Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-03-01<\/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 | 2026-03-01<\/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\/XGVG33GMBSTLYI\" class=\"app-title\">Claude Import Memory<\/a><\/p>\n<div class=\"one-liner\">Switch from ChatGPT to Claude with import memory feature<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">437<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u5141\u8bb8\u7528\u6237\u901a\u8fc7\u590d\u5236\u7c98\u8d34\u65b9\u5f0f\uff0c\u5c06ChatGPT\u7b49AI\u52a9\u624b\u7684\u8bb0\u5fc6\u4e0a\u4e0b\u6587\u5bfc\u5165Claude\u7684\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u5207\u6362AI\u5e73\u53f0\u65f6\u9700\u4ece\u5934\u91cd\u5efa\u5bf9\u8bdd\u5386\u53f2\u548c\u4e2a\u6027\u5316\u8bbe\u5b9a\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\/bbdc7dff-e93e-4484-b33d-4b1722b025b6.webp?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\/060d69d0-5c45-4ec7-844f-5ca8cb730f43.webp?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\/2cbfe6dd-f683-4a99-abf3-474307112f1e.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\/67d3bfbb-10b8-4b61-8582-0f6372254942.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\/c32a805e-ccf2-4539-a3c6-7c57cc4f7fe1.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/PupmfSttxlc\"><source src=\"https:\/\/youtu.be\/PupmfSttxlc\" 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>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u52a9\u624b\u8fc1\u79fb\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u7528\u6237\u8bb0\u5fc6\u5bfc\u5165<\/span><br \/>\n <span class=\"tag\">\u5e73\u53f0\u5207\u6362<\/span><br \/>\n <span class=\"tag\">\u8ba4\u77e5\u8fde\u7eed\u6027<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u53ef\u79fb\u690d\u6027<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">Claude\u751f\u6001<\/span><br \/>\n <span class=\"tag\">\u7528\u6237\u7c98\u6027\u7834\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\u5176\u964d\u4f4e\u8fc1\u79fb\u6210\u672c\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u4f46\u6307\u51fa\u5176\u4ec5\u80fd\u8f6c\u79fb\u663e\u6027\u4e8b\u5b9e\uff0c\u65e0\u6cd5\u590d\u5236\u9690\u6027\u7684\u4ea4\u4e92\u98ce\u683c\u4e0e\u63a8\u7406\u6821\u51c6\u3002\u4e3b\u8981\u7591\u95ee\u96c6\u4e2d\u5728\u5904\u7406\u590d\u6742\u5386\u53f2\u3001\u77db\u76fe\u4fe1\u606f\u3001\u4e0eGPTs\u9879\u76ee\u8fc1\u79fb\u7684\u5b9e\u64cd\u6027\uff0c\u5e76\u5efa\u8bae\u5c06\u8425\u9500\u91cd\u70b9\u4ece\u201c\u6570\u636e\u8fc1\u79fb\u201d\u8f6c\u5411\u201c\u96f6\u667a\u529b\u635f\u5931\u201d\u7684\u60c5\u611f\u5171\u9e23\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 \u8fd9\u6b3e\u4ea7\u54c1\u8fdc\u975e\u4e00\u4e2a\u7b80\u5355\u7684\u6570\u636e\u5bfc\u5165\u5de5\u5177\uff0c\u5b83\u5b9e\u8d28\u4e0a\u662fAI\u7ade\u4e89\u8fdb\u5165\u201c\u7528\u6237\u5fc3\u667a\u4e89\u593a\u6218\u201d\u9636\u6bb5\u7684\u4e00\u6b21\u7cbe\u51c6\u5207\u5165\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u8bd5\u56fe\u7834\u89e3\u5f53\u524dAI\u52a9\u7406\u5e02\u573a\u6700\u5927\u7684\u7528\u6237\u7c98\u6027\u6765\u6e90\u2014\u2014\u6c89\u6ca1\u7684\u8ba4\u77e5\u6210\u672c\u3002\u7528\u6237\u82b1\u8d39\u5927\u91cf\u65f6\u95f4\u8c03\u6559\u7684\u4e2a\u6027\u5316\u4e0a\u4e0b\u6587\uff0c\u5df2\u6210\u4e3a\u963b\u6b62\u5176\u8fc1\u79fb\u7684\u4e3b\u8981\u58c1\u5792\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u806a\u660e\u5730\u5229\u7528\u4e86\u201c\u590d\u5236\u7c98\u8d34\u201d\u8fd9\u4e00\u6700\u4f4e\u6280\u672f\u95e8\u69db\uff0c\u5b9e\u73b0\u4e86\u4e00\u4e2a\u9ad8\u60c5\u611f\u4ef7\u503c\u7684\u627f\u8bfa\uff1a\u4f60\u7684\u6570\u5b57\u5de5\u4f5c\u4eba\u683c\u53ef\u4ee5\u968f\u8eab\u643a\u5e26\u3002\u7136\u800c\uff0c\u8bc4\u8bba\u7280\u5229\u5730\u6307\u51fa\u4e86\u5176\u5929\u82b1\u677f\uff1a\u80fd\u8fc1\u79fb\u7684\u662f\u201c\u8bb0\u5fc6\u201d\uff08\u663e\u6027\u4e8b\u5b9e\uff09\uff0c\u800c\u975e\u201c\u9ed8\u5951\u201d\uff08\u9690\u6027\u7684\u4ea4\u4e92\u6a21\u5f0f\u4e0e\u601d\u7ef4\u6821\u51c6\uff09\u3002\u8fd9\u66b4\u9732\u4e86\u5176\u672c\u8d28\u4ecd\u662f\u4e00\u79cd\u201c\u4e0a\u4e0b\u6587\u5feb\u7167\u201d\u7684\u642c\u8fd0\uff0c\u800c\u975e\u771f\u6b63\u7684\u667a\u80fd\u4f53\u65e0\u7f1d\u63a5\u66ff\u3002\n <\/p>\n<p class=\"ai-content\">\n \u66f4\u6df1\u5c42\u7684\u884c\u4e1a\u610f\u4e49\u5728\u4e8e\uff0c\u5b83\u9996\u6b21\u5c06\u201c\u7528\u6237\u6570\u636e\u4e0e\u8bb0\u5fc6\u7684\u53ef\u79fb\u690d\u6027\u201d\u4ece\u4e00\u4e2a\u7406\u8bba\u8bae\u9898\u63a8\u5411\u4e86\u5b9e\u8df5\u524d\u53f0\uff0c\u76f4\u63a5\u6311\u6218\u4e86AI\u5382\u5546\u901a\u8fc7\u5c01\u95ed\u4e0a\u4e0b\u6587\u6784\u5efa\u62a4\u57ce\u6cb3\u7684\u5546\u4e1a\u6a21\u5f0f\u3002\u5b83\u80fd\u5426\u5012\u903c\u884c\u4e1a\u5f62\u6210\u8bb0\u5fc6\u79fb\u690d\u7684\u5f00\u653e\u6807\u51c6\uff0c\u8fd8\u662f\u4fc3\u4f7f\u5382\u5546\u5c06\u62a4\u57ce\u6cb3\u6316\u5f97\u66f4\u6df1\u3001\u66f4\u9690\u6027\uff08\u5982\u5bf9\u7528\u6237\u98ce\u683c\u7684\u6df1\u5ea6\u81ea\u9002\u5e94\uff09\uff0c\u5c06\u6210\u4e3a\u89c2\u5bdf\u884c\u4e1a\u8d70\u5411\u7684\u4e00\u4e2a\u6709\u8da3\u98ce\u5411\u6807\u3002\u5f53\u524d\uff0c\u5b83\u662f\u4e00\u4e2a\u51fa\u8272\u7684\u8fc7\u6e21\u65b9\u6848\u548c\u8425\u9500\u5229\u5668\uff0c\u4f46\u79bb\u5b9e\u73b0\u771f\u6b63\u7684\u201c\u8ba4\u77e5\u8fde\u7eed\u6027\u201d\u5c1a\u6709\u672c\u8d28\u8ddd\u79bb\u3002\u5176\u6210\u529f\u4e0e\u5426\uff0c\u6700\u7ec8\u5c06\u53d6\u51b3\u4e8eClaude\u81ea\u8eab\u5728\u7406\u89e3\u4e0e\u8fd0\u7528\u8fd9\u4e9b\u5bfc\u5165\u8bb0\u5fc6\u4e0a\u7684\u667a\u80fd\u6c34\u5e73\uff0c\u5426\u5219\uff0c\u5bfc\u5165\u7684\u53ea\u662f\u4e00\u5806\u5f85\u91cd\u65b0\u7406\u89e3\u7684\u201c\u6587\u672c\u9057\u4ea7\u201d\u800c\u5df2\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 Import Memory<\/span>\n <\/div>\n<div class=\"comment-content\">Transfer your preferences, projects, and context from other AI providers into Claude. With one copy-paste, Claude updates its memory and picks up right where you left off. Memory is available on all paid plans. Switch without losing what makes your AI useful.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>As <a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> reported, <a href=\"https:\/\/www.producthunt.com\/p\/claude\/people-are-switching-from-openai-to-claude-following-sam-altman-s-announcement-today\" target=\"_blank\" rel=\"noopener\">People are switching from OpenAI to Claude following Sam Altman’s announcement<\/a> today. <\/p>\n<\/p>\n<p>Now you can switch from ChatGPT to Claude without starting over!<\/p>\n<\/p>\n<p><strong>What\u2019s possible now<\/strong><\/p>\n<p>Claude has a Memory feature that lets it retain user preferences, context, project details, and personalized information across conversations (so you don\u2019t have to re-explain everything each time). This memory is available on paid plans (e.g., Pro, Max) and is similar to ChatGPT\u2019s memory feature.<\/p>\n<\/p>\n<p><strong>How you bring ChatGPT context over<\/strong><\/p>\n<p>There isn\u2019t a literal \u201cone-click\u201d automatic transfer between ChatGPT and Claude yet. You can export or copy your memory\/context from ChatGPT (e.g., ask ChatGPT to summarize what it knows about you) and then import it into Claude\u2019s memory by pasting it into a new chat or using Claude\u2019s memory settings. <\/p>\n<\/p>\n<p><strong>In short<\/strong><\/p>\n<p>Claude can use prior context from ChatGPT if you bring it over manually. It effectively lets you continue where you left off without starting your workflow from scratch, as long as you import the summary\/context. <\/p>\n<\/p>\n<p>Have you made the switch to <a href=\"https:\/\/www.producthunt.com\/products\/claude\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"claude\" target=\"_blank\" rel=\"noopener\">@Claude by Anthropic<\/a> yet or you prefer staying with <a href=\"https:\/\/www.producthunt.com\/products\/openai\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"openai\" target=\"_blank\" rel=\"noopener\">@OpenAI<\/a>? <\/p>\n<p>Let us know in the comments! \ud83d\ude42 <\/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\">@rohanrecommends Do you have any tips for transferring GPTs to a Claude project?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">@david_lefebure working smart means working with the right group of company<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 copy-paste transfer gets you the explicit memory layer \u2014 the facts Claude now knows about you. The harder problem is the implicit layer: how ChatGPT has calibrated to your tone, your pace, your reasoning style, the shortcuts it’s developed for how you work. That doesn’t copy-paste. Claude still has to infer all of it from scratch. The real test of this feature is whether a cold Claude + your imported memory actually feels like continuity, or just familiarity.<\/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=\"comment-item\">\n<div class=\"comment-content\">\n<p>What I’d really like to see, as a heavy paid user (tier 2 of Pro) of Clausde, is when a chat gts full, the hand-off doesn’t lose so much;; I have train each new chat for 30 mins before I can continue getting things done.<\/p>\n<\/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\">@osakasaul working smart means working with the right group of company<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 on the #1 spot!, Switching AI models is a huge pain because of the starting from zero feeling.<\/p>\n<p>Quick thought: Right now, you’re marketing a \u201cmigration tool\u201d, but the real emotional hook is Cognitive Continuity. <\/p>\n<p>If you pivot your messaging to \u201cDon\u2019t leave your AI brain behind\u201d or \u201cSwitch to Claude with zero intelligence loss\u201d, you\u2019ll convert much faster. <\/p>\n<p>I run franvimktg and I\u2019ve got 2 copy tweaks for your hero section that focus on \u201cSeamless Intelligence\u201drather than just \u201cData Import\u201d.<\/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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is actually a very interesting shift.<\/p>\n<p>The real switching cost between AI tools isn\u2019t UI \u2014 it\u2019s memory.<\/p>\n<p>Context is the moat.<\/p>\n<p>Once your AI \u201cknows\u201d your projects, decisions, and thinking patterns, you\u2019re not just using a tool \u2014 you\u2019re building a cognitive extension of yourself.<\/p>\n<p>Curious question:<\/p>\n<p>Do you see portable memory becoming an industry standard?<br \/>Or will AI providers eventually compete on proprietary, locked-in context layers?<\/p>\n<p>We\u2019re building a product where structured probability and event context matter a lot \u2014 so the idea of transferable intelligence is fascinating.<\/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\">This is amazing! I would love to switch from chatGPT to Claude for certain tasks. Still unsure if it would be better to just import the memory or train Claude through conversations<\/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>The copy-paste flow is clever for getting explicit facts across, but I’d love to know how Claude handles contradictions in imported memory. If ChatGPT “knew” something outdated or just wrong about you, does Claude surface that for review or silently accept 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=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! How does it handle complex system prompts or long chat histories?<\/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>Wild how AI models have basically developed political reputations at this point and now have actual fanbases because of it. Fascinating direction for this industry.<\/p>\n<p>I’ve been preferring Claude lately, feels like it’s pulling ahead, but I’m sure it’ll keep swinging back and forth. Perplexity is looking really solid too. So, this seems really useful for a lot of people!<\/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\">Hey, this looks amazing. I’m totally gonna try it right away. Thanks to the Anthropic’s team<\/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\">@marcelo_farr I think that this is definitely going to impact OpenAI with ChatGPT because I think that lots of people are actually moving from their subscription to Claude<\/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\">This is honestly something I\u2019ve needed for a while. Rebuilding context every time you switch AI tools is frustrating, especially when you\u2019re working on long-term projects. Being able to transfer preferences and memory directly into Claude makes the transition much smoother. This feels like a practical solution for people who use multiple models regularly.<\/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>Claude Import Memory feels most valuable right at the chat-full handoff. A tiny handoff packet, goals, constraints, key decisions, do-nots, then paste into a fresh chat and, if Memory is on your plan, save only the durable bits there. Separate slots for prefs vs project brief would keep imports from becoming a junk drawer, and you can redact sensitive stuff before saving.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Nice timing, nice caption! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Thats what clever move means \u2705<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Huge move importing memory lowers switching cost overnight, if Claude can pull in context cleanly that changes the game for power users, curious how smooth the copy paste flow really is anyone testing this today<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Has it actually worked for anyone?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 know its product hunt but congrats to claude being #1 on Appstore i hope it will be top product of the day as well as number 1 on android playstore 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<\/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\/57V5FIVDZUAGS6\" class=\"app-title\">Notra<\/a><\/p>\n<div class=\"one-liner\">Turn your daily work into publish-ready content<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">269<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Notra\u901a\u8fc7\u8fde\u63a5GitHub\u3001Linear\u548cSlack\uff0c\u5c06\u5df2\u4ea4\u4ed8\u7684\u5f00\u53d1\u5de5\u4f5c\u81ea\u52a8\u8f6c\u5316\u4e3a\u53ef\u53d1\u5e03\u7684\u66f4\u65b0\u65e5\u5fd7\u3001\u535a\u5ba2\u548c\u793e\u5a92\u5185\u5bb9\uff0c\u89e3\u51b3\u4e86\u5de5\u7a0b\u56e2\u961f\u4ea4\u4ed8\u901f\u5ea6\u5feb\u4e0e\u5e02\u573a\u5185\u5bb9\u4ea7\u51fa\u6ede\u540e\u4e4b\u95f4\u7684\u6838\u5fc3\u77db\u76fe\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\/0b9a2235-e031-4da2-8284-6429af5b945d.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\/7f5f3cef-3772-407b-9e1b-8f80593a6d64.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\/69088612-7993-4816-a45d-34a9dfa6bb35.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\">Marketing<\/span><br \/>\n <span class=\"tag\">SaaS<\/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\">\u81ea\u52a8\u5316\u5185\u5bb9\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u66f4\u65b0\u65e5\u5fd7<\/span><br \/>\n <span class=\"tag\">AI\u5199\u4f5c\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u7814\u53d1\u4e0e\u5e02\u573a\u534f\u540c<\/span><br \/>\n <span class=\"tag\">SaaS\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">GitHub\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u8bed\u97f3\u9002\u914d<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u53d1\u5e03\u7ba1\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\u4e86\u4ece\u5f00\u53d1\u5230\u8425\u9500\u7684\u5185\u5bb9\u6ede\u540e\u75db\u70b9\uff0c\u751f\u6210\u5185\u5bb9\u8d28\u91cf\u9ad8\u3001\u81ea\u7136\u3002\u4e3b\u8981\u5efa\u8bae\u4e0e\u95ee\u9898\u96c6\u4e2d\u5728\uff1a\u54c1\u724c\u8bed\u97f3\u4e2a\u6027\u5316\u5b9a\u5236\u3001SEO\u529f\u80fd\u3001\u591a\u4ea7\u54c1\u7ebf\u5185\u5bb9\u4f18\u5148\u7ea7\u5904\u7406\u3001\u4ee5\u53ca\u5411Slack\u7b49\u5e73\u53f0\u76f4\u63a5\u63a8\u9001\u5185\u5bb9\u7684\u6df1\u5ea6\u96c6\u6210\u9700\u6c42\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 Notra\u5207\u5165\u4e86\u4e00\u4e2a\u7cbe\u51c6\u4e14\u65e5\u76ca\u51f8\u663e\u7684\u7f1d\u9699\u5e02\u573a\uff1a\u7814\u53d1\u4e0e\u8425\u9500\u4e4b\u95f4\u7684\u201c\u5185\u5bb9\u8f6c\u6362\u65ad\u5c42\u201d\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u7684AI\u6587\u672c\u751f\u6210\uff0c\u800c\u5728\u4e8e\u5145\u5f53\u4e86\u4e00\u4e2a\u201c\u4e0a\u4e0b\u6587\u7ffb\u8bd1\u5668\u201d\u3002\u5b83\u6df1\u5ea6\u96c6\u6210\u81f3GitHub\u3001Linear\u7b49\u5f00\u53d1\u534f\u4f5c\u6838\u5fc3\u5730\u5e26\uff0c\u6293\u53d6\u7684\u4e0d\u4ec5\u662f\u63d0\u4ea4\u4fe1\u606f\uff0c\u66f4\u662f\u529f\u80fd\u80cc\u540e\u7684\u8bbe\u8ba1\u903b\u8f91\u548c\u4ea7\u54c1\u51b3\u7b56\u610f\u56fe\uff0c\u8fd9\u4f7f\u5176\u751f\u6210\u7684\u521d\u7a3f\u5177\u5907\u4e86\u8d85\u8d8a\u6a21\u677f\u7684\u51c6\u786e\u6027\u4e0e\u6df1\u5ea6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5de7\u5999\u5730\u907f\u5f00\u4e86\u4e0e\u901a\u7528AI\u5199\u4f5c\u5de5\u5177\u7684\u6b63\u9762\u7ade\u4e89\uff0c\u5b9a\u4f4d\u4e3a\u201c\u5de5\u7a0b\u56e2\u961f\u7684\u8425\u9500\u526f\u9a7e\u9a76\u201d\u3002\u5176\u6838\u5fc3\u58c1\u5792\u5728\u4e8e\u5bf9\u5f00\u53d1\u5de5\u4f5c\u6d41\u7684\u6df1\u5ea6\u7406\u89e3\u4e0e\u96c6\u6210\u80fd\u529b\uff0c\u4ee5\u53ca\u5c06\u6280\u672f\u672f\u8bed\u8f6c\u5316\u4e3a\u7528\u6237\u4ef7\u503c\u53d9\u4e8b\u7684\u201c\u7ffb\u8bd1\u201d\u903b\u8f91\u3002\u4ece\u8bc4\u8bba\u770b\uff0c\u7528\u6237\u6700\u4e70\u8d26\u7684\u6b63\u662f\u5176\u201c\u4f4e\u6469\u64e6\u201d\u4f53\u9a8c\uff0c\u5c06\u4e00\u9879\u7e41\u7410\u7684\u201c\u4e0a\u4e0b\u6587\u5207\u6362\u201d\u4efb\u52a1\u53d8\u6210\u4e86\u8fd1\u4e4e\u65e0\u611f\u7684\u526f\u4ea7\u54c1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u6e05\u6670\u3002\u9996\u5148\uff0c\u662f\u201c\u54c1\u724c\u8bed\u97f3\u201d\u7684\u6df1\u5ea6\u9002\u914d\u95ee\u9898\u3002\u5f53\u524d\u6293\u53d6\u7f51\u7ad9\u751f\u6210\u8bed\u97f3\u7684\u65b9\u6848\u4ecd\u662f\u8868\u5c42\uff0c\u5982\u4f55\u6301\u7eed\u5b66\u4e60\u5e76\u5185\u5316\u4e00\u4e2a\u54c1\u724c\u72ec\u7279\u7684\u53d9\u4e8b\u98ce\u683c\uff0c\u662f\u907f\u514d\u5185\u5bb9\u540c\u8d28\u5316\u7684\u5173\u952e\u3002\u5176\u6b21\uff0c\u662f\u5185\u5bb9\u4ef7\u503c\u7684\u5224\u65ad\u4e0e\u4f18\u5148\u7ea7\u95ee\u9898\u3002\u6b63\u5982\u7528\u6237\u6240\u95ee\uff0c\u5982\u4f55\u533a\u5206\u503c\u5f97\u63a8\u5e7f\u7684\u7528\u6237\u529f\u80fd\u66f4\u65b0\u4e0e\u5185\u90e8\u57fa\u7840\u8bbe\u65bd\u8c03\u6574\uff0c\u8fd9\u9700\u8981\u4ea7\u54c1\u5f15\u5165\u66f4\u590d\u6742\u7684\u51b3\u7b56\u5c42\uff0c\u6216\u8bb8\u9700\u8981\u7ed3\u5408\u4e1a\u52a1\u6570\u636e\uff08\u5982\u529f\u80fd\u4f7f\u7528\u91cf\uff09\u6216\u4ea7\u54c1\u7ecf\u7406\u7684\u8f93\u5165\u3002\u6700\u540e\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u53ef\u80fd\u53d7\u9650\u4e8e\u76ee\u6807\u5ba2\u7fa4\u89c4\u6a21\uff0c\u5373\u90a3\u4e9b\u4ea4\u4ed8\u9891\u7e41\u3001\u4e14\u62e5\u6709\u72ec\u7acb\u8425\u9500\u9700\u6c42\u7684\u79d1\u6280\u516c\u53f8\uff0c\u5e02\u573a\u5929\u82b1\u677f\u9700\u8981\u5ba1\u89c6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cNotra\u662f\u4e00\u6b3e\u6781\u5177\u6d1e\u5bdf\u529b\u7684\u5782\u76f4\u5316AI\u5e94\u7528\u3002\u5b83\u6ca1\u6709\u8ffd\u9010\u6cdb\u5316\u7684\u5185\u5bb9\u751f\u6210\uff0c\u800c\u662f\u901a\u8fc7\u6df1\u6316\u4e00\u4e2a\u5177\u4f53\u5de5\u4f5c\u6d41\u7684\u75db\u70b9\uff0c\u63d0\u4f9b\u4e86\u8fd1\u4e4e\u201c\u7ba1\u9053\u201d\u5f0f\u7684\u89e3\u51b3\u65b9\u6848\u3002\u5176\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u201c\u81ea\u52a8\u5316\u201d\u4e0e\u201c\u53ef\u63a7\u6027\u201d\u3001\u201c\u89c4\u6a21\u6548\u7387\u201d\u4e0e\u201c\u54c1\u724c\u72ec\u7279\u6027\u201d\u4e4b\u95f4\u627e\u5230\u6700\u4f73\u5e73\u8861\u70b9\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\">Notra<\/span>\n <\/div>\n<div class=\"comment-content\">Notra connects to GitHub, Linear and Slack to turn shipped work into ready-to-publish changelogs, blog posts, and social updates.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey everyone, excited to launch on Product Hunt today!<\/p>\n<\/p>\n<p>AI made coding faster. Marketing can’t keep up. Notra lets you ship product updates as fast as your code, so changelogs, LinkedIn posts, and marketing copy go out without the usual lag. The idea: engineers shouldn’t have to slow down to market what they built.<\/p>\n<\/p>\n<p>Would mean a lot if you could take a look. Curious what you think!<\/p>\n<\/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\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dominikkoch\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dominikkoch<\/a> really cool idea and product and i think it works , i am also working on a product which can help you in getting customers and also helps in automating your customers support , it helps you getting leads through support , it helps you converting your customers , it solves you users queries in a most efficient way possible so you need not to worry , i am giving free access to you to try our product at scale if you are in let me know and checkout – customsupportai.com<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@dominikkoch\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dominikkoch<\/a> Every sprint we’d ship a dozen PRs and the marketing update would lag two weeks because nobody wanted to context-switch into copywriting mode. By the time someone wrote it up, half the details were fuzzy. Notra pulling from merged PRs and auto-drafting changelogs plus social updates kills that lag. Brand voice matching is what separates this from a template generator… without it you’re still rewriting every draft. Once Linear and Slack land, drafts pick up design rationale and product decisions that PRs alone miss. That’s where content goes from accurate to genuinely useful.<\/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\">Awesome product! Gave it a shot and the generated content is natural and right on point, fitting the actual product development instead of random unrelated stuff. Feels like it really helps with getting media-content stuff done – especially when you\u2018re focussed on the technical side.<\/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>Thanks for giving Notra a try<a href=\"https:\/\/www.producthunt.com\/@glenntoews\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@glenntoews<\/a>! And thanks for all the feedback!<\/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 lowkey turned the chore of creating release notes and changelogs into a drop-in solution, absolutely love how low friction it is<\/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>Appreciate the kind words <a href=\"https:\/\/www.producthunt.com\/@izadoesdev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@izadoesdev<\/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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Super super nice, congrats on the product and the launch! Do you have a way to personalize the output to match the user’s tone of voice? The content creation part is great, but I was wondering if you also have something in place to ensure it doesn’t sound generic? <\/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>We actually pull in your website to try and match your brands voice\/identity. You can also give it custom instructions to help make it less generic!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Is there an offline mode available or any built-in SEO tools for the published content?<\/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>Offline mode wouldn’t really make sense because you can’t publish\/create new content that way. SEO tools would be awesome, though; I am putting that on my list, thanks!<\/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 a real pain point. We spend way too much time turning dev work into marketing content. Love that it pulls directly from GitHub and Linear \u2014 that’s where the actual work lives. 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>Thank you <a href=\"https:\/\/www.producthunt.com\/@globalmoneyindex\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@globalmoneyindex<\/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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great product, we could automate code w different tools but finally a good product for marketing. Should definitely try 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>Exactly my throughts! Thanks a lot for trying Notra!<\/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\">Bridging this gap is a strong positioning angle! Curious how you\u2019re thinking about quality control and brand voice over time?<\/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>It should learn from you and get better at that over time as its knowledge and references provided grow. We also fetch your website to compile a custom brand voice.<\/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 use-case for this could be writing release notes automatically, or letting my co-founders know what is coming out on new releases, can I link it to post to slack rather than just feeding it data from there?<\/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>Hey<a href=\"https:\/\/www.producthunt.com\/@haxybaxy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@haxybaxy<\/a>, thats a great idea actually, would you want to send the whole post straight to Slack or just a link\/reference to it? Both is definitely something it should do long term!<\/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 solving something I’ve felt firsthand – we ship fast but then the marketing side just… lags behind for days. The idea of pulling directly from GitHub commits and Linear tickets to generate ready-to-go content is smart. Curious about one thing: how customizable is the tone\/voice for the outputs? Like if you have a very specific brand voice, can Notra learn that over time?<\/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>We currently fetch your website to generate a brand voice and let you edit it or even add your own custom instructions. Adding references etc. is also high on my list!<\/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>Amazing product that I can\u2019t wait to use. 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\">Thanks @ay_ush! can’t wait for you to try it!<\/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>I really love the idea! This is such a strong concept, and Notra actually works really well too. I tried it, and I\u2019m fascinated by how good the texts Notra creates are, just based on my Git commits. It\u2019s absolutely crazy. I\u2019m very excited to see how this will impact our marketing in the long term.<\/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>Thank you <a href=\"https:\/\/www.producthunt.com\/@bennyqp\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bennyqp<\/a>, glad you found Notra useful!<\/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>the first tool that really gets my messy commits and makes perfect changelogs from it, that i literally then just instantly display on my website. great ux too, very intuitive!<\/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>Thank you <a href=\"https:\/\/www.producthunt.com\/@janburzinski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@janburzinski<\/a>, glad you enjoy using Notra and thanks for all the feedback so far!<\/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\">I agree. I think building is no challenge anymore. Marketing and distribution becomes more and more important. Especially now that potential customers get spammed with products. What feedback did you get already from users?<\/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<a href=\"https:\/\/www.producthunt.com\/@phirabu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@phirabu<\/a>! We got a lot of feedback about the output quality so far and lot’s of feature suggestions like an API or a MCP server.<\/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 hits close to home. At Custyle, we’re building AI-powered merchandising, and the gap between shipping code and shipping marketing content is real. Engineers move fast, but marketing copy gets stuck in a queue.<\/p>\n<\/p>\n<p>What’s interesting here is the integration depth \u2014 pulling from GitHub commits AND Linear tickets gives you actual context, not just surface-level updates. That’s the difference between “we shipped features” and “here’s what changed for users.”<\/p>\n<\/p>\n<p>Quick question: For teams with multiple products or workstreams, how does Notra handle prioritization? Like, if we’re pushing updates across 3 different product lines simultaneously, can it distinguish what’s worth promoting vs. what’s internal infrastructure?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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, this is really nice! <\/p>\n<\/p>\n<p>As a QA, I’ve seen so many great features ship with hardly anyone pushing them forward because devs didn’t have the time to write marketing copy or properly explain the full picture to their marketing team.<\/p>\n<\/p>\n<p>Does this capture the “why this matters” or just the “what changed”?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Hey folks<br \/>What\u2019s the exact moment or event that makes me think: \u2018This is worth paying for Notra\u2019?\u201d<\/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, website looks super neat and clean. Is there any API to integrate with different software? In my company we’ve been using Microsoft Teams, so I don’t know if it’s possible to fetch details from there.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 hits a real pain point. I’m a solo founder shipping features constantly and the marketing side always lags behind \u2014 I’ll push 5 updates before I even think about writing a changelog or posting about it. The GitHub-to-content pipeline makes a lot of sense. Quick question: does it handle different tones for different channels? Like a more technical changelog vs. a casual tweet or Reddit post from the same PR?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">#3<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/SANCIWSYKEYOOQ\" class=\"app-title\">OpenFang<\/a><\/p>\n<div class=\"one-liner\">Open-Source Agent Operating System<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">192<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>OpenFang\u662f\u4e00\u4e2a\u5f00\u6e90\u3001\u5b89\u5168\u7684\u667a\u80fd\u4f53\u64cd\u4f5c\u7cfb\u7edf\uff0c\u901a\u8fc7\u9884\u7f6e\u8c03\u5ea6\u3001\u5b89\u5168\u6c99\u7bb1\u4e0e\u591a\u5de5\u5177\u96c6\u6210\uff0c\u89e3\u51b3\u4e86\u73b0\u6709AI\u4ee3\u7406\u6846\u67b6\u4f9d\u8d56\u4eba\u5de5\u89e6\u53d1\u3001\u7f3a\u4e4f\u771f\u6b63\u81ea\u4e3b\u6267\u884c\u4e0e\u53ef\u4fe1\u5b89\u5168\u8fb9\u754c\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\/f64ce49d-dfcf-4c8c-81a5-daedca52cfba.