\u6001\u4e2d\u7684\u4e00\u4e2a\u6838\u5fc3\u77db\u76fe\uff1a\u5f00\u53d1\u8005\u63a7\u5236\u6743\u4e0eAI\u9ed1\u7bb1\u5316\u4e4b\u95f4\u7684\u51b2\u7a81\u3002\u5b83\u5e76\u975e\u53c8\u4e00\u4e2a\u8bd5\u56fe\u201c\u589e\u5f3a\u201d\u6216\u201c\u5305\u88c5\u201dClaude Code\u7684GUI\uff0c\u800c\u662f\u626e\u6f14\u4e86\u4e00\u4e2a\u201c\u72ec\u7acb\u5ba1\u8ba1\u5458\u201d\u7684\u89d2\u8272\u3002\u5176\u771f\u6b63\u7684\u98a0\u8986\u6027\u4ef7\u503c\u5728\u4e8e**\u65b9\u6cd5\u8bba\u4e0a\u7684\u53cd\u8f6c**\uff1a\u5b83\u653e\u5f03\u4e86\u4e3b\u6d41\u7684\u3001\u4fb5\u5165\u5f0f\u7684API\u5305\u88c5\u6a21\u5f0f\uff0c\u8f6c\u800c\u91c7\u7528\u975e\u4fb5\u5165\u5f0f\u7684\u65e5\u5fd7\u5206\u6790\u3002\u8fd9\u4f7f\u5176\u83b7\u5f97\u4e86\u65e0\u4e0e\u4f26\u6bd4\u7684\u517c\u5bb9\u6027\u548c\u56de\u6eaf\u80fd\u529b\u2014\u2014\u80fd\u5ba1\u67e5\u4efb\u4f55\u7ec8\u7aef\u53d1\u8d77\u7684\u5386\u53f2\u4f1a\u8bdd\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u76f4\u6307Anthropic\u5b98\u65b9CLI\u5728\u7528\u6237\u4f53\u9a8c\u4e0a\u7684\u6218\u7565\u6027\u53d6\u820d\uff1a\u4e3a\u4e86\u7b80\u6d01\u6027\u727a\u7272\u4e86\u900f\u660e\u5ea6\u548c\u53ef\u8c03\u8bd5\u6027\u3002\u8be5\u5de5\u5177\u5c06\u6a21\u7cca\u7684\u201c\u8bfb\u53d6\u4e863\u4e2a\u6587\u4ef6\u201d\u8fd8\u539f\u4e3a\u5177\u4f53\u7684\u8def\u5f84\u3001\u5185\u5bb9\u548c\u5dee\u5f02\uff0c\u4e0d\u4ec5\u6ee1\u8db3\u4e86\u5f00\u53d1\u8005\u7684\u77e5\u60c5\u9700\u6c42\uff0c\u66f4\u6df1\u5c42\u6b21\u4e0a\uff0c\u5b83\u662f\u5728\u4e3a\u201c\u4eba\u673a\u534f\u4f5c\u7f16\u7a0b\u201d\u5efa\u7acb\u53ef\u89c2\u5bdf\u6027\u6807\u51c6\u3002\u5176\u201c\u4e0a\u4e0b\u6587\u53ef\u89c6\u5316\u91cd\u5efa\u201d\u529f\u80fd\uff0c\u8bd5\u56fe\u91cf\u5316\u5e76\u5448\u73b0token\u6d88\u8017\u8fd9\u4e00\u62bd\u8c61\u6210\u672c\uff0c\u672c\u8d28\u4e0a\u662f\u5728\u5e2e\u52a9\u5f00\u53d1\u8005\u4f18\u5316\u4e0eAI\u534f\u4f5c\u7684\u7ecf\u6d4e\u6027\u4e0e\u6548\u7387\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5c40\u9650\u6027\u540c\u6837\u660e\u663e\u3002\u5b83\u63d0\u4f9b\u7684\u4ecd\u662f\u201c\u4e8b\u540e\u8bf8\u845b\u4eae\u201d\u5f0f\u7684\u5206\u6790\uff0c\u800c\u975e\u5b9e\u65f6\u5e72\u9884\u3002\u5b83\u63ed\u793a\u4e86\u201c\u4ec0\u4e48\u88ab\u505a\u4e86\u201d\uff0c\u4f46\u6b63\u5982\u7528\u6237\u6240\u6e34\u6c42\u7684\uff0c\u8ddd\u79bb\u89e3\u91ca\u201c\u4e3a\u4f55\u8fd9\u6837\u505a\u201d\u4ecd\u6709\u5dee\u8ddd\u2014\u2014\u8fd9\u53d7\u9650\u4e8e\u65e5\u5fd7\u672c\u8eab\u7684\u4fe1\u606f\u6df1\u5ea6\u3002\u5b83\u7684\u6210\u529f\uff0c\u4e0e\u5176\u8bf4\u662f\u6280\u672f\u7684\u80dc\u5229\uff0c\u4e0d\u5982\u8bf4\u662f\u5bf9AI\u5de5\u5177\u201c\u7528\u6237\u8d4b\u6743\u201d\u7f3a\u5931\u7684\u4e00\u6b21\u7cbe\u5f69\u8865\u4f4d\u3002\u5b83\u8b66\u793aAI\u5de5\u5177\u63d0\u4f9b\u5546\uff1a\u5728\u8ffd\u6c42\u6d41\u7545\u4f53\u9a8c\u7684\u540c\u65f6\uff0c\u4e3a\u4e13\u4e1a\u7528\u6237\u4fdd\u7559\u4e00\u4e2a\u201c\u4e0a\u5e1d\u89c6\u89d2\u201d\u7684\u8c03\u8bd5\u5165\u53e3\uff0c\u662f\u7ef4\u6301\u4fe1\u4efb\u548c\u4fc3\u8fdb\u9ad8\u7ea7\u5e94\u7528\u7684\u5173\u952e\u3002\u6b64\u5de5\u5177\u82e5\u6d41\u884c\uff0c\u6216\u5c06\u5012\u903c\u5b98\u65b9CLI\u63d0\u4f9b\u66f4\u7cbe\u7ec6\u7684\u53ef\u89c2\u6d4b\u6027\u63a7\u5236\u9009\u9879\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">claude-devtools<\/span>\n <\/div>\n<div class=\"comment-content\">Not another Claude Code GUI wrapper. claude-devtools doesn’t run or modify Claude Code \u2014 it reads the raw session logs already on your machine and reconstructs everything the CLI hides. Every file path Read, every tool called, every diff Applied, every token consumed \u2014 structured into a visual timeline with per-turn context attribution, compaction visualization, subagent execution trees, and custom notification triggers. Works with every session you’ve ever run. Open source, runs locally.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey PH! \ud83d\udc4b I built claude-devtools because I was frustrated with a specific problem: Claude Code stopped showing me what it’s doing.<\/p>\n<p>Recent updates replaced detailed tool output with opaque summaries \u2014 “Read 3 files”, “Edited 2 files” \u2014 no paths, no content, no diffs. The context usage became a vague progress bar. The only alternative is `–verbose`, which dumps thousands of lines of raw JSON. There’s no middle ground.<\/p>\n<p>I shared this on Reddit as a weekend project to scratch my own itch, and the response was insane\u2014over 100k views, 500+ upvotes, and 1,000+ downloads in just 48 hours. Clearly, we all hate coding blind! \ud83d\ude02<\/p>\n<p>I tried every Claude Code GUI out there (Conductor, Craft Agents, Vibe Kanban, etc.). None of them solved this because they all *wrap* Claude Code. They inject prompts and only show sessions run through their own UI. If you ran a quick command in your terminal, it doesn’t exist to them.<\/p>\n<p>claude-devtools takes the exact opposite approach:<br \/>\n\u26a1 It doesn’t touch Claude Code at all.<br \/>\n\u26a1 It just reads the raw session logs already sitting at `~\/.claude\/` and reconstructs the full execution trace. <\/p>\n<p>Every file read (with syntax highlighting), every edit (with inline diffs), every tool call paired with its result, and every subagent’s full execution tree.<\/p>\n<p>\ud83d\udd25 The feature I’m most proud of is Visible Context Reconstruction: It reverse-engineers what’s actually eating tokens in your context window, broken down across 7 categories per turn, showing exactly how context fills and compresses over a session.<\/p>\n<p>It’s 100% free, open source, zero network calls, and works on macOS\/Linux\/Windows\/Docker. <\/p>\n<p>What’s your biggest frustration with the Claude CLI right now? I’d love to hear your thoughts, and I’ll be here all day answering questions!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Hey <a href=\"https:\/\/www.producthunt.com\/@matt_1398\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@matt_1398<\/a> congrats on the launch!<br \/>> What’s your biggest frustration with the Claude CLI right now?<\/p>\n<p>I also like to keep a “tight leash” on Claude\/Codex, but besides seeing what has changed I also want to see why it did that. The session log should reflect that, maybe you can find a way to highlight when Claude changes course and why it did that!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Hey <a href=\"https:\/\/www.producthunt.com\/@matt_1398\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"matt_1398\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@matt_1398<\/a> <\/p>\n<p>This is interesting, thanks for building this.<\/p>\n<p>It would be helpful if there could be a convenient progress bar view of the session and weekly % consumption to avoid using \/usage <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>hi<a href=\"https:\/\/www.producthunt.com\/@matt_1398\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@matt_1398<\/a> <\/p>\n<p>thanks for building this, i will love to help in anyway i can<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This will help me analyse exactly what Claude is doing when working with my MCP tools. Thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@stellify_software\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@stellify_software<\/a> <\/p>\n<p>Spot on, Matt! \ud83d\ude4c MCP debugging is exactly where this tool shines. <\/p>\n<p>When you’re building custom MCP tools, the payloads can get massive, and the default CLI often truncates or completely hides the exact JSON inputs\/outputs your server is getting. <\/p>\n<p>Being able to visually inspect exactly what Claude is sending to (and receiving from) your MCP tools makes the development loop so much faster. <\/p>\n<p>Would love to hear how it handles your specific MCP setup once you take it for a spin!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#13<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/AUQLWHUPZGVDWK\" class=\"app-title\">HostedClaws<\/a><\/p>\n<div class=\"one-liner\">Your own AI employee that runs 24\/7 with no set up<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">105<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>HostedClaws\u662f\u4e00\u6b3e\u90e8\u7f72\u4e8eTelegram\u768424\/7\u5168\u5929\u5019AI\u52a9\u624b\uff0c\u901a\u8fc7\u6781\u7b80\u7684\u65e0\u4ee3\u7801\u8bbe\u7f6e\uff0c\u4e3a\u4e2d\u5c0f\u4f01\u4e1a\u548c\u4e2a\u4eba\u7528\u6237\u89e3\u51b3\u5728\u90ae\u4ef6\u5904\u7406\u3001\u65e5\u7a0b\u5b89\u6392\u3001\u7814\u7a76\u4e0e\u5199\u4f5c\u7b49\u65e5\u5e38\u4e8b\u52a1\u4e2d\u4e0d\u613f\u6216\u65e0\u6cd5\u5e94\u5bf9\u670d\u52a1\u5668\u3001API\u7b49\u590d\u6742\u6280\u672f\u90e8\u7f72\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f4d35c9c-9d37-40f2-b14a-b58d1b2882eb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/06afc3de-ab0e-437b-af7b-abdbfa62406f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6fdfb36a-29c8-4d61-add5-b85c29627172.