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\/a1c97757-7c19-4364-a1ba-d1100fbc88be.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\/e32a7efc-c3fe-46bc-b26d-0124a6109078.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\/2b742384-503c-44a3-9fc0-b363f5655a08.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\/27203f24-5047-450d-821b-c3b834cad1c3.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\">Developer Tools<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u667a\u80fd\u4f53\u64cd\u4f5c\u7cfb\u7edf<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90<\/span><br \/>\n <span class=\"tag\">Rust<\/span><br \/>\n <span class=\"tag\">\u81ea\u4e3b\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u5b89\u5168\u67b6\u6784<\/span><br \/>\n <span class=\"tag\">WASM\u6c99\u7bb1<\/span><br \/>\n <span class=\"tag\">\u8c03\u5ea6\u6267\u884c<\/span><br \/>\n <span class=\"tag\">\u5355\u4e8c\u8fdb\u5236\u6587\u4ef6<\/span><br \/>\n <span class=\"tag\">\u591a\u5de5\u5177\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\u8d5e\u8d4f\u5176\u4ece\u201c\u804a\u5929\u5305\u88c5\u5668\u201d\u8f6c\u5411\u771f\u6b63\u81ea\u4e3b\u8c03\u5ea6\u7684\u7406\u5ff5\u53ca\u4e25\u8083\u7684\u5b89\u5168\u67b6\u6784\uff08WASM\u3001Merkle\u5ba1\u8ba1\uff09\u3002\u6838\u5fc3\u95ee\u9898\u805a\u7126\u4e8e\uff1a\u5931\u8d25\u91cd\u8bd5\u4e0e\u56de\u6eda\u673a\u5236\u3001\u591a\u667a\u80fd\u4f53\u534f\u8c03\u4e0e\u72b6\u6001\u5171\u4eab\u3001\u957f\u671f\u5206\u5e03\u5f0f\u4e0e\u5546\u4e1a\u5316\u613f\u666f\uff0c\u4ee5\u53ca\u5b89\u5168\u63aa\u65bd\uff08\u5982\u6c99\u7bb1\uff09\u7684\u5177\u4f53\u6267\u884c\u65f6\u673a\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 OpenFang\u7684\u4eae\u76f8\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u4e2a\u65b0\u6846\u67b6\uff0c\u4e0d\u5982\u8bf4\u662f\u5bf9\u5f53\u524d\u201c\u667a\u80fd\u4f53\u201d\u6982\u5ff5\u6cdb\u6ee5\u7684\u4e00\u6b21\u7cbe\u51c6\u795b\u9b45\u3002\u5b83\u76f4\u6307\u884c\u4e1a\u8f6f\u808b\uff1a\u7edd\u5927\u591a\u6570\u6240\u8c13\u4ee3\u7406\uff0c\u672c\u8d28\u4ecd\u662f\u9700\u8981\u4eba\u7c7b\u6301\u7eed\u4ea4\u4e92\u7684\u589e\u5f3a\u578b\u804a\u5929\u673a\u5668\u4eba\uff0c\u79bb\u201c\u81ea\u4e3b\u6267\u884c\u5de5\u4f5c\u201d\u76f8\u53bb\u751a\u8fdc\u3002\u5176\u4ef7\u503c\u6838\u5fc3\u5728\u4e8e\uff0c\u7528\u201c\u8c03\u5ea6\u201d\u53d6\u4ee3\u201c\u63d0\u793a\u201d\uff0c\u7528\u201c\u7cfb\u7edf\u201d\u53d6\u4ee3\u201c\u6846\u67b6\u201d\uff0c\u8bd5\u56fe\u5c06\u667a\u80fd\u4f53\u4ece\u73a9\u5177\u5347\u7ea7\u4e3a\u53ef\u4fe1\u7684\u751f\u4ea7\u529b\u5de5\u5177\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u950b\u8292\u85cf\u5728\u6280\u672f\u9009\u578b\u4e0e\u67b6\u6784\u4e2d\u3002Rust\u8bed\u8a00\u3001\u5355\u4e8c\u8fdb\u5236\u5206\u53d1\uff0c\u662f\u5bf9Python\u7cfb\u4f9d\u8d56\u5730\u72f1\u548c\u90e8\u7f72\u590d\u6742\u6027\u7684\u516c\u7136\u53cd\u6297\uff0c\u7784\u51c6\u7684\u662f\u7a33\u5b9a\u4e0e\u53ef\u63a7\u3002\u800cWASM\u6c99\u7bb1\u3001Merkle\u5ba1\u8ba1\u8ffd\u8e2a\u3001\u6c61\u70b9\u8ddf\u8e2a\u7b4916\u5c42\u5b89\u5168\u8bbe\u8ba1\uff0c\u5e76\u975e\u9526\u4e0a\u6dfb\u82b1\uff0c\u800c\u662f\u5c06\u201c\u4e0d\u4fe1\u4efb\u201d\u539f\u5219\u690d\u5165\u9aa8\u9ad3\u3002\u8fd9\u56de\u5e94\u4e86\u4e00\u4e2a\u5173\u952e\u8d28\u7591\uff1a\u5f53\u4ee3\u7406\u80fd\u64cd\u4f5c\u652f\u4ed8\u3001API\u7b49\u771f\u5b9e\u4e16\u754c\u63a5\u53e3\u65f6\uff0c\u5982\u4f55\u9632\u6b62\u5176\u201c\u4f5c\u6076\u201d\u6216\u51fa\u9519\uff1fOpenFang\u8bd5\u56fe\u7528\u6280\u672f\u5f3a\u5236\u529b\u7ed9\u51fa\u7b54\u6848\uff0c\u5c06\u5b89\u5168\u4ece\u4e8b\u540e\u5ba1\u8ba1\u53d8\u4e3a\u4e8b\u4e2d\u9694\u79bb\u4e0e\u8ffd\u6eaf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u540c\u6837\u6e05\u6670\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u5931\u8d25\u56de\u6eda\u201d\u548c\u201c\u591a\u667a\u80fd\u4f53\u534f\u8c03\u201d\u7684\u63d0\u95ee\uff0c\u6233\u4e2d\u4e86\u4ece\u201c\u80fd\u8fd0\u884c\u201d\u5230\u201c\u53ef\u9760\u8fd0\u884c\u201d\u7684\u9e3f\u6c9f\u3002\u8c03\u5ea6\u4e0b\u7684\u81ea\u4e3b\uff0c\u610f\u5473\u7740\u66f4\u590d\u6742\u7684\u9519\u8bef\u5904\u7406\u4e0e\u72b6\u6001\u534f\u8c03\uff0c\u8fd9\u9700\u8981\u8d85\u8d8a\u5355\u70b9\u5b89\u5168\u7684\u7cfb\u7edf\u7ea7\u8bbe\u8ba1\u3002\u6b64\u5916\uff0c\u5176\u5f00\u6e90\u3001\u81ea\u6258\u7ba1\u7684\u8def\u5f84\uff0c\u867d\u53d7\u5f00\u53d1\u8005\u6b22\u8fce\uff0c\u4f46\u5982\u4f55\u4e0e\u4e91\u539f\u751f\u3001\u96c6\u6210\u7684\u5546\u4e1a\u5e73\u53f0\u7ade\u4e89\u751f\u6001\u4e0e\u6613\u7528\u6027\uff0c\u662f\u5176\u5fc5\u987b\u9762\u5bf9\u7684\u957f\u671f\u547d\u9898\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cOpenFang\u662f\u4e00\u6b21\u503c\u5f97\u5c0a\u656c\u7684\u5e95\u5c42\u7a81\u56f4\u3002\u5b83\u4e0d\u8ffd\u9010\u5bf9\u8bdd\u7684\u6d41\u7545\u5ea6\uff0c\u800c\u662f\u6b7b\u78d5\u81ea\u4e3b\u7684\u53ef\u9760\u6027\u4e0e\u5b89\u5168\u6027\uff0c\u4e3a\u667a\u80fd\u4f53\u771f\u6b63\u878d\u5165\u5173\u952e\u5de5\u4f5c\u6d41\u94fa\u8bbe\u57fa\u7840\u8bbe\u65bd\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u68c0\u9a8c\u5e02\u573a\u5bf9\u201c\u81ea\u4e3b\u201d\u7684\u9700\u6c42\uff0c\u7a76\u7adf\u662f\u53f6\u516c\u597d\u9f99\uff0c\u8fd8\u662fready for the next level\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\">OpenFang<\/span>\n <\/div>\n<div class=\"comment-content\">Open-source Agent OS built in Rust. 7 autonomous Hands that work for you on schedules. 16 security systems. 53 tools. 40 channels. 27 LLM providers. WASM sandbox, Merkle audit trail, taint tracking. Single binary.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">hey everyone, im jaber, i built openfang because every agent framework i tried was basically a chatbot wrapper. you type something, it responds, you type again. thats not autonomy thats a conversation.<br \/>\ni wanted agents that wake up on a schedule, do the work, and report back without me sitting there. so i built Openfang!<\/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\">@jaber23 what do your agents do for you?<\/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\">@chrismessina anything<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 on launch. I noticed that you mentioned P2P networking in your website, do you plan to make it distributed in the future?<\/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\">@libos indeed!<\/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\/@libos\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@libos<\/a> Agent frameworks that treat safety as one global toggle break when a Hand has browser access and purchase authority alongside one that just reads APIs. OpenFang splitting guardrails per Hand via HAND.toml is what makes scheduled autonomy actually trustable. Single Rust binary compounds that… no Python dependency tree to audit across 7 autonomous processes on a cron. Where this gets real: overlapping schedules where two Hands compete for the same external resource. That coordination layer is usually where autonomous setups hit their first production stress test.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 the kind of infrastructure play the agent space needs. Most frameworks are still stuck in “prompt-response” mode \u2014 basically glorified chat wrappers. But actual autonomy means agents that wake up, do work, and report back without you babysitting.<\/p>\n<\/p>\n<p>What caught my attention: the security-first architecture. WASM sandbox + Merkle audit trail + taint tracking isn’t just feature creep \u2014 it’s acknowledging that agents making real-world calls (payments, API writes, data access) need guardrails. At Custyle, we’re building AI-powered merchandising agents, and the question of “what happens when an agent goes rogue mid-task?” keeps me up at night.<\/p>\n<\/p>\n<p>Quick question: For scheduled agents that fail partway through, is there a built-in retry\/recovery mechanism? Or does the Merkle trail just help with debugging after the fact? Also curious how you’re thinking about multi-agent coordination \u2014 if 7 Hands are running simultaneously, how do they share state without stepping on 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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Building an Agent OS in Rust with a WASM sandbox is a serious architectural choice. Most \u2018agent frameworks\u2019 stop at orchestration – you\u2019re clearly thinking about execution boundaries and auditability.<\/p>\n<p>Curious how you see OpenFang competing with cloud-first agent platforms. Is the long-term vision self-hosted autonomy, or a distributed network of 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>Amazing one Jaber, congrats, do you consider making other products use yours to build agents in their workflow? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Built in Rust with WASM sandbox \u2014 that’s a serious approach to agent security. Bookmarking 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>Congrats on the launch! The idea of building agents that actually run autonomously on schedules instead of just responding to prompts is a really important distinction \u2014 most frameworks still feel like glorified chat wrappers. Building this in Rust with a WASM sandbox is a bold choice too. Curious about the security model \u2014 with 16 security systems and Merkle audit trails, are you targeting enterprise use cases or is this more for indie devs who want to self-host reliable agents? Either way, shipping a single binary makes the DX so much cleaner.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 security architecture here is impressive – 16 layers including WASM sandboxing, Merkle audit trails, and taint tracking is serious work. Most agent frameworks treat safety as an afterthought, but for agents that actually interact with the real world (payments, database writes, API calls), this is exactly the right priority.<\/p>\n<p>Curious about one thing: when an agent triggers an action with real-world side effects (like sending an email or making a payment), how does the system handle rollback if a later step in the chain fails? Is there a compensation mechanism, or does the sandbox prevent those actions from executing until the full chain is validated?<\/p>\n<p>Congrats on the launch – 4,000+ stars in 4 days speaks for itself.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 WASM sandbox + Merkle audit trail combo is really smart for agent security. Most frameworks just trust the LLM output blindly – having taint tracking built in from day one shows you actually thought about what happens when agents run unsupervised. Curious how the scheduling system handles failures mid-task.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Really interesting approach building an open-source Agent OS in Rust. The focus on WASM sandbox + security layers stands out. Curious how you\u2019re thinking about long-term extensibility for third-party 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<\/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\/6KQH3RRTWKMTFK\" class=\"app-title\">Voicr<\/a><\/p>\n<div class=\"one-liner\">Your voice in, polished text out \u2014 in seconds<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">188<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Voicr\u662f\u4e00\u6b3e\u5168\u79bb\u7ebfAI\u8bed\u97f3\u8f6c\u6587\u5b57\u5e94\u7528\uff0c\u7528\u6237\u901a\u8fc7\u81ea\u7136\u8bf4\u8bdd\u5373\u53ef\u5373\u65f6\u83b7\u5f97\u7cbe\u70bc\u3001\u53ef\u5206\u4eab\u7684\u6587\u672c\uff0c\u89e3\u51b3\u4e86\u7075\u611f\u7a0d\u7eb5\u5373\u901d\u3001\u601d\u7ef4\u5feb\u4e8e\u6253\u5b57\u4ee5\u53ca\u4e66\u9762\u8868\u8fbe\u8017\u65f6\u8017\u529b\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\/30f549b5-4ff5-4d4f-b4b2-12a13a15a5ac.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\/343a5cc1-05ba-4e4a-82d2-ea780941475f.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\/4117d5ed-3e06-408f-9230-5ab3c694bff6.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\/38478b04-5f35-4566-adce-7c051495abd8.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\/74e78f32-cfcd-41d9-9232-de517cd29165.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\/7c6e383f-a7d8-46e4-9944-ac2979e512e7.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\/1c364ca1-3ebc-4c8e-a64a-a59aef72251c.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=6wzqnRgGwjQ\"><source src=\"https:\/\/www.youtube.com\/watch?v=6wzqnRgGwjQ\" 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\">Writing<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8bed\u97f3\u8f6c\u6587\u5b57<\/span><br \/>\n <span class=\"tag\">AI\u6587\u672c\u6da6\u8272<\/span><br \/>\n <span class=\"tag\">\u5168\u79bb\u7ebf\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u7b14\u8bb0\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u521b\u4f5c<\/span><br \/>\n <span class=\"tag\">\u79fb\u52a8\u6548\u7387<\/span><br \/>\n <span class=\"tag\">\u53ef\u5b9a\u5236\u63d0\u793a\u8bcd<\/span><br \/>\n <span class=\"tag\">\u591a\u7248\u672c\u8f93\u51fa<\/span><br \/>\n <span class=\"tag\">\u7075\u611f\u6355\u6349<\/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\u7075\u611f\u6d41\u5931\u201d\u75db\u70b9\u7684\u4ef7\u503c\uff0c\u5e76\u5bf9\u5168\u79bb\u7ebf\u6a21\u5f0f\u8868\u793a\u8d5e\u8d4f\u3002\u4e3b\u8981\u5efa\u8bae\u4e0e\u95ee\u9898\u96c6\u4e2d\u5728\uff1a\u589e\u52a0\u591a\u573a\u666f\u9884\u8bbe\u3001\u652f\u6301\u5f55\u97f3\u540e\u8ffd\u52a0\u7f16\u8f91\u3001\u4f18\u5316\u975e\u6bcd\u8bed\u53e3\u97f3\u8bc6\u522b\u3001\u63d0\u4f9b\u684c\u9762\u7aef\u7248\u672c\u3001\u8003\u8651\u66f4\u7075\u6d3b\u7684\u5b9a\u4ef7\u7b56\u7565\uff0c\u4ee5\u53ca\u63a2\u7d22\u201c\u601d\u7ef4\u6f14\u8fdb\u201d\u7b49\u6df1\u5ea6\u529f\u80fd\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 Voicr\u7684\u5ba3\u8a00\u201cYour voice in, polished text out\u201d\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u9ad8\u9891\u4e14\u672a\u88ab\u59a5\u5584\u89e3\u51b3\u7684\u6548\u7387\u65ad\u5c42\uff1a\u4ece\u6a21\u7cca\u3001\u6d41\u52a8\u7684\u601d\u7ef4\u5230\u6e05\u6670\u3001\u7ed3\u6784\u5316\u6587\u672c\u7684\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\u635f\u8017\u3002\u5b83\u5e76\u975e\u7b80\u5355\u7684\u8bed\u97f3\u5907\u5fd8\u5f55\uff0c\u5176\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u5145\u5f53\u4e86\u4e00\u4e2a\u201c\u8ba4\u77e5\u51cf\u8d1f\u201d\u7684\u5b9e\u65f6\u7f16\u8f91\uff0c\u8bd5\u56fe\u5c06\u788e\u7247\u5316\u601d\u8003\u76f4\u63a5\u8f6c\u5316\u4e3a\u53ef\u4ea4\u4ed8\u7684\u6210\u679c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u6700\u7280\u5229\u7684\u5200\u5203\u5728\u4e8e\u4e24\u4e2a\u770b\u4f3c\u77db\u76fe\u7684\u9009\u62e9\uff1a\u4e00\u662f\u63d0\u4f9b\u201c\u53ef\u5b9a\u5236\u63d0\u793a\u8bcd\u201d\uff0c\u8fd9\u5b9e\u9645\u4e0a\u662f\u5c06\u6587\u672c\u98ce\u683c\u7684\u638c\u63a7\u6743\u90e8\u5206\u5f52\u8fd8\u7ed9\u7528\u6237\uff0c\u4ee5\u5bf9\u6297AI\u8f93\u51fa\u56fa\u6709\u7684\u201c\u5e73\u5eb8\u5316\u201d\u98ce\u9669\uff0c\u56de\u5e94\u4e86\u7528\u6237\u5bf9\u201c\u4fdd\u6301\u4e2a\u4eba\u58f0\u97f3\u201d\u7684\u6df1\u5c42\u7126\u8651\uff1b\u4e8c\u662f\u201c100% on-device\u201d\uff0c\u8fd9\u5728\u6570\u636e\u9690\u79c1\u6050\u614c\u65f6\u4ee3\u6784\u7b51\u4e86\u575a\u5b9e\u7684\u4fe1\u4efb\u58c1\u5792\uff0c\u76f4\u63a5\u4e0e\u4e3b\u6d41\u4e91\u7aef\u65b9\u6848\u5f62\u6210\u5dee\u5f02\u5316\u7ade\u4e89\uff0c\u4f46\u540c\u65f6\u4e5f\u4e3a\u5176\u6a21\u578b\u80fd\u529b\u4e0e\u5904\u7406\u590d\u6742\u4efb\u52a1\u7684\u6027\u80fd\u8bbe\u4e0b\u4e86\u5929\u82b1\u677f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0cVoicr\u9762\u4e34\u7684\u771f\u6b63\u8003\u9a8c\u5728\u4e8e\u5176\u5b9a\u4f4d\u7684\u201c\u6a21\u7cca\u5730\u5e26\u201d\u3002\u4ece\u8bc4\u8bba\u770b\uff0c\u7528\u6237\u65e2\u5e0c\u671b\u5b83\u662f\u201c\u5feb\u901f\u6355\u6349\u5de5\u5177\u201d\uff08\u7528\u4e8eSlack\u6d88\u606f\uff09\uff0c\u53c8\u671f\u5f85\u5176\u6210\u4e3a\u201c\u601d\u8003\u4f34\u4fa3\u201d\uff08\u7528\u4e8e\u957f\u6587\u3001\u601d\u60f3\u6f14\u8fdb\uff09\u3002\u8fd9\u63ed\u793a\u4e86\u5176\u6838\u5fc3\u77db\u76fe\uff1a**\u5728\u201c\u5373\u65f6\u629b\u5149\u201d\u4e0e\u201c\u6df1\u5ea6\u5b75\u5316\u201d\u4e4b\u95f4\u5982\u4f55\u53d6\u820d\uff1f** \u8fc7\u5ea6\u629b\u5149\u4f1a\u627c\u6740\u601d\u60f3\u7684\u539f\u59cb\u751f\u547d\u529b\uff08\u6b63\u5982\u7528\u6237\u62c5\u5fe7\u7684\u201c\u5931\u53bb\u80fd\u91cf\u201d\uff09\uff0c\u800c\u5355\u7eaf\u8bb0\u5f55\u53c8\u9000\u5316\u4e3a\u666e\u901a\u5f55\u97f3\u7b14\u3002\u5b83\u7684\u201c\u53ef\u5b9a\u5236\u63d0\u793a\u8bcd\u201d\u662f\u89e3\u51b3\u6b64\u77db\u76fe\u7684\u4e00\u6b21\u7cbe\u5de7\u5c1d\u8bd5\uff0c\u4f46\u80fd\u5426\u6ee1\u8db3\u4ece\u5373\u65f6\u901a\u8baf\u5230\u5185\u5bb9\u521b\u4f5c\u7684\u5168\u573a\u666f\u9700\u6c42\uff0c\u4ecd\u9700\u89c2\u5bdf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u672a\u6765\u6f14\u8fdb\u7684\u5173\u952e\uff0c\u6216\u8bb8\u4e0d\u5728\u4e8e\u589e\u52a0\u66f4\u591a\u529f\u80fd\uff0c\u800c\u5728\u4e8e\u66f4\u667a\u80fd\u5730\u7406\u89e3\u8bed\u5883\u4e0e\u610f\u56fe\u3002\u4f8b\u5982\uff0c\u6839\u636e\u5f55\u97f3\u957f\u5ea6\u3001\u5173\u952e\u8bcd\u81ea\u52a8\u5339\u914d\u5904\u7406\u6df1\u5ea6\uff0c\u6216\u50cf\u7528\u6237\u5efa\u8bae\u7684\uff0c\u5141\u8bb8\u5bf9\u540c\u4e00\u601d\u60f3\u8fdb\u884c\u591a\u6b21\u5f55\u97f3\u201c\u6d47\u704c\u201d\uff0c\u4f7f\u5176\u9010\u6b65\u751f\u957f\u3002\u82e5\u4ec5\u505c\u7559\u5728\u5f53\u524d\u201c\u9ad8\u6548\u8f6c\u5f55+\u98ce\u683c\u6a21\u677f\u201d\u5c42\u9762\uff0c\u5b83\u53ef\u80fd\u6ca6\u4e3a\u53c8\u4e00\u4e2a\u6709\u8da3\u7684\u5de5\u5177\uff1b\u82e5\u80fd\u771f\u6b63\u964d\u4f4e\u4ece\u601d\u7ef4\u5230\u4f18\u8d28\u6587\u672c\u7684\u201c\u8ba4\u77e5\u6469\u64e6\u529b\u201d\uff0c\u5b83\u624d\u6709\u6f5c\u529b\u6210\u4e3a\u4e00\u4e2a\u98a0\u8986\u6027\u7684\u5e95\u5c42\u4e60\u60ef\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\">Voicr<\/span>\n <\/div>\n<div class=\"comment-content\">We all know what we want to say. Writing it down is the hard part. Voicr closes that gap. Speak naturally, get polished text instantly \u2014 ready to share anywhere. Out of the box, you get 3 tones: professional, casual, and concise. But every tone is fully configurable \u2014 replace them with your own custom prompts to match your voice, workflow, or audience. \u2192 Speak once, get multiple versions \u2192 Fully customizable AI prompts \u2192 100% on-device \u2014 no accounts, no tracking iOS & Android. Free trial.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey PH! \ud83d\udc4b<br \/>\nI built Voicr because I kept losing my best ideas.<br \/>\nYou know that moment \u2014 you’re walking, driving, making coffee \u2014 and the perfect post hits you. The exact words. The right take. You KNOW it’s good. You grab your phone, open the notes app, start typing… and it’s gone. The magic version that existed in your head turns into a flat, half-finished sentence on screen.<br \/>\nThis happened to me constantly. My best thinking always happened when I couldn’t sit down and write. And by the time I could, the moment had passed.<br \/>\nSo I built Voicr. The idea is dead simple: the second inspiration hits, you tap, speak, and it’s captured \u2014 not as a messy transcript, but as polished, ready-to-share text. Post it immediately, or save it to your notes for later.<br \/>\nThat’s the other thing \u2014 Voicr is also a note-taking app. Every recording lives in your history. Your best outputs go to a dedicated notes section. So nothing gets lost anymore.<br \/>\nYou get three tones out of the box (professional, casual, concise), but every tone is fully configurable \u2014 replace them with your own prompts so the output sounds like YOU, not generic AI.<br \/>\nEverything on-device. No accounts. No cloud. No data leaving your phone.<br \/>\nI use it daily for quick notes, Slack messages, LinkedIn posts, tweets \u2014 basically anything where I think faster than I type.<br \/>\nTwo things I’d love from this community:<\/p>\n<p>Honest reaction after trying it?<br \/>\nWhat features would make this a daily habit for you?<\/p>\n<p>Here all day \u2014 fire away. \ud83d\ude4f<\/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\/@justonedev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@justonedev<\/a> This resonates a lot: ideas are highest quality before we try to type them.<\/p>\n<p>A few things I\u2019m curious about:<\/p>\n<ol>\n<li>\n<p>How do you preserve nuance without over-polishing? Sometimes the raw voice energy is what makes the idea powerful: does Voicr allow you to control how much it \u201ccleans up\u201d?<\/p>\n<\/li>\n<li>\n<p>Since it\u2019s fully on-device, how are you handling model quality vs. performance tradeoffs? Especially for longer, more complex thoughts.<\/p>\n<\/li>\n<li>\n<p>Have you considered a \u201cthought evolution\u201d mode: where you can refine the same idea across multiple recordings and watch it compound into something bigger?<\/p>\n<\/li>\n<\/ol>\n<p>The on-device + no account angle is strong. If you nail the balance between authenticity and polish, this could easily become a daily capture reflex. Curious how you see it evolving: quick capture tool, or eventually a full thinking companion?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@justonedev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@justonedev<\/a> Worked on a voice pipeline once and the gap between accurate transcription and output that sounds like you is where all the complexity hides. Voicr making tones fully configurable instead of locking to preset professional\/casual\/concise splits tackles that directly… presets never match how someone actually writes. Zero-cloud on-device approach earns trust fast. Every competitor with a cloud pipeline is one policy update from training on recordings. What’d push this toward daily driver: per-use-case configs so a Slack message and a LinkedIn post don’t need manual prompt swaps.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 on the launch! , Voice is the fastest way to think, and Voicr makes it usable.<\/p>\n<p>Quick bit of feedback: You’re currently marketing \u201cpolished Text\u201d, but the real value is Cognitive Offloading.<\/p>\n<p>If you pivot your messaging to \u201cCapture every insight before it vanishes\u201d or \u201cEnding Keyboard Fatigue for Creators\u201d, the ROI becomes immediate. <\/p>\n<p>I run franvimktg and I\u2019d love to drop a few tweaks to help you nail that \u201cMental Clarity\u201d angle.<\/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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The “speak once, get multiple versions” <\/p>\n<p>approach is clever, removes the mental <\/p>\n<p>overhead of switching tone manually.<\/p>\n<p>100% on-device with no accounts is a <\/p>\n<p>bold choice in an era where everything <\/p>\n<p>wants your data.<\/p>\n<\/p>\n<p>Respect for that!<\/p>\n<p>One thing I’m curious about – how does <\/p>\n<p>the on-device model handle accents? <\/p>\n<p>Asking as someone who speaks with a <\/p>\n<p>strong Indian English accent.<\/p>\n<\/p>\n<p>Does it perform well or struggle <\/p>\n<p>with non-native speakers?<\/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\/@alamenigma\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alamenigma<\/a> It uses OpenAI Whisper as speech to text model so all accents are being handled pretty well.<\/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 looks great, congrats! Keep up the great work.<\/p>\n<\/p>\n<p>I was thinking that sometimes an idea needs multiple takes. What if you could do a “part 2” recording that builds on a previous one? Like continuing a thought from yesterday without starting fresh. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Superb, Are you planning for iOS version? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Hey <a href=\"https:\/\/www.producthunt.com\/@justonedev\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"justonedev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@justonedev<\/a> cool product! Does it work when there are 2 speakers?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 useful app. It would be a great addition if the app included a direct integration with Google Keep to make organizing my notes easier. The current price tag feels unrealistic, and I would be much more willing to pay a maximum of $3 per month for a subscription.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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><a href=\"https:\/\/www.producthunt.com\/@justonedev\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"justonedev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@justonedev<\/a> Congrats on your launch and great product. I really like the feature that provides different tones to choose from. Quick question- can I edit\/add to a note by dictating a more information that occurred to me after the fact?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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! How does the AI maintain the original speaker’s tone while polishing the grammar?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 remember the hard time working on my thesis. I read a lot and my brain was messed up, so I always took a walk outside, turned on GPT voice agent and started talking about whatever came up to my mind. I also kept pushing the agent to ask more follow-up questions so it could drain more thoughts. After that I got a summary and a nice looking catalog. This app resonates and has so much potential.<\/p>\n<\/p>\n<p>Looking forward to what’s next.<\/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>This nails a real problem. I’ve lost count of how many times I’ve had a perfect thought while walking and by the time I sit down to type it out, it’s gone or comes out completely flat. The 3 tone options are a smart move \u2014 being able to go from a casual voice note to a professional-sounding message without editing is huge. As a solo builder, I’d love something like this for drafting quick product updates or tweets on the go. Are you planning to add a Chrome extension version or is the focus staying mobile-first?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 useful for quick content drafts. I always think faster than I type, so voice-to-polished-text makes a lot of sense. Does it handle multiple languages?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Hey Aleks! It looks really cool, and super useful even more. I’m sure it’s gonna help many founders to get those thing done. 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>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\/@german_merlo1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@german_merlo1<\/a> Thank you Germ\u00e1n!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">is if only for the phone or does it have anything for desktop\/web as well? Looks lime exactly what I’d need to take some memos while working<\/div>\n<div class=\"comment-actions\">\n<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\/@nair0\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nair0<\/a> For now it is only available for ios\/android but soon will be a version for macos.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 product totally speaks to me. \ud83d\ude00 <\/p>\n<\/p>\n<p>And it is exactly how I would like to operate \u2013 I will say something, and it will create a text from my note! \ud83d\ude42 without fluff.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> Thanks Nika! That’s exactly the idea.<\/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. Who is this <em>really<\/em> for? Creators? Founders? ADHD thinkers? Sales people?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@lily_10000\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lily_10000<\/a> Great question! Honestly, it’s for anyone who thinks faster than they type \u2014 but the people who love it most right now fall into three camps:<\/p>\n<p><strong>Busy professionals<\/strong> who are drafting Slack messages and emails between meetings (speak it on your commute, send it before you sit down).<\/p>\n<p><strong>Content creators<\/strong> who have a voice memos graveyard full of ideas that never became posts \u2014 Voicr turns a 30-second brain dump into a ready-to-post caption.<\/p>\n<p><strong>Non-native English speakers<\/strong> who are sharp and articulate but second-guess every email they write in English. This one’s emotionally huge \u2014 it’s not just a time-saver, it’s a confidence unlock.<\/p>\n<p>ADHD thinkers, sales people, founders \u2014 absolutely yes. If your brain works faster than your thumbs, you’re the target user.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Congratulations on your launch!<br \/>\nThis is a great concept, especially the voice-to-text notes. Is there any formatting option available, where I record my voice to take notes and it automatically jots it down as bullet points, or highlights the important notes?<\/div>\n<div class=\"comment-actions\">\n<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\/@shreya_srivastava17\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shreya_srivastava17<\/a> Thank you. You can add any prompt in the settings and it will use it to format post\/message.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/DF2IPIRF35QR7A\" class=\"app-title\">Simplora 2.0<\/a><\/p>\n<div class=\"one-liner\">The agentic meeting stack with free prep, notes, and chat<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">152<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Simplora 2.0\u662f\u4e00\u6b3e\u667a\u80fd\u4f1a\u8bae\u5168\u6808\u5e73\u53f0\uff0c\u901a\u8fc7AI\u4ee3\u7406\u5728\u4f1a\u524d\u3001\u4f1a\u4e2d\u3001\u4f1a\u540e\u81ea\u52a8\u63d0\u4f9b\u7814\u7a76\u3001\u7b14\u8bb0\u4e0e\u6267\u884c\u652f\u6301\uff0c\u89e3\u51b3\u4e86\u56e2\u961f\u56e0\u4f1a\u8bae\u51c6\u5907\u4ed3\u4fc3\u3001\u4e0a\u4e0b\u6587\u5206\u6563\u3001\u884c\u52a8\u9879\u9057\u6f0f\u800c\u5bfc\u81f4\u7684\u6548\u7387\u4f4e\u4e0b\u4e0e\u51b3\u7b56\u5ef6\u8fdf\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\/ae85b53e-5a14-4c50-8ce7-fc463235195a.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\/27085d55-c5c0-44a6-a7be-a2134b7c5628.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\/6c59165c-4326-4bbf-9f09-1e7ae1764b4e.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\/85f4b75e-1741-4530-8b08-e66c28bd98ac.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\/47eaea80-54fd-4eca-8ff3-9282cbe74235.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\/cb3063f2-cf89-449d-9b3b-b92ad75d3707.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\/546d2857-daa7-4af9-8b61-81789c9dc1b8.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/h9yWxjOzW1M?si=BP7pkHUk4KnAlV8X\"><source src=\"https:\/\/youtu.be\/h9yWxjOzW1M?si=BP7pkHUk4KnAlV8X\" 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\">Meetings<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u667a\u80fd\u4f1a\u8bae\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">AI\u4f1a\u8bae\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u4f1a\u8bae\u5168\u751f\u547d\u5468\u671f\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u4f1a\u524d\u7b80\u62a5<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u4f1a\u8bae\u7eaa\u8981<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u5e93\u6784\u5efa<\/span><br \/>\n <span class=\"tag\">\u9500\u552e\u8d4b\u80fd<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39\u589e\u503c\u6a21\u5f0f<\/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\u201c\u5168\u751f\u547d\u5468\u671f\u201d\u5b9a\u4f4d\u4e0e\u514d\u8d39\u65e0\u9650\u7b14\u8bb0\u7684\u5438\u5f15\u529b\u3002\u6838\u5fc3\u95ee\u9898\u805a\u7126\u4e8e\uff1aAI\u56de\u7b54\u7684\u51c6\u786e\u6027\u4fdd\u969c\u3001\u77e5\u8bc6\u5e93\u957f\u671f\u7ba1\u7406\u7684\u566a\u97f3\u4e0e\u8870\u51cf\u3001\u8de8\u4f1a\u8bae\u6a21\u5f0f\u5206\u6790\u7684\u5177\u4f53\u7ef4\u5ea6\u3002\u5efa\u8bae\u5305\u62ec\uff1a\u589e\u52a0\u5bf9\u672a\u51b3\u8bae\u9898\u7684\u4e3b\u52a8\u9884\u8b66\u3001\u4f18\u5316\u77e5\u8bc6\u5e93\u7684\u65f6\u6548\u6027\u6743\u91cd\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 Simplora 2.0\u7684\u91ce\u5fc3\uff0c\u5728\u4e8e\u5c06\u201cAI\u4f1a\u8bae\u7b14\u8bb0\u201d\u8fd9\u4e00\u7ea2\u6d77\u7ade\u4e89\uff0c\u5347\u7ef4\u81f3\u201c\u667a\u80fd\u4f1a\u8bae\u64cd\u4f5c\u7cfb\u7edf\u201d\u7684\u5c42\u9762\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u5e76\u975e\u66f4\u4f18\u7684\u8f6c\u5f55\uff0c\u800c\u662f\u8bd5\u56fe\u6210\u4e3a\u4f1a\u8bae\u6570\u636e\u7684\u67a2\u7ebd\u4e0e\u51b3\u7b56\u4ee3\u7406\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u903b\u8f91\u7280\u5229\u5730\u5207\u4e2d\u4e86\u5f53\u524d\u529e\u516c\u5de5\u5177\u7684\u5f0a\u75c5\uff1a\u4fe1\u606f\u5b64\u5c9b\u3002\u901a\u8fc7\u8fde\u63a5\u5916\u90e8\u5de5\u5177\uff0c\u5b83\u5728\u4f1a\u524d\u80fd\u751f\u6210\u6709\u4e0a\u4e0b\u6587\u7684\u7b80\u62a5\uff0c\u8fd9\u76f4\u63a5\u7784\u51c6\u4e86\u9500\u552e\u3001\u987e\u95ee\u7b49\u89d2\u8272\u5728\u9ad8\u538b\u4f1a\u8bae\u524d\u201c\u4e34\u65f6\u62b1\u4f5b\u811a\u201d\u7684\u75db\u70b9\u3002\u4f1a\u4e2d\u63d0\u4f9b\u201c\u9a8c\u8bc1\u7b54\u6848\u201d\uff0c\u5219\u662f\u5927\u80c6\u5730\u5c06AI\u4ece\u88ab\u52a8\u8bb0\u5f55\u5458\u63a8\u5411\u4e3b\u52a8\u53c2\u4e0e\u8005\uff0c\u5176\u6210\u8d25\u5173\u952e\u5728\u4e8e\u201c\u9a8c\u8bc1\u201d\u673a\u5236\u80fd\u5426\u771f\u6b63\u63a7\u5236\u5e7b\u89c9\uff0c\u8fd9\u5c06\u662f\u5176\u4fe1\u4efb\u5ea6\u7684\u751f\u6b7b\u7ebf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8bc4\u8bba\u4e2d\u900f\u9732\u7684\u62c5\u5fe7\u6781\u5177\u4ee3\u8868\u6027\uff1a\u77e5\u8bc6\u5e93\u662f\u5426\u4f1a\u968f\u7740\u65f6\u95f4\u63a8\u79fb\u4ece\u8d44\u4ea7\u53d8\u4e3a\u8d1f\u503a\uff1f\u56e2\u961f\u7ed9\u51fa\u7684\u201c\u4e09\u91cd\u8bb0\u5fc6\u201d\u67b6\u6784\uff08\u4e2a\u4f53\u4f1a\u8bae\u3001\u8de8\u4f1a\u8bae\u804a\u5929\u3001\u9a8c\u8bc1\u8bb0\u5fc6\uff09\u662f\u7406\u8bba\u4e0a\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u4f46\u5b9e\u9645\u6548\u679c\u53d6\u51b3\u4e8e\u7b97\u6cd5\u5bf9\u4fe1\u606f\u76f8\u5173\u6027\u3001\u65f6\u6548\u6027\u7684\u7cbe\u51c6\u5224\u65ad\uff0c\u8fd9\u9700\u8981\u6df1\u539a\u7684\u5de5\u7a0b\u4e0e\u6570\u636e\u79d1\u5b66\u79ef\u6dc0\uff0c\u5e76\u975e\u6613\u4e8b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u201c\u514d\u8d39\u65e0\u9650\u201d\u7b56\u7565\u662f\u5178\u578b\u7684\u98a0\u8986\u5f0f\u5165\u53e3\uff0c\u65e8\u5728\u5feb\u901f\u83b7\u53d6\u7528\u6237\u4e0e\u4f1a\u8bae\u6570\u636e\uff0c\u8fd9\u4e9b\u6570\u636e\u6b63\u662f\u8bad\u7ec3\u5176\u4ee3\u7406\u3001\u4f18\u5316\u77e5\u8bc6\u5e93\u7684\u71c3\u6599\u3002\u7136\u800c\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u80fd\u5426\u6210\u7acb\uff0c\u53d6\u51b3\u4e8e\u80fd\u5426\u4e3a\u9ad8\u4ef7\u503c\u56e2\u961f\uff08\u5982GTM\uff09\u8bc1\u660e\u5176\u80fd\u76f4\u63a5\u63d0\u5347\u6210\u4ea4\u7387\u6216\u5ba2\u6237\u6ee1\u610f\u5ea6\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u8282\u7701\u65f6\u95f4\u3002\u5b83\u9762\u4e34\u7684\u6311\u6218\u4e0d\u4ec5\u662f\u6280\u672f\u4e0a\u7684\uff0c\u66f4\u662f\u7ec4\u7ec7\u884c\u4e3a\u4e0a\u7684\uff1a\u80fd\u5426\u6539\u53d8\u4eba\u4eec\u6839\u6df1\u8482\u56fa\u7684\u3001\u788e\u7247\u5316\u7684\u4f1a\u8bae\u4e60\u60ef\uff0c\u8ba9\u56e2\u961f\u771f\u6b63\u4f9d\u8d56\u4e00\u4e2a\u4e2d\u5fc3\u5316\u7cfb\u7edf\u8fdb\u884c\u4f1a\u52a1\u95ed\u73af\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7b80\u8a00\u4e4b\uff0cSimplora 2.0\u82e5\u6210\u529f\uff0c\u5c06\u6210\u4e3a\u56e2\u961f\u4f1a\u8bae\u8bb0\u5fc6\u4e0e\u51b3\u7b56\u7684\u201c\u5916\u8111\u201d\uff1b\u82e5\u5931\u8d25\uff0c\u5219\u53ef\u80fd\u53ea\u662f\u53e6\u4e00\u4e2a\u529f\u80fd\u66f4\u590d\u6742\u7684\u7b14\u8bb0\u5de5\u5177\u3002\u5176\u5206\u6c34\u5cad\u5728\u4e8e\u201c\u4ee3\u7406\u201d\u662f\u5426\u771f\u7684\u80fd\u81ea\u4e3b\u3001\u53ef\u9760\u5730\u9a71\u52a8\u884c\u52a8\uff0c\u800c\u975e\u4ec5\u4ec5\u63d0\u4f9b\u4fe1\u606f\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\">Simplora 2.0<\/span>\n <\/div>\n<div class=\"comment-content\">Simplora is an agentic meeting stack that unifies meeting preparation, conversation, execution, and analysis. Get advanced pre-meeting research, proactive in-meeting intelligence, automated post-meeting workflows, and an ever-evolving knowledge base. Works wherever you already meet \u2014 Zoom, Google Meet, & Microsoft Teams. Our FREE plan comes with UNLIMITED AI meeting prep, notes, and chat. No credit card required.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! I\u2019m Jimmy, Founder of Simplora.<\/p>\n<p><strong>Here’s the problem:<\/strong><\/p>\n<p>Meetings suck. We know. We get it.<\/p>\n<\/p>\n<p>Prep is rushed. Context is fragmented. Decisions get delayed. Actions fall through the cracks. Instead of work actually getting done, meetings just create more work. It\u2019s exhausting.<\/p>\n<\/p>\n<p>But here\u2019s the good news.. it doesn\u2019t have to be this way.<\/p>\n<\/p>\n<p><strong>Here’s how we solve it:<\/strong><\/p>\n<p>Simplora is an agentic meeting system designed to close the gap between meeting preparation, conversation, execution, and analysis.<\/p>\n<\/p>\n<p>Throughout the full meeting lifecycle, Simplora uses your data and context to activate AI agents that help turn your conversations into action.<\/p>\n<\/p>\n<p>Our goal isn\u2019t better meeting notes. It\u2019s eliminating the burden that meetings create for modern teams.<\/p>\n<\/p>\n<p><strong>Here’s how it works:<\/strong><\/p>\n<ol>\n<li>\n<p>Connect your existing tools, institutional knowledge, and business context<\/p>\n<\/li>\n<li>\n<p>Get prepared before meetings with participant insights and historical context<\/p>\n<\/li>\n<li>\n<p>Get verified answers, guidance, and resources proactively during meetings<\/p>\n<\/li>\n<li>\n<p>Automate AI meeting notes, follow ups, and workflows after meetings<\/p>\n<\/li>\n<li>\n<p>Analyze patterns, performance, and insights across all of your meetings<\/p>\n<\/li>\n<\/ol>\n<p><strong>Here’s how to get started:<\/strong><\/p>\n<p>Sign up today to start a 14-day free trial. No credit card required. For our Product Hunt community, we’re also offering a free month of our Starter plan. Use code <strong>PHLAUNCH100<\/strong> at checkout.<\/p>\n<\/p>\n<p>If you\u2019re already using a meeting tool, here\u2019s why it\u2019s worth switching:<\/p>\n<ul>\n<li>\n<p><strong>Our FREE plan comes with UNLIMITED AI meeting prep, notes, and chat<\/strong><\/p>\n<\/li>\n<li>\n<p>Get an agentic intelligence layer across the full meeting lifecycle for your entire organization<\/p>\n<\/li>\n<li>\n<p>We\u2019ll migrate your existing transcripts so you can switch tools without losing context<\/p>\n<\/li>\n<\/ul>\n<p><strong>We look forward to hearing your feedback!<\/strong><\/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\/@jimmyloweryjr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jimmyloweryjr<\/a> The agentic meeting system angle is interesting : most tools stop at transcription.<\/p>\n<p>A few things I\u2019m curious about:<\/p>\n<ol>\n<li>\n<p>During meetings, when you provide \u201cverified answers,\u201d how do you ensure accuracy and avoid hallucinations; especially if pulling from multiple connected tools?<\/p>\n<\/li>\n<li>\n<p>On the post-meeting side, how do you distinguish between real decisions vs. speculative discussion? That line is often fuzzy in live conversations.<\/p>\n<\/li>\n<li>\n<p>For the cross-meeting analysis layer; are you surfacing behavioral insights (decision latency, recurring blockers, talk-time imbalance), or mostly task-related patterns?<\/p>\n<\/li>\n<\/ol>\n<p>The migration + lifecycle framing is strong. If you truly reduce meeting burden instead of just documenting it, that\u2019s a meaningful shift!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 Product Hunt! Fahad here, one of the engineers on the Simplora team! So excited that <em>Simplora 2.0<\/em> is live today. We built it to make meetings smoother and to help you stay focused without losing context. Really looking forward to hearing what everyone thinks and getting your feedback, questions, and ideas. Thanks a lot for checking it out and supporting us<\/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\">@fahadnoor17 2.0 has finally arrived! So wild to think we\u2019re still just getting started \ud83d\ude80<\/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>I have a soft spot for any technology that helps <strong>people and businesses spend more – and better – time together<\/strong>. Jimmy and Simplora are moving SO fast here: now pre-, during-, and post-meeting flows, adding x-company context, and helping decode the ‘special language’ every team develops. As everything automates, and comms gets put on autopilot, I <em>truly<\/em> believe the moments when we get together will be more important than ever so use this as a way to drive more efficiency and clarity. Oh, and <strong>stay tuned<\/strong> for a special <a href=\"https:\/\/www.producthunt.com\/products\/meet-ting\" target=\"_blank\" rel=\"noopener\">@Meet-Ting<\/a> + <a href=\"https:\/\/www.producthunt.com\/products\/simplora\" target=\"_blank\" rel=\"noopener\">@Simplora<\/a> mashup soon…!<\/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\/@dbul\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dbul<\/a> Well said Dan! Meetings are where connection and work is supposed to happen. The more friction we can remove, the more value those moments will create.<\/p>\n<\/p>\n<p>The world is not ready for a <a href=\"https:\/\/www.producthunt.com\/products\/simplora\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"simplora\" target=\"_blank\" rel=\"noopener\">@Simplora<\/a> + <a href=\"https:\/\/www.producthunt.com\/products\/meet-ting\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"meet-ting\" target=\"_blank\" rel=\"noopener\">@Meet-Ting<\/a> crossover. Can\u2019t wait!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@dbul\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dbul<\/a> Simplora’s pre-meeting agents surfacing participant history and unresolved action items would’ve saved me so many scrambled Slack and CRM searches before calls. Knowledge base compounding across sessions instead of resetting every time is where this goes beyond transcription. I’d stress-test how that knowledge base handles scale though… after a few hundred meetings, outdated decisions and superseded items start diluting the signal. Time-weighted pruning or relevance scoring would keep it sharp long-term.<\/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\">Hello PH family \ud83d\udc4b Pratham here, part of the team behind Simplora.<\/p>\n<p>Really proud of what we shipped with 2.0. We\u2019ve been heads down building across prep, live meetings, and post-meeting automation and we\u2019re just getting started.\ud83d\ude80<\/p>\n<p>Really appreciate the support today. Your feedback would be genuinely helpfull for us.\ud83d\ude4c\ud83c\udffc<\/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\/@prathammaheshwari\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@prathammaheshwari<\/a> That\u2019s right! One platform from beginning to end. And we\u2019re just getting started \ud83d\udc4a<\/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>Meeting prep is one of those things everyone knows they should do but rarely have time for. Free unlimited prep + notes is a strong move. How does the knowledge base build over time \u2014 does it learn from past meetings automatically?<\/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\/@globalmoneyindex\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@globalmoneyindex<\/a> We\u2019ve spent a lot of time thinking about how to build a scalable knowledge base and introduced 3 methodologies for memory management.<\/p>\n<ol>\n<li>\n<p>Individual Meeting Memory: Every meeting is fully captured in its recap, so nothing from that conversation is lost. You can revisit the full details anytime.<\/p>\n<\/li>\n<li>\n<p>Cross-Meeting Memory: You can chat across all previous meetings to pull insights and answers over time, and filter by timeframe, person, company, team, and more so you\u2019re only looking at what\u2019s relevant. This memory grows automatically.<\/p>\n<\/li>\n<li>\n<p>Verified Memory: Separate from meeting memory, your long-term knowledge base is built from information you add and explicitly approve. This verified context is what Simplora reliably activates during meetings, so your long-term memory stays useful as your conversations evolve.<\/p>\n<\/li>\n<\/ol>\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>Hello PH family \ud83d\udc4b<\/p>\n<p>Pratham here, part of the team behind Simplora.<\/p>\n<p>Really proud of what we shipped with 2.0. We\u2019ve been heads down building across prep, live meetings, and post-meeting automation and we\u2019re just getting started. \ud83d\ude80<\/p>\n<p>Really appreciate the support today. Your feedback would be genuinely helpfull for us. \ud83d\ude4c<\/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=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats guys, cool idea) Curious how it handles back-to-back meetings where there’s no gap to review anything.<\/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\/@denious\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@denious<\/a> Simplora works automatically and continuously throughout the full meeting lifecycle! We also give users the ability to control which steps they want automated and how they want them automated.<\/p>\n<\/p>\n<p>In general, here\u2019s how that works:<\/p>\n<ol>\n<li>\n<p>Days before the meeting, briefs are automatically generated with relevant context and continuously updated with the latest information.<\/p>\n<\/li>\n<li>\n<p>During the meeting, live intelligence surfaces proactively (no manual intervention required), and a private notepad lets you write down thoughts that are enhanced in the recap.<\/p>\n<\/li>\n<li>\n<p>Immediately after the meeting, a recap is automatically created to automate existing workflows. Notes and action items are generated, stakeholders are notified, and connected systems are updated.<\/p>\n<\/li>\n<\/ol>\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>Congratulations on the launch. Which user persona does Simplora target?<\/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\/@lily_10000\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lily_10000<\/a> Simplora is modular by design, so anyone who relies on meetings can unlock a faster, smarter way of working using our unified stack.<\/p>\n<\/p>\n<p>That said, we mainly target teams that are responsible for high-stakes conversations where smarter prep, live intelligence, and follow-through directly impact revenue. That\u2019s usually GTM teams (bizdev, sales, revops, etc), partnerships, account management, consulting, etc. <\/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>Hey Product Hunt! Shahzaib here from Simplora’s Engineering Team. <br \/>I am really excited for the launch of Simplora 2.0 as this time we are here with something big. Now Simplora is your meeting partner, from scheduling the meeting to live assistance during the meeting, all the way to sharing the recaps.<\/p>\n<p>Out of many cool features,<strong> The COOLEST feature of this launch is Meeting Briefs.<\/strong> Going for a call with new people? NO WORRIES! Simplora has got you covered. <strong>Just review the briefs and you will get an introduction to the meeting participants and meeting agenda. <\/strong><br \/>If you are <strong>someone who forgets action items<\/strong> from the last meeting (like me, lol), then there is something even more exciting for you in the Briefs section.<\/p>\n<p>At Simplora, our core value is to move with Purpose. Your valuable feedback will be much appreciated. <br \/>Do check out our newly launched features!! \ud83d\ude4c\ud83c\udffc<\/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\/@shahzaib17\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shahzaib17<\/a> HUGE benefit! Nobody should ever walk into another call unprepared. Simplora 2.0 is unstoppable \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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on shipping a new version so soon \u2014 y’all are cooking! <\/p>\n<\/p>\n<p>So here’s our current “meetings notes stack”:<\/p>\n<ol>\n<li>\n<p>Notes, agenda, transcription summary for the entire team: <strong>Notion<\/strong> + AI Meeting Notes<\/p>\n<\/li>\n<li>\n<p>Video recording + speaker identification for the team: <strong>Loom<\/strong> meeting recorder<\/p>\n<\/li>\n<li>\n<p>Video recording + speaker identification + summaries for Sales: <strong>Attio<\/strong> Call recorder<\/p>\n<\/li>\n<li>\n<p>Video recording + speaker identification + clipping for Design: <strong>Fathom<\/strong><\/p>\n<\/li>\n<li>\n<p>Transcription and summary for me: <strong>Granola<\/strong> (I like the UI and the limited scope of the AI)<\/p>\n<\/li>\n<\/ol>\n<p>Where does Simplora fit in all of this?\u201d<\/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\/@temirlan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@temirlan<\/a> We can replace all of those and more! We’ve unified all crucial meeting capabilities into one intuitive system.<\/p>\n<\/p>\n<p>On top of that, unlike those alternatives, we also provide:<\/p>\n<ul>\n<li>\n<p>Free, unlimited AI meeting notes + pre-meeting briefs + AI chat!<\/p>\n<\/li>\n<li>\n<p>Proactive intelligence during meetings with verified answers, guidance, & resources<\/p>\n<\/li>\n<li>\n<p>Pre-meeting briefs with participant research, historical context, and prior action items<\/p>\n<\/li>\n<\/ul>\n<p>The list goes on – more than happy to share other benefits and differentiators if it\u2019s helpful!<\/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>The full lifecycle approach is what makes this stand out from the sea of “AI meeting notes” tools. Most solutions stop at transcription and summaries, but the pre-meeting briefs that pull context from your existing tools is where the real value is \u2014 showing up to a call already knowing the backstory changes the dynamic completely. The unlimited free tier for prep, notes, and chat is generous too. Quick question: for smaller teams or solo founders who mostly do external calls with prospects\/partners, does the knowledge base still build useful context even without a large internal meeting history?<\/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\/@roman_builder\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@roman_builder<\/a> Yes, the knowledge base still builds useful context even with less meetings. The knowledge base is built using information you add and information you approve. This verified information is then activated at different points throughout the meeting lifecycle!<\/p>\n<\/p>\n<p>On top of that, all meeting details are fully captured in the meeting recap so nothing gets forgotten. Users can use our AI assistant to chat with individual meetings or chat across all previous meetings while filtering by time, person, company, team, etc to ensure the analysis and responses are more focused. <\/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>The “agentic meeting stack” positioning is spot-on. Most meeting tools just record and transcribe – but the real pain point is everything BEFORE and AFTER the call.<\/p>\n<p>For sales and customer calls, prep time is often rushed. We have scattered info across CRM, email threads, Slack, Notion… and still show up half-prepared. The idea of AI agents pulling context from all these sources beforehand is genuinely useful.<\/p>\n<p>One question: how does the knowledge base handle conflicting or outdated info over time? If the system accumulates context from hundreds of meetings, does it “forget” obsolete details, or does the noise eventually dilute the signal?<\/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\/@arron_young\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@arron_young<\/a> We actually believe that what happens <strong>during<\/strong> the meeting is the most critical pain point. What happens before and after is important, but those steps typically exist to support the live conversation, which is where decisions are made and deals move forward. Most meeting tools ignore the live experience, but Simplora is built to help teams win the moment in every conversation by activating the right intelligence before, <strong>during<\/strong>, and after every call.<\/p>\n<\/p>\n<p>On memory: every meeting is fully captured in the meeting recap so nothing gets forgotten. Users can use our AI assistant to chat with individual meetings or chat across all previous meetings and then filter by time, person, company, team, etc to ensure their analysis is more focused. Users can also add certain key details to their long-term memory, so only those details are activated later on.<\/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>Nice work! It looks really helpful, congrats on the launch and the product.<\/p>\n<\/p>\n<p>I’m curious if Simplora also has a feature that flags when the same topic keeps coming up across meetings without resolution? Something like “you’ve discussed X in 5 meetings without a decision.” I was just thinking that this could really help cut the meeting loops. <\/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\/@tudor_moldovanu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tudor_moldovanu<\/a> Good question! We\u2019re not proactively flagging that type of info, but you can ask the global AI Assistant to quickly surface those insights from across your meetings. I like the idea though. Are there other insights you would want to have flagged proactively?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 guys<br \/>what\u2019s the exact moment I\u2019ll hit to think \u201cokay, this is worth paying for Simplora\u201d?<\/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\/@andrey_chernyshev1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andrey_chernyshev1<\/a> I would say most people experience the real \u201caha\u201d moment during live meetings when our AI agents surface answers, guidance, and resources powered by their own data. That\u2019s when the value of an integrated, agentic system is immediately noticeable.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 team, this looks brilliant!<\/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\/@theo_crewe_read\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@theo_crewe_read<\/a> Thank you for your support, Theo!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">#6<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/6CIOCH4DHPUNPH\" class=\"app-title\">OpenAI WebSocket Mode for Responses API<\/a><\/p>\n<div class=\"one-liner\">Persistent AI agents. Up to 40% faster.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">132<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>OpenAI\u4e3aResponses API\u63a8\u51fa\u7684WebSocket\u6a21\u5f0f\uff0c\u901a\u8fc7\u6301\u4e45\u8fde\u63a5\u548c\u589e\u91cf\u4f20\u8f93\uff0c\u5728\u9700\u8981\u9891\u7e41\u8c03\u7528\u5de5\u5177\u7684\u91cd\u578bAI\u667a\u80fd\u4f53\u5de5\u4f5c\u6d41\u4e2d\uff0c\u53ef\u663e\u8457\u964d\u4f4e\u5ef6\u8fdf\uff0c\u89e3\u51b3\u4e0a\u4e0b\u6587\u91cd\u590d\u4f20\u8f93\u5e26\u6765\u7684\u6027\u80fd\u635f\u8017\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\/033ddd78-037e-478c-a214-7c4a5523e6b2.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\/3a61bd9c-a81f-49b6-940c-ce6c04153977.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\/73240bdf-4b14-4f17-98d8-25dc29b36117.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\/89bf86c4-4de8-4e94-a7cd-c7eaecee959b.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\/f07caa66-869f-48d1-a57c-5a3268322036.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\/fb91ce41-7660-478a-9701-325ebf73f1fb.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=gyFu6xubdEk\"><source src=\"https:\/\/www.youtube.com\/watch?v=gyFu6xubdEk\" 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\">API<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI API\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">WebSocket<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u4f4e\u5ef6\u8fdf<\/span><br \/>\n <span class=\"tag\">\u6301\u4e45\u8fde\u63a5<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u6027\u80fd\u63d0\u5347<\/span><br \/>\n <span class=\"tag\">\u5de5\u5177\u8c03\u7528<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u7ea7AI<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u6548\u7387<\/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\u80af\u5b9a\u5176\u89e3\u51b3\u4e86\u667a\u80fd\u4f53\u5de5\u4f5c\u6d41\u4e2d\u4e0a\u4e0b\u6587\u91cd\u590d\u4f20\u8f93\u7684\u6838\u5fc3\u75db\u70b9\uff0c\u8ba4\u4e3a\u8fd9\u662f\u751f\u4ea7\u7ea7AI\u5f00\u53d1\u7684\u91cd\u8981\u8f6c\u53d8\u3002\u4e3b\u8981\u5173\u6ce8\u70b9\u5305\u62ec\uff1a\u5b9e\u9645\u6027\u80fd\u63d0\u5347\u6548\u679c\u3001\u5bf9\u590d\u6742\u4efb\u52a1\u7684\u9002\u7528\u6027\uff0c\u4ee5\u53ca\u8fde\u63a5\u4e2d\u65ad\u540e\u7684\u72b6\u6001\u6062\u590d\u673a\u5236\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 OpenAI\u6b64\u6b21\u66f4\u65b0\uff0c\u770b\u4f3c\u662f\u7b80\u5355\u7684\u901a\u4fe1\u534f\u8bae\u4eceHTTP\u5207\u6362\u5230WebSocket\uff0c\u5b9e\u5219\u662f\u4e3a\u201c\u667a\u80fd\u4f53\u65f6\u4ee3\u201d\u91cd\u6784\u5e95\u5c42\u57fa\u7840\u8bbe\u65bd\u7684\u4e00\u6b21\u7cbe\u51c6\u624b\u672f\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u90a3\u201c\u9ad8\u8fbe40%\u201d\u7684\u5ef6\u8fdf\u63d0\u5347\u6570\u5b57\uff0c\u800c\u5728\u4e8e\u5b83\u4ece\u6839\u672c\u4e0a\u6539\u53d8\u4e86AI\u667a\u80fd\u4f53\u4e0e\u6a21\u578b\u4e4b\u95f4\u7684\u201c\u5bf9\u8bdd\u5951\u7ea6\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u957f\u671f\u4ee5\u6765\uff0c\u57fa\u4e8eHTTP\u7684\u8bf7\u6c42-\u54cd\u5e94\u6a21\u5f0f\uff0c\u672c\u8d28\u662f\u201c\u5931\u5fc6\u7684\u201d\u3001\u5355\u56de\u5408\u7684\u4ea4\u4e92\u3002\u6bcf\u4e2a\u5de5\u5177\u8c03\u7528\u90fd\u5fc5\u987b\u643a\u5e26\u5b8c\u6574\u7684\u201c\u75c5\u5386\u201d\uff08\u4e0a\u4e0b\u6587\u5386\u53f2\uff09\uff0c\u8ba9\u6a21\u578b\u53cd\u590d\u5480\u56bc\u5df2\u77e5\u4fe1\u606f\uff0c\u8fd9\u9020\u6210\u4e86\u5de8\u5927\u7684\u8ba1\u7b97\u4e0e\u5e26\u5bbd\u6d6a\u8d39\uff0c\u4e14\u8fd9\u79cd\u6d6a\u8d39\u968f\u7740\u667a\u80fd\u4f53\u590d\u6742\u5ea6\u548c\u4f1a\u8bdd\u65f6\u957f\u5448\u6307\u6570\u7ea7\u589e\u957f\u3002WebSocket\u6a21\u5f0f\u5c06\u8fd9\u79cd\u5173\u7cfb\u8f6c\u53d8\u4e3a\u201c\u6301\u7eed\u7684\u3001\u6709\u72b6\u6001\u7684\u4f1a\u8bdd\u201d\u3002\u6a21\u578b\u5728\u5185\u5b58\u4e2d\u7ef4\u6301\u4f1a\u8bdd\u72b6\u6001\uff0c\u5982\u540c\u4e00\u4f4d\u59cb\u7ec8\u5728\u7ebf\u7684\u4e13\u5bb6\uff0c\u53ea\u9700\u63a5\u6536\u6700\u65b0\u7684\u6307\u4ee4\u589e\u91cf\u5373\u53ef\u7ee7\u7eed\u5de5\u4f5c\u3002\u8fd9\u4e0d\u4ec5\u4ec5\u662f\u201c\u66f4\u5feb\u201d\uff0c\u66f4\u662f\u201c\u66f4\u806a\u660e\u201d\u7684\u901a\u4fe1\u65b9\u5f0f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u7280\u5229\u4e4b\u5904\u4e5f\u4f34\u968f\u7740\u73b0\u5b9e\u7684\u950b\u5229\u5200\u5203\u3002\u9996\u5148\uff0c\u5b83\u5e76\u975e\u666e\u60e0\u6027\u4f18\u5316\u3002\u8bc4\u8bba\u4e2d\u63d0\u53ca\u7684\u201c\u77ed\u4efb\u52a1TTFT\u5f00\u9500\u201d\u548c\u201c\u91cd\u5ea6\u5de5\u4f5c\u8d1f\u8f7d\u624d\u590d\u5408\u4ef7\u503c\u201d\u76f4\u6307\u6838\u5fc3\uff1a\u8fd9\u662f\u4e3a\u751f\u4ea7\u73af\u5883\u4e2d\u8fd0\u884c\u91cd\u578b\u3001\u591a\u6b65\u5de5\u5177\u8c03\u7528\u667a\u80fd\u4f53\uff08\u5982\u7f16\u7801\u52a9\u624b\u3001\u81ea\u52a8\u5316\u6d41\u7a0b\uff09\u7684\u56e2\u961f\u51c6\u5907\u7684\u6b66\u5668\uff0c\u800c\u975e\u8f7b\u91cf\u7ea7\u5e94\u7528\u7684\u751c\u54c1\u3002\u5176\u6b21\uff0c\u5b83\u5c06\u72b6\u6001\u7ba1\u7406\u4ece\u5f00\u53d1\u8005\u4fa7\u90e8\u5206\u8f6c\u79fb\u5230\u4e86OpenAI\u7684\u670d\u52a1\u7aef\u5185\u5b58\u4e2d\uff0c\u8fd9\u5e26\u6765\u4e86\u65b0\u7684\u8003\u91cf\uff1a\u8fde\u63a5\u7a33\u5b9a\u6027\u3001\u72b6\u6001\u6301\u4e45\u5316\u7b56\u7565\u3001\u4ee5\u53ca\u5927\u89c4\u6a21\u5e76\u53d1\u4e0b\u7684\u8d44\u6e90\u6210\u672c\uff0c\u90fd\u6210\u4e3a\u4e86\u65b0\u7684\u6f5c\u5728\u98ce\u9669\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0c\u8fd9\u662fOpenAI\u5728\u5f15\u5bfc\u884c\u4e1a\u8d70\u5411\u66f4\u590d\u6742\u3001\u66f4\u6301\u4e45\u7684AI\u5e94\u7528\u5f62\u6001\u3002\u5b83\u4e0d\u662f\u5728\u4f18\u5316\u65e7\u7684\u5355\u6b21\u95ee\u7b54\uff0c\u800c\u662f\u5728\u4e3a\u672a\u6765\u201c\u4f1a\u601d\u8003\u3001\u4f1a\u64cd\u4f5c\u3001\u4f1a\u6301\u7eed\u5de5\u4f5c\u6570\u5c0f\u65f6\u201d\u7684\u771f\u6b63\u667a\u80fd\u4f53\u94fa\u8def\u3002\u5b83\u89e3\u51b3\u7684\u201c\u75db\u70b9\u201d\uff0c\u6070\u6070\u662f\u5f53\u524d\u667a\u80fd\u4f53\u67b6\u6784\u649e\u4e0a\u7684\u7b2c\u4e00\u5835\u6027\u80fd\u9ad8\u5899\u3002\u5bf9\u4e8e\u524d\u6cbf\u56e2\u961f\u800c\u8a00\uff0c\u8fd9\u6216\u8bb8\u6bd4\u53d1\u5e03\u4e00\u4e2a\u65b0\u6a21\u578b\u66f4\u5177\u5373\u65f6\u4e14\u5b9e\u9645\u7684\u5de5\u7a0b\u4ef7\u503c\u3002\u4f46\u5f00\u53d1\u8005\u9700\u6e05\u9192\uff1a\u6280\u672f\u7ea2\u5229\u603b\u662f\u4e0e\u65b0\u7684\u590d\u6742\u5ea6\u7ed1\u5b9a\uff0c\u9009\u7528\u5b83\u610f\u5473\u7740\u4f60\u7684\u5e94\u7528\u67b6\u6784\u5df2\u6b63\u5f0f\u6b65\u5165\u201c\u91cd\u5ea6\u667a\u80fd\u4f53\u201d\u7684\u8d5b\u9053\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\">OpenAI WebSocket Mode for Responses API<\/span>\n <\/div>\n<div class=\"comment-content\">Every agent turn, you’re resending the full context. Again. That overhead compounds fast. WebSocket Mode for the Responses API keeps a persistent connection, sends only incremental inputs, and cuts end-to-end latency by up to 40% on heavy tool-call workflows.