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8ff6e633-d09f-4632-af0b-93be094038d5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fb378e06-cc41-4a12-a15a-a039ffb1ddf1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a71d2b18-8627-45b0-bc98-d0b67cee1bb1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/056f10c7-d902-4b1d-95bc-6e37d654e7d5.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=TT3QClcw-fw\"><source src=\"https:\/\/www.youtube.com\/watch?v=TT3QClcw-fw\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Tech<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">Telegram\u673a\u5668\u4eba<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u4e2d\u5c0f\u4f01\u4e1a\u6548\u7387<\/span><br \/>\n <span class=\"tag\">\u4e2a\u4eba\u52a9\u7406<\/span><br \/>\n <span class=\"tag\">\u8ba2\u9605\u5236<\/span><br \/>\n <span class=\"tag\">24\/7\u670d\u52a1<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u521b\u59cb\u4eba\u9610\u8ff0\u4e86\u4ea7\u54c1\u89e3\u51b3\u201c\u6280\u672f\u9ad8\u5899\u201d\u75db\u70b9\u7684\u521d\u8877\u3002\u7528\u6237\u53cd\u9988\u79ef\u6781\u80af\u5b9a\u4e86\u5176\u8df3\u8fc7API\u5bc6\u94a5\u7b49\u590d\u6742\u914d\u7f6e\u7684\u6838\u5fc3\u4f18\u52bf\uff0c\u8ba4\u4e3a\u8fd9\u662f\u7559\u4f4f\u975e\u6280\u672f\u7528\u6237\u7684\u5173\u952e\u3002\u540c\u65f6\uff0c\u6709\u7528\u6237\u8be2\u95ee\u4e86\u8861\u91cf\u6210\u529f\u7684\u5173\u952e\u6307\u6807\u53ca\u610f\u5916\u7528\u4f8b\uff0c\u5e76\u8d28\u7591\u5176\u662f\u5426\u4e3a\u73b0\u6709\u4ea7\u54c1\u7684\u5c01\u88c5\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n HostedClaws\u7cbe\u51c6\u5730\u5207\u5165\u4e86\u4e00\u4e2a\u55a7\u56a3\u5e02\u573a\u4e2d\u7684\u771f\u5b9e\u7f1d\u9699\uff1aAI\u4ee3\u7406\u7684\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\u4ea4\u4ed8\u95ee\u9898\u3002\u5b83\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u6280\u672f\u7a81\u7834\uff0c\u800c\u5728\u4e8e\u6781\u81f4\u7684\u7528\u6237\u4f53\u9a8c\u51cf\u6cd5\u3002\u4ea7\u54c1\u5c06\u201cAI\u5458\u5de5\u201d\u8fd9\u4e2a\u590d\u6742\u6982\u5ff5\uff0c\u5c01\u88c5\u6210\u4e00\u4e2a\u5728Telegram\u4e2d\u5373\u53ef\u5bf9\u8bdd\u7684\u7b80\u5355\u754c\u9762\uff0c\u5e76\u5c06\u6240\u6709\u6280\u672f\u57fa\u7840\u8bbe\u65bd\u5b8c\u5168\u9ed1\u7bb1\u5316\u3002\u5176\u6bcf\u670840\u7f8e\u5143\u7684\u5b9a\u4ef7\uff0c\u5b9e\u8d28\u4e0a\u552e\u5356\u7684\u4e0d\u662fAI\u6a21\u578b\u672c\u8eab\uff0c\u800c\u662f\u514d\u4e8e\u5904\u7406\u670d\u52a1\u5668\u3001Docker\u3001API\u5bc6\u94a5\u548cYAML\u914d\u7f6e\u7684\u201c\u6280\u672f\u6e05\u51c0\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u6df1\u5ea6\u4f9d\u8d56Telegram\u4f5c\u4e3a\u552f\u4e00\u4ea4\u4e92\u901a\u9053\uff0c\u65e2\u662f\u5176\u201c5\u5206\u949f\u4e0a\u624b\u201d\u4f18\u52bf\u7684\u6765\u6e90\uff0c\u4e5f\u6784\u6210\u4e86\u5176\u573a\u666f\u548c\u529f\u80fd\u6269\u5c55\u7684\u5929\u82b1\u677f\uff0c\u53ef\u80fd\u5c40\u9650\u5728\u8f7b\u91cf\u7ea7\u4efb\u52a1\u5904\u7406\u4e0a\u3002\u5176\u6b21\uff0c\u201c\u65e0\u4ee3\u7801\u201d\u548c\u201c\u5168\u6258\u7ba1\u201d\u4f7f\u5176\u5728\u529f\u80fd\u5b9a\u5236\u5316\u548c\u6570\u636e\u63a7\u5236\u6743\u4e0a\u5fc5\u7136\u505a\u51fa\u59a5\u534f\uff0c\u5bf9\u4e8e\u6709\u7279\u5b9a\u6d41\u7a0b\u6216\u6570\u636e\u5b89\u5168\u8981\u6c42\u7684\u4f01\u4e1a\uff0c\u8fd9\u53ef\u80fd\u6210\u4e3a\u786c\u4f24\u3002\u6700\u540e\uff0c\u8bc4\u8bba\u4e2d\u201c\u662f\u5426\u4e3aClawdBot\u5c01\u88c5\u201d\u7684\u8d28\u7591\uff0c\u6697\u793a\u4e86\u5176\u53ef\u80fd\u5b58\u5728\u7684\u6280\u672f\u58c1\u5792\u95ee\u9898\u3002\u5728AI\u5e94\u7528\u5c42\u5de5\u5177\u6781\u6613\u540c\u8d28\u5316\u7684\u5f53\u4e0b\uff0c\u5982\u679c\u5176\u4ec5\u662f\u73b0\u6709\u5f00\u6e90\u9879\u76ee\u7684\u53cb\u597d\u524d\u7aef\uff0c\u90a3\u4e48\u5176\u957f\u671f\u62a4\u57ce\u6cb3\u5c06\u5341\u5206\u8106\u5f31\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cHostedClaws\u662f\u4e00\u6b3e\u4f18\u79c0\u7684\u5e02\u573a\u9002\u914d\u4ea7\u54c1\uff0c\u5b83\u660e\u667a\u5730\u653e\u5f03\u4e86\u53d6\u60a6\u6280\u672f\u7231\u597d\u8005\uff0c\u8f6c\u800c\u670d\u52a1\u90a3\u4e9b\u53ea\u5173\u5fc3\u7ed3\u679c\u3001\u538c\u6076\u8fc7\u7a0b\u7684\u201c\u6c89\u9ed8\u5927\u591a\u6570\u201d\u7528\u6237\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u4fdd\u6301\u6781\u81f4\u7b80\u5355\u7684\u540c\u65f6\uff0c\u6784\u5efa\u8d77\u771f\u6b63\u5dee\u5f02\u5316\u7684\u3001\u96be\u4ee5\u88ab\u5feb\u901f\u590d\u5236\u7684\u670d\u52a1\u6df1\u5ea6\u6216\u751f\u6001\u96c6\u6210\uff0c\u5426\u5219\u6050\u5c06\u9677\u5165\u4f4e\u4ef7\u7ade\u4e89\u7684\u7ea2\u6d77\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">HostedClaws<\/span>\n <\/div>\n<div class=\"comment-content\">Most people know AI can help their business but don’t want to deal with servers, APIs, or technical know-how. HostedClaws gives you a personal AI assistant that works 24\/7 on Telegram \u2014 handles email, scheduling, research, and writing. Starts at $40\/mo. No technical skills required. Setup takes 5 minutes. You message it like you’d message a person \u2014 “move my 3pm to Thursday”, “draft a follow-up to the client who went quiet”, “summarize my unread emails.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey PH! I’m Anagh, and I built HostedClaws because I kept seeing the same problem: people hear about AI agents, get excited, then hit a wall when they realize they need to rent a server, install Docker, manage API keys, and debug YAML configs. We make it much easier with a setup wizard. No API keys, no terminal set up, no technical jargon. Just connect and start chatting.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@anaghdroid\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anaghdroid<\/a> congratulations on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@anaghdroid\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anaghdroid<\/a> Congratulations! How do you measure success for HostedClaws users? What outcomes or productivity improvements matter most? Have you heard any surprising or unexpected ways people have used their AI employee so far?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@anaghdroid\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anaghdroid<\/a> MyClaw, xCloud, DigitalOcean all do one-click deploys but every one drops you into a blank API key field on day one. HostedClaws skipping that config step entirely is where most non-technical users stop bouncing.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Good luck on launch! congrats!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interesting – is this a wrapper on ClawdBot or a different product?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#14<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/W6NP3XJVYSMUFC\" class=\"app-title\">Company logo API<\/a><\/p>\n<div class=\"one-liner\">Find any company logo for free<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">101<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u63d0\u4f9b\u514d\u8d39\u3001\u514d\u8ba4\u8bc1API\u63a5\u53e3\u7684\u516c\u53f8Logo\u67e5\u8be2\u670d\u52a1\uff0c\u4e3a\u5f00\u53d1\u8005\u5728\u4fa7\u9879\u76ee\u3001SaaS\u5e94\u7528\u7b49\u573a\u666f\u4e2d\u5feb\u901f\u83b7\u53d6\u54c1\u724c\u6807\u8bc6\uff0c\u89e3\u51b3\u4e86\u5bfb\u627e\u5408\u89c4\u3001\u9ad8\u8d28\u91cfLogo\u7d20\u6750\u6548\u7387\u4f4e\u4e0b\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/b1048e62-0acc-4e41-b29d-0c9df9b6ab74.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=GSOVIsLNdg8\"><source src=\"https:\/\/www.youtube.com\/watch?v=GSOVIsLNdg8\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f9bcf5dc-794c-4959-9c0d-99bd28ffc1e4.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fc70d1e6-8a04-4df3-9052-4b820ffbf659.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2511c804-0c2d-46ca-a70b-c092dcc9dfe1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Design Tools<\/span><br \/>\n <span class=\"tag\">API<\/span><br \/>\n <span class=\"tag\">Branding<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">API\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">Logo\u67e5\u8be2<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u8d44\u4ea7<\/span><br \/>\n <span class=\"tag\">\u4fa7\u9879\u76ee\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u514d\u8ba4\u8bc1\u63a5\u53e3<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u63a5\u53e3<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u6807\u8bc6<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u201c\u514d\u8d39\u3001\u514d\u5bc6\u94a5\u201d\u7684\u6781\u7b80\u7406\u5ff5\uff0c\u8ba4\u4e3a\u80fd\u6709\u6548\u964d\u4f4e\u5f00\u53d1\u6469\u64e6\u3002\u4e3b\u8981\u53cd\u9988\u96c6\u4e2d\u5728\uff1a1. \u62c5\u5fe7\u7f3a\u4e4f\u9632\u6ee5\u7528\u673a\u5236\u548c\u54c1\u724c\u4f7f\u7528\u6761\u6b3e\u5408\u89c4\u98ce\u9669\uff1b2. \u5efa\u8bae\u5ba3\u4f20\u8bed\u5e94\u66f4\u4fa7\u91cd\u201c\u52a0\u901f\u4ea7\u54c1\u4ea4\u4ed8\u201d\u7684\u7ed3\u679c\u800c\u975e\u529f\u80fd\u53c2\u6570\uff1b3. \u8be2\u95ee\u7528\u6237\u53cd\u9988\u6574\u5408\u4e0e\u8fed\u4ee3\u8ba1\u5212\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Hunter\u63a8\u51fa\u7684\u8fd9\u6b3eLogo API\uff0c\u8868\u9762\u4e0a\u662f\u586b\u8865\u4e86Clearbit\u7b49\u4ed8\u8d39API\u7559\u4e0b\u7684\u514d\u8d39\u5e02\u573a\u7a7a\u767d\uff0c\u4f46\u5176\u771f\u6b63\u7684\u950b\u8292\u5728\u4e8e\u201c\u7b56\u7565\u6027\u7b80\u5316\u201d\u3002\u5b83\u5265\u79bb\u4e86\u8d26\u6237\u4f53\u7cfb\u3001API\u5bc6\u94a5\u7b49\u6240\u6709\u4f20\u7edf\u58c1\u5792\uff0c\u5c06\u81ea\u8eab\u4ece\u4e00\u4e2a\u201c\u670d\u52a1\u201d\u964d\u7ef4\u6210\u4e00\u4e2a\u201c\u7f51\u7edc\u8d44\u6e90\u201d\uff0c\u8fd9\u672c\u8d28\u4e0a\u662f\u5bf9API\u7ecf\u6d4e\u60ef\u6027\u7684\u4e00\u6b21\u7a81\u88ad\u3002\u5176\u4ef7\u503c\u5e76\u975e\u90a31600\u4e07\u4e2aLogo\u6570\u636e\u672c\u8eab\uff08\u6b64\u7c7b\u6570\u636e\u5e93\u5e76\u975e\u7edd\u5bf9\u7a00\u7f3a\uff09\uff0c\u800c\u5728\u4e8e\u7528\u8fd1\u4e4e\u201c\u91ce\u86ee\u201d\u7684\u96f6\u95e8\u69db\u59ff\u6001\uff0c\u7cbe\u51c6\u6355\u83b7\u4e86\u5e7f\u5927\u4fa7\u9879\u76ee\u5f00\u53d1\u8005\u3001\u521d\u521b\u56e2\u961f\u5728\u539f\u578b\u9a8c\u8bc1\u9636\u6bb5\u201c\u4e0d\u613f\u88ab\u6d41\u7a0b\u963b\u585e\u201d\u7684\u77ac\u65f6\u9700\u6c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5149\u73af\u4e4b\u4e0b\u9634\u5f71\u6e05\u6670\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u6ee5\u7528\u9632\u8303\u548c\u54c1\u724c\u6761\u6b3e\u7684\u8d28\u7591\u76f4\u6307\u6838\u5fc3\u8f6f\u808b\u3002\u8be5\u4ea7\u54c1\u5c06\u5408\u89c4\u8d23\u4efb\u51e0\u4e4e\u5b8c\u5168\u8f6c\u5ac1\u7ed9\u4e86\u8c03\u7528\u8005\uff0c\u81ea\u8eab\u5219\u9690\u8eab\u4e8e\u4e00\u4e2a\u7b80\u5355\u7684HTTP\u7aef\u70b9\u4e4b\u540e\u3002\u8fd9\u79cd\u201c\u5de5\u5177\u4e2d\u7acb\u201d\u7684\u5b9a\u4f4d\u5728\u5438\u5f15\u6d77\u91cf\u4f7f\u7528\u7684\u540c\u65f6\uff0c\u4e5f\u57cb\u4e0b\u4e86\u6cd5\u5f8b\u4e0e\u4f26\u7406\u98ce\u9669\u3002\u4e00\u65e6\u53d1\u751f\u5927\u89c4\u6a21\u5546\u6807\u4fb5\u6743\u6216\u5546\u4e1a\u6ee5\u7528\uff0cHunter\u80fd\u5426\u7ee7\u7eed\u7ef4\u6301\u5176\u201c\u65e0\u5bb3\u7ba1\u9053\u201d\u7684\u5f62\u8c61\uff1f\u8fd9\u6216\u8bb8\u662f\u8be5\u4ea7\u54c1\u4e3a\u8ffd\u6c42\u6781\u81f4\u589e\u957f\u6760\u6746\u6240\u4ed8\u51fa\u7684\u6f5c\u5728\u4ee3\u4ef7\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u5546\u4e1a\u89c6\u89d2\u770b\uff0c\u8fd9\u5f88\u53ef\u80fd\u662f\u4e00\u4e2a\u7cbe\u5999\u7684\u201c\u94a9\u5b50\u201d\u4ea7\u54c1\u3002\u901a\u8fc7\u89e3\u51b3\u4e00\u4e2a\u5fae\u5c0f\u4f46\u666e\u904d\u7684\u524d\u671f\u75db\u70b9\uff0c\u5b83\u9ad8\u6548\u5730\u5438\u5f15\u5e76\u7b5b\u9009\u51fa\u4e86\u6d3b\u8dc3\u7684\u5f00\u53d1\u8005\u7fa4\u4f53\uff0c\u4e3aHunter\u7684\u6838\u5fc3\u4ea7\u54c1\uff08\u5982\u90ae\u7bb1\u67e5\u627e\u670d\u52a1\uff09\u8fdb\u884c\u6f5c\u5728\u5ba2\u6237\u5bfc\u6d41\u3002\u5b83\u4e0d\u76f4\u63a5\u8d5a\u94b1\uff0c\u4f46\u65e8\u5728\u964d\u4f4e\u7528\u6237\u6574\u4e2a\u201c\u4ef7\u503c\u53d1\u73b0\u201d\u8def\u5f84\u7684\u6469\u64e6\uff0c\u5176\u6210\u529f\u4e0e\u5426\u7684\u5173\u952e\u6307\u6807\uff0c\u6216\u8bb8\u4e0d\u662fAPI\u8c03\u7528\u91cf\uff0c\u800c\u662f\u5176\u4e3a\u6bcd\u4f53\u4e1a\u52a1\u5e26\u6765\u7684\u4f18\u8d28\u7ebf\u7d22\u8f6c\u5316\u7387\u3002\u8fd9\u662f\u4e00\u573a\u7528\u6781\u7b80\u4f53\u9a8c\u6362\u53d6\u589e\u957f\u52bf\u80fd\u7684\u5178\u578b\u8d4c\u6ce8\uff0c\u7280\u5229\u4f46\u4e5f\u8106\u5f31\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Company logo API<\/span>\n <\/div>\n<div class=\"comment-content\">Instantly find any company logo using Hunter\u2019s logo API. 100% free, no account, API key. Enter a URL to find your logos.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">+16 million company logos. Free.<\/p>\n<p>We were missing Clearbit\u2019s Logo API.<br \/>\nYes, there are alternatives. But none that are simple and free.<\/p>\n<p>So we built one.<\/p>\n<p>You can access over 16 million company logos just by calling:<\/p>\n<p>logo.hunter.io\/{domain}<\/p>\n<p>No API key.<br \/>\nNo account.<br \/>\nNo setup.<\/p>\n<p>If you\u2019re building a side project, a SaaS, a presentation, or anything that needs logos fast \u2014 this should help.<\/p>\n<p>We\u2019re super curious to see what you\u2019ll build with it.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jeanro_hunter\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jeanro_hunter<\/a> What safeguards are in place to prevent misuse, such as bulk harvesting of logos or violating brand usage terms?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Bringing back a simple, free logo API is such a sharp move. The \u201cno key, no account, no setup\u201d angle instantly lowers friction, especially for side projects and quick builds.<\/p>\n<p>From a conversion lens, I wonder if the hero could lean more into the outcome instead of the feature. It\u2019s not just access to 16M logos; it\u2019s \u201cship faster without getting blocked by assets.\u201d That feels more aligned with the builder mindset you\u2019re targeting.<\/p>\n<p>You could test a headline that frames it around speed of execution, then track API calls or repeat usage from new visitors.<\/p>\n<p>Curious, are most users coming from existing Hunter customers, or is this attracting a whole new builder segment?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>@jeanro_hunter I love the concept of the Company Logo API and its potential for branding consistency. Have you considered ways to integrate user feedback into the API, making it even more tailored to their needs? \ud83e\udd14<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@austinelvis\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@austinelvis<\/a> Indeed, we are looking forward to feedback to see how we can advance this feature. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#15<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/AFUD44FX6E55VS\" class=\"app-title\">VidClaw<\/a><\/p>\n<div class=\"one-liner\">An open-source, self-hosted Kanban for your OpenClaw agent.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">99<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>VidClaw\u662f\u4e00\u6b3e\u5f00\u6e90\u3001\u81ea\u6258\u7ba1\u7684\u770b\u677f\u5f0f\u4eea\u8868\u76d8\uff0c\u4e3aOpenClaw AI\u4ee3\u7406\u7528\u6237\u63d0\u4f9b\u4e86\u53ef\u89c6\u5316\u7684\u4efb\u52a1\u961f\u5217\u3001\u72b6\u6001\u76d1\u63a7\u3001\u6210\u672c\u8ffd\u8e2a\u53ca\u4eba\u683c\u8c03\u6821\u754c\u9762\uff0c\u89e3\u51b3\u4e86\u7eaf\u804a\u5929\u754c\u9762\u7ba1\u7406AI\u4ee3\u7406\u65f6\u4ea7\u751f\u7684\u6df7\u4e71\u4e0e\u4f4e\u6548\u95ee\u9898\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/02ad4379-4e4e-4631-ac2a-926b4a82626f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bf251ac4-c397-4233-b8de-15ac1c901148.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d407c4c6-3211-4c8a-8f91-8784e04e16fe.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/15eff17d-c177-4257-8a9b-7c654db495fb.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=7jHZ2dtLJbo\"><source src=\"https:\/\/www.youtube.com\/watch?v=7jHZ2dtLJbo\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Task Management<\/span><br \/>\n <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4ee3\u7406\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u4eea\u8868\u76d8<\/span><br \/>\n <span class=\"tag\">\u81ea\u6258\u7ba1<\/span><br \/>\n <span class=\"tag\">\u4efb\u52a1\u53ef\u89c6\u5316<\/span><br \/>\n <span class=\"tag\">OpenClaw\u751f\u6001<\/span><br \/>\n <span class=\"tag\">\u8fd0\u7ef4\u770b\u677f<\/span><br \/>\n <span class=\"tag\">\u6210\u672c\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u8bc4\u8bba\u591a\u4e3a\u795d\u8d3a\u4e0e\u79ef\u6781\u671f\u5f85\uff0c\u80af\u5b9a\u5176\u5bf9OpenClaw\u751f\u6001\u7684\u8d21\u732e\u3002\u6709\u6548\u53cd\u9988\u5305\u62ec\u8be2\u95ee\u662f\u5426\u4f1a\u6709\u66f4\u591a\u57fa\u4e8eOpenClaw\u7684\u5f00\u6e90\u9879\u76ee\uff0c\u4ee5\u53ca\u8868\u8fbe\u5c06\u8fdb\u884c\u6df1\u5ea6\u4f53\u9a8c\u7684\u610f\u5411\u3002\u76ee\u524d\u672a\u89c1\u5177\u4f53\u529f\u80fd\u7591\u95ee\u6216\u6539\u8fdb\u5efa\u8bae\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n