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’m happy to hunt this one WebSocket Mode for the Responses API looks like a small infra update but it’s quietly one of the more important shifts in how production agents get built.<\/p>\n<\/p>\n<p>Most agentic workflows today are built on a protocol designed for single-turn interactions. Every tool call resends the full conversation history. The model reprocesses what it already knows. Your infrastructure pays that toll on repeat, invisibly, at scale.<\/p>\n<\/p>\n<p>This changes the contract.<\/p>\n<\/p>\n<p>\u26a1 <strong>What’s different with WebSocket Mode:<\/strong><\/p>\n<ul>\n<li>\n<p>One persistent connection to \/v1\/responses — no new HTTP handshake per turn<\/p>\n<\/li>\n<li>\n<p>Only incremental inputs travel over the wire, not the full context<\/p>\n<\/li>\n<li>\n<p>Session state lives in memory — the model picks up exactly where it left off<\/p>\n<\/li>\n<li>\n<p>Cline tested this in production: <strong>~39% faster on complex multi-file tasks<\/strong>, up to 50% in best cases<\/p>\n<\/li>\n<li>\n<p>Pair with server-side compaction and you can run agents for hours without hitting context limits<\/p>\n<\/li>\n<\/ul>\n<p>\ud83c\udfaf <strong>Who this is actually for:<\/strong><\/p>\n<ul>\n<li>\n<p>Teams running agentic coding tools with repeated tool calls<\/p>\n<\/li>\n<li>\n<p>Computer-use and browser automation loops<\/p>\n<\/li>\n<li>\n<p>Orchestration systems where agent latency affects user-perceived quality<\/p>\n<\/li>\n<li>\n<\/li>\n<\/ul>\n<p>\u26a0\ufe0f One honest caveat: the WebSocket handshake adds slight TTFT overhead on short, simple tasks. This compounds value on heavy workloads, not light ones. Know your use case before you swap.<\/p>\n<\/p>\n<p>For teams already running production agents, is latency or context limits the bigger blocker right now? Curious what this unlocks for people here. \ud83d\udc47<\/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>This is solving a real pain point for <\/p>\n<p>anyone building agentic workflows!<\/p>\n<p>The context resending overhead was <\/p>\n<p>something I ran into while building <\/p>\n<p>Fillix – an AI job automation tool. <\/p>\n<p>Every tool call was adding unnecessary <\/p>\n<p>latency.<\/p>\n<\/p>\n<p>40% latency reduction on heavy <\/p>\n<p>tool-call workflows is massive. <\/p>\n<p>Quick question – how does WebSocket <\/p>\n<p>Mode handle connection drops mid-session? <\/p>\n<p>Does it resume from last checkpoint or <\/p>\n<p>restart the context fresh?<\/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>Open AI will always be the king!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/HXDN5YUUKT53RK\" class=\"app-title\">BU<\/a><\/p>\n<div class=\"one-liner\">Openclaw in the cloud<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">125<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>BU\u662f\u4e00\u6b3e\u4e91\u7aef\u5168\u81ea\u4e3bAI\u667a\u80fd\u4f53\u90e8\u7f72\u5e73\u53f0\uff0c\u901a\u8fc7\u5355\u4e00\u6307\u4ee4\u5373\u53ef\u4e3a\u667a\u80fd\u4f53\u914d\u5907\u6d4f\u89c8\u5668\u3001\u7ec8\u7aef\u548c\u6301\u4e45\u5316\u8bb0\u5fc6\uff0c\u89e3\u51b3\u5f00\u53d1\u8005\u5728\u81ea\u52a8\u5316\u6d41\u7a0b\u6784\u5efa\u4e2d\u9762\u4e34\u7684\u591a\u5de5\u5177\u6574\u5408\u3001\u72b6\u6001\u7ef4\u6301\u4e0e\u8ba4\u8bc1\u96be\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\/cf4875d7-aecd-4940-a2de-88a80811baba.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\/1a7b9264-c77a-4a85-804c-1f9587aab0eb.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\/ce073328-aa54-40b5-a3d8-225c121e396c.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\/d6565446-3486-441b-a6d7-0365763213f3.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\/a4dd38c9-c208-456c-a935-7ad92b97a543.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\/c44ab24b-0964-488b-a7aa-7472ff609ac9.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/8oDCPK7POkQ?si=iLyMkqVYMSkKAw6v\"><source src=\"https:\/\/youtu.be\/8oDCPK7POkQ?si=iLyMkqVYMSkKAw6v\" 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\">Development<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u4e91\u7aef\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53API<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\/\u4f4e\u4ee3\u7801<\/span><br \/>\n <span class=\"tag\">RPA<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u64cd\u4f5c\u7cfb\u7edf<\/span><br \/>\n <span class=\"tag\">\u96c6\u6210\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u7f51\u7edc\u722c\u866b<\/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>\u6709\u6548\u8bc4\u8bba\u4e3b\u8981\u6765\u81ea\u5f00\u53d1\u8005\u3002\u521b\u59cb\u4eba\u8be6\u7ec6\u8bf4\u660e\u4e86\u4ea7\u54c1\u4ece\u5f00\u6e90\u5e93\u6f14\u8fdb\u800c\u6765\uff0c\u5e76\u5217\u4e3e\u6838\u5fc3\u529f\u80fd\u3002\u6709\u7528\u6237\u7ed3\u5408\u81ea\u8eab\u5f00\u53d1AI\u6c42\u804c\u5de5\u5177\u7684\u7ecf\u9a8c\uff0c\u8be2\u95ee\u5bf9SPA\u548c\u52a8\u6001\u5185\u5bb9\u7684\u5904\u7406\u80fd\u529b\uff0c\u4f53\u73b0\u4e86\u6280\u672f\u5173\u5207\u3002\u5176\u4f59\u591a\u4e3a\u7b80\u77ed\u795d\u8d3a\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 BU\u7684\u91ce\u5fc3\u5e76\u975e\u7b80\u5355\u7684\u201c\u6d4f\u89c8\u5668\u81ea\u52a8\u5316Plus\u201d\uff0c\u5b83\u8bd5\u56fe\u6210\u4e3a\u667a\u80fd\u4f53\u7684\u201c\u4e91\u7aef\u64cd\u4f5c\u7cfb\u7edf\u201d\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u5c06\u201c\u667a\u80fd\u4f53\u201d\u4ece\u4e00\u6b21\u6027\u7684\u63d0\u793a\u8bcd\u6267\u884c\u8005\uff0c\u5347\u7ea7\u4e3a\u62e5\u6709\u5de5\u5177\u3001\u8bb0\u5fc6\u548c\u8eab\u4efd\u3001\u53ef\u957f\u671f\u8fd0\u884c\u7684\u201c\u6570\u5b57\u5458\u5de5\u201d\u3002\u901a\u8fc7\u9884\u89e3\u8ba4\u8bc1\uff08Profiles\uff09\u3001\u8de8\u4f1a\u8bdd\u8bb0\u5fc6\uff08Workspaces\uff09\u548c\u5b9e\u65f6\u76d1\u63a7\uff08Live URLs\uff09\uff0c\u5b83\u76f4\u51fb\u5f53\u524dAI\u4ee3\u7406\u843d\u5730\u7684\u6838\u5fc3\u75db\u70b9\u2014\u2014\u72b6\u6001\u788e\u7247\u5316\u4e0e\u64cd\u4f5c\u4e0d\u53ef\u63a7\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u6e05\u6670\u3002\u9996\u5148\uff0c\u201c\u5168\u81ea\u4e3b\u201d\u4e0e\u201c\u53ef\u63a7\u6027\u201d\u4e4b\u95f4\u5b58\u5728\u5929\u7136\u5f20\u529b\uff0c\u6210\u672c\u63a7\u5236\u4e0e\u5f02\u5e38\u5904\u7406\u673a\u5236\u5c06\u662f\u4f01\u4e1a\u7ea7\u5ba2\u6237\u7684\u5173\u952e\u8003\u91cf\u3002\u5176\u6b21\uff0c\u8bc4\u8bba\u4e2d\u5173\u4e8e\u5904\u7406\u590d\u6742SPA\u7684\u7591\u95ee\uff0c\u66b4\u9732\u51fa\u5728\u9ad8\u5ea6\u52a8\u6001\u7684\u73b0\u4ee3Web\u73af\u5883\u4e2d\uff0c\u53ef\u9760\u6027\u4ecd\u662f\u8fd9\u7c7b\u6280\u672f\u7684\u963f\u5580\u7409\u65af\u4e4b\u8e35\u3002\u6700\u540e\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u4ece\u5f00\u6e90\uff08browser-use\uff09\u8f6c\u5411\u95ed\u6e90\u4e91\u670d\u52a1\uff0c\u867d\u80fd\u7406\u89e3\uff0c\u4f46\u9700\u5728\u5f00\u53d1\u8005\u751f\u6001\u4e0e\u5546\u4e1a\u53d8\u73b0\u95f4\u91cd\u65b0\u53d6\u5f97\u5e73\u8861\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cBU\u662f\u5728\u7528\u5de5\u7a0b\u5316\u65b9\u6848\u5c01\u88c5\u667a\u80fd\u4f53\u7684\u590d\u6742\u6027\uff0c\u5176\u672a\u6765\u4e0d\u5728\u4e8e\u66ff\u4ee3GPT\u7b49\u6838\u5fc3\u6a21\u578b\uff0c\u800c\u5728\u4e8e\u6210\u4e3a\u8fde\u63a5\u5927\u6a21\u578b\u80fd\u529b\u4e0e\u771f\u5b9e\u4e1a\u52a1\u573a\u666f\u7684\u201c\u4e2d\u95f4\u4ef6\u201d\u3002\u82e5\u80fd\u7a33\u5b9a\u89e3\u51b3\u590d\u6742\u573a\u666f\u7684\u53ef\u9760\u6027\u95ee\u9898\uff0c\u5b83\u5c06\u4ece\u6781\u5ba2\u73a9\u5177\u8715\u53d8\u4e3a\u771f\u6b63\u7684\u751f\u4ea7\u529b\u6760\u6746\u3002\u53cd\u4e4b\uff0c\u5219\u53ef\u80fd\u53ea\u662f\u53c8\u4e00\u4e2a\u5728\u957f\u5c3e\u96be\u9898\u524d\u6298\u621f\u7684\u70ab\u9177Demo\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\">BU<\/span>\n <\/div>\n<div class=\"comment-content\">Deploy fully autonomous AI agents with a single prompt. BU gives your agents a browser, terminal, and persistent memory – prompt it once, and it keeps running. We’ve solved authentication and built integrations for Slack, Gmail, Linear, and 100+ more. Supercharged with the best browser agent for monitoring, testing, and scraping the web. Prompt to complex workflow in single API. The future is here.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt!<\/p>\n<p>We built browser-use: the open-source browser automation library<br \/>with 79K GitHub stars. Today we’re launching something new.<\/p>\n<p>BU is a fully autonomous agent API. Not just<br \/>browser automation, agents get:<\/p>\n<p>\ud83c\udf10 Browser: any website, CAPTCHAs solved, 195+ country proxies<br \/>\ud83d\udcbb Terminal: run commands, execute scripts<br \/>\ud83d\udcc1 File System \/ Persistent Memory: read, write, manage files across sessions<br \/>\ud83d\udd17 Integrations: Slack, Linear, and 100 more<\/p>\n<p>What makes BU special:<br \/>\u2022 Profiles: scoped auth. Agents start logged in.<br \/>\u2022 Workspaces: persistent storage. Agents remember across sessions.<br \/>\u2022 Keep-Alive: resume sessions, don’t start over.<br \/>\u2022 Live URLs: watch your agent work in real-time.<br \/>\u2022 Cost Controls: set per-session spending limits.<br \/>\u2022 Structured Output: JSON schema for deterministic results.<\/p>\n<p>One API call \u2192 agent with a browser, terminal, and file system<br \/>that works 24\/7 and reports back to your Slack.<\/p>\n<p>Free to start. We’d love your feedback.<\/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>Browser automation is something I’ve been <\/p>\n<p>deep in lately while building an AI job <\/p>\n<p>application tool.<\/p>\n<\/p>\n<p>The biggest challenge I faced was reliably <\/p>\n<p>extracting dynamic form elements that load <\/p>\n<p>asynchronously. Curious how Browser Use <\/p>\n<p>handles SPAs and dynamically rendered <\/p>\n<p>content?<\/p>\n<\/p>\n<p>Also – 985 followers before launch is <\/p>\n<p>impressive. Clearly hitting a real nerve <\/p>\n<p>in the agent space!<\/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>amazing product, let’s go 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>Sensational<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>even if it does not get to top product of the month but for sure this is one of the best product of this month <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">#8<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/T4DBI56LWMCROM\" class=\"app-title\">Octrafic<\/a><\/p>\n<div class=\"one-liner\">Test your APIs in plain English, straight from the terminal<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">119<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u5f00\u6e90CLI\u5de5\u5177\uff0c\u5141\u8bb8\u5f00\u53d1\u8005\u7528\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u6d4b\u8bd5\u573a\u666f\uff0c\u81ea\u52a8\u751f\u6210\u5e76\u6267\u884cAPI\u6d4b\u8bd5\u3001\u9a8c\u8bc1\u54cd\u5e94\u5e76\u751f\u6210\u62a5\u544a\uff0c\u89e3\u51b3\u4e86\u624b\u52a8\u7f16\u5199\u548c\u7ef4\u62a4API\u6d4b\u8bd5\u811a\u672c\u7684\u7e41\u7410\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\/3c9a6388-042e-4f1b-9991-4af5a26d3f42.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\/ff4092bf-a540-491e-a25a-aa316cc8cb29.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\/d82d722a-e0ea-4bbb-82b7-a750b16a50a7.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\/97649413-30d2-4099-843c-e0c45a59b76d.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\">API<\/span><br \/>\n <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">API\u6d4b\u8bd5\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u547d\u4ee4\u884c\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u8f6f\u4ef6<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u7f16\u7a0b<\/span><br \/>\n <span class=\"tag\">AI\u8f85\u52a9\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6301\u7eed\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">OpenAPI<\/span><br \/>\n <span class=\"tag\">\u6d4b\u8bd5\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">LLM\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\u8d5e\u8d4f\u5176\u81ea\u7136\u8bed\u8a00\u4ea4\u4e92\u548c\u5f00\u6e90\u5355\u4e8c\u8fdb\u5236\u8bbe\u8ba1\uff0c\u8ba4\u4e3a\u5176\u662fPostman\u7b49GUI\u5de5\u5177\u7684\u6709\u6548\u66ff\u4ee3\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u6d4b\u8bd5\u573a\u666f\u7684\u786e\u5b9a\u6027\u4e0eCI\u53ef\u91cd\u73b0\u6027\u3001\u5bf9\u590d\u6742OAuth\u7b49\u8eab\u4efd\u9a8c\u8bc1\u6d41\u7a0b\u7684\u652f\u6301\u6df1\u5ea6\uff0c\u4ee5\u53ca\u4f7f\u7528\u8f83\u5c0f\u672c\u5730\u6a21\u578b\u65f6\u7684\u6548\u679c\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 Octrafic\u7684\u5b9e\u8d28\uff0c\u662f\u5c06LLM\u8f6c\u5316\u4e3a\u4e00\u4e2a\u7406\u89e3OpenAPI\u89c4\u8303\u4e0e\u81ea\u7136\u8bed\u8a00\u6307\u4ee4\u7684\u201c\u6d4b\u8bd5\u7b56\u7565\u751f\u6210\u5668\u201d\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u7684\u201c\u7528\u82f1\u8bed\u5199\u6d4b\u8bd5\u201d\uff0c\u800c\u5728\u4e8e**\u5c06\u975e\u7ed3\u6784\u5316\u7684\u6d4b\u8bd5\u610f\u56fe\uff0c\u81ea\u52a8\u7f16\u8bd1\u4e3a\u7ed3\u6784\u5316\u7684\u3001\u53ef\u6267\u884c\u7684\u52a8\u4f5c\u5e8f\u5217\uff08\u8bf7\u6c42\u3001\u65ad\u8a00\u3001\u62a5\u544a\uff09**\u3002\u8fd9\u6311\u6218\u4e86\u4ee5Postman\u4e3a\u4ee3\u8868\u7684\u201c\u624b\u52a8\u7ec4\u88c5\u8bf7\u6c42\u96c6\u5408\u201d\u548c\u4ee5pytest\u4e3a\u4ee3\u8868\u7684\u201c\u624b\u52a8\u7f16\u5199\u65ad\u8a00\u811a\u672c\u201d\u4e24\u79cd\u4f20\u7edf\u8303\u5f0f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5de7\u5999\u5730\u9009\u62e9\u4e86\u201c\u5355\u4e8c\u8fdb\u5236\u3001BYO Key\u3001\u5f00\u6e90\u201d\u8fd9\u4e00\u6781\u7b80\u4e3b\u4e49\u6280\u672f\u6808\uff0c\u5927\u5e45\u964d\u4f4e\u4e86\u91c7\u7528\u95e8\u69db\uff0c\u5e76\u7cbe\u51c6\u907f\u5f00\u4e86\u6570\u636e\u9690\u79c1\u4e0e\u6258\u7ba1\u6210\u672c\u7684\u8d28\u7591\u3002\u5176\u201c\u5bfc\u51fa\u5230Postman\/curl\/pytest\u201d\u7684\u529f\u80fd\u662f\u9ad8\u660e\u7684\u4e00\u6b65\uff0c\u5b83\u5c06\u81ea\u5df1\u5b9a\u4f4d\u4e3a\u654f\u6377\u7684\u201c\u6d4b\u8bd5\u751f\u6210\u524d\u7aef\u201d\uff0c\u800c\u975e\u98a0\u8986\u6027\u7684\u201c\u6d4b\u8bd5\u8fd0\u884c\u65f6\u201d\uff0c\u8ba9\u56e2\u961f\u53ef\u4ee5\u65e0\u7f1d\u5d4c\u5165\u73b0\u6709\u6d41\u7a0b\uff0c\u8fd9\u662f\u5176\u80fd\u83b7\u5f97\u65e9\u671f\u8ba4\u53ef\u7684\u5173\u952e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6838\u5fc3\u98ce\u9669\u4e0e\u6240\u6709LLM\u9a71\u52a8\u7684\u5de5\u5177\u4e00\u81f4\uff1a**\u786e\u5b9a\u6027\u4e0e\u53ef\u9760\u6027**\u3002\u8bc4\u8bba\u4e2d\u53cd\u590d\u51fa\u73b0\u7684\u201cCI\u53ef\u91cd\u73b0\u6027\u201d\u7591\u95ee\u76f4\u51fb\u8981\u5bb3\u3002\u5982\u679c\u6bcf\u6b21\u6d4b\u8bd5\u751f\u6210\u5b58\u5728\u968f\u673a\u6027\uff0c\u6216\u5bf9\u590d\u6742\u4e1a\u52a1\u903b\u8f91\u7684\u7406\u89e3\u51fa\u73b0\u504f\u5dee\uff0c\u5176\u5728\u4e25\u8083\u7684CI\/CD\u7ba1\u9053\u4e2d\u7684\u5730\u4f4d\u5c06\u5c8c\u5c8c\u53ef\u5371\u3002\u672a\u6765\u7684\u7ade\u4e89\u58c1\u5792\uff0c\u4e0d\u5728\u4e8e\u81ea\u7136\u8bed\u8a00\u63a5\u53e3\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u80fd\u5426\u901a\u8fc7\u7ea6\u675f\u6027\u63d0\u793a\u5de5\u7a0b\u3001\u6d4b\u8bd5\u573a\u666f\u5feb\u7167\u6216\u786e\u5b9a\u6027\u8f93\u51fa\u6a21\u5f0f\uff0c\u5c06LLM\u7684\u201c\u7075\u611f\u201d\u8f6c\u5316\u4e3a\u5de5\u7a0b\u5e08\u53ef\u4fe1\u8d56\u7684\u201c\u6807\u51c6\u4f5c\u4e1a\u7a0b\u5e8f\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u5176\u4ef7\u503c\u4e0a\u9650\u53d7\u9650\u4e8eLLM\u5bf9API\u4e1a\u52a1\u903b\u8f91\u7684\u4e0a\u4e0b\u6587\u7406\u89e3\u80fd\u529b\u3002\u5bf9\u4e8e\u7b80\u5355\u7684CRUD\u63a5\u53e3\u6d4b\u8bd5\u6e38\u5203\u6709\u4f59\uff0c\u4f46\u5bf9\u4e8e\u6d89\u53ca\u591a\u72b6\u6001\u8f6c\u6362\u3001\u590d\u6742\u6570\u636e\u5173\u8054\u6216\u7279\u5b9a\u9886\u57df\u903b\u8f91\u7684API\uff0c\u4ec5\u51edOpenAPI\u89c4\u8303\u53ef\u80fd\u4e0d\u8db3\uff0c\u4ecd\u9700\u4eba\u5de5\u4ecb\u5165\u3002\u5b83\u66f4\u50cf\u662f\u201c\u6d4b\u8bd5\u5de5\u7a0b\u5e08\u7684\u5f3a\u529b\u526f\u9a7e\u9a76\u201d\uff0c\u800c\u975e\u201c\u81ea\u52a8\u9a7e\u9a76\u201d\u3002\u82e5\u80fd\u6301\u7eed\u8fed\u4ee3\uff0c\u5728\u786e\u5b9a\u6027\u4e0e\u590d\u6742\u573a\u666f\u5904\u7406\u4e0a\u53d6\u5f97\u7a81\u7834\uff0c\u5b83\u6709\u671b\u6210\u4e3aAPI\u6d4b\u8bd5\u5de5\u4f5c\u6d41\u4e2d\u4e00\u4e2a\u9769\u547d\u6027\u7684\u5165\u53e3\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\">Octrafic<\/span>\n <\/div>\n<div class=\"comment-content\">Octrafic is an open-source CLI for API testing. Point it at any OpenAPI spec or live endpoint, describe what you want to test in plain English, and let it handle the rest – from generating requests to validating responses and exporting a PDF report. No test scripts, no GUI, no mocks. Just a single binary. Works with OpenAI, Claude, Ollama, and any OpenAI-compatible provider<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey everyone! \ud83d\udc4b<\/p>\n<p>I built Octrafic to make API testing simpler – no test scripts, no GUI, no mocks.<\/p>\n<p>Point it at any API, describe what you want to test in plain English, and the AI agent handles the rest – planning scenarios, running real requests, validating responses, and exporting results.<\/p>\n<p>What it can do:<\/p>\n<p>– Describe tests in plain English – no boilerplate, no config files<\/p>\n<p>– Generate an OpenAPI spec from your source code<\/p>\n<p>– Run in CI\/CD pipelines non-interactively with a single command<\/p>\n<p>– Export tests to Postman, curl, or pytest to use in your existing toolchain<\/p>\n<p>– Export PDF reports<\/p>\n<p>– Works with any LLM – OpenAI, Claude, Ollama, llama.cpp. You bring your own key, nothing goes through my servers.<\/p>\n<p>Single binary, no runtime dependencies, fully open-source under MIT.<\/p>\n<p>Give it a shot and let me know what you think.<\/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\/@hawierdev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hawierdev<\/a> The Ollama and llama.cpp support is a nice touch. How well does the test generation hold up with smaller local models compared to something like GPT-4? I’m curious whether you’d need a beefier model for complex API specs or if a 7B param model handles most cases fine.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@hawierdev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hawierdev<\/a> Single binary that exports to Postman, pytest, and curl is a smart wedge. Teams already have one of those baked into CI, so Octrafic doesn’t force a toolchain swap… it just generates the artifacts faster. Different play from Bruno or Hoppscotch, which still need you to manually build and maintain collections. The OpenAPI-from-source-code generation is what’d pull me in though. Hand-maintained specs drift from reality within a week. If Octrafic can keep that spec accurate as code evolves, it becomes the source of truth for contract testing, not just an ad-hoc testing tool.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@hawierdev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hawierdev<\/a> Quick thought \u2014 without a homepage explainer video, you\u2019re likely losing dev signups who don\u2019t instantly grasp the workflow.<\/p>\n<p>I help SaaS tools like yours turn complex products into conversion-focused explainer videos.<\/p>\n<p>Open to a quick idea share?<\/p>\n<p>animvo.com<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>CLI tools for API testing have always felt <\/p>\n<p>like they need a PhD to configure properly. <\/p>\n<p>Plain English interface is the right call.<\/p>\n<\/p>\n<p>The OpenAPI spec support is what caught my <\/p>\n<p>eye – been dealing with API validation while <\/p>\n<p>building an automation tool and writing test <\/p>\n<p>scripts manually is genuinely painful.<\/p>\n<\/p>\n<p>Does Octrafic handle auth flows well? <\/p>\n<p>Things like OAuth tokens, API key rotation <\/p>\n<p>mid-session – that’s usually where CLI <\/p>\n<p>testing tools fall apart in my experience.<\/p>\n<\/p>\n<p>Also open-source is a big green flag. <\/p>\n<p>Will definitely be exploring this!<\/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\">@alamenigma Thanks! Auth is handled through config you can set bearer tokens, API keys, and basic auth. OAuth token rotation mid-session isn’t there yet but that’s great feedback adding it to the roadmap.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Hey Miko\u0142aj, that line about no scripts, no GUI, no mocks says a lot about what was frustrating you. Was there a specific project where you spent more time setting up the test infrastructure than actually testing the API?<\/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\">@vouchy Honestly I just hated the constant setup: writing scripts, configuring environments, managing auth headers. I wanted to actually test the API not spend 30 minutes preparing to test it. So I built something that lets me just describe what I want and get results immediately<\/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>Plain-English API testing from the CLI is a strong angle. Most tools either lock you into a GUI (Postman) or force you to maintain brittle test scripts.<\/p>\n<p>Curious about determinism – if the LLM plans the test flow, how do you ensure reproducibility in CI runs? Can scenarios be \u201cfrozen\u201d once generated, or is each run potentially slightly different?<\/p>\n<p>Also like the single-binary + BYO key approach. Clean dev ergonomics.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Really cool approach to API testing. The “describe what you want to test in plain English” workflow is such a natural fit \u2014 writing and maintaining test scripts for every endpoint is one of those tasks that everyone knows is important but nobody actually enjoys doing. The fact that it generates a PDF report at the end is a nice touch too, super useful for sharing results with non-technical stakeholders. How does it handle authentication flows \u2014 like chained requests where you need a token from one endpoint to test another?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>All these IDEs are the same, but you write that they are different, but they are one and the same.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Interesting approach using LLMs to generate + validate test flows directly from OpenAPI specs. How are you thinking about reproducibility across runs?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">#9<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/6CO62K6WKNM5RS\" class=\"app-title\">Epismo Skills<\/a><\/p>\n<div class=\"one-liner\">Everything your agent needs to run reliably<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">108<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Epismo Skills \u662f\u4e00\u4e2aAI\u667a\u80fd\u4f53\u5de5\u4f5c\u6d41\u5e73\u53f0\uff0c\u901a\u8fc7\u63d0\u4f9b\u53ef\u590d\u7528\u3001\u793e\u533a\u9a71\u52a8\u7684\u6807\u51c6\u5316\u5de5\u4f5c\u6d41\uff0c\u89e3\u51b3\u4e86AI\u5e94\u7528\u8fc7\u7a0b\u4e2d\u6d41\u7a0b\u96be\u4ee5\u590d\u5236\u3001\u7ba1\u7406\u548c\u89c4\u6a21\u5316\u590d\u73b0\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\/acb56919-59f8-4309-946c-e9effddaa658.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\/7d0644cb-4b1d-4221-985c-80f4b132fa64.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\/8fcdfb29-fc99-4864-9430-b3fe33a746ab.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\/4eb8e8ac-da17-405a-ab15-e69cbda757ee.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\/1469544e-f962-4217-9939-44a669935d90.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\">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\u5de5\u4f5c\u6d41\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u7f16\u6392<\/span><br \/>\n <span class=\"tag\">\u6d41\u7a0b\u590d\u7528<\/span><br \/>\n <span class=\"tag\">\u793e\u533a\u77e5\u8bc6\u5e93<\/span><br \/>\n <span class=\"tag\">\u9879\u76ee\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u4eba\u673a\u534f\u540c<\/span><br \/>\n <span class=\"tag\">\u6700\u4f73\u5b9e\u8df5\u5171\u4eab<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u5de5\u4f5c\u6d41<\/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\u9ad8\u5ea6\u8ba4\u53ef\u5176\u201c\u5de5\u4f5c\u6d41\u514b\u9686\u201d\u548c\u793e\u533a\u5e93\u6982\u5ff5\uff0c\u5c06\u5176\u7c7b\u6bd4\u4e3a\u201cAI\u5de5\u4f5c\u6d41\u7684GitHub\u201d\u3002\u6838\u5fc3\u95ee\u9898\u805a\u7126\u4e8e\u591a\u667a\u80fd\u4f53\u8f93\u51fa\u51b2\u7a81\u7684\u89e3\u51b3\u673a\u5236\u3002\u521b\u59cb\u4eba\u56de\u590d\u9610\u8ff0\u4e86\u57fa\u4e8e\u5f00\u6e90\u52a8\u6001\u7684\u8fdb\u5316\u903b\u8f91\uff0c\u5e76\u900f\u9732\u5f53\u524d\u6700\u53d7\u6b22\u8fce\u7684\u5de5\u4f5c\u6d41\u662f\u201c\u6280\u80fd\u6539\u8fdb\u5faa\u73af\u201d\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 Epismo Skills \u7784\u51c6\u7684\u5e76\u975e\u8868\u9762\u7684\u201c\u5de5\u4f5c\u6d41\u5171\u4eab\u201d\uff0c\u800c\u662fAI\u667a\u80fd\u4f53\u65f6\u4ee3\u7684\u201c\u64cd\u4f5c\u89c4\u7a0b\u201d\u6807\u51c6\u5316\u4e0e\u4f20\u627f\u95ee\u9898\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u8bd5\u56fe\u5c06AI\u5e94\u7528\u4ece\u4f9d\u8d56\u788e\u7247\u5316\u63d0\u793a\u8bcd\u548c\u9690\u6027\u7ecf\u9a8c\u7684\u201c\u624b\u5de5\u4f5c\u574a\u201d\u9636\u6bb5\uff0c\u63a8\u5411\u57fa\u4e8e\u53ef\u9a8c\u8bc1\u3001\u53ef\u8fed\u4ee3\u6d41\u7a0b\u7684\u201c\u5de5\u7a0b\u5316\u201d\u9636\u6bb5\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7280\u5229\u5730\u5207\u4e2d\u4e86\u5f53\u524dAI\u5e94\u7528\u7684\u6838\u5fc3\u77db\u76fe\uff1a\u4e00\u6b21\u6027\u7684\u51fa\u8272\u7ed3\u679c\u65e0\u6cd5\u8f6c\u5316\u4e3a\u7a33\u5b9a\u7684\u751f\u4ea7\u80fd\u529b\u3002\u5b83\u901a\u8fc7\u201c\u5de5\u4f5c\u6d41\u201d\u8fd9\u4e2a\u5355\u5143\uff0c\u5f3a\u5236\u5b9a\u4e49\u4e86\u6b65\u9aa4\u3001\u4eba\u673a\u8fb9\u754c\u3001\u4ea7\u51fa\u7269\u548c\u8d28\u91cf\u68c0\u67e5\u70b9\uff0c\u8fd9\u5b9e\u8d28\u4e0a\u662f\u4e3a\u4e0d\u53ef\u63a7\u7684AI\u884c\u4e3a\u5957\u4e0a\u4e86\u53ef\u7ba1\u7406\u7684\u6d41\u7a0b\u6846\u67b6\u3002\u5176\u793e\u533a\u5e93\u7684\u91ce\u5fc3\uff0c\u662f\u5efa\u7acb\u4e00\u5957\u57fa\u4e8e\u96c6\u4f53\u5b9e\u8df5\u8fdb\u5316\u800c\u6765\u7684\u201c\u6700\u4f73\u5b9e\u8df5\u201d\u534f\u8bae\uff0c\u8fd9\u6bd4\u4efb\u4f55\u5355\u5bb6\u516c\u53f8\u95ed\u95e8\u9020\u8f66\u90fd\u66f4\u5177\u751f\u6001\u6f5c\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6700\u5927\u6311\u6218\u4e5f\u5728\u4e8e\u6b64\u3002\u4ee3\u7801\u7684GitHub\u6a21\u578b\u6210\u529f\u57fa\u4e8e\u660e\u786e\u3001\u79bb\u6563\u7684\u8bed\u6cd5\u548c\u903b\u8f91\uff0c\u800cAI\u5de5\u4f5c\u6d41\u5219\u63ba\u6742\u4e86\u6a21\u7cca\u7684\u63d0\u793a\u8bcd\u3001\u5de5\u5177\u914d\u7f6e\u548c\u4eba\u7c7b\u5224\u65ad\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u51b2\u7a81\u89e3\u51b3\u201d\u7684\u7591\u95ee\u76f4\u6307\u6838\u5fc3\uff1a\u5f53\u6d41\u7a0b\u7684\u4ea7\u51fa\u4e0d\u786e\u5b9a\u65f6\uff0c\u5982\u4f55\u8bc4\u5224\u548c\u8fed\u4ee3\u6d41\u7a0b\u672c\u8eab\uff1f\u5e73\u53f0\u76ee\u524d\u4f9d\u8d56\u201c\u5f00\u6e90\u52a8\u6001\u201d\u7684\u81ea\u7136\u9009\u62e9\uff0c\u8fd9\u53ef\u80fd\u521d\u671f\u6709\u6548\uff0c\u4f46\u89c4\u6a21\u6269\u5927\u540e\uff0c\u7f3a\u4e4f\u91cf\u5316\u8bc4\u4f30\u548c\u6cbb\u7406\u673a\u5236\u53ef\u80fd\u5bfc\u81f4\u5e93\u7684\u6df7\u4e71\u4e0e\u53ef\u4fe1\u5ea6\u7a00\u91ca\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u5c06\u5de5\u4f5c\u6d41\u4e0e\u9879\u76ee\u7ba1\u7406\u6df1\u5ea6\u7ed1\u5b9a\u662f\u660e\u667a\u4e4b\u4e3e\uff0c\u5b83\u8ba9\u62bd\u8c61\u6d41\u7a0b\u6709\u4e86\u5177\u4f53\u7684\u7ee9\u6548\u770b\u677f\u3002\u4f46\u8fd9\u4e5f\u610f\u5473\u7740\u5e73\u53f0\u9700\u6df1\u5ea6\u4fb5\u5165\u7528\u6237\u7684\u9879\u76ee\u7ba1\u7406\u573a\u666f\uff0c\u9762\u4e34\u66f4\u590d\u6742\u7684\u96c6\u6210\u4e0e\u66ff\u6362\u6210\u672c\u6311\u6218\u3002Epismo Skills \u6784\u60f3\u5b8f\u5927\uff0c\u4f46\u5176\u6210\u529f\u4e0e\u5426\uff0c\u4e0d\u53d6\u51b3\u4e8e\u6280\u672f\u6846\u67b6\uff0c\u800c\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u65e9\u671f\u5438\u5f15\u8db3\u591f\u591a\u7684\u9ad8\u8d28\u91cf\u8d21\u732e\u8005\uff0c\u5f62\u6210\u5177\u6709\u7f51\u7edc\u6548\u5e94\u7684\u201c\u5de5\u4f5c\u6d41\u751f\u6001\u201d\uff0c\u5e76\u5efa\u7acb\u8d77\u4e00\u5957\u884c\u4e4b\u6709\u6548\u7684\u6d41\u7a0b\u8d28\u91cf\u7b5b\u9009\u4e0e\u8fdb\u5316\u673a\u5236\u3002\u5426\u5219\uff0c\u5b83\u6781\u6613\u6ca6\u4e3a\u53e6\u4e00\u4e2a\u5145\u6ee1\u201c\u73a9\u5177\u6d41\u6c34\u7ebf\u201d\u7684\u4ed3\u5e93\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\">Epismo Skills<\/span>\n <\/div>\n<div class=\"comment-content\">Give your agent proven, community-built best practices that it can instantly adopt and execute with the tools you use every day. Here’s how: 1) Find best practices: Search community workflows and quickly bring proven ways of working into your projects. 2) Capture your know-how: Turn your practical expertise into reusable workflows for yourself, your team, or the community. 3) Operate as projects: Connect imported workflows to projects and execute, track, and manage them as ongoing tasks.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The workflow cloning concept is what <\/p>\n<p>really stands out here – most AI platforms <\/p>\n<p>make you start from scratch every time.<\/p>\n<p>Routing each step to the best agent <\/p>\n<p>is smart architecture. <\/p>\n<\/p>\n<p>Curious how <\/p>\n<p>you handle conflicts when two agents <\/p>\n<p>produce contradictory outputs in the <\/p>\n<p>same workflow?<\/p>\n<\/p>\n<p>Also the community library angle reminds <\/p>\n<p>me of what GitHub did for code – but for <\/p>\n<p>AI workflows. If the community grows, <\/p>\n<p>this becomes incredibly powerful.<\/p>\n<\/p>\n<p>What’s the most popular workflow being <\/p>\n<p>cloned right now?<\/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\/@alamenigma\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alamenigma<\/a> <\/p>\n<p>I\u2019m really glad the intent landed. The community library angle is exactly what we\u2019re going for.