VidClaw\u7784\u51c6\u4e86\u4e00\u4e2a\u6b63\u5728\u6210\u5f62\u4f46\u5c1a\u672a\u88ab\u5145\u5206\u6ee1\u8db3\u7684\u7ec6\u5206\u5e02\u573a\uff1aAI\u4ee3\u7406\u7684\u4e25\u8083\u8fd0\u7ef4\u7ba1\u7406\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u6280\u672f\u4e0a\u7684\u98a0\u8986\uff0c\u800c\u662f\u5bf9\u201cAI\u4ee3\u7406\u5373\u751f\u4ea7\u529b\u5de5\u5177\u201d\u8fd9\u4e00\u7406\u5ff5\u7684\u5de5\u7a0b\u5316\u843d\u5730\u3002\u4ea7\u54c1\u4ecb\u7ecd\u4e2d\u201c\u4e3a\u771f\u6b63\u8fd0\u884cAI\u4ee3\u7406\u7684\u4eba\u6253\u9020\uff0c\u800c\u975e\u7a7a\u8c08\u8005\u201d\u7684\u8868\u8ff0\uff0c\u7280\u5229\u5730\u6307\u51fa\u4e86\u5f53\u524dAI\u9886\u57df\u5b58\u5728\u7684\u5927\u91cf\u6982\u5ff5\u7092\u4f5c\u4e0e\u5b9e\u9645\u5de5\u5177\u7f3a\u5931\u7684\u65ad\u5c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5b83\u5c06\u7ecf\u5178\u7684Kanban\u770b\u677f\u6a21\u5f0f\u4e0eAI\u4ee3\u7406\u4efb\u52a1\u7ba1\u7406\u7ed3\u5408\uff0c\u672c\u8d28\u4e0a\u662f\u5c06\u540e\u53f0\u7684\u3001\u4e0d\u53ef\u89c1\u7684AI\u8c03\u7528\u6d41\u7a0b\u524d\u53f0\u5316\u3001\u53ef\u89c6\u5316\u3002\u8fd9\u89e3\u51b3\u4e86\u4e24\u4e2a\u5173\u952e\u75db\u70b9\uff1a\u4e00\u662f\u964d\u4f4e\u8ba4\u77e5\u8d1f\u8377\uff0c\u8ba9\u7528\u6237\u4ece\u6df7\u4e71\u7684\u804a\u5929\u8bb0\u5f55\u4e2d\u89e3\u8131\uff1b\u4e8c\u662f\u63d0\u4f9b\u6210\u672c\u4e0e\u72b6\u6001\u7684\u53ef\u89c2\u6d4b\u6027\uff0c\u8fd9\u5bf9\u4e8e\u5c06AI\u4ee3\u7406\u7528\u4e8e\u5546\u4e1a\u6216\u9ad8\u9891\u4efb\u52a1\u7684\u7528\u6237\u81f3\u5173\u91cd\u8981\u3002\u5176\u5f3a\u8c03\u7684100%\u81ea\u6258\u7ba1\uff0c\u5219\u7cbe\u51c6\u547d\u4e2d\u4e86\u6ce8\u91cd\u6570\u636e\u9690\u79c1\u4e0e\u5b89\u5168\u7684\u4e13\u4e1a\u7528\u6237\u548c\u4f01\u4e1a\u7684\u654f\u611f\u795e\u7ecf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6210\u529f\u9ad8\u5ea6\u4f9d\u8d56\u4e8eOpenClaw\u751f\u6001\u7684\u7e41\u8363\u5ea6\uff0c\u5b58\u5728\u660e\u663e\u7684\u5e73\u53f0\u7ed1\u5b9a\u98ce\u9669\u3002\u76ee\u524d\u8bc4\u8bba\u53cd\u6620\u7684\u591a\u4e3a\u751f\u6001\u5185\u7684\u53cb\u597d\u4e92\u52a8\uff0c\u7f3a\u4e4f\u6765\u81ea\u66f4\u5e7f\u6cdbAI\u4ee3\u7406\u7528\u6237\uff08\u5982\u4f7f\u7528\u5176\u4ed6\u6846\u67b6\u8005\uff09\u7684\u9a8c\u8bc1\u3002\u5176\u201c\u56fa\u6267\u5df1\u89c1\u201d\u7684\u8bbe\u8ba1\u7406\u5ff5\u662f\u4e00\u628a\u53cc\u5203\u5251\uff0c\u5728\u63d0\u4f9b\u5f00\u7bb1\u5373\u7528\u6700\u4f73\u5b9e\u8df5\u7684\u540c\u65f6\uff0c\u4e5f\u53ef\u80fd\u9650\u5236\u4e86\u5176\u7075\u6d3b\u6027\u4e0e\u6269\u5c55\u6027\uff0c\u96be\u4ee5\u6ee1\u8db3\u672a\u6765\u66f4\u590d\u6742\u7684\u4ee3\u7406\u7f16\u6392\u9700\u6c42\u3002\u5b83\u80fd\u5426\u4eceOpenClaw\u7684\u201c\u5b98\u65b9\u5916\u6302\u201d\u8fdb\u5316\u4e3aAI\u4ee3\u7406\u8fd0\u7ef4\u9886\u57df\u7684\u901a\u7528\u57fa\u7840\u8bbe\u65bd\uff0c\u5c06\u53d6\u51b3\u4e8e\u5176\u793e\u533a\u80fd\u5426\u5438\u5f15\u8de8\u751f\u6001\u7684\u5f00\u53d1\u8005\uff0c\u5e76\u6784\u5efa\u8d77\u53ef\u6301\u7eed\u7684\u8fed\u4ee3\u80fd\u529b\u3002\u5f53\u524d\u7248\u672c\u662f\u4e00\u4e2a\u4f18\u79c0\u7684\u5782\u76f4\u89e3\u51b3\u65b9\u6848\uff0c\u4f46\u5176\u5929\u82b1\u677f\u6e05\u6670\u53ef\u89c1\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">VidClaw<\/span>\n <\/div>\n<div class=\"comment-content\">I run an AI agent on OpenClaw that handles SEO tracking, content writing, code tasks, and more. Managing it through chat alone was getting chaotic. I needed a way to queue tasks visually, see what my agent was doing, track how much I was spending, and tweak its personality without editing files over SSH. VidClaw is that dashboard. It’s opinionated, minimal, and built for people who actually run AI agents – not just talk about them. It’s 100% self-hosted. Your data never leaves your server.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Good luck with your launch \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@apexflux\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@apexflux<\/a> Appreciate that Saatvik! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Will we see more open source projects come out of using OpenClaw?<\/p>\n<p>Thanks for that tool! Will be trying it for sure.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alex_turovski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alex_turovski<\/a> I think so! Looking forward to your feedback Alex! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love this Lukasz! Great launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>That looks awesome!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>LFG! Loving to see these improvements in the OpenClaw ecosystem.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Super cool project Lukasz! Gonna need to check it out more deeply \ud83d\udc40\ud83d\udc40<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#16<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/KTOGVETMWHCB6U\" class=\"app-title\">Drivebase<\/a><\/p>\n<div class=\"one-liner\">Unified file manager for all your cloud storage<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">92<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Drivebase\u662f\u4e00\u6b3e\u5f00\u6e90\u3001\u4e91\u5e73\u53f0\u65e0\u5173\u7684\u7edf\u4e00\u6587\u4ef6\u7ba1\u7406\u5668\uff0c\u8ba9\u7528\u6237\u5728\u4e00\u4e2a\u754c\u9762\u5185\u7ba1\u7406\u3001\u4e0a\u4f20\u3001\u5206\u4eab\u548c\u534f\u4f5c\u5b58\u50a8\u5728\u591a\u4e2a\u4e91\u670d\u52a1\u5546\uff08\u5982Google Drive\u3001S3\u7b49\uff09\u4e2d\u7684\u6587\u4ef6\uff0c\u89e3\u51b3\u4e86\u591a\u4e91\u5b58\u50a8\u670d\u52a1\u5207\u6362\u7e41\u7410\u3001\u7ba1\u7406\u5206\u6563\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e67fa01c-2521-42ac-816e-922fb14c2f62.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2987a7f8-1f7a-4a26-a5e4-3bc0184f8504.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/236559ec-f853-4a86-b457-617713b034b5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fc26252a-6fde-4a90-b0f4-3ad5fe38bb54.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/26ba3082-797f-4265-90fe-689119499a25.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f8a04e41-7cfd-44fd-9997-b4a690c5b1a0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e0087126-a3c6-4dc7-a73a-1f7c39126a44.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">Storage<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u7edf\u4e00\u6587\u4ef6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u591a\u4e91\u5b58\u50a8<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u8f6f\u4ef6<\/span><br \/>\n <span class=\"tag\">\u81ea\u6258\u7ba1<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u9690\u79c1<\/span><br \/>\n <span class=\"tag\">\u4e91\u5b58\u50a8\u805a\u5408<\/span><br \/>\n <span class=\"tag\">\u6587\u4ef6\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u4e91\u5e73\u53f0\u65e0\u5173<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u81ea\u4e3b\u63a7\u5236<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u5bf9\u4ea7\u54c1\u8868\u793a\u5174\u594b\u548c\u8d5e\u8d4f\uff0c\u8ba4\u4e3a\u89e3\u51b3\u4e86\u957f\u671f\u75db\u70b9\u3002\u4e3b\u8981\u95ee\u9898\u805a\u7126\u4e8e\u662f\u5426\u652f\u6301\u4eceS3\u5206\u4eab\u6587\u4ef6\uff0c\u5f00\u53d1\u8005\u56de\u590d\u5df2\u901a\u8fc7\u65b0\u7248\u672c\u5b9e\u73b0\u534f\u4f5c\u529f\u80fd\u3002\u8bc4\u8bba\u4e92\u52a8\u79ef\u6781\uff0c\u5f00\u53d1\u8005\u53cd\u9988\u53ca\u65f6\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Drivebase\u5207\u5165\u4e86\u4e00\u4e2a\u771f\u5b9e\u4e14\u65e5\u76ca\u589e\u957f\u7684\u75db\u70b9\u2014\u2014\u201c\u4e91\u5b58\u50a8\u788e\u7247\u5316\u201d\u3002\u968f\u7740\u4e2a\u4eba\u4e0e\u4f01\u4e1a\u91c7\u7528\u591a\u4e91\u7b56\u7565\uff0c\u6587\u4ef6\u6563\u843d\u5404\u5904\u6210\u4e3a\u7ba1\u7406\u5669\u68a6\u3002\u5176\u5ba3\u79f0\u7684\u201c\u4e91\u5e73\u53f0\u65e0\u5173\u201d\u548c\u201c\u81ea\u6258\u7ba1\u201d\u662f\u771f\u6b63\u7684\u53cc\u5203\u5251\uff0c\u4e5f\u662f\u6838\u5fc3\u4ef7\u503c\u6240\u5728\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ef7\u503c\u9996\u5148\u4f53\u73b0\u5728\u201c\u63a7\u5236\u6743\u201d\u7684\u79fb\u4ea4\u3002\u5b83\u4e0d\u50cf\u5355\u7eaf\u7684\u805a\u5408\u5668\uff08\u5982CloudHQ\uff09\uff0c\u800c\u662f\u901a\u8fc7\u5f00\u6e90\u548c\u81ea\u6258\u7ba1\uff0c\u5c06\u6570\u636e\u8def\u7531\u548c\u5b58\u50a8\u4f4d\u7f6e\u7684\u9009\u62e9\u6743\u5f7b\u5e95\u4ea4\u8fd8\u7ed9\u7528\u6237\uff0c\u8fd9\u7cbe\u51c6\u6253\u51fb\u4e86\u5927\u578b\u4e91\u670d\u52a1\u5546\u7684\u201c\u4f9b\u5e94\u5546\u9501\u5b9a\u201d\u7b56\u7565\uff0c\u5bf9\u9690\u79c1\u654f\u611f\u7528\u6237\u548c\u4e2d\u5c0f\u4f01\u4e1a\u6781\u5177\u5438\u5f15\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u4e0d\u5728\u4e8e\u6280\u672f\u5b9e\u73b0\uff0c\u800c\u5728\u4e8e\u751f\u6001\u4e0e\u4f53\u9a8c\u3002\u7b2c\u4e00\uff0c\u6df1\u5ea6\u96c6\u6210\u96be\u9898\u3002\u4e0d\u540c\u4e91\u670d\u52a1\u7684API\u80fd\u529b\u3001\u901f\u7387\u9650\u5236\u3001\u5b9e\u65f6\u540c\u6b65\u673a\u5236\u5dee\u5f02\u5de8\u5927\uff0c\u5b9e\u73b0\u57fa\u7840\u7684\u6587\u4ef6\u5217\u8868\u4e0e\u4f20\u8f93\u53ea\u662f\u7b2c\u4e00\u6b65\uff0c\u66f4\u590d\u6742\u7684\u534f\u4f5c\uff08\u5982\u5728\u7ebf\u7f16\u8f91\uff09\u3001\u641c\u7d22\uff08\u8de8\u4e91\u5168\u6587\u68c0\u7d22\uff09\u3001\u6743\u9650\u7ba1\u7406\uff08\u5c06