<\/p>\n<\/p>\n<p>On conflicts: I might be misunderstanding your question, but we expect something closer to open source dynamics. As workflows get cloned and run in the wild, agents (and humans) can evaluate outcomes, leave feedback, and publish improved variants. Over time, the better workflows naturally get selected and reused more.<\/p>\n<\/p>\n<p>Most popular workflow right now: a recursive \u201cimprove the skill\u201d loop. Import a skill, run it on a real project, tighten steps\/checks\/handoffs based on what breaks, then publish the improved version back: <a href=\"https:\/\/epismo.ai\/share\/eupN1gT27mW9\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/epismo.ai\/share\/eupN1gT27mW9<\/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>Hi Product Hunt \ud83d\udc4b I\u2019m Hiroki, founder of Epismo.<\/p>\n<\/p>\n<p>I kept running into the same issue with daily AI use: I\u2019d get a great result, then a week later I couldn\u2019t reproduce <em>how<\/em> I got there. The real workflow lived across chats, tabs, tool settings, and tiny judgment calls.<\/p>\n<\/p>\n<p>Epismo Skills turn that hidden “how” into a workflow you can <strong>reuse and share with the community<\/strong>.<\/p>\n<\/p>\n<p>Instead of trading prompts, we share workflows as reusable units: explicit steps, human vs agent boundaries, expected artifacts, and quality checks. You can run the same workflow inside the agent environment you already use.<\/p>\n<\/p>\n<p>What you can do with Skills:<\/p>\n<ul>\n<li>\n<p><strong>Copy the whole process<\/strong><br \/>Import a workflow that includes the exact steps, tools, and prompts used.<\/p>\n<\/li>\n<li>\n<p><strong>Turn knowledge into workflows<\/strong><br \/>Generate a workflow from project context or an external doc\/link, then reuse it.<\/p>\n<\/li>\n<li>\n<p><strong>Run workflows as projects<\/strong><br \/>Treat an imported workflow so progress stay visible.<\/p>\n<\/li>\n<\/ul>\n<p>Take a workflow, adapt it to your context, then publish your improved version back so others can reuse it and build on it.<\/p>\n<p>What workflow do you wish you could import and run today?<\/p>\n<\/p>\n<p>Source: <a href=\"https:\/\/github.com\/epismoai\/skills\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/github.com\/epismoai\/skills<\/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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hirokiyn\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hirokiyn<\/a> Ran into this on a multi-agent pipeline. Shared the prompt chain, teammate couldn’t reproduce it because three manual review gates and a tool config were implicit. Epismo making human vs agent boundaries explicit per step is what separates this from prompt libraries that only version the instruction. Project-level tracking compounds that. Most shared workflows are fire-and-forget… you clone and you’re on your own. Running imported Skills as tasks with progress visibility means you can tell if an adaptation is performing or drifting 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<\/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\/VNUS72QP6MV6W7\" class=\"app-title\">Hearica<\/a><\/p>\n<div class=\"one-liner\">Turn all computer audio into captions for the deaf <\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">95<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Hearica\u662f\u4e00\u6b3e\u5c06\u7535\u8111\u5168\u5c40\u97f3\u9891\u5b9e\u65f6\u8f6c\u4e3a\u5b57\u5e55\u7684\u8f85\u52a9\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u542c\u969c\u4eba\u58eb\u5728\u591a\u5e94\u7528\u3001\u591a\u573a\u666f\uff08\u5982\u4f1a\u8bae\u3001\u89c6\u9891\u3001\u901a\u8bdd\uff09\u4e2d\u65e0\u6cd5\u83b7\u53d6\u5b9e\u65f6\u5b57\u5e55\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\/1c91425f-f2f7-4486-92ea-b5d5eb44ea37.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\/10cd3ca0-6542-4045-84bd-65bbb0e8d54e.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\/0dda2f40-b278-4088-9e26-10f4bc128f79.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\/17f681d2-5963-480b-b213-ae2065416001.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/Muwqmc6prko\"><source src=\"https:\/\/youtu.be\/Muwqmc6prko\" 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\">Inclusivity<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5b9e\u65f6\u5b57\u5e55<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u8f6c\u6587\u5b57<\/span><br \/>\n <span class=\"tag\">\u65e0\u969c\u788d\u8f85\u52a9\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5168\u5c40\u97f3\u9891\u6355\u83b7<\/span><br \/>\n <span class=\"tag\">\u591a\u8bed\u8a00\u7ffb\u8bd1<\/span><br \/>\n <span class=\"tag\">\u8de8\u5e94\u7528\u8f6c\u5f55<\/span><br \/>\n <span class=\"tag\">\u5c4f\u5e55\u60ac\u6d6e\u7a97<\/span><br \/>\n <span class=\"tag\">\u542c\u969c\u4eba\u58eb<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u7ffb\u8bd1<\/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\u5176\u5168\u5c40\u97f3\u9891\u6355\u83b7\u65b9\u6848\u548c60+\u8bed\u8a00\u5b9e\u65f6\u7ffb\u8bd1\u3002\u4e3b\u8981\u95ee\u9898\u805a\u7126\u4e8e\uff1a1. \u5bf9\u91cd\u53e3\u97f3\u548c\u4e13\u4e1a\u672f\u8bed\u7684\u5904\u7406\u80fd\u529b\uff1b2. \u591a\u4eba\u5bf9\u8bdd\u65f6\u7684\u53d1\u8a00\u4eba\u533a\u5206\uff1b3. \u5bf9macOS\u7248\u672c\u7684\u671f\u5f85\u3002\u5f00\u53d1\u8005\u56de\u590d\u79f0\u53ef\u901a\u8fc7\u81ea\u5b9a\u4e49\u8bed\u5883\u63d0\u5347\u51c6\u786e\u7387\uff0c\u5e76\u652f\u6301\u53d1\u8a00\u4eba\u5206\u79bb\u529f\u80fd\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 Hearica\u770b\u4f3c\u89e3\u51b3\u4e86\u4e00\u4e2a\u201c\u5c0f\u201d\u75db\u70b9\u2014\u2014\u8de8\u5e94\u7528\u5b9e\u65f6\u5b57\u5e55\uff0c\u5b9e\u5219\u6345\u7834\u4e86\u4e00\u5c42\u957f\u671f\u5b58\u5728\u7684\u201c\u7a97\u6237\u7eb8\u201d\u3002\u5728Zoom\u3001Teams\u7b49\u5e94\u7528\u5185\u7f6e\u5b57\u5e55\u5df2\u6210\u6807\u914d\u7684\u4eca\u5929\uff0c\u5176\u201c\u7cfb\u7edf\u7ea7\u201d\u97f3\u9891\u6355\u83b7\u80fd\u529b\uff0c\u624d\u662f\u771f\u6b63\u5c06\u201c\u65e0\u969c\u788d\u201d\u4ece\u5c01\u95ed\u7684\u5355\u4e00\u5e94\u7528\u573a\u666f\u89e3\u653e\u51fa\u6765\uff0c\u8986\u76d6\u5230\u4efb\u610f\u8001\u65e7\u8f6f\u4ef6\u3001\u6e38\u620f\u6216\u672c\u5730\u89c6\u9891\u64ad\u653e\u7684\u5173\u952e\u3002\u8fd9\u4ece\u6280\u672f\u5b9e\u73b0\u4e0a\u5e76\u975e\u98a0\u8986\uff0c\u4f46\u5728\u4ea7\u54c1\u7406\u5ff5\u4e0a\u5374\u662f\u4e00\u79cd\u7a00\u7f3a\u7684\u201c\u5b8c\u6574\u6027\u201d\u601d\u7ef4\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u4e0e\u4ef7\u503c\u6838\u5fc3\u5e76\u975e\u6280\u672f\uff0c\u800c\u5728\u4e8e\u751f\u6001\u4e0e\u4fe1\u4efb\u3002\u9996\u5148\uff0c\u6301\u7eed\u7684\u7cfb\u7edf\u7ea7\u97f3\u9891\u6355\u83b7\u6d89\u53ca\u6781\u9ad8\u7684\u9690\u79c1\u654f\u611f\u5ea6\uff0c\u8fd9\u5bf9\u4e00\u4e2a\u72ec\u7acb\u5f00\u53d1\u9879\u76ee\u662f\u5de8\u5927\u7684\u4fe1\u4efb\u95e8\u69db\uff0c\u8bc4\u8bba\u4e2d\u5df2\u51fa\u73b0\u5b89\u5168\u5408\u89c4\u7684\u5173\u5207\u3002\u5176\u6b21\uff0c\u5176\u5ba3\u79f0\u7684\u51c6\u786e\u7387\u4f18\u52bf\u4e25\u91cd\u4f9d\u8d56\u4e91\u7aef\u6a21\u578b\u548c\u201c\u81ea\u5b9a\u4e49\u8bed\u5883\u201d\u8fd9\u4e00\u4eba\u5de5\u8c03\u4f18\uff0c\u8fd9\u4f7f\u5176\u9677\u5165\u4e24\u96be\uff1a\u4f5c\u4e3a\u5373\u65f6\u8f85\u52a9\u5de5\u5177\uff0c\u7528\u6237\u671f\u5f85\u201c\u5f00\u7bb1\u5373\u7528\u201d\u7684\u9ad8\u7cbe\u5ea6\uff1b\u800c\u4f5c\u4e3a\u4e13\u4e1a\u5de5\u5177\uff0c\u81ea\u5b9a\u4e49\u8bed\u5883\u529f\u80fd\u53c8\u5c06\u51c6\u786e\u7387\u8d23\u4efb\u90e8\u5206\u8f6c\u5ac1\u7ed9\u4e86\u7528\u6237\u3002\u5176\u4ece\u5f00\u6e90\u9879\u76ee\u6f14\u5316\u800c\u6765\u7684\u80cc\u666f\uff0c\u65e2\u5e26\u6765\u4e86\u60c5\u6000\u52a0\u5206\uff0c\u4e5f\u8ba9\u4eba\u5bf9\u5176\u957f\u671f\u7ef4\u62a4\u3001\u6570\u636e\u5408\u89c4\u53ca\u5546\u4e1a\u5316\u53ef\u6301\u7eed\u6027\u4ea7\u751f\u7591\u95ee\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cHearica\u7684\u4ef7\u503c\u5728\u4e8e\u5b83\u8bd5\u56fe\u6210\u4e3a\u7cfb\u7edf\u7ea7\u7684\u201c\u542c\u89c9\u4e49\u80a2\u201d\u3002\u5b83\u7684\u6210\u529f\u4e0d\u5728\u4e8e\u662f\u5426\u6bd4\u67d0\u6b3e\u8f6c\u5f55\u8f6f\u4ef6\u66f4\u51c6\uff0c\u800c\u5728\u4e8e\u80fd\u5426\u4ee5\u6781\u4f4e\u7684\u8ba4\u77e5\u4e0e\u64cd\u4f5c\u8d1f\u62c5\uff0c\u65e0\u7f1d\u878d\u5165\u7528\u6237\u6240\u6709\u6570\u5b57\u542c\u89c9\u573a\u666f\uff0c\u5e76\u5efa\u7acb\u8d77\u7262\u4e0d\u53ef\u7834\u7684\u9690\u79c1\u4fe1\u4efb\u3002\u8fd9\u6761\u8def\uff0c\u9053\u963b\u4e14\u957f\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\">Hearica<\/span>\n <\/div>\n<div class=\"comment-content\">Most captioning tools only work inside one app. Hearica works across your entire computer. Any call, any video, any voice. It sits as a floating overlay on your screen and transcribes whatever you’re hearing in real time. Save and replay with audio, export, translate into 60+ languages, add custom context for perfect accuracy. Never miss a word again \ud83d\udc42<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>System-wide audio capture instead of <\/p>\n<p>per-app is the right approach – surprised <\/p>\n<p>nobody solved this properly until now.<\/p>\n<\/p>\n<p>60+ languages with real-time translation <\/p>\n<p>is impressive. How does it handle <\/p>\n<p>heavy accents or technical jargon?<\/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\/@alamenigma\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alamenigma<\/a> Hi Modassir, Hearica handles heavy accents and jargon quite well, the speech-to-text model is very accurate. There can be occasional edge cases, but you can iron them out using context and language hints. You might want to try our accuracy taster tool on hearica.com, it accepts file and microphone input (as does the main app).<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2340d720-738c-4fa7-a755-d900a1b65e57.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 that this started as an open-source passion project to solve your own hearing loss. The custom context feature is clever \u2014 most transcription tools just throw generic models at everything. Waiting for the macOS version!<\/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>Nice! Curious how it handles multiple speakers in the same room vs. remote calls \u2014 does it differentiate voices or just transcribe everything as one stream?<\/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\/@denious\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@denious<\/a> Hi Denis, Hearica can do either. If you enable speaker separation, it identifies speakers by the slight differences in their voices, and shows which speaker is talking. If you disable speaker separation and break detection, you get a simple continuous caption stream. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 started in 2024 with an open-source project, System Captioner, tinkering with OpenAI Whisper models to create a tool that could caption live streams and help me with my hearing loss. Although quite accurate, the size and clunkiness of the models meant the app wasn’t as accessible to the public as I had wished.<\/p>\n<p>Since then, I have been working on Hearica. It leverages cloud to run on any PC while being significantly more accurate than YouTube auto-captions or built-in transcription models that come with some operating systems. And adding context, even a short note like “A live stream of a medical lecture”, makes it even more accurate. <\/p>\n<p>What’s your experience with real-time captioning and translation tools? Have you ever been in a situation where you wish you had real-time captions?<\/p>\n<p>I’m bootstrapping Hearica solo and it’s a passion project years in the making. I would love to hear your thoughts. Hearica is out on Windows today, with a macOS launch soon.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@evermoving\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@evermoving<\/a> congrats on launching Hearica<\/p>\n<p>I work with early stage SaaS founders on security & GDPR readiness.<\/p>\n<p>I ran a quick public facing check and noticed a couple of areas that might matter as you scale.<\/p>\n<p>Would you be open to a 2 minute snapshot?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">#11<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/DV32T2EC5HRXS5\" class=\"app-title\">Indbase<\/a><\/p>\n<div class=\"one-liner\">Database for India’s Builders<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">38<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Indbase\u662f\u4e00\u6b3e\u4e3a\u5370\u5ea6\u5f00\u53d1\u8005\u6253\u9020\u7684\u3001\u672c\u5730\u5316\u90e8\u7f72\u7684PostgreSQL\u6570\u636e\u5e93\u670d\u52a1\uff0c\u6838\u5fc3\u89e3\u51b3\u4e86\u5728\u5370\u5ea6\u5e02\u573a\u56e0\u6570\u636e\u8de8\u5883\u5b58\u50a8\u800c\u4ea7\u751f\u7684\u5408\u89c4\u6027\u3001\u5ef6\u8fdf\u548c\u8fd0\u8425\u652f\u6301\u7b49\u57fa\u7840\u8bbe\u65bd\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\/b3d2a301-de17-4506-83ae-715a05238c12.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\/93809185-705b-4336-8012-ab1a1ddd9657.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\/60de967c-8b7a-4be3-9274-e8b28be765d7.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\">Database<\/span><br \/>\n <span class=\"tag\">Vibe coding<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6570\u636e\u5e93\u5373\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">PostgreSQL<\/span><br \/>\n <span class=\"tag\">\u5370\u5ea6\u672c\u571f\u4e91\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u9a7b\u7559<\/span><br \/>\n <span class=\"tag\">\u5408\u89c4\u6027<\/span><br \/>\n <span class=\"tag\">\u57fa\u7840\u8bbe\u65bd<\/span><br \/>\n <span class=\"tag\">\u521d\u521b\u4f01\u4e1a<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u5316\u8fd0\u8425<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\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>\u6709\u6548\u8bc4\u8bba\u4e3b\u8981\u4e3a\u4ea7\u54c1\u56e2\u961f\u81ea\u8eab\u53d1\u5e03\uff0c\u9610\u660e\u5176\u5efa\u8bbe\u5370\u5ea6\u672c\u571f\u5316\u3001\u5408\u89c4PostgreSQL\u670d\u52a1\u7684\u521d\u8877\u4e0e\u613f\u666f\uff0c\u65e8\u5728\u62db\u52df\u65e9\u671f\u6784\u5efa\u8005\u8fdb\u884c\u9a8c\u8bc1\u3002\u53e6\u6709\u7528\u6237\u56de\u5e16\u8868\u793a\u8d5e\u8d4f\u4e0e\u611f\u8c22\uff0c\u4f46\u5c5e\u4e8e\u63a8\u8350\u53cd\u9988\uff0c\u4fe1\u606f\u91cf\u6709\u9650\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 Indbase\u7684\u4eae\u76f8\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u6b3e\u6210\u719f\u4ea7\u54c1\u7684\u53d1\u5e03\uff0c\u4e0d\u5982\u8bf4\u662f\u4e00\u4efd\u7cbe\u51c6\u9488\u5bf9\u5370\u5ea6\u201c\u6570\u5b57\u4e3b\u6743\u201d\u4e0e\u201c\u79d1\u6280\u81ea\u7acb\u201d\u60c5\u7eea\u7684\u5ba3\u8a00\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u6280\u672f\u5c42\u9762\u7684\u521b\u65b0\uff08\u6258\u7ba1PostgreSQL\u5df2\u662f\u7ea2\u6d77\uff09\uff0c\u800c\u5728\u4e8e\u5176\u7cbe\u51c6\u7684\u5b9a\u4f4d\u7b56\u7565\uff1a\u6293\u4f4f\u5370\u5ea6\u5e02\u573a\u65e5\u76ca\u589e\u957f\u7684\u6570\u636e\u672c\u5730\u5316\u5408\u89c4\u8981\u6c42\u3001\u5bf9\u8de8\u5883\u4e91\u670d\u52a1\u5ef6\u8fdf\u7684\u654f\u611f\uff0c\u4ee5\u53ca\u672c\u5730\u5316\u8fd0\u8425\u652f\u6301\uff08IST\u65f6\u533a\u3001\u672c\u5730\u652f\u4ed8\uff09\u7684\u9690\u6027\u9700\u6c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u56e2\u961f\u5728\u8bc4\u8bba\u4e2d\u7684\u81ea\u6211\u9610\u8ff0\u6781\u4e3a\u5173\u952e\uff0c\u5b83\u5265\u79bb\u4e86\u8425\u9500\u8bdd\u672f\uff0c\u76f4\u6307\u6838\u5fc3\u2014\u2014\u8fd9\u662f\u5173\u4e8e\u201c\u67b6\u6784\u4e0e\u8d23\u4efb\u201d\u7684\u57fa\u7840\u8bbe\u65bd\u91cd\u6784\u3002\u5728\u5370\u5ea6\u521d\u521b\u751f\u6001\u84ec\u52c3\u53d1\u5c55\u7684\u80cc\u666f\u4e0b\uff0cAWS\u3001Google Cloud\u7b49\u56fd\u9645\u5de8\u5934\u867d\u5360\u636e\u5e02\u573a\uff0c\u4f46\u5728\u6570\u636e\u9a7b\u7559\u6cd5\u5f8b\u660e\u786e\u5316\u3001\u6c11\u65cf\u60c5\u7eea\u9ad8\u6da8\u7684\u8bed\u5883\u4e0b\uff0c\u4e00\u4e2a\u201c\u7269\u7406\u4f4d\u7f6e\u3001\u6cd5\u5f8b\u5bf9\u9f50\u3001\u8fd0\u8425\u53ef\u7528\u6027\u201d\u5747\u5728\u672c\u571f\u7684\u670d\u52a1\uff0c\u6784\u6210\u4e86\u5dee\u5f02\u5316\u7684\u5229\u57fa\u5e02\u573a\u5207\u5165\u70b9\u3002\u7136\u800c\uff0c\u5176\u6700\u5927\u6311\u6218\u4e5f\u5728\u4e8e\u6b64\uff1a\u80fd\u5426\u5728\u5de8\u5934\u73af\u4f3a\u4e0b\uff0c\u771f\u6b63\u6784\u5efa\u51fa\u7a33\u5b9a\u3001\u53ef\u9760\u4e14\u6210\u672c\u6709\u7ade\u4e89\u529b\u7684\u57fa\u7840\u8bbe\u65bd\u670d\u52a1\uff0c\u5e76\u8d62\u5f97\u8db3\u591f\u591a\u5bf9\u5408\u89c4\u6709\u521a\u6027\u9700\u6c42\uff08\u800c\u975e\u4ec5\u60c5\u7eea\u8ba4\u540c\uff09\u7684\u4ed8\u8d39\u5ba2\u6237\u3002\u76ee\u524d\u9636\u6bb5\u4ecd\u5904\u4e8e\u201c\u9a8c\u8bc1\u5047\u8bbe\u201d\u7684\u65e9\u671f\u6784\u5efa\u671f\uff0c\u5176\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u53d6\u51b3\u4e8e\u56e2\u961f\u7684\u6280\u672f\u4e0e\u8fd0\u8425\u6df1\u5ea6\uff0c\u4ee5\u53ca\u5bf9\u5370\u5ea6\u590d\u6742\u76d1\u7ba1\u73af\u5883\u7684\u7406\u89e3\u4e0e\u9002\u914d\u80fd\u529b\uff0c\u8fdc\u975e\u4e00\u53e5\u201c\u4e3a\u5370\u5ea6\u5efa\u8bbe\u201d\u90a3\u4e48\u7b80\u5355\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\">Indbase<\/span>\n <\/div>\n<div class=\"comment-content\">Join the Indbase waitlist for India’s self-reliant PostgreSQL database.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We haven\u2019t launched yet.<\/p>\n<\/p>\n<p>We\u2019re building IndBase because we believe Indian startups deserve core infrastructure that is physically located, legally aligned, and operationally available within India.<\/p>\n<\/p>\n<p>This is not about marketing positioning.<br \/>It\u2019s about architecture and accountability.<\/p>\n<\/p>\n<p>We are working toward:<\/p>\n<p>\u2022 Postgres hosted inside India<br \/>\u2022 Clear data residency guarantees<br \/>\u2022 Alignment with Indian compliance requirements<br \/>\u2022 Billing that works locally<br \/>\u2022 Support that runs in IST<\/p>\n<\/p>\n<p>Right now, we\u2019re in build mode – validating assumptions, speaking with early builders, and shaping the platform carefully.<\/p>\n<p>If you\u2019re building in India and care about where your infrastructure lives and how it operates, we\u2019d value your input early.<\/p>\n<\/p>\n<p>We\u2019re opening the waitlist to start that conversation.<\/p>\n<\/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>This product is amazing! Thank you @suman_saurabh3 for recommending it. I am really happy with the quality and how well it works<\/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\/Y6C47XNOMTKRXS\" class=\"app-title\">Gisteasy<\/a><\/p>\n<div class=\"one-liner\">Compare places. Find your best match with AI review analyst<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">11<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Gisteasy\u662f\u4e00\u6b3e\u5229\u7528AI\u5206\u6790\u5730\u70b9\u8bc4\u8bba\u7684\u5339\u914d\u5de5\u5177\uff0c\u5728\u79df\u623f\u3001\u8ba2\u9152\u5e97\u3001\u9009\u9910\u5385\u7b49\u9700\u8981\u57fa\u4e8e\u4ed6\u4eba\u7ecf\u9a8c\u505a\u51b3\u7b56\u7684\u573a\u666f\u4e0b\uff0c\u5e2e\u52a9\u7528\u6237\u4ece\u6d77\u91cf\u8bc4\u8bba\u4e2d\u9ad8\u6548\u63d0\u70bc\u5173\u952e\u4fe1\u606f\uff0c\u89c4\u907f\u6f5c\u5728\u201c\u96f7\u533a\u201d\uff0c\u627e\u5230\u6700\u7b26\u5408\u4e2a\u4eba\u504f\u597d\u7684\u5730\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\/1f2c4ed8-9946-4c6d-9a2a-e95be38bfcea.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\/344e34aa-4b98-459a-8b43-ce5a2468536f.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\/789ca727-3b08-464b-b425-0710be634c9d.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\">Travel<\/span><br \/>\n <span class=\"tag\">Maps<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u8bc4\u8bba\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u5730\u70b9\u5339\u914d<\/span><br \/>\n <span class=\"tag\">\u51b3\u7b56\u8f85\u52a9\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6d88\u8d39\u60c5\u62a5<\/span><br \/>\n <span class=\"tag\">\u8c37\u6b4c\u5730\u56fe\u6570\u636e<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316\u63a8\u8350<\/span><br \/>\n <span class=\"tag\">\u79df\u623f\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u65c5\u884c\u89c4\u5212<\/span><br \/>\n <span class=\"tag\">\u4fe1\u606f\u8fc7\u6ee4<\/span><br \/>\n <span class=\"tag\">\u751f\u6d3b\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>\u7528\u6237\u80af\u5b9a\u4ea7\u54c1\u89e3\u51b3\u201c\u9519\u8fc7\u5173\u952e\u8d1f\u9762\u8bc4\u8bba\u201d\u7684\u75db\u70b9\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\u6570\u636e\u6e90\u8986\u76d6\u8303\u56f4\uff08\u76ee\u524d\u4ec5\u9650\u8c37\u6b4c\u5730\u56fe\uff0c\u8ba1\u5212\u62d3\u5c55Yelp\u7b49\uff09\u53ca\u5168\u7403\u53ef\u7528\u6027\uff08\u5df2\u786e\u8ba4\u5168\u7403\u53ef\u7528\uff09\u3002\u5efa\u8bae\u589e\u52a0\u66f4\u591a\u672c\u5730\u5316\u8bc4\u8bba\u5e73\u53f0\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 Gisteasy\u7784\u51c6\u4e86\u4e00\u4e2a\u771f\u5b9e\u4e14\u666e\u4e16\u7684\u75db\u70b9\uff1a\u4fe1\u606f\u8fc7\u8f7d\u4e0b\u7684\u51b3\u7b56\u75b2\u52b3\u3002\u5728\u8bc4\u8bba\u6210\u4e3a\u6d88\u8d39\u51b3\u7b56\u5723\u7ecf\u7684\u65f6\u4ee3\uff0c\u5176\u4ef7\u503c\u4e0d\u5728\u4e8e\u521b\u9020\u65b0\u4fe1\u606f\uff0c\u800c\u5728\u4e8e\u5145\u5f53\u201c\u4fe1\u606f\u51cf\u566a\u5668\u201d\u548c\u201c\u4fe1\u53f7\u653e\u5927\u5668\u201d\u3002\u4ea7\u54c1\u903b\u8f91\u6e05\u6670\u2014\u2014\u5c06\u7528\u6237\u4e3b\u89c2\u504f\u597d\u8f6c\u5316\u4e3a\u53ef\u5206\u6790\u7684\u5173\u952e\u8bcd\uff0c\u518d\u4e0e\u8bc4\u8bba\u60c5\u611f\u548c\u5185\u5bb9\u8fdb\u884c\u5339\u914d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6838\u5fc3\u58c1\u5792\u4e0e\u6f5c\u5728\u98ce\u9669\u5747\u7cfb\u4e8e\u6570\u636e\u3002\u76ee\u524d\u4ec5\u4f9d\u8d56\u8c37\u6b4c\u5730\u56fe\uff0c\u6570\u636e\u7ef4\u5ea6\u5355\u4e00\uff0c\u4e14\u53d7\u9650\u4e8e\u8c37\u6b4cAPI\u7684\u89c4\u5219\u4e0e\u6210\u672c\u3002\u89c4\u5212\u4e2d\u7684\u591a\u5e73\u53f0\u6574\u5408\u662f\u5fc5\u7136\u8def\u5f84\uff0c\u4f46\u5c06\u9762\u4e34\u6570\u636e\u6e05\u6d17\u3001\u683c\u5f0f\u7edf\u4e00\u4e0e\u66f4\u65b0\u9891\u7387\u7684\u4e25\u5cfb\u5de5\u7a0b\u6311\u6218\u3002\u66f4\u6df1\u523b\u7684\u8d28\u7591\u5728\u4e8e\uff0cAI\u63d0\u70bc\u7684\u201c\u5173\u952e\u4fe1\u53f7\u201d\u662f\u5426\u4f1a\u9020\u6210\u65b0\u7684\u4fe1\u606f\u504f\u89c1\uff1f\u8fc7\u5ea6\u7b80\u5316\u590d\u6742\u7684\u8bc4\u8bba\u60c5\u611f\uff08\u5982\u8bbd\u523a\u3001\u8bed\u5883\u4f9d\u8d56\u7684\u62b1\u6028\uff09\u53ef\u80fd\u5bfc\u81f4\u8bef\u5224\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u7684\u4ef7\u503c\u6216\u8bb8\u4e0d\u5728\u4e8e\u7ed9\u51fa\u4e00\u4e2a\u786e\u5207\u7684\u201c\u5339\u914d\u5206\u6570\u201d\uff0c\u800c\u5728\u4e8e\u63d0\u4f9b\u4e86\u4e00\u5957\u7ed3\u6784\u5316\u7684\u5206\u6790\u6846\u67b6\uff0c\u5f15\u5bfc\u7528\u6237\u4ece\u201c\u6f2b\u65e0\u76ee\u7684\u5730\u5237\u8bc4\u8bba\u201d\u8f6c\u5411\u201c\u5e26\u7740\u5173\u952e\u95ee\u9898\u53bb\u9a8c\u8bc1\u201d\u3002\u5b83\u66f4\u50cf\u4e00\u4e2a\u4e13\u6ce8\u7684\u201c\u52a9\u7406\u201d\uff0c\u800c\u975e\u5168\u80fd\u7684\u201c\u51b3\u7b56\u8005\u201d\u3002\u6210\u529f\u7684\u5173\u952e\u5728\u4e8e\u4fdd\u6301\u8fd9\u79cd\u8f85\u52a9\u6027\uff0c\u907f\u514d\u8425\u9020\u201cAI\u4e07\u80fd\u51b3\u7b56\u201d\u7684\u5e7b\u89c9\uff0c\u5e76\u6301\u7eed\u62d3\u5bbd\u6570\u636e\u6e90\u7684\u6df1\u5ea6\u4e0e\u5e7f\u5ea6\uff0c\u5c24\u5176\u5728\u5782\u76f4\u9886\u57df\uff08\u5982\u79df\u623f\u3001\u9ad8\u7aef\u9910\u996e\uff09\u5efa\u7acb\u66f4\u7cbe\u7ec6\u7684\u8bed\u4e49\u5206\u6790\u6a21\u578b\u3002\u5f53\u524d\u9636\u6bb5\uff0c\u5b83\u662f\u4e00\u4e2a\u9887\u5177\u6f5c\u529b\u7684\u6548\u7387\u5de5\u5177\uff0c\u4f46\u79bb\u6210\u4e3a\u53ef\u9760\u7684\u751f\u6d3b\u51b3\u7b56\u57fa\u7840\u8bbe\u65bd\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\">Gisteasy<\/span>\n <\/div>\n<div class=\"comment-content\">Review-based place matching: Compare places by analyzing their reviews. Tell us what matters to you, and we’ll match you with places that align with your preferences.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We built <strong>Gisteasy<\/strong> after apartment hunting and realizing how easy it is to miss <strong>deal-breakers<\/strong>\u2014like noise\u2014when you\u2019re buried under hundreds of reviews.<\/p>\n<\/p>\n<p>The idea is simple: you tell us what matters to you (and what to avoid), and we analyze reviews to surface the signals that actually matter\u2014key red flags, relevant comments, and a <strong>personalized <\/strong>match score\u2014so you don\u2019t miss the one review that changes the decision.<\/p>\n<\/p>\n<p>It applies to lots of situations.<br \/>\u2022 Booking a hotel and worried about cleanliness? We find it based on what people actually mention in the comments.<br \/>\u2022 Picking a first-date restaurant and hoping to avoid somewhere too crowded? That comes straight from the comments.<\/p>\n<\/p>\n<p>We\u2019re still early, and would really appreciate any feedback, suggestions, or ideas on how this could be more useful.<\/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=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch team! Its interesting. Does this cover places allover the world or specific countries and areas? <\/p>\n<\/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\/@ayman_elafifi1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ayman_elafifi1<\/a> Thank you! Yes, it covers places worldwide \u2014 you can search and analyze locations in any country where google maps is enabled.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Huge congrats on the launch! \ud83c\udf89 This is such a fantastic idea.<\/p>\n<p>Quick question for the team: Which platforms are you currently pulling review data from (e.g., Google Maps, Yelp)? And are there plans to integrate more localized platforms in the future?<\/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\/@cosmosheep\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cosmosheep<\/a> Thanks for the support! \ud83c\udf89 We’re currently using Google Maps only, but Yelp, <a href=\"http:\/\/Booking.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Booking.com<\/a>, and Airbnb are on the roadmap. Any specific platforms you’d suggest we add next?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/JEK3SCKM67K63Z\" class=\"app-title\">YourShelf<\/a><\/p>\n<div class=\"one-liner\">A link-in-bio for your media taste<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">9<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>YourShelf\u662f\u4e00\u6b3e\u56f4\u7ed5\u4e2a\u4eba\u5a92\u4f53\u54c1\u5473\u6253\u9020\u7684\u201c\u94fe\u63a5\u805a\u5408\u201d\u9875\u9762\uff0c\u901a\u8fc7\u5c55\u793a\u7528\u6237\u7cbe\u9009\u7684\u5f71\u89c6\u3001\u4e66\u7c4d\u3001\u6e38\u620f\u548c\u97f3\u4e50\u4f5c\u54c1\uff0c\u5728\u793e\u4ea4\u5a92\u4f53\u4e2a\u4eba\u7b80\u4ecb\u7b49\u573a\u666f\u4e0b\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u96be\u4ee5\u76f4\u89c2\u3001\u4e2a\u6027\u5316\u5730\u5c55\u793a\u81ea\u8eab\u5174\u8da3\u4e0e\u54c1\u5473\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\/65a437ea-5716-4a66-8b06-39a691425297.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\/54abb557-2cc3-44a8-b989-221a97d6e8c4.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\/27d24890-6108-470b-bdf1-a2265a57e23d.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\/2f388afc-5e53-4d3f-bfae-af96fba81d73.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\/c387a672-541f-43b8-bdd0-d8a2685573b9.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\">Movies<\/span><br \/>\n <span class=\"tag\">Entertainment<\/span><br \/>\n <span class=\"tag\">Social Networking<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u94fe\u63a5\u805a\u5408\u9875\u9762<\/span><br \/>\n <span class=\"tag\">\u4e2a\u4eba\u54c1\u724c\u5c55\u793a<\/span><br \/>\n <span class=\"tag\">\u5a92\u4f53\u54c1\u5473\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u793e\u4ea4\u5a92\u4f53\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316\u4e3b\u9875<\/span><br \/>\n <span class=\"tag\">\u5174\u8da3\u56fe\u8c31<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u8eab\u4efd<\/span><br \/>\n <span class=\"tag\">\u6587\u5316\u6d88\u8d39\u8bb0\u5f55<\/span><br \/>\n <span class=\"tag\">\u521b\u4f5c\u8005\u7ecf\u6d4e<\/span><br \/>\n <span class=\"tag\">\u4e2a\u4eba\u540d\u7247<\/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\u4ea7\u54c1\u521d\u8877\u662f\u89e3\u51b3\u4e2a\u4eba\u5174\u8da3\u5c55\u793a\u65e0\u7edf\u4e00\u51fa\u53e3\u7684\u75db\u70b9\u3002\u7528\u6237\u53cd\u9988\u8ba4\u4e3a\u4ea7\u54c1\u6982\u5ff5\u5f88\u68d2\uff0c\u76f4\u51fb\u201c\u4e2a\u4eba\u7b80\u4ecb\u96be\u5199\u201d\u7684\u666e\u904d\u9700\u6c42\u3002\u6709\u4e00\u6761\u6709\u6548\u8bc4\u8bba\u63d0\u51fa\u4e86\u4e00\u4e2a\u5177\u4f53\u95ee\u9898\uff1a\u4e3a\u4f55\u9009\u62e9\u5c55\u793a\u201c4\u4e2a\u201d\u9879\u76ee\uff0c\u8fd9\u53ef\u80fd\u662f\u5173\u4e8e\u8bbe\u8ba1\u903b\u8f91\u6216\u53ef\u5b9a\u5236\u6027\u7684\u6f5c\u5728\u7591\u95ee\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 YourShelf\u7cbe\u51c6\u5730\u523a\u4e2d\u4e86\u5f53\u524d\u6570\u5b57\u8eab\u4efd\u5c55\u793a\u4e2d\u7684\u4e00\u4e2a\u65ad\u5c42\uff1a\u6211\u4eec\u62e5\u6709\u65e0\u6570\u5206\u6563\u7684\u5174\u8da3\u56fe\u8c31\uff08Letterboxd\u3001Goodreads\u7b49\uff09\uff0c\u5374\u5728\u6700\u9700\u8981\u5feb\u901f\u5efa\u7acb\u8ba4\u77e5\u7684\u793e\u4ea4\u540d\u7247\uff08\u5982Instagram\u7b80\u4ecb\uff09\u4e2d\uff0c\u53ea\u80fd\u7528\u4e00\u4e32\u51b0\u51b7\u7684\u901a\u7528\u94fe\u63a5\u6765\u4ee3\u8868\u3002\u5b83\u672c\u8d28\u4e0a\u4e0d\u662f\u5728\u6311\u6218Linktree\uff0c\u800c\u662f\u5728\u91cd\u65b0\u5b9a\u4e49\u201c\u94fe\u63a5\u201d\u7684\u4ef7\u503c\u2014\u2014\u5c06\u201c\u53bb\u54ea\u201d\u7684\u94fe\u63a5\uff0c\u5347\u7ea7\u4e3a\u201c\u6211\u662f\u8c01\u201d\u7684\u54c1\u5473\u58f0\u660e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u5c06\u201c\u6587\u5316\u6d88\u8d39\u201d\u8f6c\u5316\u4e3a\u4e00\u79cd\u53ef\u5c55\u793a\u7684\u793e\u4ea4\u8d44\u672c\u548c\u4fe1\u4efb\u8d27\u5e01\u3002\u5c55\u793a\u7cbe\u5fc3\u6311\u9009\u7684\u201cTop 4\u201d\uff0c\u662f\u4e00\u79cd\u9ad8\u6548\u7684\u8eab\u4efd\u4fe1\u53f7\u53d1\u5c04\uff0c\u80fd\u5feb\u901f\u5728\u540c\u597d\u95f4\u5efa\u7acb\u8ba4\u540c\uff0c\u5176\u6548\u7387\u8fdc\u9ad8\u4e8e\u6587\u5b57\u7b80\u4ecb\u3002\u5b83\u670d\u52a1\u4e8e\u65e5\u76ca\u5174\u8d77\u7684\u201c\u54c1\u5473\u8eab\u4efd\u201d\u7ecf\u6d4e\uff0c\u7528\u6237\u901a\u8fc7\u6d88\u8d39\u504f\u597d\u6765\u6784\u5efa\u81ea\u6211\u5f62\u8c61\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6df1\u5c42\u6311\u6218\u4e5f\u5728\u4e8e\u6b64\u3002\u9996\u5148\uff0c\u201cTop 4\u201d\u7684\u5f3a\u9650\u5b9a\u662f\u4e00\u628a\u53cc\u5203\u5251\uff0c\u5b83\u5236\u9020\u4e86\u7a00\u7f3a\u6027\u548c\u7b56\u5c55\u611f\uff0c\u4f46\u53ef\u80fd\u65e0\u6cd5\u6ee1\u8db3\u7528\u6237\u591a\u5143\u3001\u6d41\u52a8\u7684\u54c1\u5473\u8868\u8fbe\uff0c\u5f15\u53d1\u201c\u4e3a\u4f55\u662f4\u4e2a\u201d\u7684\u7591\u95ee\u3002\u5176\u6b21\uff0c\u5176\u53d1\u5c55\u9ad8\u5ea6\u4f9d\u8d56\u4e8e\u4e0e\u4e0a\u6e38\u4e13\u4e1a\u793e\u533a\uff08\u5982Letterboxd\uff09\u7684\u5171\u751f\u800c\u975e\u7ade\u4e89\u5173\u7cfb\u3002\u6700\u540e\uff0c\u4e5f\u662f\u6700\u5173\u952e\u7684\uff0c\u5982\u4f55\u907f\u514d\u8ba9\u8fd9\u79cd\u5c55\u793a\u6d41\u4e8e\u8868\u9762\u7684\u201c\u54c1\u5473\u8868\u6f14\u201d\uff0c\u800c\u80fd\u4fc3\u53d1\u66f4\u6df1\u5ea6\u7684\u4ea4\u6d41\uff08\u5982\u4e3a\u4f55\u559c\u6b22\uff09\uff0c\u662f\u4ea7\u54c1\u80fd\u5426\u4ece\u201c\u6f02\u4eae\u540d\u7247\u201d\u5347\u7ea7\u4e3a\u201c\u793e\u4ea4\u67a2\u7ebd\u201d\u7684\u5173\u952e\u3002\u5f53\u524d\u7248\u672c\u50cf\u662f\u4e00\u4e2a\u7cbe\u7f8e\u7684\u9759\u6001\u6a71\u7a97\uff0c\u4e0b\u4e00\u6b65\u6216\u8bb8\u9700\u8981\u8003\u8651\u5982\u4f55\u5f15\u5165\u52a8\u6001\u7684\u201c\u63a8\u8350\u201d\u6216\u201c\u5171\u9e23\u201d\u529f\u80fd\uff0c\u8ba9\u54c1\u5473\u771f\u6b63\u6d41\u52a8\u8d77\u6765\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\">YourShelf<\/span>\n <\/div>\n<div class=\"comment-content\">YourShelf is a link-in-bio built around your media taste. Tools like Linktree or Beacons are great for listing links, but they don’t say anything about who you are. YourShelf lets you showcase your top 4 picks in films, TV shows, books, video games, and music alongside your social links. Every pick is powered by real databases like TMDB, Spotify, Hardcover, and IGDB. 60+ themes, 10+ fonts, custom backdrops, and 140+ social icons. Built for anyone who uses Letterboxd, Goodreads, or Backloggd.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey everyone! I’m Tomy, a solo dev from Spain.<\/p>\n<p>I built YourShelf because I wanted a link-in-bio that actually reflects who I am. I use Letterboxd, Goodreads, Backloggd, and Spotify, but when someone asks “what should I watch?” I never had a single place to point them to. Linktree and similar tools are great for links, but they don’t show your taste.<\/p>\n<p>YourShelf lets you pick your top 4 films, TV shows, books, video games, and music albums, all pulled from real databases (TMDB, Spotify, Hardcover, IGDB), and display them on a customizable profile page alongside your social links.<\/p>\n<p>It’s free to use. The Pro plan adds extra personalization like custom backdrops, more font options, and exclusive shelves.<\/p>\n<p>This is my profile: <a href=\"https:\/\/yourshelf.co\/tomy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/yourshelf.co\/tomy<\/a><\/p>\n<p>I’d love to hear what you think, and if you create a profile, feel free to share it 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Oh, this is really cool! Congrats!<\/p>\n<\/p>\n<p>Curious, why did you pick 4?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Wild that every social platform hasn’t done this already. Bios are honestly one of the hardest things to write about yourself and it’s difficult to know what to put. This is 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<\/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\/KBVNVTC7NFRYHQ\" class=\"app-title\">IndieBar – Revenue Tracker<\/a><\/p>\n<div class=\"one-liner\">Ambient business metrics for indie devs. In your menu bar.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">8<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u5e38\u9a7bmacOS\u83dc\u5355\u680f\u7684\u8425\u6536\u8ffd\u8e2a\u5de5\u5177\uff0c\u4e3a\u72ec\u7acb\u5f00\u53d1\u8005\u63d0\u4f9b\u514d\u6253\u6270\u7684\u5173\u952e\u4e1a\u52a1\u6307\u6807\uff08\u5982\u6536\u5165\u3001\u8ba2\u9605\u3001\u6d41\u91cf\uff09\u5b9e\u65f6\u6982\u89c8\uff0c\u89e3\u51b3\u4e86\u4ed6\u4eec\u9891\u7e41\u5207\u6362\u6570\u636e\u9762\u677f\u3001\u9677\u5165\u6570\u636e\u7126\u8651\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\/5f22d4f3-cfa5-4f8c-ba87-12ed262b2139.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\/7bd23f64-dce0-41d1-841c-5e428f3432f9.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\/1d7a82a0-0bde-41d6-89f3-e5ff0df3f96c.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\/39c0d88a-fa0b-430e-91eb-48c5bb63feae.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\/5530441b-151c-44bd-bb4d-464189cc92fc.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\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Menu Bar Apps<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u72ec\u7acb\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8425\u6536\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u83dc\u5355\u680f\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u53ef\u89c6\u5316<\/span><br \/>\n <span class=\"tag\">Stripe\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u4e70\u65ad\u5236<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u901a\u77e5<\/span><br \/>\n <span class=\"tag\">\u4e1a\u52a1\u5065\u5eb7\u5ea6<\/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>\u5f00\u53d1\u8005\u4ee5\u4eb2\u8eab\u7ecf\u5386\u9610\u8ff0\u4ea7\u54c1\u6e90\u4e8e\u89e3\u51b3\u81ea\u8eab\u201c\u6d41\u5931\u7126\u8651\u201d\u548c\u201c\u6570\u636e\u9762\u677f\u6c89\u8ff7\u201d\u75db\u70b9\uff0c\u5f3a\u8c03\u5176\u6e90\u4e8e\u771f\u5b9e\u9700\u6c42\u3002\u8bc4\u8bba\u6709\u6548\u4f20\u8fbe\u4e86\u4ea7\u54c1\u7406\u5ff5\uff08\u4e3a\u72ec\u7acb\u5f00\u53d1\u8005\u800c\u751f\u3001\u65e0\u8ba2\u9605\u3001\u65e0\u6570\u636e\u6536\u96c6\uff09\uff0c\u4f46\u9644\u5e26\u7684\u56de\u5e16\u4e3a\u65e0\u5173\u7684\u8425\u9500\u5e7f\u544a\uff0c\u5c5e\u65e0\u6548\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 IndieBar \u8868\u9762\u4e0a\u662f\u4e00\u6b3e\u8f7b\u91cf\u7ea7\u7684\u6570\u636e\u805a\u5408\u5de5\u5177\uff0c\u4f46\u5176\u771f\u6b63\u7684\u4ef7\u503c\u5728\u4e8e\u5b83\u8bd5\u56fe\u6210\u4e3a\u4e00\u6b3e\u201c\u6570\u5b57\u9547\u9759\u5242\u201d\u3002\u5b83\u7cbe\u51c6\u523a\u4e2d\u4e86\u72ec\u7acb\u5f00\u53d1\u8005\uff08\u5c24\u5176\u662fSaaS\u9886\u57df\uff09\u6700\u8106\u5f31\u7684\u795e\u7ecf\uff1a\u5bf9\u4e1a\u52a1\u6ce2\u52a8\u7684\u9ad8\u5ea6\u654f\u611f\u548c\u7531\u6b64\u4ea7\u751f\u7684\u6301\u7eed\u6027\u7126\u8651\u3002\u901a\u8fc7\u5c06\u5173\u952e\u6307\u6807\u201c\u73af\u5883\u5316\u201d\uff08Ambient\uff09\u5230\u83dc\u5355\u680f\uff0c\u5b83\u5c06\u539f\u672c\u9700\u8981\u4e3b\u52a8\u3001\u8017\u65f6\u67e5\u770b\u7684\u79bb\u6563\u6570\u636e\uff0c\u8f6c\u53d8\u4e3a\u88ab\u52a8\u3001\u65e0\u538b\u529b\u7684\u4fe1\u606f\u6d41\uff0c\u8fd9\u672c\u8d28\u4e0a\u662f\u4e00\u79cd\u884c\u4e3a\u5e72\u9884\uff0c\u65e8\u5728\u5c06\u5f00\u53d1\u8005\u4ece\u201c\u6570\u636e\u5f3a\u8feb\u75c7\u201d\u4e2d\u89e3\u653e\u51fa\u6765\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u201c\u4e70\u65ad\u5236\u201d\u548c\u201c\u6570\u636e\u6c38\u4e0d\u79bb\u5f00\u672c\u5730\u201d\u7684\u627f\u8bfa\uff0c\u662f\u4ea7\u54c1\u6838\u5fc3\u4ef7\u503c\u7684\u5ef6\u4f38\uff0c\u800c\u975e\u7b80\u5355\u7684\u8425\u9500\u5671\u5934\u3002\u5b83\u8fce\u5408\u4e86\u72ec\u7acb\u5f00\u53d1\u8005\u7fa4\u4f53\u5bf9SaaS\u8ba2\u9605\u75b2\u52b3\u7684\u538c\u5026\uff0c\u4ee5\u53ca\u5bf9\u81ea\u8eab\u6838\u5fc3\u4e1a\u52a1\u6570\u636e\uff08\u6536\u5165\u3001\u7528\u6237\uff09\u7684\u6781\u5ea6\u654f\u611f\u548c\u638c\u63a7\u6b32\u3002\u8fd9\u6784\u5efa\u4e86\u6781\u5f3a\u7684\u4fe1\u4efb\u611f\u548c\u793e\u533a\u8ba4\u540c\uff08\u201c\u72ec\u7acb\u5f00\u53d1\u8005\u4e3a\u72ec\u7acb\u5f00\u53d1\u8005\u6253\u9020\u201d\uff09\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6df1\u5c42\u98ce\u9669\u4e5f\u5728\u4e8e\u6b64\u3002\u4ea7\u54c1\u7684\u5929\u82b1\u677f\u4e0e\u201c\u72ec\u7acb\u5f00\u53d1\u8005\u201d\u8fd9\u4e2a\u7ec6\u5206\u5e02\u573a\u7684\u89c4\u6a21\u7d27\u5bc6\u7ed1\u5b9a\u3002\u5176\u6781\u7b80\u4e3b\u4e49\u7684\u8bbe\u8ba1\u54f2\u5b66\uff08\u5982\u5355\u4e00\u7684Pulse Score\uff09\u5728\u9762\u5bf9\u590d\u6742\u4e1a\u52a1\u5206\u6790\u9700\u6c42\u65f6\u53ef\u80fd\u663e\u5f97\u4e4f\u529b\u3002\u5b83\u66f4\u50cf\u4e00\u4e2a\u201c\u60c5\u7eea\u4eea\u8868\u76d8\u201d\u800c\u975e\u201c\u51b3\u7b56\u5206\u6790\u5de5\u5177\u201d\uff0c\u8fd9\u51b3\u5b9a\u4e86\u5176\u7528\u6237\u7c98\u6027\u9ad8\u5ea6\u4f9d\u8d56\u4e8e\u7528\u6237\u662f\u5426\u6301\u7eed\u5904\u4e8e\u201c\u7126\u8651\u7f13\u89e3\u201d\u7684\u9700\u6c42\u72b6\u6001\u3002\u4e00\u65e6\u4e1a\u52a1\u7a33\u5b9a\u6216\u56e2\u961f\u6269\u5927\uff0c\u5bf9\u66f4\u4e13\u4e1a\u5206\u6790\u5de5\u5177\u7684\u9700\u6c42\u53ef\u80fd\u4f1a\u53d6\u4ee3\u5b83\u3002\u5f53\u524d8\u7968\u7684\u70ed\u5ea6\u4e5f\u4fa7\u9762\u5370\u8bc1\u4e86\u5176\u53d7\u4f17\u7684\u5782\u76f4\u4e0e\u6709\u9650\u3002\u5b83\u7684\u6210\u529f\u4e0d\u5728\u4e8e\u6280\u672f\u98a0\u8986\uff0c\u800c\u5728\u4e8e\u5bf9\u7279\u5b9a\u7fa4\u4f53\u5fc3\u7406\u72b6\u6001\u7684\u7cbe\u51c6\u6d1e\u5bdf\u548c\u4eba\u6587\u5173\u6000\uff0c\u4f46\u8fd9\u4efd\u5173\u6000\u80fd\u5426\u652f\u6491\u8d77\u53ef\u6301\u7eed\u7684\u5546\u4e1a\u6a21\u5f0f\uff0c\u4ecd\u9700\u89c2\u5bdf\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\">IndieBar – Revenue Tracker<\/span>\n <\/div>\n<div class=\"comment-content\">IndieBar lives in your macOS menu bar and shows your Stripe revenue, RevenueCat subscriptions, and Google Analytics traffic at a glance. No more switching between dashboards. Get instant notifications when a sale comes in. Track MRR, churn, trials, and live users across multiple projects. Pulse Score gives you a single number for your business health. Your data never leaves your machine.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I’m an indie developer. I’ve shipped SaaS products, dealt with churn anxiety, and lost entire afternoons to dashboard doom-scrolling. I know what it feels like when a quiet day makes you question your product-market fit.<\/p>\n<p>IndieBar started as a personal tool. A menu bar icon that shows my MRR so I don’t have to open Stripe. A single Pulse Score so I know things are okay without running mental calculations. It was supposed to be a weekend project.<\/p>\n<p>But when I showed it to other indie devs, the reaction was always the same: \u201cI need this.\u201d Not \u201ccool idea.\u201d Not \u201cinteresting.\u201d Just \u201cI need this, when can I use it?\u201d<\/p>\n<p>So here we are. IndieBar is built with zero telemetry, stores everything on your machine, and costs a one-time $19.99 when you’re ready. No subscriptions. No data harvesting. Just an indie tool, built by an indie dev, for indie devs.<\/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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bytemtek\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bytemtek<\/a> Fix This Before Your Traffic Goes to Waste – Your homepage may be losing leads because there\u2019s no clear product explainer video.<\/p>\n<p>A short video can instantly communicate value, reduce confusion, and increase signups. I help SaaS companies create high-converting explainer videos tailored to improve conversions.<\/p>\n<p>Happy to discuss ideas for your brand.<\/p>\n<p>animvo.com<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/NJ5U7A5MF7S4X2\" class=\"app-title\">Fokus<\/a><\/p>\n<div class=\"one-liner\">Plan your day with AI that schedules and organizes tasks<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">7<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Fokus\u662f\u4e00\u6b3eAI\u9a71\u52a8\u7684\u7edf\u4e00\u6bcf\u65e5\u89c4\u5212\u5668\uff0c\u901a\u8fc7\u6574\u5408\u591a\u5e73\u53f0\u4efb\u52a1\u5e76\u667a\u80fd\u6392\u7a0b\uff0c\u5728\u7528\u6237\u9762\u4e34\u591a\u5de5\u5177\u5207\u6362\u3001\u4efb\u52a1\u788e\u7247\u5316\u7684\u7e41\u5fd9\u5de5\u4f5c\u573a\u666f\u4e2d\uff0c\u5b9e\u73b0\u4e86\u65e5\u7a0b\u4e0e\u4efb\u52a1\u7684\u81ea\u52a8\u5316\u96c6\u4e2d\u7ba1\u7406\uff0c\u89e3\u51b3\u4e86\u6548\u7387\u635f\u8017\u4e0e\u89c4\u5212\u8d1f\u62c5\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\/bb1588d5-f4c1-4b27-972c-3f4adec89c02.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\/84378291-844d-41a3-b403-24ba86163d4b.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\/c8240aa7-907f-4920-bf2c-32f8235cedc4.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\">Task Management<\/span><br \/>\n <span class=\"tag\">SaaS<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u65e5\u7a0b\u89c4\u5212<\/span><br \/>\n <span class=\"tag\">\u4efb\u52a1\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8de8\u5e73\u53f0\u6574\u5408<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u6392\u7a0b<\/span><br \/>\n <span class=\"tag\">\u65f6\u95f4\u5757\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u6bcf\u65e5\u89c4\u5212<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u805a\u7126\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u5b89\u5168<\/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>\u9ad8\u8d5e\u8bc4\u8bba\u8be6\u7ec6\u9610\u8ff0\u4e86\u4ea7\u54c1\u4ef7\u503c\uff0c\u5373\u6574\u5408\u591a\u5de5\u5177\u3001AI\u4ee3\u7406\u81ea\u52a8\u5206\u89e3\u76ee\u6807\u4e0e\u6392\u7a0b\u3002\u53e6\u4e00\u6761\u8bc4\u8bba\u5219\u76f4\u63a5\u8be2\u95ee\u4ea7\u54c1\u7684\u4ed8\u8d39\u4ef7\u503c\u70b9\uff0c\u5b98\u65b9\u56de\u590d\u89e3\u91ca\u76ee\u524d\u5c1a\u672a\u6b63\u5f0f\u53d1\u5e03\uff0c\u5c5e\u63d0\u524d\u66dd\u5149\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 Fokus\u63cf\u7ed8\u4e86\u4e00\u4e2a\u8bf1\u4eba\u7684\u613f\u666f\uff1a\u4e00\u4e2a\u7531AI\u201c\u8239\u957f\u201d\u7edf\u9886\u7684\u667a\u80fd\u4e2d\u67a2\uff0c\u7ec8\u7ed3\u6211\u4eec\u5728Jira\u3001Asana\u3001\u65e5\u5386\u548c\u90ae\u7bb1\u95f4\u75b2\u4e8e\u5954\u547d\u7684\u73b0\u72b6\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u4e3b\u5f20\u6e05\u6670\u2014\u2014\u4ece\u201c\u6574\u5408\u201d\u5230\u201c\u81ea\u52a8\u89c4\u5212\u201d\uff0c\u8bd5\u56fe\u5c06\u7528\u6237\u4ece\u7e41\u7410\u7684\u534f\u8c03\u4e0e\u4f18\u5148\u7ea7\u5224\u65ad\u4e2d\u89e3\u653e\u51fa\u6765\u3002\u7136\u800c\uff0c\u5149\u9c9c\u7684\u6982\u5ff5\u4e4b\u4e0b\uff0c\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\n <\/p>\n<p class=\"ai-content\">\n \u9996\u5148\uff0c\u5176\u9762\u4e34\u7684\u5df2\u662f\u7ea2\u6d77\u5e02\u573a\u3002\u4ece\u4f20\u7edf\u7684\u65e5\u5386\u5e94\u7528\u5230\u65b0\u5174\u7684AI\u8c03\u5ea6\u52a9\u624b\uff0c\u7ade\u4e89\u58c1\u5792\u5e76\u975e\u7b80\u5355\u7684\u529f\u80fd\u805a\u5408\u3002\u771f\u6b63\u7684\u96be\u70b9\u5728\u4e8eAI\u6392\u7a0b\u7684\u201c\u53ef\u63a5\u53d7\u5ea6\u201d\uff1a\u7b97\u6cd5\u80fd\u5426\u7cbe\u51c6\u7406\u89e3\u4efb\u52a1\u7684\u9690\u6027\u4f18\u5148\u7ea7\u3001\u4eba\u9645\u534f\u4f5c\u7684\u5f39\u6027\u7a7a\u95f4\u4ee5\u53ca\u7a81\u5982\u5176\u6765\u7684\u201c\u6551\u706b\u201d\u9700\u6c42\uff1f\u4e00\u4e2a\u8fc7\u4e8e\u50f5\u5316\u6216\u9891\u7e41\u51fa\u9519\u7684\u81ea\u52a8\u6392\u7a0b\uff0c\u53cd\u800c\u4f1a\u6210\u4e3a\u8d1f\u62c5\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u6b21\uff0c\u90a3\u6761\u201c\u96f6\u8d5e\u201d\u8bc4\u8bba\u76f4\u51fb\u7075\u9b42\uff1a\u201c\u6211\u7a76\u7adf\u4e3a\u4f55\u4ed8\u8d39\uff1f\u201d\u8fd9\u66b4\u9732\u4e86\u65e9\u671f\u4ea7\u54c1\u6700\u5173\u952e\u7684\u9a8c\u8bc1\u7f3a\u5931\u3002\u7528\u6237\u4e3a\u201c\u8282\u7701\u65f6\u95f4\u201d\u6216\u201c\u51cf\u5c11\u51b3\u7b56\u75b2\u52b3\u201d\u4ed8\u8d39\uff0c\u4f46\u8fd9\u7c7b\u4ef7\u503c\u611f\u77e5\u5f3a\u70c8\u4f9d\u8d56\u4e8e\u5b9e\u9645\u4f7f\u7528\u4e2d\u7684\u53ef\u9760\u6027\u4e0e\u5fc3\u667a\u4f9d\u8d56\u3002\u76ee\u524d\u4ea7\u54c1\u4ecb\u7ecd\u4ecd\u505c\u7559\u5728\u529f\u80fd\u7f57\u5217\uff0c\u672a\u80fd\u5448\u73b0\u4e0d\u53ef\u66ff\u4ee3\u7684\u201c\u9b54\u6cd5\u65f6\u523b\u201d\uff08Magic Moment\uff09\u3002\u5b98\u65b9\u201c\u5c1a\u672a\u6b63\u5f0f\u53d1\u5e03\u201d\u7684\u56de\u590d\uff0c\u66f4\u8ba9\u4ea7\u54c1\u6210\u719f\u5ea6\u4e0e\u5e02\u573a\u51c6\u5907\u5ea6\u5b58\u7591\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u6f5c\u5728\u4f18\u52bf\u5728\u4e8e\u201c\u7edf\u4e00\u5de5\u4f5c\u7a7a\u95f4\u201d\u7684\u5b9a\u4f4d\u4e0e\u5bf9\u8bdd\u5f0f\u4ea4\u4e92\u7684\u5c1d\u8bd5\uff0c\u82e5\u80fd\u6df1\u5ea6\u878d\u5408\u4e0a\u4e0b\u6587\uff08\u5982\u81ea\u52a8\u4ece\u90ae\u4ef6\u3001Slack\u6d88\u606f\u4e2d\u63d0\u53d6\u5e76\u521b\u5efa\u4efb\u52a1\uff09\uff0c\u6216\u8bb8\u80fd\u6784\u5efa\u72ec\u7279\u7c98\u6027\u3002\u4f46\u5f53\u524d\u9636\u6bb5\uff0c\u5b83\u66f4\u50cf\u4e00\u4e2a\u529f\u80fd\u5b8c\u5907\u7684\u201c\u539f\u578b\u201d\uff0c\u5176\u771f\u6b63\u7684\u8003\u9a8c\u5728\u4e8e\uff1a\u5f53\u7528\u6237\u5c06\u7e41\u5fd9\u7684\u5de5\u4f5c\u6d41\u6258\u4ed8\u7ed9\u5b83\u65f6\uff0cAI\u201c\u8239\u957f\u201d\u662f\u80fd\u771f\u6b63\u638c\u8235\uff0c\u8fd8\u662f\u53ea\u4f1a\u6309\u9884\u8bbe\u822a\u7ebf\u673a\u68b0\u884c\u9a76\uff0c\u5728\u590d\u6742\u73b0\u5b9e\u9762\u524d\u8fc5\u901f\u89e6\u7901\uff1f\u6570\u636e\u9690\u79c1\u7684\u5f3a\u8c03\u662f\u52a0\u5206\u9879\uff0c\u4f46\u524d\u63d0\u662f\u6838\u5fc3\u667a\u80fd\u8db3\u591f\u53ef\u9760\u3002\u5426\u5219\uff0c\u5b83\u53ea\u662f\u53e6\u4e00\u4e2a\u7b49\u5f85\u88ab\u5173\u95ed\u7684\u6807\u7b7e\u9875\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\">Fokus<\/span>\n <\/div>\n<div class=\"comment-content\">Fokus is your AI-powered unified daily planner. Consolidate tasks from Jira, Asana, Todoist, Google Tasks & more. Time-block your calendar, master productivity with intelligent task management.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Fokus brings tasks, calendar, and goals into a single daily workspace. A crew of AI agents led by Captain Fokus turns objectives into tasks, enriches them with priority and effort estimates, and auto-schedules your day around deadlines, energy levels, and working hours. You can connect Google Calendar, Outlook, Gmail, Slack, Notion, Jira, Trello, and more to stop switching between tools.<\/p>\n<p>Plan with task, objective, and calendar views. Time-block focus sessions, capture tasks instantly with QuickCapture, attach files, and track progress with built-in analytics. Voice and image input in the AI chat makes planning feel like a conversation. Your data stays private and under your control.<\/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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey guys<br \/>as a user, what\u2019s the exact moment in Fokus when I\u2019ll think: \u201cOkay, this is worth paying for\u201d?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Hi <a href=\"https:\/\/www.producthunt.com\/@andrey_chernyshev1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andrey_chernyshev1<\/a> <br \/>We still did not officially lunch! we are still preparing our Product Hunt lunch, someone posted this 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<\/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\/5BIN24AM3HOW4G\" class=\"app-title\">DataKid AI<\/a><\/p>\n<div class=\"one-liner\">Data in. Deep insights out. Prompt not needed.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>DataKid AI\u662f\u4e00\u6b3e\u65e0\u9700\u4eba\u5de5\u63d0\u793a\u3001\u80fd\u81ea\u4e3b\u5206\u6790\u6570\u636e\u5e76\u751f\u6210\u6d1e\u5bdf\u62a5\u544a\u7684AI\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u6570\u636e\u5206\u6790\u4e2d\u9700\u53cd\u590d\u8c03\u8bd5\u63d0\u793a\u8bcd\u3001\u7f16\u5199\u4ee3\u7801\u548c\u6574\u5408\u62a5\u544a\u7684\u6548\u7387\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\/a71b82a2-ad82-4763-8719-2fc2ac658f66.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/l5dduCv_AHQ\"><source src=\"https:\/\/youtu.be\/l5dduCv_AHQ\" 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\/a0bace15-ae06-4d20-84b5-058858e44699.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\/d4260356-8e04-45cd-b851-c3d091adb322.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\/88058d08-7872-449b-9d0a-0515052b462c.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\">Data & Analytics<\/span><br \/>\n <span class=\"tag\">Data Visualization<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u81ea\u4e3b\u6570\u636e\u5206\u6790<\/span><br \/>\n <span class=\"tag\">AI\u6570\u636e\u6d1e\u5bdf<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u62a5\u544a<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u5206\u6790<\/span><br \/>\n <span class=\"tag\">Python\u4ee3\u7801\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u53ef\u89c6\u5316<\/span><br \/>\n <span class=\"tag\">\u5047\u8bbe\u68c0\u9a8c<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u63a2\u7d22<\/span><br \/>\n <span class=\"tag\">CSV\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u5546\u4e1a\u667a\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>\u7528\u6237\u53cd\u9988\u96c6\u4e2d\u5728\u529f\u80fd\u5c40\u9650\uff08\u4ec5\u652f\u6301\u5355CSV\u6587\u4ef6\uff09\u548c\u5bf9\u6838\u5fc3\u80fd\u529b\u7684\u6df1\u5ea6\u8d28\u7591\uff08\u5982\u4f55\u786e\u4fdd\u81ea\u4e3b\u63a2\u7d22\u7684\u53ef\u9760\u6027\u4e0e\u51c6\u786e\u6027\uff0c\u907f\u514d\u201c\u5e7b\u89c9\u6d1e\u5bdf\u201d\uff09\u3002\u5f00\u53d1\u8005\u56de\u5e94\u5f3a\u8c03\u4e86\u6570\u636e\u4e0e\u4ee3\u7801\u7ed3\u679c grounding \u53ca\u5206\u9636\u6bb5\u9a8c\u8bc1\u7684\u9632\u62a4\u673a\u5236\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 DataKid AI \u5ba3\u79f0\u7684\u201c\u65e0\u9700\u63d0\u793a\u3001\u81ea\u4e3b\u601d\u8003\u201d\u6a21\u5f0f\uff0c\u8bd5\u56fe\u5c06\u6570\u636e\u5206\u6790\u4ece\u201c\u4ea4\u4e92\u5f0f\u95ee\u7b54\u201d\u63a8\u5411\u201c\u81ea\u52a8\u5316\u63a2\u7d22\u201d\uff0c\u5176\u91ce\u5fc3\u76f4\u51fb\u5f53\u524dAI\u5206\u6790\u5de5\u5177\u7684\u6838\u5fc3\u8f6f\u808b\uff1a\u7528\u6237\u4ecd\u9700\u5177\u5907\u63d0\u95ee\u80fd\u529b\u548c\u9886\u57df\u77e5\u8bc6\u6765\u5f15\u5bfcAI\u3002\u7136\u800c\uff0c\u8fd9\u6b63\u662f\u5176\u6700\u5927\u98ce\u9669\u6240\u5728\u3002\u5c06\u201c\u63d0\u51fa\u597d\u95ee\u9898\u201d\u8fd9\u4e00\u6570\u636e\u5206\u6790\u4e2d\u6700\u5177\u521b\u9020\u6027\u548c\u4e13\u4e1a\u6027\u7684\u73af\u8282\u5b8c\u5168\u4ea4\u7531AI\uff0c\u672c\u8d28\u4e0a\u662f\u7528\u7edf\u8ba1\u76f8\u5173\u6027\u6a21\u62df\u4eba\u7c7b\u7684\u597d\u5947\u5fc3\u4e0e\u4e1a\u52a1\u76f4\u89c9\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u5e7b\u89c9\u6a21\u5f0f\u4f2a\u88c5\u6210\u6d1e\u5bdf\u201d\u7684\u8d28\u7591\u6781\u4e3a\u5c16\u9510\u2014\u2014\u5728\u7f3a\u4e4f\u660e\u786e\u9a8c\u8bc1\u6846\u67b6\u548c\u9886\u57df\u7ea6\u675f\u7684\u201c\u9ed1\u7bb1\u201d\u5faa\u73af\u4e2d\uff0cAI\u7684\u201c\u81ea\u4fe1\u201d\u4e0e\u201c\u6b63\u786e\u6027\u201d\u6781\u6613\u8131\u94a9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7684\u771f\u6b63\u4ef7\u503c\u6216\u8bb8\u4e0d\u5728\u4e8e\u66ff\u4ee3\u8d44\u6df1\u5206\u6790\u5e08\uff0c\u800c\u5728\u4e8e\u5145\u5f53\u521d\u7ea7\u6570\u636e\u5de5\u4f5c\u8005\u6216\u4e1a\u52a1\u4eba\u5458\u7684\u201c\u8d85\u7ea7\u5916\u8111\u201d\uff0c\u5feb\u901f\u5b8c\u6210\u6570\u636e\u6e05\u6d17\u3001\u57fa\u7840\u53ef\u89c6\u5316\u548c\u5e38\u89c4\u6a21\u5f0f\u68c0\u6d4b\u7684\u810f\u6d3b\u7d2f\u6d3b\uff0c\u5176\u201c\u5e72\u51c0\u62a5\u544a\u201d\u7684\u8f93\u51fa\u5f62\u5f0f\u5177\u6709\u5b9e\u7528\u610f\u4e49\u3002\u4f46\u5b83\u7684\u5929\u82b1\u677f\u4e5f\u663e\u800c\u6613\u89c1\uff1a\u5bf9\u590d\u6742\u591a\u6e90\u6570\u636e\u7684\u65e0\u529b\u3001\u5bf9\u4e1a\u52a1\u4e0a\u4e0b\u6587\u7684\u7406\u89e3\u7f3a\u5931\uff0c\u4ee5\u53ca\u5176\u201c\u81ea\u4e3b\u5faa\u73af\u201d\u53ef\u80fd\u9677\u5165\u7edf\u8ba1\u6e38\u620f\u3002\u5176\u62a4\u57ce\u6cb3\u4e0d\u5e94\u4ec5\u662f\u81ea\u52a8\u751f\u6210Python\u4ee3\u7801\u7684\u80fd\u529b\uff08\u8fd9\u5df2\u9010\u6e10\u666e\u53ca\uff09\uff0c\u800c\u5728\u4e8e\u5176\u9a8c\u8bc1\u673a\u5236\u7684\u4e25\u8c28\u6027\u4e0e\u53ef\u89e3\u91ca\u6027\u3002\u5f53\u524d\u9636\u6bb5\uff0c\u5b83\u66f4\u50cf\u4e00\u4e2a\u6709\u8da3\u7684\u201c\u6570\u636e\u5047\u8bbe\u751f\u6210\u5668\u201d\uff0c\u800c\u975e\u53ef\u9760\u7684\u201c\u51b3\u7b56\u5236\u5b9a\u8005\u201d\u3002\u6210\u529f\u4e0e\u5426\uff0c\u53d6\u51b3\u4e8e\u56e2\u961f\u80fd\u5426\u5728\u201c\u81ea\u4e3b\u6027\u201d\u4e0e\u201c\u53ef\u63a7\u6027\u201d\u4e4b\u95f4\u627e\u5230\u7cbe\u5999\u7684\u5e73\u8861\uff0c\u800c\u8fd9\u6070\u6070\u662fAI\u5e94\u7528\u4e2d\u6700\u96be\u7684\u8bfe\u9898\u4e4b\u4e00\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\">DataKid AI<\/span>\n <\/div>\n<div class=\"comment-content\">DataKid actually thinks for itself: it scans your data, comes up with smart questions and hypotheses on its own, writes and runs Python code, creates charts, tests assumptions, decides what\u2019s worth digging into next, keeps looping until the insights stop getting better, then stops and writes up a clean, readable report \u2014 executive summary, visuals, key findings, and actionable conclusions.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey PH crew,<\/p>\n<p>I’m Yang, and after months of late nights and way too much coffee, I’m finally launching DataKid AI here. <\/p>\n<p>Honestly, it started simple: I was tired of spending hours prompting ChatGPT or Claude just to get basic insights from a CSV, then debugging code, then realizing the report still sucked. I kept thinking \u2014 why can’t AI just do the thinking? Scan the data, come up with good questions itself, test hypotheses, loop until it’s actually useful, then hand me a clean report I can show my cofounder or boss without embarrassment. <\/p>\n<p>So I built that. No prompts needed. Upload file \u2192 AI takes over \u2192 you get charts, stats, summaries, conclusions, the works. It’s still v1 (single file, max 50MB), but the core autonomous loop is there and it’s already digging up non-obvious stuff on datasets like tech layoffs or random sales CSVs I’ve thrown at it. <\/p>\n<p>This is me trying to feed myself by building something people actually use. First “sale” was literally me testing payment on myself lol. <\/p>\n<p>Would love your honest feedback \u2014 roast it, break it, tell me what datasets to run demos on, or if it saved\/made you rage-quit in 30 seconds. Launching is scary but exciting. <\/p>\n<p>Thanks for checking it 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=\"comment-item\">\n<div class=\"comment-content\">Looks cool. But it seems that it only supports single csv. I can imagine there is a bigger need if multi-csv datasets are supported.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Most AI analytics tools generate answers.<\/p>\n<p>You\u2019re claiming to generate curiosity.<\/p>\n<p>That\u2019s a much harder problem.<\/p>\n<p>Autonomous data exploration sounds powerful \u2014 but the real risk is hallucinated patterns dressed as insight.<\/p>\n<p>The real moat won\u2019t be Python execution.<\/p>\n<p>It\u2019ll be epistemic discipline.<\/p>\n<p>How do you ensure the agent isn\u2019t just getting more confident \u2014 but actually getting more correct?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@zapuskatel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zapuskatel<\/a> Thanks for the sharp question \u2014 you’re absolutely right that nobody has fully solved reliable autonomous exploration yet. Generating true curiosity without slipping into confident hallucinations is brutally hard. <\/p>\n<\/p>\n<p>That said, we’ve put serious effort into it, and the results have been pretty solid so far. <\/p>\n<\/p>\n<p>Our strongest guardrail: every single insight must be directly grounded in the actual data and code execution results. This alone kills most hallucinations. <\/p>\n<\/p>\n<p>The other big win is our staged validation process: here’s a dedicated phase where the agent actively tries to deepen\/ falsify simple hypotheses with more rigorous checks. We’ve seen it reliably discard a large chunk of shaky insights on its own \u2014 which feels like real progress toward epistemic discipline. <\/p>\n<\/p>\n<p>Still early days, and we’re iterating fast. <\/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\">#17<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/SYPIAN4PERPN56\" class=\"app-title\">Lucid AI: Dream Journal& Sleep&Fortune<\/a><\/p>\n<div class=\"one-liner\">Decode your dreams. Own your day.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u96c6\u68a6\u5883\u8bb0\u5f55\u4e0eAI\u89e3\u6790\u3001\u661f\u5ea7\u8fd0\u52bf\u3001\u5854\u7f57\u5360\u535c\u4e8e\u4e00\u4f53\u7684\u4e2a\u4eba\u5fc3\u7075\u6307\u5357\u5e94\u7528\uff0c\u5728\u6668\u95f4\u6216\u7761\u524d\u573a\u666f\uff0c\u5e2e\u52a9\u7528\u6237\u6355\u6349\u3001\u89e3\u8bfb\u6f5c\u610f\u8bc6\u4fe1\u606f\uff0c\u4ee5\u5e94\u5bf9\u73b0\u4ee3\u4eba\u5bf9\u81ea\u6211\u63a2\u7d22\u548c\u7cbe\u795e\u6170\u85c9\u7684\u9700\u6c42\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\/8d0b42ad-61bd-45f6-9fad-45471f692729.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\/55051dc5-cf47-4868-842c-dfc7c6a738b8.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\/105be5ca-df6b-4081-be33-a0204082a844.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\/a80eccf6-3b92-491a-b273-0d4623bf4296.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\/83b6783a-ec84-4524-9ab1-9e1234c4adc3.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\/aa755ca8-c33c-45c0-bde8-677c9a544d43.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\/5f35c3aa-bbdc-4e3b-a30d-74de49876167.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\/f96103ea-86db-46d2-a2eb-751129a59f3b.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\/00e47cd0-11c0-415f-8fc6-4f497ae648ab.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\/6d7ee13e-3edf-4682-b83c-f9bb13518b38.