\u4e0d\u540c\u4e91\u7684\u5206\u4eab\u903b\u8f91\u7edf\u4e00\uff09\u624d\u662f\u51b3\u5b9a\u5176\u80fd\u5426\u4ece\u201c\u73a9\u5177\u201d\u53d8\u4e3a\u201c\u5de5\u5177\u201d\u7684\u5173\u952e\u3002\u4ece\u5f00\u53d1\u8005\u5feb\u901f\u8fed\u4ee3\u5206\u4eab\u529f\u80fd\u770b\uff0c\u56e2\u961f\u5df2\u610f\u8bc6\u5230\u6b64\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7b2c\u4e8c\uff0c\u5f00\u6e90\u4e0e\u5546\u4e1a\u5316\u7684\u7ecf\u5178\u6096\u8bba\u3002\u5f00\u6e90\u5e26\u6765\u4e86\u4fe1\u4efb\u548c\u793e\u533a\uff0c\u4f46\u76ee\u6807\u7528\u6237\uff08\u5c24\u5176\u662f\u613f\u610f\u81ea\u6258\u7ba1\u7684\u7528\u6237\uff09\u7fa4\u4f53\u89c4\u6a21\u548c\u6280\u672f\u95e8\u69db\u53ef\u80fd\u5929\u7136\u53d7\u9650\u3002\u5176\u5546\u4e1a\u6a21\u5f0f\u82e5\u9690\u82e5\u73b0\u2014\u2014\u5f88\u53ef\u80fd\u9762\u5411\u4f01\u4e1a\u63d0\u4f9b\u6258\u7ba1\u7248\u6216\u9ad8\u7ea7\u529f\u80fd\u3002\u5982\u4f55\u5e73\u8861\u793e\u533a\u7248\u4e0e\u4f01\u4e1a\u7248\u7684\u7279\u6027\uff0c\u5c06\u8003\u9a8c\u56e2\u961f\u7684\u7b56\u7565\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cDrivebase\u8d29\u5356\u7684\u662f\u4e00\u79cd\u201c\u4e91\u5b58\u50a8\u4e2d\u95f4\u4ef6\u201d\u7684\u613f\u666f\u3002\u5728\u4e91\u670d\u52a1\u65e5\u76ca\u6210\u4e3a\u57fa\u7840\u8bbe\u65bd\u7684\u4eca\u5929\uff0c\u5b83\u8bd5\u56fe\u6210\u4e3a\u7528\u6237\u4e0e\u5e95\u5c42\u5b58\u50a8\u63d0\u4f9b\u5546\u4e4b\u95f4\u4e00\u4e2a\u53ef\u7f16\u7a0b\u3001\u53ef\u63a7\u5236\u7684\u62bd\u8c61\u5c42\u3002\u8fd9\u4e2a\u5b9a\u4f4d\u9887\u5177\u91ce\u5fc3\uff0c\u4f46\u524d\u8def\u6f2b\u6f2b\u3002\u5b83\u80fd\u5426\u6210\u529f\uff0c\u53d6\u51b3\u4e8e\u5176\u5f00\u6e90\u751f\u6001\u80fd\u5426\u5f62\u6210\u62a4\u57ce\u6cb3\uff0c\u4ee5\u53ca\u80fd\u5426\u5728\u201c\u529f\u80fd\u805a\u5408\u7684\u4fbf\u5229\u6027\u201d\u4e0e\u201c\u81ea\u6258\u7ba1\u7684\u590d\u6742\u6027\u201d\u4e4b\u95f4\u627e\u5230\u90a3\u4e2a\u751c\u871c\u7684\u5e73\u8861\u70b9\u3002\u76ee\u524d\u770b\u6765\uff0c\u5b83\u662f\u4e00\u4e2a\u503c\u5f97\u6280\u672f\u6781\u5ba2\u548c\u9690\u79c1\u5021\u5bfc\u8005\u5173\u6ce8\u7684\u6709\u529b\u9009\u9879\uff0c\u4f46\u8ddd\u79bb\u64bc\u52a8\u666e\u901a\u7528\u6237\u7684\u4e60\u60ef\uff0c\u8fd8\u6709\u5f88\u957f\u7684\u8def\u8981\u8d70\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Drivebase<\/span>\n <\/div>\n<div class=\"comment-content\">Drivebase is an open-source, cloud-agnostic file manager to organize, upload, share, and collaborate on files across multiple providers from one interface. Connect Google Drive, S3, Dropbox, or OneDrive, manage a unified folder structure, and choose storage per file. Self-hostable, privacy-focused, and built for full control without vendor lock-in.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey everyone! Excited to share Drivebase with you.<\/p>\n<p>I built this because I was tired of juggling multiple cloud storage services with no unified way to manage them. Drivebase lets you connect different providers, organize everything in one place, and choose exactly where each file gets stored \u2014 while staying fully in control of your data.<\/p>\n<p>It\u2019s open source, self-hostable, and built with flexibility in mind. I\u2019d genuinely love your feedback, ideas, and feature requests. Thanks for checking it out!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very cool – would this let me use S3 for storage and share files from S3 with friends\/family? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@daniele_packard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniele_packard<\/a> You can connect multiple S3-compatible providers. Sharing feature will be added in the next release.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@daniele_packard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniele_packard<\/a> Just pushed a new release with collaboration feature \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Oh this is fabulous! Been looking for a tool like this for a long time – looks awesome. Great work!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@lukedunsmoto That\u2019s great \ud83d\ude03 Let me know if you need any help<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@monawwar Thanks \ud83d\ude42<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>nice interactive demo monawwar!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@apexflux Thanks \ud83d\ude0a<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#17<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/MLL2LP4GBT4CZI\" class=\"app-title\">TransLite<\/a><\/p>\n<div class=\"one-liner\">Instant translation from anywhere on macOS<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">87<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>TransLite\u662f\u4e00\u6b3emacOS\u8f7b\u91cf\u7ea7\u5de5\u5177\uff0c\u901a\u8fc7\u5355\u4e00\u5feb\u6377\u952e\u5728\u4efb\u4f55\u5e94\u7528\u4e2d\u5b9e\u73b0\u6587\u672c\u5373\u65f6\u7ffb\u8bd1\uff0c\u89e3\u51b3\u4e86\u8de8\u8bed\u8a00\u5de5\u4f5c\u8005\u5728\u9891\u7e41\u5207\u6362\u5e94\u7528\u7ffb\u8bd1\u65f6\u6d41\u7a0b\u4e2d\u65ad\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/246cdaff-e702-4130-b70d-06eaedcc7170.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a0ea5bee-e46b-44ce-bbcf-de854f888356.gif?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0b5499b7-3353-4433-b308-eb003c08ed00.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Languages<\/span><br \/>\n <span class=\"tag\">Menu Bar Apps<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5373\u65f6\u7ffb\u8bd1<\/span><br \/>\n <span class=\"tag\">macOS\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5feb\u6377\u952e\u64cd\u4f5c<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cf\u7ea7\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b<\/span><br \/>\n <span class=\"tag\">\u8de8\u8bed\u8a00\u5de5\u4f5c<\/span><br \/>\n <span class=\"tag\">\u6587\u672c\u66ff\u6362<\/span><br \/>\n <span class=\"tag\">\u65e0\u611f\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u5355\u4e00\u529f\u80fd<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u5f00\u53d1\u8005\u9610\u8ff0\u4e86\u89e3\u51b3\u81ea\u8eab\u75db\u70b9\u7684\u521b\u4f5c\u521d\u8877\u3002\u7528\u6237\u53cd\u9988\u80af\u5b9a\u5176\u7b80\u5316\u6d41\u7a0b\u3001\u63d0\u5347\u6548\u7387\u7684\u6838\u5fc3\u4ef7\u503c\u3002\u6709\u6548\u8bc4\u8bba\u96c6\u4e2d\u4e8e\u8be2\u95ee\u6280\u672f\u5b9e\u73b0\u7ec6\u8282\uff08\u5982\u8bed\u8a00\u68c0\u6d4b\u6a21\u578b\u4e0e\u51c6\u786e\u5ea6\uff09\uff0c\u5e76\u5b58\u5728\u540c\u7c7b\u4ea7\u54c1\u540c\u65e5\u53d1\u5e03\u7684\u8da3\u95fb\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n TransLite\u6240\u6807\u699c\u7684\u201c\u65e0\u611f\u7ffb\u8bd1\u201d\u5207\u4e2d\u4e86\u4e00\u4e2a\u88ab\u4e3b\u6d41\u7efc\u5408\u578b\u5de5\u5177\u5ffd\u7565\u7684\u7f1d\u9699\u5e02\u573a\uff1a\u9ad8\u9891\u3001\u788e\u7247\u5316\u7684\u8f7b\u91cf\u7ea7\u7ffb\u8bd1\u9700\u6c42\u3002\u5b83\u672c\u8d28\u4e0a\u4e0d\u662f\u4e00\u4e2a\u7ffb\u8bd1\u4ea7\u54c1\uff0c\u800c\u662f\u4e00\u4e2a**\u5de5\u4f5c\u6d41\u4f18\u5316\u63d2\u4ef6**\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u7ffb\u8bd1\u6280\u672f\u672c\u8eab\uff08\u5f88\u53ef\u80fd\u8c03\u7528\u73b0\u6709API\uff09\uff0c\u800c\u5728\u4e8e\u901a\u8fc7\u7cfb\u7edf\u7ea7\u7684\u5feb\u6377\u952e\u7ed1\u5b9a\uff0c\u5c06\u7ffb\u8bd1\u52a8\u4f5c\u538b\u7f29\u81f3\u4e00\u6b21\u51fb\u952e\uff0c\u5b9e\u73b0\u4e86\u4ece\u201c\u4e3b\u52a8\u8c03\u7528\u670d\u52a1\u201d\u5230\u201c\u88ab\u52a8\u89e6\u53d1\u529f\u80fd\u201d\u7684\u8303\u5f0f\u8f6c\u53d8\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u201c\u6781\u7b80\u201d\u5b9a\u4f4d\u65e2\u662f\u62a4\u57ce\u6cb3\u4e5f\u662f\u5929\u82b1\u677f\u3002\u4ea7\u54c1\u6df1\u5ea6\u4f9d\u8d56macOS\u7cfb\u7edf\u6743\u9650\u4e0e\u7279\u5b9a\u4ea4\u4e92\u573a\u666f\uff0c\u58c1\u5792\u4e0d\u9ad8\u3002\u7528\u6237\u5173\u4e8e\u8bed\u8a00\u68c0\u6d4b\u4e0e\u51c6\u786e\u5ea6\u7684\u63d0\u95ee\uff0c\u5df2\u89e6\u53ca\u5176\u4f5c\u4e3a\u201c\u5916\u58f3\u5de5\u5177\u201d\u7684\u6838\u5fc3\u8106\u5f31\u6027\u2014\u2014\u7ffb\u8bd1\u8d28\u91cf\u5b8c\u5168\u53d7\u5236\u4e8e\u540e\u7aef\u670d\u52a1\u4e14\u4e0d\u53ef\u63a7\u3002\u4e0e\u540c\u7c7b\u4ea7\u54c1\u540c\u65e5\u649e\u8f66\uff0c\u4e5f\u4fa7\u9762\u5370\u8bc1\u4e86\u8be5\u8d5b\u9053\u521b\u610f\u4e0e\u5b9e\u73b0\u95e8\u69db\u6709\u9650\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5728AI\u539f\u751f\u5e94\u7528\u65e5\u76ca\u590d\u6742\u7684\u5f53\u4e0b\uff0cTransLite\u7684\u53cd\u5411\u6781\u7b80\u4e3b\u4e49\u63d0\u4f9b\u4e86\u6e05\u723d\u7684\u89e3\u51b3\u65b9\u6848\u3002\u4f46\u957f\u671f\u5b58\u6d3b\u7684\u5173\u952e\uff0c\u5728\u4e8e\u80fd\u5426\u4ece\u201c\u4fbf\u6377\u529f\u80fd\u201d\u8fdb\u5316\u4e3a\u201c\u667a\u80fd\u5de5\u4f5c\u6d41\u4f34\u4fa3\u201d\uff0c\u4f8b\u5982\u7ed3\u5408\u9009\u533a\u4e0a\u4e0b\u6587\u63d0\u4f9b\u66f4\u7cbe\u51c6\u7684\u7ffb\u8bd1\uff0c\u6216\u878d\u5165\u672f\u8bed\u7ba1\u7406\u3002\u5426\u5219\uff0c\u5b83\u6781\u6613\u88ab\u66f4\u5f3a\u5927\u7684\u7cfb\u7edf\u7ea7AI\u52a9\u624b\uff08\u5982\u6df1\u5ea6\u96c6\u6210\u7684Copilot\uff09\u4f5c\u4e3a\u5b50\u529f\u80fd\u4e00\u952e\u8986\u76d6\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">TransLite<\/span>\n <\/div>\n<div class=\"comment-content\">If you work in your second language, you probably open ChatGPT just to translate small things. TransLite removes that friction. With a single keyboard shortcut, it instantly replaces your text with a translation \u2014 in any app. Lightweight, minimal, and built for focus.