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\">Android<\/span><br \/>\n <span class=\"tag\">Health & Fitness<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5fc3\u7406\u5065\u5eb7<\/span><br \/>\n <span class=\"tag\">\u7761\u7720\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">\u68a6\u5883\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u7384\u5b66\u5360\u535c<\/span><br \/>\n <span class=\"tag\">\u4e2a\u4eba\u65e5\u5fd7<\/span><br \/>\n <span class=\"tag\">AI\u751f\u6d3b\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u6b63\u5ff5\u51a5\u60f3<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u9690\u79c1<\/span><br \/>\n <span class=\"tag\">\u8ba2\u9605\u5236\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\u8bc4\u8bba\u6570\u91cf\u5c11\uff0c\u6709\u6548\u53cd\u9988\u6709\u9650\u3002\u4e00\u6761\u8bc4\u8bba\u63d0\u53ca\u8fd1\u671f\u591a\u68a6\uff0c\u5bf9\u4ea7\u54c1\u529f\u80fd\u8868\u793a\u597d\u5947\u3002\u5f00\u53d1\u56e2\u961f\u56de\u590d\u79ef\u6781\uff0c\u9610\u8ff0\u4e86\u4ea7\u54c1\u8fde\u63a5\u68a6\u5883\u4e0e\u60c5\u7eea\u5065\u5eb7\u7684\u957f\u671f\u4ef7\u503c\uff0c\u5e76\u9080\u8bf7\u7528\u6237\u4f53\u9a8c\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 Lucid AI \u5448\u73b0\u4e86\u4e00\u4e2a\u5178\u578b\u7684\u201c\u65b0\u65f6\u4ee3\u6570\u5b57\u5b89\u6170\u5242\u201d\u4ea7\u54c1\u5f62\u6001\u3002\u5b83\u5de7\u5999\u5730\u5c06\u201c\u79d1\u5b66\u201d\u5916\u8863\uff08AI\u3001\u5fc3\u7406\u5b66\uff09\u4e0e\u201c\u7384\u5b66\u201d\u5185\u6838\uff08\u5360\u661f\u3001\u5854\u7f57\uff09\u6346\u7ed1\uff0c\u7784\u51c6\u4e86\u5f53\u4ee3\u5e74\u8f7b\u4eba\u666e\u904d\u5b58\u5728\u7684\u7126\u8651\u3001\u81ea\u6211\u5173\u6ce8\u53ca\u610f\u4e49\u6e34\u6c42\u7684\u6a21\u7cca\u75db\u70b9\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u5728\u4e8e\u63d0\u4f9b\u4efb\u4f55\u7ecf\u8fc7\u4e34\u5e8a\u9a8c\u8bc1\u7684\u5206\u6790\u7ed3\u679c\uff0c\u800c\u5728\u4e8e\u6784\u5efa\u4e86\u4e00\u4e2a\u4f4e\u95e8\u69db\u3001\u9ad8\u4eea\u5f0f\u611f\u7684\u81ea\u6211\u5bf9\u8bdd\u4e0e\u60c5\u7eea\u51fa\u53e3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u903b\u8f91\u6e05\u6670\uff1a\u4ee5\u201c\u68a6\u5883\u8bb0\u5f55\u201d\u8fd9\u4e00\u5f3a\u79c1\u5bc6\u6027\u3001\u9ad8\u795e\u79d8\u611f\u7684\u884c\u4e3a\u4f5c\u4e3a\u6838\u5fc3\u5165\u53e3\u548c\u6570\u636e\u6765\u6e90\uff0c\u5229\u7528AI\u751f\u6210\u770b\u4f3c\u4e2a\u6027\u5316\u3001\u5b9e\u5219\u57fa\u4e8e\u516c\u5171\u7b26\u53f7\u5e93\u7684\u89e3\u8bfb\uff0c\u8d4b\u4e88\u7410\u788e\u65e5\u5e38\u4ee5\u201c\u6df1\u610f\u201d\u3002\u518d\u901a\u8fc7\u6bcf\u65e5\u8fd0\u52bf\u3001\u5854\u7f57\u7b49\u8f7b\u91cf\u7ea7\u7384\u5b66\u5185\u5bb9\uff0c\u63d0\u4f9b\u6301\u7eed\u7684\u60c5\u611f\u7275\u5f15\u548c\u6253\u5f00\u7406\u7531\uff0c\u5f62\u6210\u7528\u6237\u7c98\u6027\u3002\u6240\u8c13\u7684\u201c21\u5929\u6e05\u9192\u68a6\u8bad\u7ec3\u8425\u201d\u3001\u201c\u6bcf\u5468\u7075\u9b42\u62a5\u544a\u201d\u5219\u662f\u6807\u51c6\u7684\u8ba2\u9605\u670d\u52a1\u94a9\u5b50\uff0c\u5c06\u6a21\u7cca\u7684\u201c\u81ea\u6211\u63a2\u7d22\u201d\u9700\u6c42\u8f6c\u5316\u4e3a\u53ef\u6536\u8d39\u7684\u6807\u51c6\u5316\u670d\u52a1\u6a21\u5757\u3002\n <\/p>\n<p class=\"ai-content\">\n \u98ce\u9669\u4e0e\u6311\u6218\u540c\u6837\u660e\u663e\u3002\u9996\u5148\uff0c\u529f\u80fd\u5806\u780c\u5bfc\u81f4\u5b9a\u4f4d\u6a21\u7cca\uff0c\u662f\u4e25\u8083\u7684\u68a6\u5883\u5206\u6790\u5de5\u5177\uff0c\u8fd8\u662f\u5a31\u4e50\u5411\u7684\u5360\u535c\u5e94\u7528\uff1f\u4e24\u8005\u7528\u6237\u7fa4\u4f53\u548c\u671f\u5f85\u503c\u622a\u7136\u4e0d\u540c\u3002\u5176\u6b21\uff0cAI\u89e3\u8bfb\u7684\u6df1\u5ea6\u4e0e\u51c6\u786e\u6027\u5b58\u7591\uff0c\u6781\u6613\u6d41\u4e8e\u80a4\u6d45\u7684\u901a\u7528\u6a21\u677f\uff0c\u957f\u671f\u4f7f\u7528\u540e\u65b0\u9c9c\u611f\u6d88\u9000\uff0c\u7528\u6237\u7559\u5b58\u6210\u7591\u3002\u6700\u540e\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u9ad8\u5ea6\u4f9d\u8d56\u7528\u6237\u6301\u7eed\u8d21\u732e\u6700\u79c1\u5bc6\u7684\u68a6\u5883\u6570\u636e\uff0c\u5c3d\u7ba1\u58f0\u660e\u6ce8\u91cd\u9690\u79c1\uff0c\u4f46\u201c\u533f\u540d\u68a6\u5899\u201d\u7b49\u529f\u80fd\u4e0e\u6570\u636e\u5b89\u5168\u7684\u5e73\u8861\u4ecd\u9700\u8b66\u60d5\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0c\u8fd9\u662f\u4e00\u6b3e\u8bbe\u8ba1\u7cbe\u5de7\u7684\u201c\u60c5\u7eea\u6d88\u8d39\u54c1\u201d\u3002\u5728\u538b\u529b\u793e\u4f1a\uff0c\u5b83\u6709\u5e7f\u9614\u7684\u5e02\u573a\u7a7a\u95f4\uff0c\u4f46\u5176\u957f\u671f\u53d1\u5c55\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u201c\u5a31\u4e50\u6d88\u9063\u201d\u4e0e\u201c\u4f2a\u79d1\u5b66\u5de5\u5177\u201d\u7684\u94a2\u4e1d\u4e0a\u627e\u5230\u5e73\u8861\uff0c\u5e76\u771f\u6b63\u5efa\u7acb\u8d77\u57fa\u4e8e\u7528\u6237\u6570\u636e\u53cd\u9988\u7684\u3001\u6709\u6df1\u5ea6\u7684\u89e3\u8bfb\u58c1\u5792\uff0c\u800c\u975e\u505c\u7559\u5728\u63d0\u4f9b\u5fc3\u7406\u6309\u6469\u7684\u6d45\u5c42\u9636\u6bb5\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\">Lucid AI: Dream Journal& Sleep&Fortune<\/span>\n <\/div>\n<div class=\"comment-content\">Lucid AI is your personal guide for dreams, horoscope, and mood. Log dreams by text or voice, get AI interpretations from psychological and symbolic angles, and shape your day with daily horoscope and tarot. Features: dream journal & AI analysis, cosmic agenda, 78-card tarot, 21-day lucid dreaming camp, weekly soul analysis, anonymous dream wall, sleep music mixer. Your data stays yours\u2014view, or delete anytime; no ad sharing. Explore your dream world. \ud83c\udf19\u2728<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>its funny, i dream alot these days. it has been 2 weeks, and i was wondering what my dreams are abouts. <\/p>\n<p>this might be interesting<\/p>\n<\/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\/@wisnu_wendo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@wisnu_wendo<\/a> That\u2019s exactly why we built LucidAI! \ud83c\udf19 It\u2019s fascinating how our brains start communicating more vividly sometimes. Two weeks of intense dreaming is a goldmine for self-discovery.<\/p>\n<p>I\u2019d love for you to try logging those dreams in the app. Our AI doesn’t just give you a static definition; it connects the dots between your dreams and your emotional wellbeing over time. You might find some surprising patterns in those two weeks!<\/p>\n<p>Looking forward to hearing about your first analysis. Sweet dreams!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Hey Product Hunt \u2014 thanks for being here.<br \/>\nWe built Lucid AI because we kept forgetting our dreams by breakfast and wanted a place to log them and actually understand what they might mean. It grew into a personal guide: AI dream interpretations, daily horoscope and tarot, a 21-day lucid dreaming camp, sleep and breath coaches, weekly soul analyses, and dream visualization \u2014 all in one app.<br \/>\nWe\u2019d love to hear what you think. Try it, and if you\u2019re comfortable, share one dream you\u2019ve had \u2014 we\u2019ll keep improving the interpretations and the product based on your feedback.<br \/>\n\u2014 Lucid AI team<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">#18<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/OXUISAPUQVQU4M\" class=\"app-title\">MCP Marketplace<\/a><\/p>\n<div class=\"one-liner\">The app store for AI tools. Find, trust, and install<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">5<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>MCP Marketplace\u662f\u4e00\u4e2aAI\u63d2\u4ef6\u5e94\u7528\u5546\u5e97\uff0c\u901a\u8fc7\u63d0\u4f9b\u7ecf\u8fc7\u5b89\u5168\u626b\u63cf\u3001\u4e00\u952e\u5b89\u88c5\u7684MCP\u63d2\u4ef6\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u548c\u7528\u6237\u5728\u5bfb\u627e\u3001\u4fe1\u4efb\u53ca\u96c6\u6210\u5404\u7c7bAI\u5de5\u5177\u5230Claude\u3001ChatGPT\u7b49\u5e73\u53f0\u65f6\u7684\u53d1\u73b0\u4e0e\u5b89\u5168\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\/2fd37303-34ef-4d46-8f02-63ba10e65e33.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\/59292bc8-73d4-41f7-8ec0-5187c1b1721a.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\/02c98fc7-c303-4ef2-a5ca-13395f92f65a.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\/146d4eb2-159a-4157-a3e1-228011dbacc3.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\/2120a3e2-d0fa-4d25-a20b-638b218198bd.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\/83323cb5-de6f-4200-acd6-4aa1b5484bfa.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\">Vibe coding<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u63d2\u4ef6\u5546\u5e97<\/span><br \/>\n <span class=\"tag\">\u6a21\u578b\u4e0a\u4e0b\u6587\u534f\u8bae<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u5de5\u5177\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u5b89\u5168\u626b\u63cf<\/span><br \/>\n <span class=\"tag\">\u5e94\u7528\u5206\u53d1<\/span><br \/>\n <span class=\"tag\">\u521b\u4f5c\u8005\u7ecf\u6d4e<\/span><br \/>\n <span class=\"tag\">\u751f\u6001\u805a\u5408<\/span><br \/>\n <span class=\"tag\">\u4e00\u952e\u5b89\u88c5<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u534f\u8bae<\/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\u8ba4\u4e3a\u8be5\u4ea7\u54c1\u662fMCP\u751f\u6001\u6025\u9700\u7684\u201c\u53ef\u4fe1\u95e8\u6237\u201d\uff0c\u7cbe\u51c6\u89e3\u51b3\u4e86\u5f53\u524d\u63d2\u4ef6\u5e02\u573a\u5206\u6563\u3001\u7f3a\u4e4f\u5ba1\u6838\u7684\u201c\u86ee\u8352\u72b6\u6001\u201d\u3002\u8bc4\u8bba\u8005\u4ee5\u65e9\u671f\u79fb\u52a8\u5e94\u7528\u5546\u5e97\u7684\u53d1\u5c55\u5386\u7a0b\u7c7b\u6bd4\uff0c\u80af\u5b9a\u4e86\u5176\u5b89\u5168\u626b\u63cf\u548c curation \u7684\u4ef7\u503c\uff0c\u5e76\u9f13\u52b1\u521b\u4f5c\u8005\u63d0\u4ea4\u4f5c\u54c1\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 MCP Marketplace\u7684\u91ce\u5fc3\uff0c\u8fdc\u4e0d\u6b62\u662f\u4e00\u4e2a\u7b80\u5355\u7684\u63d2\u4ef6\u5217\u8868\u7f51\u7ad9\u3002\u5b83\u5207\u5165\u7684\u662fAI Agent\u751f\u6001\u4e2d\u6700\u5173\u952e\u4e5f\u6700\u6df7\u4e71\u7684\u201c\u8fde\u63a5\u5c42\u201d\u2014\u2014Model Context Protocol\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u5728\u4e8e\u8bd5\u56fe\u6210\u4e3aAI\u65f6\u4ee3\u7684\u201c\u534f\u8bae\u5e94\u7528\u5546\u5e97\u201d\uff0c\u5c06\u5f00\u6e90\u3001\u5206\u6563\u4e14\u7f3a\u4e4f\u6807\u51c6\u7684MCP\u670d\u52a1\u5668\uff08\u63d2\u4ef6\uff09\u751f\u6001\uff0c\u8fdb\u884c\u6807\u51c6\u5316\u7b5b\u9009\u3001\u5b89\u5168\u5316\u5c01\u88c5\u4e0e\u5546\u4e1a\u5316\u5206\u53d1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u903b\u8f91\u76f4\u51fb\u5f53\u4e0bAI\u5de5\u5177\u96c6\u6210\u7684\u4e24\u5927\u6838\u5fc3\u75db\u70b9\uff1a\u4e00\u662f\u201c\u53d1\u73b0\u4e0e\u4fe1\u4efb\u5371\u673a\u201d\uff0c\u5f00\u53d1\u8005\u5c06\u5de5\u5177\u5f00\u6e90\u5728GitHub\uff0c\u4f46\u7528\u6237\u9762\u4e34\u8d28\u91cf\u53c2\u5dee\u3001\u5b89\u5168\u672a\u77e5\u7684\u56f0\u5883\uff1b\u4e8c\u662f\u201c\u5546\u4e1a\u5316\u8def\u5f84\u7f3a\u5931\u201d\uff0c\u521b\u4f5c\u8005\u7f3a\u4e4f\u7b80\u4fbf\u7684\u53d8\u73b0\u624b\u6bb5\u3002\u5e73\u53f0\u901a\u8fc78\u5c42AI\u5b89\u5168\u626b\u63cf\u5efa\u7acb\u4fe1\u4efb\u95e8\u69db\uff0c\u901a\u8fc7\u96c6\u6210Stripe\u548c\u8bb8\u53ef\u8bc1\u7ba1\u7406\u63d0\u4f9b\u53d8\u73b0\u7ba1\u9053\uff0c\u672c\u8d28\u4e0a\u662f\u5728\u626e\u6f14\u201c\u751f\u6001\u8d4b\u80fd\u8005\u201d\u4e0e\u201c\u89c4\u5219\u5236\u5b9a\u8005\u201d\u7684\u53cc\u91cd\u89d2\u8272\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u4e25\u5cfb\u3002\u9996\u5148\uff0cMCP\u534f\u8bae\u672c\u8eab\u4ecd\u5728\u6f14\u8fdb\uff0c\u5176\u4f5c\u4e3a\u201cAI\u4e92\u8054\u7f51\u57fa\u7840\u534f\u8bae\u201d\u7684\u5730\u4f4d\u5c1a\u672a\u7a33\u56fa\uff0c\u5b58\u5728\u88ab\u5927\u5382\u81ea\u6709\u6807\u51c6\u8fb9\u7f18\u5316\u7684\u98ce\u9669\u3002\u5176\u6b21\uff0c\u5e73\u53f0\u7684\u6838\u5fc3\u58c1\u5792\u2014\u2014\u5b89\u5168\u626b\u63cf\u2014\u2014\u662f\u4e00\u4e2a\u6280\u672f\u519b\u5907\u7ade\u8d5b\uff0c\u80fd\u5426\u6301\u7eed\u9886\u5148\u4e8e\u6076\u610f\u653b\u51fb\u8005\u7684\u89c4\u907f\u624b\u6bb5\u5b58\u7591\u3002\u6700\u540e\uff0c\u4f5c\u4e3a\u4e2d\u95f4\u5e73\u53f0\uff0c\u5b83\u9700\u8981\u5e73\u8861\u5f00\u53d1\u8005\u3001\u7528\u6237\u4e0e\u5404\u5927AI\u5ba2\u6237\u7aef\uff08\u5982Claude\u3001Cursor\uff09\u4e09\u65b9\u7684\u5229\u76ca\uff0c\u5728\u5ba2\u6237\u7aef\u53ef\u80fd\u672a\u6765\u81ea\u5efa\u5546\u5e97\u7684\u6f5c\u5728\u7ade\u4e89\u4e0b\uff0c\u5176\u201c\u4e2d\u7acb\u6027\u201d\u548c\u201c\u4e0d\u53ef\u66ff\u4ee3\u6027\u201d\u9700\u8981\u6301\u7eed\u52a0\u56fa\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u4e2a\u5728\u6b63\u786e\u65f6\u95f4\u70b9\u3001\u4ee5\u6b63\u786e\u6a21\u5f0f\u5207\u5165\u65b0\u5174\u8d5b\u9053\u7684\u4ea7\u54c1\u3002\u5b83\u8d4c\u7684\u662fMCP\u534f\u8bae\u7684\u666e\u9002\u5316\u672a\u6765\uff0c\u5176\u6210\u8d25\u4e0d\u4ec5\u53d6\u51b3\u4e8e\u81ea\u8eab\u8fd0\u8425\uff0c\u66f4\u53d6\u51b3\u4e8e\u5b83\u6240\u4f9d\u9644\u7684\u534f\u8bae\u751f\u6001\u80fd\u5426\u7e41\u8363\u3002\u5b83\u4e0d\u4ec5\u662f\u5de5\u5177\u5546\u5e97\uff0c\u66f4\u662f\u4e00\u573a\u5173\u4e8eAI\u65f6\u4ee3\u5de5\u5177\u5982\u4f55\u88ab\u53d1\u73b0\u3001\u4fe1\u4efb\u4e0e\u4ea4\u6613\u7684\u65e9\u671f\u57fa\u7840\u8bbe\u65bd\u5b9e\u9a8c\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\">MCP Marketplace<\/span>\n <\/div>\n<div class=\"comment-content\">1,700+ security-scanned AI plugins (MCPs) for Claude, ChatGPT, Cursor, VS Code, and more. One-click install, no coding required. Creators can now monetize on paid tools. Every listing passes an 8-layer AI adaptive security scan before going live.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt – we built MCP Marketplace because discovering and trusting AI plugins shouldn’t be hard. <\/p>\n<\/p>\n<p>MCP (Model Context Protocol) lets AI assistants connect to real tools: databases, calendars, APIs, smart devices. But finding safe, working servers was a mess of scattered GitHub repos with no vetting. <\/p>\n<\/p>\n<p>So I built what I wanted to exist:<\/p>\n<ul>\n<li>\n<p>1,700+ tools across categories, searchable and filterable<\/p>\n<\/li>\n<li>\n<p>8-layer AI adaptive security scanner that reviews every submission before listing (public scores, not a black box)<\/p>\n<\/li>\n<li>\n<p>Works with every MCP client: Claude, ChatGPT, Cursor, Windsurf, VS Code, Copilot, Gemini<\/p>\n<\/li>\n<li>\n<p>Creator monetization optionality (finally): set a price, we handle Stripe checkout + license keys. You keep 85%<\/p>\n<\/li>\n<li>\n<p>One-click install: no coding required<\/p>\n<\/li>\n<\/ul>\n<p>It’s completely free to browse and install. I’d love your feedback. What tools would you want to see listed? And if you’ve built an MCP server, submit it and create a creator profile.<\/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>I’ve been writing about this exact thesis for the past year. MCP is the composability layer that turns AI from a monolith into a marketplace, and I’ve seen this movie before. In 2002, we launched the first U.S. app store at Verizon. The pattern is the same: open protocol, developer ecosystem, curation layer, distribution wins.<\/p>\n<p>What caught my eye with MCP Marketplace is the security scanning. The MCP ecosystem right now is scattered GitHub repos with zero vetting. The same wild west we had with early mobile apps. Someone needs to be the trusted front door. This is it.<\/p>\n<p>Congrats on the launch. This is exactly what the ecosystem needs.<\/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\/@paulpalmieri\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@paulpalmieri<\/a> Thanks Paul. That app store parallel is spot on and honestly it’s the exact mental model we’ve been building around.<\/p>\n<\/p>\n<p>The ecosystem right now feels like early mobile apps before anyone figured out curation and trust. We’re betting that the trusted front door matters just as much this time around. Expanding what we scan and surface over the next few weeks.<\/p>\n<\/p>\n<p>Really appreciate the kind words from someone who’s been through this cycle before.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">#19<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/X3MGSIZBGOH6VY\" class=\"app-title\">NoteDock<\/a><\/p>\n<div class=\"one-liner\">Quick Smart AI Notes<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">5<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>NoteDock\u662f\u4e00\u6b3eAI\u667a\u80fd\u7b14\u8bb0\u5e94\u7528\uff0c\u901a\u8fc7\u5feb\u901f\u6355\u6349\u6587\u672c\u3001\u8bed\u97f3\u548c\u622a\u56fe\uff0c\u5e76\u5229\u7528AI\u81ea\u52a8\u7ec4\u7ec7\u3001\u63d0\u53d6\u4efb\u52a1\u4e0e\u4e8b\u4ef6\uff0c\u5728\u7528\u6237\u7075\u611f\u8ff8\u53d1\u6216\u4fe1\u606f\u788e\u7247\u5316\u7684\u573a\u666f\u4e0b\uff0c\u89e3\u51b3\u4e86\u8bb0\u5f55\u5206\u6563\u3001\u6574\u7406\u8017\u65f6\u4e14\u96be\u4ee5\u8f6c\u5316\u4e3a\u5b9e\u9645\u884c\u52a8\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\/445ec2bc-72a1-4c03-85cf-45f88201a803.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\/7e9224ab-3c4b-440b-a15a-24ff384c68e0.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\/fd1c9b23-9123-4e0b-ac3a-8eb2350e5591.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\/efdfd13d-cd13-47b2-af26-53c456b0aaac.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\/52c32bd9-d6c4-4f5f-9fc8-3eb4b140f2ef.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\/136867b2-d8fb-4529-95a6-02d324f0f924.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\/e0e9204c-81bb-4e84-92ef-b242ffb641ec.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\">Task Management<\/span><br \/>\n <span class=\"tag\">Calendar<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7b14\u8bb0<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u6355\u6349<\/span><br \/>\n <span class=\"tag\">\u4fe1\u606f\u7ec4\u7ec7<\/span><br \/>\n <span class=\"tag\">\u4efb\u52a1\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u610f\u56fe\u63d0\u53d6<\/span><br \/>\n <span class=\"tag\">\u4e2a\u4eba\u751f\u4ea7\u529b<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u5904\u7406<\/span><br \/>\n <span class=\"tag\">\u8ba4\u77e5\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\u8ba4\u53ef\u5176\u5feb\u901f\u6355\u6349\u548cAI\u6574\u7406\u7684\u6838\u5fc3\u6982\u5ff5\uff0c\u8ba4\u4e3a\u4ece\u6df7\u4e71\u601d\u7eea\u5230\u53ef\u7528\u7ed3\u6784\u7684\u8f6c\u5316\u662f\u4eae\u70b9\u3002\u4e3b\u8981\u5efa\u8bae\u5305\u62ec\u589e\u52a0\u5206\u4eab\u529f\u80fd\u3002\u6838\u5fc3\u8ba8\u8bba\u70b9\u5728\u4e8eAI\u201c\u610f\u56fe\u63d0\u53d6\u201d\u7684\u53ef\u9760\u6027\uff0c\u4ee5\u53ca\u7528\u6237\u63a7\u5236\u6743\u4e0e\u5168\u81ea\u52a8\u5316\u7684\u5e73\u8861\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 NoteDock\u7684\u91ce\u5fc3\u8fdc\u4e0d\u6b62\u4e8e\u201c\u7b14\u8bb0\u201d\u3002\u5176\u6807\u8bed\u201cQuick Smart AI Notes\u201d\u7565\u663e\u4fdd\u5b88\uff0c\u5b9e\u5219\u4ea7\u54c1\u5185\u6838\u662f\u4e00\u573a\u5173\u4e8e\u201c\u610f\u56fe\u63d0\u53d6\u201d\u4e0e\u201c\u51b3\u7b56\u5916\u5305\u201d\u7684\u6fc0\u8fdb\u5b9e\u9a8c\u3002\u5f53\u524d\u7b14\u8bb0\u5e02\u573a\u7684\u7ade\u4e89\u5df2\u4ece\u201c\u8bb0\u5f55\u80fd\u529b\u201d\u8f6c\u5411\u201c\u5904\u7406\u667a\u80fd\u201d\uff0c\u800cNoteDock\u8bd5\u56fe\u626e\u6f14\u7528\u6237\u4e0e\u6d77\u91cf\u788e\u7247\u4fe1\u606f\u4e4b\u95f4\u7684\u201c\u51b3\u7b56\u5c42\u201d\uff1a\u5b83\u4e0d\u6ee1\u8db3\u4e8e\u5b58\u50a8\uff0c\u800c\u662f\u4e3b\u52a8\u89e3\u6790\u5185\u5bb9\uff0c\u5b9a\u4e49\u4f55\u4e3a\u4efb\u52a1\u3001\u4f55\u4e3a\u4e8b\u4ef6\uff0c\u5e76\u51b3\u5b9a\u4f55\u65f6\u63d0\u9192\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8fd9\u5e26\u6765\u4e86\u4ea7\u54c1\u4ef7\u503c\u4e0e\u98ce\u9669\u7684\u53cc\u91cd\u8dc3\u5347\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\uff0c\u82e5\u80fd\u7cbe\u51c6\u53ef\u9760\uff0c\u5b83\u5c06\u5b9e\u73b0\u4ece\u201c\u88ab\u52a8\u8bb0\u5f55\u4ed3\u5e93\u201d\u5230\u201c\u4e3b\u52a8\u8ba4\u77e5\u4f19\u4f34\u201d\u7684\u8de8\u8d8a\uff0c\u628a\u7528\u6237\u4ece\u201c\u8bb0\u4e0b\u6765\u7136\u540e\u81ea\u5df1\u6574\u7406\u3001\u51b3\u5b9a\u3001\u5b89\u6392\u201d\u7684\u5b8c\u6574\u8ba4\u77e5\u94fe\u6761\u4e2d\u89e3\u653e\u51fa\u6765\uff0c\u76f4\u63a5\u4ea4\u4ed8\u884c\u52a8\u6307\u4ee4\u3002\u8fd9\u6b63\u662f\u9ad8\u8d5e\u8bc4\u8bba\u6240\u6307\u7684\u201c\u8ba4\u77e5\u5347\u7ea7\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6700\u5927\u98ce\u9669\u4e5f\u5728\u4e8e\u6b64\u3002AI\u7684\u201c\u7406\u89e3\u201d\u4e0e\u201c\u51b3\u7b56\u201d\u662f\u5426\u603b\u80fd\u7b26\u5408\u7528\u6237\u610f\u56fe\uff1f\u201c\u81ea\u52a8\u521b\u5efa\u65e5\u5386\u6761\u76ee\u201d\u7684\u8fb9\u754c\u5728\u54ea\u91cc\uff1f\u7528\u6237\u5bf9\u81ea\u8eab\u4fe1\u606f\u7684\u63a7\u5236\u611f\u548c\u4fe1\u4efb\u611f\uff0c\u6781\u6613\u5728AI\u7684\u8fc7\u5ea6\u81ea\u4fe1\u6216\u9519\u8bef\u5224\u65ad\u4e2d\u5d29\u584c\u3002\u8bc4\u8bba\u4e2d\u201c\u597d\u5947\u7528\u6237\u4fdd\u7559\u591a\u5c11\u63a7\u5236\u6743 vs. \u5168\u81ea\u52a8\u5316\u201d\u7684\u8d28\u7591\uff0c\u76f4\u63a5\u547d\u4e2d\u4e86\u4ea7\u54c1\u7684\u6838\u5fc3\u77db\u76fe\u3002\u5f53\u524d\u4ec55\u7968\u7684\u70ed\u5ea6\uff0c\u6216\u8bb8\u4e5f\u53cd\u6620\u4e86\u5e02\u573a\u5bf9\u8fd9\u7c7b\u9ad8\u5ea6\u81ea\u52a8\u5316\u3001\u4ecb\u5165\u4e2a\u4eba\u5de5\u4f5c\u6d41\u6df1\u5c42\u7684\u5de5\u5177\u4ecd\u6301\u5ba1\u614e\u6001\u5ea6\u3002\n <\/p>\n<p class=\"ai-content\">\n NoteDock\u7684\u672a\u6765\uff0c\u4e0d\u53d6\u51b3\u4e8e\u5176\u6355\u6349\u901f\u5ea6\u6216\u754c\u9762\u4f18\u52a3\uff0c\u800c\u53d6\u51b3\u4e8e\u5176AI\u5728\u201c\u610f\u56fe\u63d0\u53d6\u201d\u4e0a\u7684\u51c6\u786e\u7387\u4e0e\u900f\u660e\u5ea6\uff0c\u4ee5\u53ca\u5982\u4f55\u5728\u201c\u667a\u80fd\u4ee3\u7406\u201d\u4e0e\u201c\u7528\u6237\u4e3b\u6743\u201d\u4e4b\u95f4\u627e\u5230\u90a3\u4e2a\u5fae\u5999\u7684\u3001\u4ee4\u4eba\u8212\u9002\u7684\u5e73\u8861\u70b9\u3002\u5b83\u4e0d\u662f\u5728\u505a\u4e00\u4e2a\u66f4\u597d\u7684\u7b14\u8bb0\u5e94\u7528\uff0c\u800c\u662f\u5728\u8bd5\u63a2\u4eba\u673a\u534f\u4f5c\u7684\u65b0\u8fb9\u754c\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\">NoteDock<\/span>\n <\/div>\n<div class=\"comment-content\">Drop in any thought. NoteDock captures text, voice, and screenshots, then uses AI to organize, turn action into tasks and events, and nudge you at the right time.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hello, I would love to hear your feedback to my app.<\/p>\n<p>As one man team I put a lot of effort in solving my own issue with writing notes to random places with no central hub to do so. The big name apps were too clunky for me, slow and didn’t use AI well enough.<\/p>\n<p>What the app does: <\/p>\n<ul>\n<li>\n<p>Captures information quickly (text, photos, screenshots, links, and notes)<\/p>\n<\/li>\n<li>\n<p>Organises automatically with AI (tasks, events and todos are grouped contextually into collections)<\/p>\n<\/li>\n<li>\n<p>Automatically makes context-aware actions (creates reminders, deadlines and calendar entries)<\/p>\n<\/li>\n<li>\n<p>Natural language search and editing (searches across all entries using natural language)<\/p>\n<\/li>\n<\/ul>\n<p>I think its useful for:<\/p>\n<ul>\n<li>\n<p>Capturing ideas, tasks, and references as they come up<\/p>\n<\/li>\n<li>\n<p>Organising study materials or project notes<\/p>\n<\/li>\n<li>\n<p>Saving everyday items like books, recipes, or places<\/p>\n<\/li>\n<\/ul>\n<p>Let me know your feedback! \ud83d\ude42<\/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\">@dave_jan I like the concept, actually wanted to make something similar, will give feedback<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">@dave_jan The core concept clicks quickly interested to see how it could work with my currect stack.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 fast way to capture ideas und thoughts. The AI turning messy thoughts into something usable is the best part.<\/p>\n<\/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>Nice app! In the next version, I\u2019d really appreciate a sharing button.<\/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>Capturing thoughts is easy.<br \/>Turning them into structured action is hard.<\/p>\n<p>The real value here isn\u2019t note-taking \u2014 it\u2019s intent extraction.<\/p>\n<p>If AI can reliably decide what deserves attention and when to nudge, that\u2019s a cognitive upgrade.<\/p>\n<p>Curious how much control users keep vs. full automation.<\/p>\n<p>This feels closer to an external decision layer than a notes app.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">#20<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/ZGZD7FQAQL2AVP\" class=\"app-title\">buildarc<\/a><\/p>\n<div class=\"one-liner\">Turn Claude Code sessions into content you can post<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">5<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3eCLI\u5de5\u5177\uff0c\u80fd\u81ea\u52a8\u89e3\u6790\u7528\u6237\u4e0eClaude Code\u4ea4\u4e92\u7684\u5b8c\u6574\u4f1a\u8bdd\u8bb0\u5f55\uff0c\u5c06\u5176\u8f6c\u5316\u4e3a\u53ef\u76f4\u63a5\u53d1\u5e03\u7684\u793e\u4ea4\u5a92\u4f53\u5185\u5bb9\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u201c\u516c\u5f00\u6784\u5efa\u201d\u8fc7\u7a0b\u4e2d\u5185\u5bb9\u6574\u7406\u4e0e\u521b\u4f5c\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\/34930d13-16ae-429b-9384-fed69555230a.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\/74fac18e-d12e-480f-9896-c5c0a20ef93a.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\">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\u5185\u5bb9\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">CLI<\/span><br \/>\n <span class=\"tag\">\u4f1a\u8bdd\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u516c\u5f00\u6784\u5efa<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u521b\u4f5c<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u5904\u7406<\/span><br \/>\n <span class=\"tag\">Node.js<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90<\/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>\u76ee\u524d\u4ec5\u6709\u4e00\u6761\u6765\u81ea\u5f00\u53d1\u8005\u7684\u4ecb\u7ecd\u6027\u8bc4\u8bba\uff0c\u5c1a\u65e0\u771f\u5b9e\u7528\u6237\u53cd\u9988\u3002\u8bc4\u8bba\u4e2d\u5f00\u53d1\u8005\u4e3b\u52a8\u5f81\u6c42\u4f7f\u7528\u610f\u613f\u3001\u7f3a\u5931\u7684\u683c\u5f0f\u6216\u5e73\u53f0\u5efa\u8bae\uff0c\u8868\u660e\u4ea7\u54c1\u5904\u4e8e\u65e9\u671f\u9a8c\u8bc1\u9636\u6bb5\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 buildarc\u7784\u51c6\u4e86\u4e00\u4e2a\u7cbe\u5de7\u4e14\u771f\u5b9e\u7684\u7f1d\u9699\u5e02\u573a\uff1a\u5c06AI\u7f16\u7a0b\u8f85\u52a9\u8fc7\u7a0b\u4e2d\u4ea7\u751f\u7684\u3001\u672c\u4e3a\u5e9f\u5f03\u7269\u7684\u201c\u5f00\u53d1\u65e5\u5fd7\u201d\uff08.jsonl\u6587\u4ef6\uff09\u8d27\u5e01\u5316\u3002\u5b83\u7684\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u6280\u672f\u7a81\u7834\uff0c\u800c\u5728\u4e8e\u5bf9\u201c\u516c\u5f00\u6784\u5efa\u201d\u8fd9\u4e00\u6d41\u884c\u521b\u4e1a\u8303\u5f0f\u7684\u6d41\u7a0b\u81ea\u52a8\u5316\u3002\u5b83\u8bd5\u56fe\u89e3\u51b3\u7684\u6838\u5fc3\u77db\u76fe\u662f\uff1a\u5f00\u53d1\u8005\u4eab\u53d7\u7f16\u7801\u8fc7\u7a0b\uff0c\u5374\u6050\u60e7\u5185\u5bb9\u521b\u4f5c\u2014\u2014\u5c24\u5176\u662f\u4ece\u6d77\u91cf\u3001\u7410\u788e\u3001\u5145\u6ee1\u5931\u8d25\u5c1d\u8bd5\u7684\u5bf9\u8bdd\u4e2d\u63d0\u70bc\u53d9\u4e8b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u903b\u8f91\u7280\u5229\u5730\u6307\u51fa\u4e86\u5f53\u524dAI\u7f16\u7a0b\u7684\u76f2\u533a\uff1aAI\u662f\u4f18\u79c0\u7684\u5373\u65f6\u534f\u4f5c\u8005\uff0c\u5374\u662f\u7cdf\u7cd5\u7684\u53d9\u4e8b\u8bb0\u5f55\u8005\u3002\u5b83\u5c06\u5f00\u53d1\u8005\u4ece\u201c\u9762\u5bf9\u7a7a\u767d\u7f16\u8f91\u5668\u201d\u7684\u521b\u4f5c\u6050\u60e7\u4e2d\u89e3\u6551\u51fa\u6765\uff0c\u626e\u6f14\u4e86\u4e00\u4e2a\u201c\u6570\u5b57\u8003\u53e4\u5b66\u5bb6\u201d\u7684\u89d2\u8272\uff0c\u4ece\u6570\u636e\u5e9f\u589f\u4e2d\u6316\u6398\u6545\u4e8b\u7ebf\u3002\u5176\u201c\u96f6\u4f9d\u8d56\u3001\u5168\u672c\u5730\u201d\u7684\u8bbe\u8ba1\u662f\u660e\u667a\u7684\u4fe1\u4efb\u6784\u5efa\u7b56\u7565\uff0c\u7cbe\u51c6\u5207\u4e2d\u4e86\u5f00\u53d1\u8005\u5bf9\u6570\u636e\u9690\u79c1\u7684\u654f\u611f\u795e\u7ecf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5929\u82b1\u677f\u4e5f\u663e\u800c\u6613\u89c1\u3002\u9996\u5148\uff0c\u5e02\u573a\u5bb9\u91cf\u5b58\u7591\uff1a\u6df1\u5ea6\u4f7f\u7528Claude Code\u5e76\u575a\u6301\u201c\u516c\u5f00\u6784\u5efa\u201d\u7684\u5f00\u53d1\u8005\u672c\u5c31\u662f\u5c0f\u4f17\u7fa4\u4f53\u3002\u5176\u6b21\uff0c\u5185\u5bb9\u4ef7\u503c\u98ce\u9669\uff1a\u81ea\u52a8\u751f\u6210\u7684\u201c\u51b3\u7b56\u3001\u8f6c\u6298\u3001\u60c5\u7eea\u201d\u6d41\u6c34\u8d26\uff0c\u6781\u6613\u9677\u5165\u540c\u8d28\u5316\uff0c\u5931\u53bb\u771f\u5b9e\u201c\u4eba\u201d\u7684\u53d9\u8ff0\u9b45\u529b\uff0c\u53ef\u80fd\u4ea7\u51fa\u5927\u91cf\u67af\u71e5\u7684\u201c\u6280\u672f\u65e5\u8bb0\u201d\u3002\u6700\u540e\uff0c\u5546\u4e1a\u6a21\u5f0f\u5355\u4e00\uff0c\u201c\u514d\u8d39\u5f00\u6e90\u201d\u867d\u5229\u4e8e\u4f20\u64ad\uff0c\u4f46\u4e5f\u5c06\u81ea\u8eab\u5c40\u9650\u4e8e\u4e00\u4e2a\u529f\u80fd\u5355\u4e00\u7684\u5229\u57fa\u5de5\u5177\uff0c\u800c\u975e\u53ef\u6301\u7eed\u7684\u751f\u610f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cbuildarc\u662fAI\u7f16\u7a0b\u5de5\u4f5c\u6d41\u7684\u4e00\u4e2a\u201c\u5185\u5bb9\u9644\u4ef6\u201d\u3002\u5b83\u7684\u6210\u529f\u4e0d\u53d6\u51b3\u4e8e\u81ea\u8eab\u6709\u591a\u5f3a\u5927\uff0c\u800c\u53d6\u51b3\u4e8eClaude Code\u8fd9\u7c7b\u4f1a\u8bdd\u5f0f\u7f16\u7a0b\u8303\u5f0f\u80fd\u8d70\u591a\u8fdc\u3002\u5b83\u662f\u4e00\u4e2a\u806a\u660e\u7684\u6760\u6746\uff0c\u4f46\u652f\u70b9\u672c\u8eab\u5c1a\u5728\u6447\u6643\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\">buildarc<\/span>\n <\/div>\n<div class=\"comment-content\">I spent 6 weeks building a SaaS with Claude Code. 45 sessions. Hundreds of decisions, pivots, and the occasional emotional meltdown. When the project wound down and I tried to write about what I’d built, I opened a blank editor and… nothing. So I built buildarc \u2014 a CLI that reads your Claude Code session transcripts and turns them into content you can actually post. One command: npx buildarc<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! \ud83d\udc4b<\/p>\n<p>I’m Leo. I built buildarc because I kept failing at the simplest part of building in public \u2014 the public part.<\/p>\n<p>Here’s what happened: I spent 6 weeks building a SaaS with Claude Code. 45 sessions. Hundreds of decisions, pivots, and the occasional emotional meltdown. When the project wound down and I tried to write about what I’d built, I opened a blank editor and… nothing.<\/p>\n<p>The entire story \u2014 every decision, every pivot, the moment I mass-deleted everything and started over \u2014 was buried in .jsonl files inside .claude\/projects\/ that I would never voluntarily reopen.<\/p>\n<p>So I built a CLI to recover it.<\/p>\n<p>What buildarc does:<br \/>\n– npx buildarc \u2014 one command, auto-detects your project<br \/>\n– Parses all your Claude Code sessions at once (not just one \u2014 all of them)<br \/>\n– Extracts the moments that matter: decisions, pivots, emotions, breakthroughs<br \/>\n– Scrubs API keys and secrets automatically<br \/>\n– Outputs ready-to-post content: X threads, LinkedIn posts, build journals<\/p>\n<p>What makes it different from pasting into ChatGPT:<br \/>\nTry processing 50 sessions and hundreds of MB of .jsonl files in ChatGPT. buildarc does it in seconds and formats for the platform you’re posting to.<\/p>\n<p>The boring-but-important stuff:<br \/>\n– Zero dependencies (pure Node.js built-ins)<br \/>\n– Everything runs locally \u2014 no data transmitted, no telemetry<br \/>\n– Works retroactively on sessions that already happened<br \/>\n– Free forever. MIT licensed.<\/p>\n<p>This is my first Product Hunt launch in 5 years. What would make you actually use this? What formats or platforms am I missing?