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey everyone \ud83d\udc4b<\/p>\n<p>I’m David and I built TransLite because I kept opening ChatGPT several times a day just to translate small things.<\/p>\n<p>I work in English daily (Slack, email, forums), and the copy \u2192 paste \u2192 translate \u2192 paste back loop was constantly breaking my flow.<\/p>\n<p>So I decided to remove that friction.<\/p>\n<p>TransLite is intentionally simple: one keyboard shortcut, instant translation, no context switching. I\u2019m keeping the first version minimal on purpose. My goal isn\u2019t to build a full translation suite, but a tiny tool that disappears into your workflow.<\/p>\n<p>I\u2019d love to hear:<br \/>\n\u2013 Do you work in your second language daily?<br \/>\n\u2013 Does this solve a real annoyance for you?<br \/>\n\u2013 What would make it genuinely useful?<\/p>\n<p>Thanks for checking it out \ud83d\ude4f<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@davizgarzia\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@davizgarzia<\/a> I\u2019m all about tools that make life easier and cut out extra steps. Just tried this one and it seriously delivers! Love it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@davizgarzia\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@davizgarzia<\/a> How do you handle language detection and accuracy? Do you use built\u2011in detection models or chain out to multiple services?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Wow, good product, funny we launched at the same day with very similar production<\/p>\n<p>hi from #19 place<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>great work David! Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@apexflux\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@apexflux<\/a> Thank you very much \ud83d\ude09 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#18<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/YARSPVSW62DAQD\" class=\"app-title\">MetMe<\/a><\/p>\n<div class=\"one-liner\">Remember everyone you meet, save contacts with context fast<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">82<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>MetMe\u662f\u4e00\u6b3e\u5229\u7528\u8bbe\u5907\u7aefAI\u5feb\u901f\u89e3\u6790\u5e76\u4fdd\u5b58\u5e26\u573a\u666f\u4fe1\u606f\u7684\u540d\u7247\u5230iOS\u539f\u751f\u901a\u8baf\u5f55\u7684\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u793e\u4ea4\u3001\u6c42\u804c\u7b49\u573a\u5408\u8bb0\u5f55\u65b0\u8054\u7cfb\u4eba\u65f6\u4fe1\u606f\u6613\u9057\u5fd8\u3001\u5f55\u5165\u7e41\u7410\u4f4e\u6548\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/63fe78b4-eeec-4df6-b545-664f48e8ad83.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1f82ad79-ce8a-40d1-ada7-4c2dd1206666.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/763942eb-ecb6-46a5-baa5-f0c4da8727d5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/532394f9-7f6b-47a5-b6be-ea960e9f7ab0.jpeg?auto=format\" data-video-url=\"https:\/\/youtube.com\/shorts\/QUf-ZbGhBxU\"><source src=\"https:\/\/youtube.com\/shorts\/QUf-ZbGhBxU\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Side Project<\/span><br \/>\n <span class=\"tag\">CRM<\/span><br \/>\n <span class=\"tag\">Community<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8054\u7cfb\u4eba\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u4e2a\u4ebaCRM<\/span><br \/>\n <span class=\"tag\">\u8bbe\u5907\u7aefAI<\/span><br \/>\n <span class=\"tag\">\u79bb\u7ebf\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">iOS\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u573a\u666f\u5316\u8bb0\u5f55<\/span><br \/>\n <span class=\"tag\">AI\u89e3\u6790<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u4e3b\u8981\u80af\u5b9a\u5176\u6570\u636e\u76f4\u63a5\u5b58\u5165iOS\u539f\u751f\u901a\u8baf\u5f55\u3001\u907f\u514d\u4fe1\u606f\u5b64\u5c9b\u7684\u8bbe\u8ba1\uff0c\u4ee5\u53ca\u8bbe\u5907\u7aefAI\u89e3\u6790\u5e26\u6765\u7684\u5373\u65f6\u3001\u79bb\u7ebf\u53ef\u7528\u4f18\u52bf\u3002\u5f00\u53d1\u8005\u81ea\u8ff0\u63d0\u53ca\u4e86\u6280\u672f\u5b9e\u73b0\u7ec6\u8282\u4e0eUI\u8bbe\u8ba1\u7406\u5ff5\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n MetMe\u7684\u201c\u806a\u660e\u201d\u4e4b\u5904\uff0c\u5728\u4e8e\u5b83\u7cbe\u51c6\u5730\u5207\u5272\u4e86\u4e00\u4e2a\u770b\u4f3c\u88ab\u505a\u70c2\u7684\u5e02\u573a\u2014\u2014\u8054\u7cfb\u4eba\u7ba1\u7406\u3002\u5b83\u6ca1\u6709\u9009\u62e9\u6253\u9020\u53c8\u4e00\u4e2a\u529f\u80fd\u7e41\u6742\u7684\u4e2a\u4ebaCRM\uff0c\u800c\u662f\u6e05\u9192\u5730\u626e\u6f14\u4e86\u4e00\u4e2a\u201c\u667a\u80fd\u5bfc\u7ba1\u201d\u7684\u89d2\u8272\uff1a\u524d\u7aef\u7528\u81ea\u7136\u8bed\u8a00\u4ea4\u4e92\u548cAI\u89e3\u6790\u964d\u4f4e\u8f93\u5165\u6469\u64e6\uff0c\u540e\u7aef\u5219\u575a\u5b9a\u5730\u5c06\u6570\u636e\u6c47\u5165iOS\u539f\u751f\u901a\u8baf\u5f55\u8fd9\u4e2a\u7ec8\u6781\u201c\u84c4\u6c34\u6c60\u201d\u3002\u8fd9\u770b\u4f3c\u7b80\u5355\u7684\u9009\u62e9\uff0c\u5b9e\u5219\u51fb\u4e2d\u4e86\u540c\u7c7b\u4ea7\u54c1\u6700\u5927\u7684\u963f\u5580\u7409\u65af\u4e4b\u8e35\uff1a\u6570\u636e\u5b64\u5c9b\u3002\u7528\u6237\u4e0d\u613f\u4e3a\u7ba1\u7406\u8054\u7cfb\u4eba\u800c\u7ef4\u62a4\u53e6\u4e00\u4e2a\u9700\u8981\u9891\u7e41\u540c\u6b65\u7684\u5e94\u7528\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u5ba3\u79f0\u7684\u201c\u5168\u8bbe\u5907\u7aefAI\u5904\u7406\u201d\u662f\u53e6\u4e00\u5f20\u5173\u952e\u724c\uff0c\u5b83\u5de7\u5999\u6346\u7ed1\u4e86\u201cApple Intelligence\u201d\u7684\u9690\u79c1\u53d9\u4e8b\uff0c\u5c06\u79bb\u7ebf\u53ef\u7528\u3001\u5373\u65f6\u54cd\u5e94\u8f6c\u5316\u4e3a\u6838\u5fc3\u4f53\u9a8c\u4f18\u52bf\uff0c\u5c24\u5176\u7b26\u5408\u5176\u4e3b\u6253\u7ebf\u4e0b\u793e\u4ea4\u573a\u666f\u7684\u5373\u65f6\u8bb0\u5f55\u9700\u6c42\u3002\u7136\u800c\uff0c\u5176\u957f\u671f\u4ef7\u503c\u5b58\u5728\u9690\u5fe7\uff1a\u529f\u80fd\u8fc7\u4e8e\u8f7b\u91cf\u4e0e\u805a\u7126\uff0c\u53ef\u80fd\u4f7f\u5176\u6613\u88ab\u7cfb\u7edf\u7ea7\u66f4\u65b0\u6216\u66f4\u5f3a\u5927\u7684AI\u52a9\u624b\u529f\u80fd\u6240\u8986\u76d6\uff1b\u5176\u5b8c\u5168\u514d\u8d39\u7684\u5546\u4e1a\u6a21\u5f0f\uff0c\u5728\u65e0\u8d26\u53f7\u4f53\u7cfb\u3001\u65e0\u4e91\u7aef\u670d\u52a1\u7684\u60c5\u51b5\u4e0b\uff0c\u867d\u63d0\u5347\u4e86\u5438\u5f15\u529b\uff0c\u4f46\u4e5f\u8ba9\u4eba\u5bf9\u5176\u53ef\u6301\u7eed\u6027\u53ca\u672a\u6765\u529f\u80fd\u8fed\u4ee3\u52a8\u529b\u5b58\u7591\u3002\u672c\u8d28\u4e0a\uff0c\u5b83\u662f\u4e00\u4e2a\u5229\u7528\u5f53\u524dAI\u672c\u5730\u5316\u3001\u9690\u79c1\u5316\u8d8b\u52bf\u6253\u9020\u7684\u201c\u7cbe\u81f4\u6548\u7387\u5c0f\u5de5\u5177\u201d\uff0c\u80fd\u5426\u4ece\u201c\u6709\u7528\u201d\u8fdb\u5316\u5230\u201c\u4e0d\u53ef\u6216\u7f3a\u201d\uff0c\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u5728\u6570\u636e\u6c89\u6dc0\u540e\uff0c\u6316\u6398\u51fa\u66f4\u6df1\u5c42\u7684\u8054\u7cfb\u4eba\u4ef7\u503c\u6d1e\u5bdf\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u8bb0\u5f55\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">MetMe<\/span>\n <\/div>\n<div class=\"comment-content\">Ever get frustrated adding someone you met to your contacts, awkwardly tapping through form fields only to forget who “Michael Job Fair” is? Just tell MetMe who, what, when, and where you met and it will extract all the relevant details. Sort and view your contacts with a timeline, calendar, and map to put them in context. All AI parsing done on-device with Apple Intelligence saving to iOS contacts. No accounts, no ads, totally free, and works offline. TestFlight now, Appstore soon!<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Looking for a job and dating in NYC means I’m saving a lot of new contacts, but I found the experience so clunky and inefficient, especially if you want to save some details to remember them later. So I created MetMe, the easiest way to save a new contact with all the context you need to remember them.<\/p>\n<p>I built it out with Expo, Claude Code, and Cursor, with only one early design in Figma to get me started. I ran into a lot of difficulty with community libraries for things like modals, on-device AI integration, and map search, so in many cases Claude helped me dive into custom Swift modules and from-scratch components to give me the flexibility to create a different experience from other CRM apps I’ve used. <\/p>\n<p>I didn’t want to use default liquid glass styling, but I loved the idea of a UI reacting to light, so I created a “toned down” dynamic surface effect that responds to how your device is positioned. Designing UIs in code with Claude opens up so many possibilities that weren’t available in Figma or took forever to code by hand for a quick prototype. Not sure I will need Figma for product design again.<\/p>\n<p>Please let me know what you think and how I can improve MetMe to make adding and managing your contacts better than ever!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mattaningram\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mattaningram<\/a> Saving contacts straight to native iOS Contacts instead of a parallel silo is where MetMe gets it right. Most personal CRMs die because your data gets trapped. On-device parsing via Apple Intelligence means you can capture someone mid-conversation at an event without waiting on a network round-trip.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>congrats Mattan! upvoted!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#19<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/CSZIKY5MARPA3V\" class=\"app-title\">AI Hotkeys<\/a><\/p>\n<div class=\"one-liner\">Use a hotkey to quickly summon ChatGPT<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">82<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>AI Hotkeys \u662f\u4e00\u6b3e\u901a\u8fc7\u5168\u5c40\u70ed\u952e\u5feb\u901f\u8c03\u7528AI\u529f\u80fd\uff08\u5982\u7ffb\u8bd1\u3001\u91cd\u5199\u3001\u603b\u7ed3\uff09\u7684\u5de5\u5177\uff0c\u5728\u9891\u7e41\u5207\u6362\u81f3ChatGPT\u8fdb\u884c\u6587\u672c\u5904\u7406\u7684\u573a\u666f\u4e2d\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u64cd\u4f5c\u7e41\u7410\u3001\u4e2d\u65ad\u5de5\u4f5c\u6d41\u7684\u6548\u7387\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ea083a4d-7e0d-4623-bc02-9497335fde50.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f693197d-fc20-438c-89c4-859192163422.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2907543e-468e-4d8b-85e6-52a90b35f2a8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f6c7652a-5633-4d55-ae41-30cfedc8586d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/29868b47-3b32-48da-91c5-b24f7c0b6c93.gif?auto=format\" data-video-url=\"https:\/\/www.loom.com\/share\/850e9d19d59b4ace9c3bc519c7573048\"><source src=\"https:\/\/www.loom.com\/share\/850e9d19d59b4ace9c3bc519c7573048\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Languages<\/span><br \/>\n <span class=\"tag\">Menu Bar Apps<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">AI\u5feb\u6377\u6307\u4ee4<\/span><br \/>\n <span class=\"tag\">\u5168\u5c40\u70ed\u952e<\/span><br \/>\n <span class=\"tag\">\u6587\u672c\u5904\u7406<\/span><br \/>\n <span class=\"tag\">ChatGPT\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u63d0\u5347<\/span><br \/>\n <span class=\"tag\">\u65e0\u4e0a\u4e0b\u6587\u5207\u6362<\/span><br \/>\n <span class=\"tag\">\u81ea\u5b9a\u4e49\u63d0\u793a\u8bcd<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u6269\u5c55<\/span><br \/>\n <span class=\"tag\">macOS\u5e94\u7528<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3\u9ad8\u9891\u5207\u6362ChatGPT\u75db\u70b9\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u8ba4\u4e3a\u80fd\u663e\u8457\u8282\u7701\u65f6\u95f4\u3002\u53cd\u9988\u96c6\u4e2d\u4e8e\u5bf9\u4ea7\u54c1\u7406\u5ff5\u7684\u8d5e\u8d4f\u548c\u795d\u8d3a\uff0c\u76ee\u524d\u672a\u51fa\u73b0\u5177\u4f53\u529f\u80fd\u95ee\u9898\u6216\u6539\u8fdb\u5efa\u8bae\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n AI Hotkeys \u7784\u51c6\u4e86\u4e00\u4e2a\u6781\u5176\u7ec6\u5fae\u4f46\u771f\u5b9e\u5b58\u5728\u7684\u201c\u6469\u64e6\u70b9\u201d\uff1a\u5728\u539f\u751f\u5e94\u7528\u4e0eAI\u804a\u5929\u754c\u9762\u95f4\u53cd\u590d\u590d\u5236\u7c98\u8d34\u7684\u673a\u68b0\u5faa\u73af\u3002\u5b83\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u201cAI\u4e2d\u95f4\u4ef6\u201d\uff0c\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u63d0\u4f9b\u4e86\u65b0\u7684AI\u80fd\u529b\uff0c\u800c\u5728\u4e8e\u901a\u8fc7\u7cfb\u7edf\u7ea7\u7684\u70ed\u952e\uff0c\u5c06\u5df2\u6709\u7684AI\u80fd\u529b\uff08\u4ee5ChatGPT\u4e3a\u4ee3\u8868\uff09\u65e0\u7f1d\u7f16\u7ec7\u8fdb\u7528\u6237\u73b0\u6709\u7684\u64cd\u4f5c\u7cfb\u7edf\u548c\u5de5\u4f5c\u6d41\u4e2d\uff0c\u5b9e\u73b0\u4e86\u4ece\u201c\u8df3\u8f6c\u4f7f\u7528\u201d\u5230\u201c\u5c31\u5730\u8c03\u7528\u201d\u7684\u8303\u5f0f\u8f6c\u53d8\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u806a\u660e\u5730\u907f\u5f00\u4e86\u5728AI\u6a21\u578b\u672c\u8eab\u7ea2\u6d77\u4e2d\u7ade\u4e89\uff0c\u8f6c\u800c\u4e13\u6ce8\u4e8e\u201c\u4f53\u9a8c\u5c42\u201d\u7684\u521b\u65b0\u3002\u5b83\u89e3\u51b3\u7684\u5e76\u975e\u80fd\u529b\u4e0d\u8db3\u7684\u95ee\u9898\uff0c\u800c\u662f\u80fd\u529b\u83b7\u53d6\u6548\u7387\u4f4e\u4e0b\u7684\u95ee\u9898\u3002\u8fd9\u4e00\u5b9a\u4f4d\u4f7f\u5176\u5bf9\u91cd\u5ea6AI\u4f9d\u8d56\u7528\u6237\u5177\u6709\u81f4\u547d\u5438\u5f15\u529b\uff0c\u56e0\u4e3a\u6548\u7387\u5de5\u5177\u7684\u6838\u5fc3\u5ea6\u91cf\u8861\u5c31\u662f\u8282\u7701\u7684\u201c\u64cd\u4f5c\u6b21\u6570\u201d\u4e0e\u201c\u4e0a\u4e0b\u6587\u5207\u6362\u6210\u672c\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u53d1\u5c55\u4e5f\u9762\u4e34\u6e05\u6670\u7684\u5929\u82b1\u677f\u4e0e\u98ce\u9669\u3002\u9996\u5148\uff0c\u5b83\u662f\u5f3a\u4f9d\u8d56\u7b2c\u4e09\u65b9AI\u670d\u52a1\u7684\u201c\u5916\u58f3\u201d\uff0c\u5176\u4f53\u9a8c\u548c\u7a33\u5b9a\u6027\u53d7\u5236\u4e8e\u4e0a\u6e38\uff08\u5982OpenAI\u7684API\u653f\u7b56\u4e0e\u6027\u80fd\uff09\u3002\u5176\u6b21\uff0c\u529f\u80fd\u76f8\u5bf9\u5355\u4e00\uff0c\u62a4\u57ce\u6cb3\u4e0d\u6df1\uff0c\u6781\u6613\u88ab\u5927\u578b\u6548\u7387\u5de5\u5177\uff08\u5982Raycast\u3001Alfred\uff09\u6216\u64cd\u4f5c\u7cfb\u7edf\u672c\u8eab\u4ee5\u7c7b\u4f3c\u529f\u80fd\u96c6\u6210\u3002\u6700\u540e\uff0c\u4ece\u8bc4\u8bba\u770b\uff0c\u76ee\u524d\u7528\u6237\u53cd\u9988\u505c\u7559\u5728\u201c\u60c5\u611f\u5171\u9e23\u201d\u5c42\u9762\uff0c\u7f3a\u4e4f\u6df1\u5ea6\u4f7f\u7528\u540e\u7684\u75db\u70b9\u6316\u6398\u4e0e\u8fed\u4ee3\u5efa\u8bae\uff0c\u8fd9\u53ef\u80fd\u610f\u5473\u7740\u65e9\u671f\u7528\u6237\u7fa4\u4f53\u5c1a\u672a\u5145\u5206\u62d3\u5c55\u6216\u4ea7\u54c1\u590d\u6742\u5ea6\u5c1a\u672a\u89e6\u53ca\u66f4\u6df1\u5c42\u7684\u96c6\u6210\u9700\u6c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8981\u60f3\u7a81\u7834\u5de5\u5177\u7c7b\u5e94\u7528\u201c\u706b\u4e00\u628a\u5c31\u51c9\u201d\u7684\u5bbf\u547d\uff0c\u5b83\u5fc5\u987b\u4ece\u201c\u5feb\u6377\u8c03\u7528\u5668\u201d\u5347\u7ea7\u4e3a\u201c\u667a\u80fd\u5de5\u4f5c\u6d41\u4e2d\u67a2\u201d\uff0c\u63a2\u7d22\u66f4\u6df1\u5ea6\u7684\u4e0a\u4e0b\u6587\u7406\u89e3\uff08\u5982\u6839\u636e\u5f53\u524d\u5e94\u7528\u667a\u80fd\u63a8\u8350\u63d0\u793a\u8bcd\uff09\u3001\u591a\u6b65\u9aa4\u81ea\u52a8\u5316\uff0c\u5e76\u8003\u8651\u652f\u6301\u591a\u6a21\u578b\u4ee5\u89c4\u907f\u5355\u4e00\u4f9d\u8d56\u98ce\u9669\u3002\u5f53\u524d\u7248\u672c\u662f\u4e00\u4e2a\u4f18\u96c5\u7684\u8d77\u70b9\uff0c\u4f46\u8fdc\u975e\u7ec8\u5c40\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">AI Hotkeys<\/span>\n <\/div>\n<div class=\"comment-content\">You Cmd+Tab to ChatGPT 50 times a day. Paste text in, wait, copy result back. AI Shortcuts kills that loop: select text, press a hotkey, get the result right where you are. Translate, rewrite, summarize – or run any custom prompt.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey! I was Cmd+Tabbing to ChatGPT way too many times a day, so I made this.<\/p>\n<ul>\n<li>\n<p>Select text, press a hotkey, get the result. Works in any app.<\/p>\n<\/li>\n<\/ul>\n<p>You can try it right in your browser before downloading: <a href=\"https:\/\/www.aihotkeys.tech\/playground\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.aihotkeys.tech\/playground<\/a><\/p>\n<\/p>\n<p>Happy to hear any feedback!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very cool – can see what a time save this can be – congrats!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@daniele_packard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniele_packard<\/a> thank you for kind words \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Mihey! Your program seems interesting to me. I constantly run into the same problem and am wondering how to simplify and speed up my work in this area. I’m glad you’ve already figured it out for me. Thanks for your efforts.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@new_user___146202595b0d132bb121bde\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@new_user___146202595b0d132bb121bde<\/a> \ud83e\udd1d<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats good luck on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks Saatvik! Good luck to you too, dear competitor!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#20<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/RGKHYLBBVRRCZS\" class=\"app-title\">Synra<\/a><\/p>\n<div class=\"one-liner\">Connect Claude to your database in 60 seconds<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">81<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Synra\u662f\u4e00\u6b3e\u6258\u7ba1MCP\u7f51\u5173\uff0c\u8ba9\u5f00\u53d1\u8005\u80fd\u572860\u79d2\u5185\u5c06Claude AI\u8fde\u63a5\u5230\u6570\u636e\u5e93\uff0c\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u67e5\u8be2\u6570\u636e\uff0c\u89e3\u51b3\u4e86\u4f20\u7edfMCP\u914d\u7f6e\u6d41\u7a0b\u590d\u6742\u3001\u8017\u65f6\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/036f16de-10a5-457a-a909-cc9c3eabc6f8.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/lCp4TTytKIE\"><source src=\"https:\/\/youtu.be\/lCp4TTytKIE\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a8a6109d-6bd8-4473-8b7d-45ab6637ef67.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/13730eb2-7c6a-4020-8134-23f15f09075c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c82575a8-6f33-4c5e-a499-233c854a5331.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Development<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6258\u7ba1MCP\u7f51\u5173<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u5e93\u8fde\u63a5\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">AI\u4ee3\u7406\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">PostgreSQL<\/span><br \/>\n <span class=\"tag\">Supabase<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u67e5\u8be2<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u65e0\u670d\u52a1\u5668\u914d\u7f6e<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u63d0\u5347<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u5bf9\u7b80\u5316Claude\u8fde\u63a5\u6570\u636e\u5e93\u7684\u6d41\u7a0b\u8868\u793a\u6b22\u8fce\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u8be2\u95ee\u662f\u5426\u652f\u6301\u81ea\u5b9a\u4e49SQL\u3001\u5199\u64cd\u4f5c\u3001\u6a21\u5f0f\u81ea\u7701\u7b49\u9ad8\u7ea7\u529f\u80fd\u53ca\u5176\u5b89\u5168\u6027\uff1b\u4ee5\u53ca\u5982\u4f55\u8fde\u63a5\u9632\u706b\u5899\u540e\u7684\u6570\u636e\u5e93\u3002\u5f00\u53d1\u8005\u56de\u5e94\u79ef\u6781\uff0c\u8868\u793a\u6b63\u5728\u5f00\u53d1MySQL\u652f\u6301\u5e76\u6536\u96c6\u53cd\u9988\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Synra\u7684\u201c\u771f\u6b63\u4ef7\u503c\u201d\u5e76\u975e\u6280\u672f\u521b\u65b0\uff0c\u800c\u662f\u4e00\u6b21\u7cbe\u51c6\u7684\u201c\u4f53\u9a8c\u52ab\u6301\u201d\u3002\u5b83\u672c\u8d28\u4e0a\u5c06\u5f00\u6e90\u7684MCP\uff08\u6a21\u578b\u4e0a\u4e0b\u6587\u534f\u8bae\uff09\u914d\u7f6e\u8fc7\u7a0b\uff0c\u4ece\u5f00\u53d1\u8005\u624b\u4e2d\u7684\u4ee3\u7801\u548c\u914d\u7f6e\u6587\u4ef6\uff0c\u5c01\u88c5\u6210\u4e86\u4e00\u4e2a\u9ed1\u7bb1\u6258\u7ba1\u670d\u52a1\u3002\u5176\u5ba3\u79f0\u7684\u201c60\u79d2\u8fde\u63a5\u201d\u6838\u5fc3\u5356\u70b9\uff0c\u6070\u6070\u66b4\u9732\u4e86\u5f53\u524dAI\u4ee3\u7406\u751f\u6001\u7684\u8352\u8bde\u73b0\u72b6\uff1a\u4e3a\u4e86\u8ba9\u5927\u6a21\u578b\u80fd\u8bfb\u53d6\u7ed3\u6784\u5316\u6570\u636e\uff0c\u5f00\u53d1\u8005\u7adf\u9700\u8981\u4e0eJSON\u914d\u7f6e\u3001\u73af\u5883\u53d8\u91cf\u548c\u672c\u5730\u670d\u52a1\u5668\u8fdb\u884c\u5197\u957f\u640f\u6597\u3002Synra\u7684\u6210\u529f\u4eae\u76f8\uff0c\u9996\u5148\u662f\u5bf9\u73b0\u6709\u5de5\u5177\u94fe\u7cdf\u7cd5\u5f00\u53d1\u8005\u4f53\u9a8c\uff08DX\uff09\u7684\u4e00\u8bb0\u54cd\u4eae\u8033\u5149\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u8fd9\u79cd\u4fbf\u5229\u6027\u80cc\u540e\uff0c\u662f\u66f4\u6df1\u5c42\u7684\u6743\u8861\u4e0e\u98ce\u9669\u8f6c\u79fb\u3002\u5b83\u5c06\u654f\u611f\u7684\u6570\u636e\u5e93\u51ed\u8bc1\u4ece\u672c\u5730\u73af\u5883\u79fb\u81f3\u7b2c\u4e09\u65b9\u670d\u52a1\uff0c\u5c3d\u7ba1\u58f0\u79f0\u4f7f\u7528AES-256\u52a0\u5bc6\uff0c\u4f46\u5b89\u5168\u8d23\u4efb\u4e3b\u4f53\u5df2\u6084\u7136\u6539\u53d8\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u9ad8\u7ea7\u529f\u80fd\u5b89\u5168\u6027\u201d\u548c\u201c\u9632\u706b\u5899\u5185\u6570\u636e\u5e93\u8fde\u63a5\u201d\u7684\u63d0\u95ee\uff0c\u76f4\u63a5\u6233\u4e2d\u4e86\u5176\u5546\u4e1a\u6a21\u5f0f\u7684\u6838\u5fc3\u8f6f\u808b\uff1a\u4f5c\u4e3a\u6258\u7ba1\u7f51\u5173\uff0c\u5b83\u5728\u63d0\u4f9b\u4fbf\u5229\u7684\u540c\u65f6\uff0c\u4e5f\u6210\u4e3a\u4e86\u65b0\u7684\u7f51\u7edc\u74f6\u9888\u4e0e\u6f5c\u5728\u653b\u51fb\u9762\u3002\u5176\u201c\u9ed8\u8ba4\u53ea\u8bfb\u201d\u7684\u8bbe\u8ba1\u662f\u4e00\u79cd\u8c28\u614e\u7684\u81ea\u6211\u8bbe\u9650\uff0c\u4e5f\u9884\u793a\u4e86\u672a\u6765\u82e5\u5f00\u653e\u5199\u64cd\u4f5c\u5c06\u9762\u4e34\u6781\u5176\u4e25\u5cfb\u7684\u5b89\u5168\u5ba1\u8ba1\u6311\u6218\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f53\u524d\uff0c\u5b83\u7cbe\u51c6\u5207\u4e2d\u4e86\u201c\u53ea\u60f3\u5feb\u901f\u63d0\u95ee\u3001\u4e0d\u613f\u6298\u817e\u914d\u7f6e\u201d\u7684\u5f00\u53d1\u8005\u5373\u65f6\u9700\u6c42\uff0c\u5e02\u573a\u7a97\u53e3\u786e\u5b9e\u5b58\u5728\u3002\u4f46\u957f\u671f\u6765\u770b\uff0c\u5176\u547d\u8fd0\u5c06\u53d6\u51b3\u4e8e\u4e24\u70b9\uff1a\u4e00\u662f\u5f00\u6e90MCP\u5de5\u5177\u94fe\u81ea\u8eab\u662f\u5426\u4f1a\u8fc5\u901f\u8fdb\u5316\uff0c\u541e\u566c\u6389\u8fd9\u79cd\u201c\u7b80\u5316\u914d\u7f6e\u201d\u7684\u751f\u5b58\u7a7a\u95f4\uff1b\u4e8c\u662f\u5b83\u80fd\u5426\u5728\u201c\u4fbf\u6377\u201d\u4e0e\u201c\u4f01\u4e1a\u7ea7\u9700\u6c42\u201d\uff08\u5982\u79c1\u6709\u5316\u90e8\u7f72\u3001\u66f4\u7ec6\u7c92\u5ea6\u7684\u6743\u9650\u63a7\u5236\u3001\u5ba1\u8ba1\u65e5\u5fd7\uff09\u4e4b\u95f4\u627e\u5230\u5e73\u8861\u3002\u5b83\u73b0\u5728\u662f\u4e00\u4e2a\u4f18\u96c5\u7684\u201c\u521b\u53ef\u8d34\u201d\uff0c\u4f46\u8981\u60f3\u6210\u4e3a\u4e0d\u53ef\u6216\u7f3a\u7684\u201c\u5668\u5b98\u201d\uff0c\u9053\u8def\u5c1a\u8fdc\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Synra<\/span>\n <\/div>\n<div class=\"comment-content\">Synra is a managed MCP gateway. Add your database credentials, get a secure URL, paste it into Claude Desktop \u2014 done. No JSON config files, noenv headaches, no local server setup. Currently supports PostgreSQL and Supabase. Read-only by default. Credentials encrypted with AES-256. Built for developers who want to ask their database questions in natural language without spending an hour configuring MCP servers.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey PH! I’m Sam, the maker of Synra.<br \/>\nI built this because connecting Claude to a database through MCP was way too painful \u2014 JSON config files, environment variables, local server setup. It shouldn’t take 30 minutes to ask your database a question.<br \/>\nWith Synra, you add your credentials, get a URL, paste it into Claude Desktop, and you’re querying in under a minute.<br \/>\nRight now it supports PostgreSQL and Supabase, with MySQL coming soon. It’s early stage and I’m actively building based on user feedback \u2014 would love to hear what connectors or features you’d want next.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sam_h11\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sam_h11<\/a> Congrats Sam. Does Synra support advanced features like custom SQL queries, write access, or schema introspection, and if so, how do you make those safe?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>good luck on the launch! congrats!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@apexflux\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@apexflux<\/a> Thank you so much. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve been using claude code for the past couple of weeks and have such a headache every time I’m connecting to my database, this app looks like it’ll streamline the whole process.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Cool launch! Would there be some way to connect to databases behind a firewall?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<\/div>\n<p><\/p>\n<div id=\"imageModal\" class=\"modal\">\n <span class=\"close\">×<\/span><br \/>\n <img class=\"modal-content\" id=\"modalImage\">\n<\/div>\n<p><script>\n \/\/ \u83b7\u53d6\u6a21\u6001\u6846\u5143\u7d20\n const modal = document.getElementById(\"imageModal\");\n const modalImg = document.getElementById(\"modalImage\");\n const closeBtn = document.getElementsByClassName(\"close\")[0];<\/p>\n<p> \/\/ \u68c0\u6d4b\u662f\u5426\u4e3a\u79fb\u52a8\u8bbe\u5907\n const isMobile = \/iPhone|iPad|iPod|Android\/i.test(navigator.userAgent);<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4f18\u5316\n function addTouchOptimization() {\n if (isMobile) {\n \/\/ 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