<\/p>\n<p>\ud83d\udd17 Try it: npx buildarc<br \/>\n\ud83d\udd17 GitHub: <a href=\"https:\/\/github.com\/leonardomjq\/buildarc\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/github.com\/leonardomjq\/b…<\/a><\/p>\n<p>Star it if the idea resonates \u2014 that’s the whole growth strategy. \ud83d\ude43<\/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<\/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 \/\/ \u4e3a\u6240\u6709\u53ef\u70b9\u51fb\u5143\u7d20\u6dfb\u52a0\u89e6\u6478\u53cd\u9988\n const clickableElements = document.querySelectorAll(\n '.media-content, .close, .video-overlay, .play-icon'\n );<\/p>\n<p> clickableElements.forEach(el => {\n el.style.touchAction = 'manipulation'; \/\/ \u9632\u6b62\u53cc\u51fb\u7f29\u653e\n });\n }\n }<\/p>\n<p> \/\/ \u4e3a\u6240\u6709\u56fe\u7247\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6\n const images = document.querySelectorAll(\"img.media-content\");\n images.forEach(img => {\n img.onclick = function() {\n modal.style.display = \"block\";\n modalImg.src = this.src;\n \/\/ \u963b\u6b62\u80cc\u666f\u6eda\u52a8\n document.body.style.overflow = \"hidden\";\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n img.addEventListener('touchstart', function(e) {\n \/\/ \u9632\u6b62\u89e6\u6478\u4e8b\u4ef6\u89e6\u53d1\u4e0d\u5fc5\u8981\u7684\u884c\u4e3a\n e.preventDefault();\n this.click();\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u4e3a\u89c6\u9891\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6 - \u8df3\u8f6c\u5230\u89c6\u9891URL\n const videos = document.querySelectorAll(\"video.media-content\");\n videos.forEach(video => {\n \/\/ \u70b9\u51fb\u89c6\u9891\u672c\u8eab\u65f6\u8df3\u8f6c\u5230\u89c6\u9891URL\n video.onclick = function(e) {\n \/\/ \u68c0\u67e5\u70b9\u51fb\u76ee\u6807\u662f\u5426\u662f\u89c6\u9891\u63a7\u4ef6\u6216\u5176\u5b50\u5143\u7d20\n let isControlClick = false;\n let target = e.target;<\/p>\n<p> \/\/ \u5411\u4e0a\u904d\u5386DOM\uff0c\u68c0\u67e5\u662f\u5426\u70b9\u51fb\u4e86\u63a7\u4ef6\u5143\u7d20\n while (target && target !== this) {\n \/\/ \u68c0\u67e5\u662f\u5426\u6709\u63a7\u4ef6\u76f8\u5173\u7684\u7c7b\u540d\u6216\u5c5e\u6027\n if (target.classList.contains('video-js') || \n target.tagName.toLowerCase() === 'button' || \n target.tagName.toLowerCase() === 'input' || \n target.tagName.toLowerCase() === 'select' ||\n target.className.includes('control')) {\n isControlClick = true;\n break;\n }\n target = target.parentElement;\n }<\/p>\n<p> \/\/ \u53ea\u6709\u5f53\u70b9\u51fb\u7684\u662f\u89c6\u9891\u672c\u8eab\u800c\u975e\u63a7\u4ef6\u65f6\u624d\u8df3\u8f6c\n if (!isControlClick && e.target.tagName.toLowerCase() === 'video') {\n const videoUrl = this.getAttribute('data-video-url') || this.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n video.addEventListener('touchstart', function(e) {\n \/\/ \u68c0\u67e5\u662f\u5426\u70b9\u51fb\u4e86\u63a7\u4ef6\n let isControlClick = false;\n let target = e.target;<\/p>\n<p> while (target && target !== this) {\n if (target.tagName.toLowerCase() === 'button' || \n target.tagName.toLowerCase() === 'input' || \n target.className.includes('control')) {\n isControlClick = true;\n break;\n }\n target = target.parentElement;\n }<\/p>\n<p> if (!isControlClick) {\n e.preventDefault();\n const videoUrl = this.getAttribute('data-video-url') || this.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u4e3a\u89c6\u9891\u906e\u7f69\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6\uff0c\u786e\u4fdd\u70b9\u51fb\u906e\u7f69\u4e5f\u80fd\u8df3\u8f6c\n const videoOverlays = document.querySelectorAll('.video-overlay');\n videoOverlays.forEach(overlay => {\n overlay.onclick = function(e) {\n \/\/ \u963b\u6b62\u4e8b\u4ef6\u5192\u6ce1\u5230\u89c6\u9891\u5143\u7d20\n e.stopPropagation();\n const video = this.parentElement.querySelector('video.media-content');\n if (video) {\n const videoUrl = video.getAttribute('data-video-url') || video.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n overlay.addEventListener('touchstart', function(e) {\n e.preventDefault();\n e.stopPropagation();\n const video = this.parentElement.querySelector('video.media-content');\n if (video) {\n const videoUrl = video.getAttribute('data-video-url') || video.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u5173\u95ed\u6a21\u6001\u6846\n closeBtn.onclick = function() {\n modal.style.display = \"none\";\n \/\/ \u6062\u590d\u80cc\u666f\u6eda\u52a8\n document.body.style.overflow = \"auto\";\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n closeBtn.addEventListener('touchstart', function(e) {\n e.preventDefault();\n modal.style.display = \"none\";\n document.body.style.overflow = \"auto\";\n }, { passive: false });\n }<\/p>\n<p> \/\/ \u70b9\u51fb\u6a21\u6001\u6846\u5916\u90e8\u5173\u95ed\n window.onclick = function(event) {\n if (event.target === modal) {\n modal.style.display = \"none\";\n document.body.style.overflow = \"auto\";\n }\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n modal.addEventListener('touchstart', function(e) {\n if (e.target === modal) {\n modal.style.display = \"none\";\n document.body.style.overflow = \"auto\";\n }\n }, { passive: true });\n }<\/p>\n<p> \/\/ \u6309ESC\u952e\u5173\u95ed\u6a21\u6001\u6846\n document.addEventListener('keydown', function(event) {\n if (event.key === 'Escape' && modal.style.display === 'block') {\n modal.style.display = 'none';\n document.body.style.overflow = \"auto\";\n }\n });<\/p>\n<p> \/\/ \u68c0\u67e5\u6bcf\u4e2a\u5a92\u4f53\u753b\u5eca\u4e2d\u662f\u5426\u53ea\u6709\u4e00\u4e2a\u9879\u76ee\uff0c\u5982\u679c\u662f\uff0c\u6dfb\u52a0single-item\u7c7b\n document.querySelectorAll('.media-gallery').forEach(gallery => {\n if (gallery.querySelectorAll('.media-item-wrapper').length === 1) {\n gallery.classList.add('single-item');\n }\n });<\/p>\n<p> \/\/ \u521d\u59cb\u5316\u89e6\u6478\u4f18\u5316\n addTouchOptimization();<\/p>\n<p> \/\/ \u7a97\u53e3\u5927\u5c0f\u53d8\u5316\u65f6\u91cd\u65b0\u68c0\u67e5\u753b\u5eca\u72b6\u6001\n window.addEventListener('resize', function() {\n document.querySelectorAll('.media-gallery').forEach(gallery => {\n if (gallery.querySelectorAll('.media-item-wrapper').length === 1) {\n gallery.classList.add('single-item');\n } else {\n gallery.classList.remove('single-item');\n }\n });\n });<\/p>\n<p> \/\/ --- \u8bc4\u8bba\u533a\u57df\u6298\u53e0\/\u5c55\u5f00\u529f\u80fd ---\n const commentToggles = document.querySelectorAll('.comments-toggle');<\/p>\n<p> commentToggles.forEach(toggle => {\n toggle.addEventListener('click', function() {\n \/\/ \u5207\u6362\u5f53\u524dtoggle\u7684open\u72b6\u6001\n this.classList.toggle('open');<\/p>\n<p> \/\/ \u83b7\u53d6\u5bf9\u5e94\u7684\u8bc4\u8bba\u5bb9\u5668\n const commentsContainer = this.nextElementSibling;\n if (commentsContainer && commentsContainer.classList.contains('comments-container')) {\n commentsContainer.classList.toggle('open');\n }\n });\n });\n<\/script><\/p>\n<p><\/body><br \/>\n<\/html><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-03-01 PH\u70ed\u699c | 2026-03-01 #1 Claud […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"template-clean-canvas.php","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[],"class_list":["post-148","post","type-post","status-publish","format-standard","hentry","category-producthunt"],"_links":{"self":[{"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/posts\/148","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/comments?post=148"}],"version-history":[{"count":0,"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/posts\/148\/revisions"}],"wp:attachment":[{"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/media?parent=148"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/categories?post=148"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/tags?post=148"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}

{"id":148,"date":"2026-03-02T11:18:34","date_gmt":"2026-03-02T03:18:34","guid":{"rendered":"https:\/\/ph.listeningo.cn\/index.php\/2026\/03\/02\/2026-03-01\/"},"modified":"2026-03-02T11:18:34","modified_gmt":"2026-03-02T03:18:34","slug":"2026-03-01","status":"publish","type":"post","link":"https:\/\/ph.listeningo.cn\/index.php\/2026\/03\/02\/2026-03-01\/","title":{"rendered":"PH\u70ed\u699c | 2026-03-01"},"content":{"rendered":"

\n
\n
\n
\n
\n Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-03-01<\/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 | 2026-03-01<\/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\/XGVG33GMBSTLYI\" class=\"app-title\">Claude Import Memory<\/a><\/p>\n<div class=\"one-liner\">Switch from ChatGPT to Claude with import memory feature<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">437<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u5141\u8bb8\u7528\u6237\u901a\u8fc7\u590d\u5236\u7c98\u8d34\u65b9\u5f0f\uff0c\u5c06ChatGPT\u7b49AI\u52a9\u624b\u7684\u8bb0\u5fc6\u4e0a\u4e0b\u6587\u5bfc\u5165Claude\u7684\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u5207\u6362AI\u5e73\u53f0\u65f6\u9700\u4ece\u5934\u91cd\u5efa\u5bf9\u8bdd\u5386\u53f2\u548c\u4e2a\u6027\u5316\u8bbe\u5b9a\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\/bbdc7dff-e93e-4484-b33d-4b1722b025b6.webp?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\/060d69d0-5c45-4ec7-844f-5ca8cb730f43.webp?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\/2cbfe6dd-f683-4a99-abf3-474307112f1e.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\/67d3bfbb-10b8-4b61-8582-0f6372254942.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\/c32a805e-ccf2-4539-a3c6-7c57cc4f7fe1.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/PupmfSttxlc\"><source src=\"https:\/\/youtu.be\/PupmfSttxlc\" 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>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u52a9\u624b\u8fc1\u79fb\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u7528\u6237\u8bb0\u5fc6\u5bfc\u5165<\/span><br \/>\n <span class=\"tag\">\u5e73\u53f0\u5207\u6362<\/span><br \/>\n <span class=\"tag\">\u8ba4\u77e5\u8fde\u7eed\u6027<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u53ef\u79fb\u690d\u6027<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">Claude\u751f\u6001<\/span><br \/>\n <span class=\"tag\">\u7528\u6237\u7c98\u6027\u7834\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\u5176\u964d\u4f4e\u8fc1\u79fb\u6210\u672c\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u4f46\u6307\u51fa\u5176\u4ec5\u80fd\u8f6c\u79fb\u663e\u6027\u4e8b\u5b9e\uff0c\u65e0\u6cd5\u590d\u5236\u9690\u6027\u7684\u4ea4\u4e92\u98ce\u683c\u4e0e\u63a8\u7406\u6821\u51c6\u3002\u4e3b\u8981\u7591\u95ee\u96c6\u4e2d\u5728\u5904\u7406\u590d\u6742\u5386\u53f2\u3001\u77db\u76fe\u4fe1\u606f\u3001\u4e0eGPTs\u9879\u76ee\u8fc1\u79fb\u7684\u5b9e\u64cd\u6027\uff0c\u5e76\u5efa\u8bae\u5c06\u8425\u9500\u91cd\u70b9\u4ece\u201c\u6570\u636e\u8fc1\u79fb\u201d\u8f6c\u5411\u201c\u96f6\u667a\u529b\u635f\u5931\u201d\u7684\u60c5\u611f\u5171\u9e23\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 \u8fd9\u6b3e\u4ea7\u54c1\u8fdc\u975e\u4e00\u4e2a\u7b80\u5355\u7684\u6570\u636e\u5bfc\u5165\u5de5\u5177\uff0c\u5b83\u5b9e\u8d28\u4e0a\u662fAI\u7ade\u4e89\u8fdb\u5165\u201c\u7528\u6237\u5fc3\u667a\u4e89\u593a\u6218\u201d\u9636\u6bb5\u7684\u4e00\u6b21\u7cbe\u51c6\u5207\u5165\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u8bd5\u56fe\u7834\u89e3\u5f53\u524dAI\u52a9\u7406\u5e02\u573a\u6700\u5927\u7684\u7528\u6237\u7c98\u6027\u6765\u6e90\u2014\u2014\u6c89\u6ca1\u7684\u8ba4\u77e5\u6210\u672c\u3002\u7528\u6237\u82b1\u8d39\u5927\u91cf\u65f6\u95f4\u8c03\u6559\u7684\u4e2a\u6027\u5316\u4e0a\u4e0b\u6587\uff0c\u5df2\u6210\u4e3a\u963b\u6b62\u5176\u8fc1\u79fb\u7684\u4e3b\u8981\u58c1\u5792\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u806a\u660e\u5730\u5229\u7528\u4e86\u201c\u590d\u5236\u7c98\u8d34\u201d\u8fd9\u4e00\u6700\u4f4e\u6280\u672f\u95e8\u69db\uff0c\u5b9e\u73b0\u4e86\u4e00\u4e2a\u9ad8\u60c5\u611f\u4ef7\u503c\u7684\u627f\u8bfa\uff1a\u4f60\u7684\u6570\u5b57\u5de5\u4f5c\u4eba\u683c\u53ef\u4ee5\u968f\u8eab\u643a\u5e26\u3002\u7136\u800c\uff0c\u8bc4\u8bba\u7280\u5229\u5730\u6307\u51fa\u4e86\u5176\u5929\u82b1\u677f\uff1a\u80fd\u8fc1\u79fb\u7684\u662f\u201c\u8bb0\u5fc6\u201d\uff08\u663e\u6027\u4e8b\u5b9e\uff09\uff0c\u800c\u975e\u201c\u9ed8\u5951\u201d\uff08\u9690\u6027\u7684\u4ea4\u4e92\u6a21\u5f0f\u4e0e\u601d\u7ef4\u6821\u51c6\uff09\u3002\u8fd9\u66b4\u9732\u4e86\u5176\u672c\u8d28\u4ecd\u662f\u4e00\u79cd\u201c\u4e0a\u4e0b\u6587\u5feb\u7167\u201d\u7684\u642c\u8fd0\uff0c\u800c\u975e\u771f\u6b63\u7684\u667a\u80fd\u4f53\u65e0\u7f1d\u63a5\u66ff\u3002\n <\/p>\n<p class=\"ai-content\">\n \u66f4\u6df1\u5c42\u7684\u884c\u4e1a\u610f\u4e49\u5728\u4e8e\uff0c\u5b83\u9996\u6b21\u5c06\u201c\u7528\u6237\u6570\u636e\u4e0e\u8bb0\u5fc6\u7684\u53ef\u79fb\u690d\u6027\u201d\u4ece\u4e00\u4e2a\u7406\u8bba\u8bae\u9898\u63a8\u5411\u4e86\u5b9e\u8df5\u524d\u53f0\uff0c\u76f4\u63a5\u6311\u6218\u4e86AI\u5382\u5546\u901a\u8fc7\u5c01\u95ed\u4e0a\u4e0b\u6587\u6784\u5efa\u62a4\u57ce\u6cb3\u7684\u5546\u4e1a\u6a21\u5f0f\u3002\u5b83\u80fd\u5426\u5012\u903c\u884c\u4e1a\u5f62\u6210\u8bb0\u5fc6\u79fb\u690d\u7684\u5f00\u653e\u6807\u51c6\uff0c\u8fd8\u662f\u4fc3\u4f7f\u5382\u5546\u5c06\u62a4\u57ce\u6cb3\u6316\u5f97\u66f4\u6df1\u3001\u66f4\u9690\u6027\uff08\u5982\u5bf9\u7528\u6237\u98ce\u683c\u7684\u6df1\u5ea6\u81ea\u9002\u5e94\uff09\uff0c\u5c06\u6210\u4e3a\u89c2\u5bdf\u884c\u4e1a\u8d70\u5411\u7684\u4e00\u4e2a\u6709\u8da3\u98ce\u5411\u6807\u3002\u5f53\u524d\uff0c\u5b83\u662f\u4e00\u4e2a\u51fa\u8272\u7684\u8fc7\u6e21\u65b9\u6848\u548c\u8425\u9500\u5229\u5668\uff0c\u4f46\u79bb\u5b9e\u73b0\u771f\u6b63\u7684\u201c\u8ba4\u77e5\u8fde\u7eed\u6027\u201d\u5c1a\u6709\u672c\u8d28\u8ddd\u79bb\u3002\u5176\u6210\u529f\u4e0e\u5426\uff0c\u6700\u7ec8\u5c06\u53d6\u51b3\u4e8eClaude\u81ea\u8eab\u5728\u7406\u89e3\u4e0e\u8fd0\u7528\u8fd9\u4e9b\u5bfc\u5165\u8bb0\u5fc6\u4e0a\u7684\u667a\u80fd\u6c34\u5e73\uff0c\u5426\u5219\uff0c\u5bfc\u5165\u7684\u53ea\u662f\u4e00\u5806\u5f85\u91cd\u65b0\u7406\u89e3\u7684\u201c\u6587\u672c\u9057\u4ea7\u201d\u800c\u5df2\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 Import Memory<\/span>\n <\/div>\n<div class=\"comment-content\">Transfer your preferences, projects, and context from other AI providers into Claude. With one copy-paste, Claude updates its memory and picks up right where you left off. Memory is available on all paid plans. Switch without losing what makes your AI useful.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>As <a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> reported, <a href=\"https:\/\/www.producthunt.com\/p\/claude\/people-are-switching-from-openai-to-claude-following-sam-altman-s-announcement-today\" target=\"_blank\" rel=\"noopener\">People are switching from OpenAI to Claude following Sam Altman’s announcement<\/a> today. <\/p>\n<\/p>\n<p>Now you can switch from ChatGPT to Claude without starting over!<\/p>\n<\/p>\n<p><strong>What\u2019s possible now<\/strong><\/p>\n<p>Claude has a Memory feature that lets it retain user preferences, context, project details, and personalized information across conversations (so you don\u2019t have to re-explain everything each time). This memory is available on paid plans (e.g., Pro, Max) and is similar to ChatGPT\u2019s memory feature.<\/p>\n<\/p>\n<p><strong>How you bring ChatGPT context over<\/strong><\/p>\n<p>There isn\u2019t a literal \u201cone-click\u201d automatic transfer between ChatGPT and Claude yet. You can export or copy your memory\/context from ChatGPT (e.g., ask ChatGPT to summarize what it knows about you) and then import it into Claude\u2019s memory by pasting it into a new chat or using Claude\u2019s memory settings. <\/p>\n<\/p>\n<p><strong>In short<\/strong><\/p>\n<p>Claude can use prior context from ChatGPT if you bring it over manually. It effectively lets you continue where you left off without starting your workflow from scratch, as long as you import the summary\/context. <\/p>\n<\/p>\n<p>Have you made the switch to <a href=\"https:\/\/www.producthunt.com\/products\/claude\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"claude\" target=\"_blank\" rel=\"noopener\">@Claude by Anthropic<\/a> yet or you prefer staying with <a href=\"https:\/\/www.producthunt.com\/products\/openai\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"openai\" target=\"_blank\" rel=\"noopener\">@OpenAI<\/a>? <\/p>\n<p>Let us know in the comments! \ud83d\ude42 <\/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\">@rohanrecommends Do you have any tips for transferring GPTs to a Claude project?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">@david_lefebure working smart means working with the right group of company<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 copy-paste transfer gets you the explicit memory layer \u2014 the facts Claude now knows about you. The harder problem is the implicit layer: how ChatGPT has calibrated to your tone, your pace, your reasoning style, the shortcuts it’s developed for how you work. That doesn’t copy-paste. Claude still has to infer all of it from scratch. The real test of this feature is whether a cold Claude + your imported memory actually feels like continuity, or just familiarity.<\/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=\"comment-item\">\n<div class=\"comment-content\">\n<p>What I’d really like to see, as a heavy paid user (tier 2 of Pro) of Clausde, is when a chat gts full, the hand-off doesn’t lose so much;; I have train each new chat for 30 mins before I can continue getting things done.<\/p>\n<\/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\">@osakasaul working smart means working with the right group of company<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 on the #1 spot!, Switching AI models is a huge pain because of the starting from zero feeling.<\/p>\n<p>Quick thought: Right now, you’re marketing a \u201cmigration tool\u201d, but the real emotional hook is Cognitive Continuity. <\/p>\n<p>If you pivot your messaging to \u201cDon\u2019t leave your AI brain behind\u201d or \u201cSwitch to Claude with zero intelligence loss\u201d, you\u2019ll convert much faster. <\/p>\n<p>I run franvimktg and I\u2019ve got 2 copy tweaks for your hero section that focus on \u201cSeamless Intelligence\u201drather than just \u201cData Import\u201d.<\/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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is actually a very interesting shift.<\/p>\n<p>The real switching cost between AI tools isn\u2019t UI \u2014 it\u2019s memory.<\/p>\n<p>Context is the moat.<\/p>\n<p>Once your AI \u201cknows\u201d your projects, decisions, and thinking patterns, you\u2019re not just using a tool \u2014 you\u2019re building a cognitive extension of yourself.<\/p>\n<p>Curious question:<\/p>\n<p>Do you see portable memory becoming an industry standard?<br \/>Or will AI providers eventually compete on proprietary, locked-in context layers?<\/p>\n<p>We\u2019re building a product where structured probability and event context matter a lot \u2014 so the idea of transferable intelligence is fascinating.<\/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\">This is amazing! I would love to switch from chatGPT to Claude for certain tasks. Still unsure if it would be better to just import the memory or train Claude through conversations<\/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>The copy-paste flow is clever for getting explicit facts across, but I’d love to know how Claude handles contradictions in imported memory. If ChatGPT “knew” something outdated or just wrong about you, does Claude surface that for review or silently accept 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=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! How does it handle complex system prompts or long chat histories?<\/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>Wild how AI models have basically developed political reputations at this point and now have actual fanbases because of it. Fascinating direction for this industry.<\/p>\n<p>I’ve been preferring Claude lately, feels like it’s pulling ahead, but I’m sure it’ll keep swinging back and forth. Perplexity is looking really solid too. So, this seems really useful for a lot of people!<\/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\">Hey, this looks amazing. I’m totally gonna try it right away. Thanks to the Anthropic’s team<\/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\">@marcelo_farr I think that this is definitely going to impact OpenAI with ChatGPT because I think that lots of people are actually moving from their subscription to Claude<\/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\">This is honestly something I\u2019ve needed for a while. Rebuilding context every time you switch AI tools is frustrating, especially when you\u2019re working on long-term projects. Being able to transfer preferences and memory directly into Claude makes the transition much smoother. This feels like a practical solution for people who use multiple models regularly.<\/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>Claude Import Memory feels most valuable right at the chat-full handoff. A tiny handoff packet, goals, constraints, key decisions, do-nots, then paste into a fresh chat and, if Memory is on your plan, save only the durable bits there. Separate slots for prefs vs project brief would keep imports from becoming a junk drawer, and you can redact sensitive stuff before saving.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Nice timing, nice caption! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Thats what clever move means \u2705<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Huge move importing memory lowers switching cost overnight, if Claude can pull in context cleanly that changes the game for power users, curious how smooth the copy paste flow really is anyone testing this today<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Has it actually worked for anyone?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 know its product hunt but congrats to claude being #1 on Appstore i hope it will be top product of the day as well as number 1 on android playstore 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<\/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\/57V5FIVDZUAGS6\" class=\"app-title\">Notra<\/a><\/p>\n<div class=\"one-liner\">Turn your daily work into publish-ready content<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">269<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Notra\u901a\u8fc7\u8fde\u63a5GitHub\u3001Linear\u548cSlack\uff0c\u5c06\u5df2\u4ea4\u4ed8\u7684\u5f00\u53d1\u5de5\u4f5c\u81ea\u52a8\u8f6c\u5316\u4e3a\u53ef\u53d1\u5e03\u7684\u66f4\u65b0\u65e5\u5fd7\u3001\u535a\u5ba2\u548c\u793e\u5a92\u5185\u5bb9\uff0c\u89e3\u51b3\u4e86\u5de5\u7a0b\u56e2\u961f\u4ea4\u4ed8\u901f\u5ea6\u5feb\u4e0e\u5e02\u573a\u5185\u5bb9\u4ea7\u51fa\u6ede\u540e\u4e4b\u95f4\u7684\u6838\u5fc3\u77db\u76fe\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\/0b9a2235-e031-4da2-8284-6429af5b945d.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\/7f5f3cef-3772-407b-9e1b-8f80593a6d64.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\/69088612-7993-4816-a45d-34a9dfa6bb35.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\">Marketing<\/span><br \/>\n <span class=\"tag\">SaaS<\/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\">\u81ea\u52a8\u5316\u5185\u5bb9\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u66f4\u65b0\u65e5\u5fd7<\/span><br \/>\n <span class=\"tag\">AI\u5199\u4f5c\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u7814\u53d1\u4e0e\u5e02\u573a\u534f\u540c<\/span><br \/>\n <span class=\"tag\">SaaS\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">GitHub\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u8bed\u97f3\u9002\u914d<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u53d1\u5e03\u7ba1\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\u4e86\u4ece\u5f00\u53d1\u5230\u8425\u9500\u7684\u5185\u5bb9\u6ede\u540e\u75db\u70b9\uff0c\u751f\u6210\u5185\u5bb9\u8d28\u91cf\u9ad8\u3001\u81ea\u7136\u3002\u4e3b\u8981\u5efa\u8bae\u4e0e\u95ee\u9898\u96c6\u4e2d\u5728\uff1a\u54c1\u724c\u8bed\u97f3\u4e2a\u6027\u5316\u5b9a\u5236\u3001SEO\u529f\u80fd\u3001\u591a\u4ea7\u54c1\u7ebf\u5185\u5bb9\u4f18\u5148\u7ea7\u5904\u7406\u3001\u4ee5\u53ca\u5411Slack\u7b49\u5e73\u53f0\u76f4\u63a5\u63a8\u9001\u5185\u5bb9\u7684\u6df1\u5ea6\u96c6\u6210\u9700\u6c42\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 Notra\u5207\u5165\u4e86\u4e00\u4e2a\u7cbe\u51c6\u4e14\u65e5\u76ca\u51f8\u663e\u7684\u7f1d\u9699\u5e02\u573a\uff1a\u7814\u53d1\u4e0e\u8425\u9500\u4e4b\u95f4\u7684\u201c\u5185\u5bb9\u8f6c\u6362\u65ad\u5c42\u201d\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u7684AI\u6587\u672c\u751f\u6210\uff0c\u800c\u5728\u4e8e\u5145\u5f53\u4e86\u4e00\u4e2a\u201c\u4e0a\u4e0b\u6587\u7ffb\u8bd1\u5668\u201d\u3002\u5b83\u6df1\u5ea6\u96c6\u6210\u81f3GitHub\u3001Linear\u7b49\u5f00\u53d1\u534f\u4f5c\u6838\u5fc3\u5730\u5e26\uff0c\u6293\u53d6\u7684\u4e0d\u4ec5\u662f\u63d0\u4ea4\u4fe1\u606f\uff0c\u66f4\u662f\u529f\u80fd\u80cc\u540e\u7684\u8bbe\u8ba1\u903b\u8f91\u548c\u4ea7\u54c1\u51b3\u7b56\u610f\u56fe\uff0c\u8fd9\u4f7f\u5176\u751f\u6210\u7684\u521d\u7a3f\u5177\u5907\u4e86\u8d85\u8d8a\u6a21\u677f\u7684\u51c6\u786e\u6027\u4e0e\u6df1\u5ea6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5de7\u5999\u5730\u907f\u5f00\u4e86\u4e0e\u901a\u7528AI\u5199\u4f5c\u5de5\u5177\u7684\u6b63\u9762\u7ade\u4e89\uff0c\u5b9a\u4f4d\u4e3a\u201c\u5de5\u7a0b\u56e2\u961f\u7684\u8425\u9500\u526f\u9a7e\u9a76\u201d\u3002\u5176\u6838\u5fc3\u58c1\u5792\u5728\u4e8e\u5bf9\u5f00\u53d1\u5de5\u4f5c\u6d41\u7684\u6df1\u5ea6\u7406\u89e3\u4e0e\u96c6\u6210\u80fd\u529b\uff0c\u4ee5\u53ca\u5c06\u6280\u672f\u672f\u8bed\u8f6c\u5316\u4e3a\u7528\u6237\u4ef7\u503c\u53d9\u4e8b\u7684\u201c\u7ffb\u8bd1\u201d\u903b\u8f91\u3002\u4ece\u8bc4\u8bba\u770b\uff0c\u7528\u6237\u6700\u4e70\u8d26\u7684\u6b63\u662f\u5176\u201c\u4f4e\u6469\u64e6\u201d\u4f53\u9a8c\uff0c\u5c06\u4e00\u9879\u7e41\u7410\u7684\u201c\u4e0a\u4e0b\u6587\u5207\u6362\u201d\u4efb\u52a1\u53d8\u6210\u4e86\u8fd1\u4e4e\u65e0\u611f\u7684\u526f\u4ea7\u54c1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u6e05\u6670\u3002\u9996\u5148\uff0c\u662f\u201c\u54c1\u724c\u8bed\u97f3\u201d\u7684\u6df1\u5ea6\u9002\u914d\u95ee\u9898\u3002\u5f53\u524d\u6293\u53d6\u7f51\u7ad9\u751f\u6210\u8bed\u97f3\u7684\u65b9\u6848\u4ecd\u662f\u8868\u5c42\uff0c\u5982\u4f55\u6301\u7eed\u5b66\u4e60\u5e76\u5185\u5316\u4e00\u4e2a\u54c1\u724c\u72ec\u7279\u7684\u53d9\u4e8b\u98ce\u683c\uff0c\u662f\u907f\u514d\u5185\u5bb9\u540c\u8d28\u5316\u7684\u5173\u952e\u3002\u5176\u6b21\uff0c\u662f\u5185\u5bb9\u4ef7\u503c\u7684\u5224\u65ad\u4e0e\u4f18\u5148\u7ea7\u95ee\u9898\u3002\u6b63\u5982\u7528\u6237\u6240\u95ee\uff0c\u5982\u4f55\u533a\u5206\u503c\u5f97\u63a8\u5e7f\u7684\u7528\u6237\u529f\u80fd\u66f4\u65b0\u4e0e\u5185\u90e8\u57fa\u7840\u8bbe\u65bd\u8c03\u6574\uff0c\u8fd9\u9700\u8981\u4ea7\u54c1\u5f15\u5165\u66f4\u590d\u6742\u7684\u51b3\u7b56\u5c42\uff0c\u6216\u8bb8\u9700\u8981\u7ed3\u5408\u4e1a\u52a1\u6570\u636e\uff08\u5982\u529f\u80fd\u4f7f\u7528\u91cf\uff09\u6216\u4ea7\u54c1\u7ecf\u7406\u7684\u8f93\u5165\u3002\u6700\u540e\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u53ef\u80fd\u53d7\u9650\u4e8e\u76ee\u6807\u5ba2\u7fa4\u89c4\u6a21\uff0c\u5373\u90a3\u4e9b\u4ea4\u4ed8\u9891\u7e41\u3001\u4e14\u62e5\u6709\u72ec\u7acb\u8425\u9500\u9700\u6c42\u7684\u79d1\u6280\u516c\u53f8\uff0c\u5e02\u573a\u5929\u82b1\u677f\u9700\u8981\u5ba1\u89c6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cNotra\u662f\u4e00\u6b3e\u6781\u5177\u6d1e\u5bdf\u529b\u7684\u5782\u76f4\u5316AI\u5e94\u7528\u3002\u5b83\u6ca1\u6709\u8ffd\u9010\u6cdb\u5316\u7684\u5185\u5bb9\u751f\u6210\uff0c\u800c\u662f\u901a\u8fc7\u6df1\u6316\u4e00\u4e2a\u5177\u4f53\u5de5\u4f5c\u6d41\u7684\u75db\u70b9\uff0c\u63d0\u4f9b\u4e86\u8fd1\u4e4e\u201c\u7ba1\u9053\u201d\u5f0f\u7684\u89e3\u51b3\u65b9\u6848\u3002\u5176\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u201c\u81ea\u52a8\u5316\u201d\u4e0e\u201c\u53ef\u63a7\u6027\u201d\u3001\u201c\u89c4\u6a21\u6548\u7387\u201d\u4e0e\u201c\u54c1\u724c\u72ec\u7279\u6027\u201d\u4e4b\u95f4\u627e\u5230\u6700\u4f73\u5e73\u8861\u70b9\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\">Notra<\/span>\n <\/div>\n<div class=\"comment-content\">Notra connects to GitHub, Linear and Slack to turn shipped work into ready-to-publish changelogs, blog posts, and social updates.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey everyone, excited to launch on Product Hunt today!<\/p>\n<\/p>\n<p>AI made coding faster. Marketing can’t keep up. Notra lets you ship product updates as fast as your code, so changelogs, LinkedIn posts, and marketing copy go out without the usual lag. The idea: engineers shouldn’t have to slow down to market what they built.<\/p>\n<\/p>\n<p>Would mean a lot if you could take a look. Curious what you think!<\/p>\n<\/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\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dominikkoch\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dominikkoch<\/a> really cool idea and product and i think it works , i am also working on a product which can help you in getting customers and also helps in automating your customers support , it helps you getting leads through support , it helps you converting your customers , it solves you users queries in a most efficient way possible so you need not to worry , i am giving free access to you to try our product at scale if you are in let me know and checkout – customsupportai.com<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@dominikkoch\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dominikkoch<\/a> Every sprint we’d ship a dozen PRs and the marketing update would lag two weeks because nobody wanted to context-switch into copywriting mode. By the time someone wrote it up, half the details were fuzzy. Notra pulling from merged PRs and auto-drafting changelogs plus social updates kills that lag. Brand voice matching is what separates this from a template generator… without it you’re still rewriting every draft. Once Linear and Slack land, drafts pick up design rationale and product decisions that PRs alone miss. That’s where content goes from accurate to genuinely useful.<\/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\">Awesome product! Gave it a shot and the generated content is natural and right on point, fitting the actual product development instead of random unrelated stuff. Feels like it really helps with getting media-content stuff done – especially when you\u2018re focussed on the technical side.<\/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>Thanks for giving Notra a try<a href=\"https:\/\/www.producthunt.com\/@glenntoews\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@glenntoews<\/a>! And thanks for all the feedback!<\/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 lowkey turned the chore of creating release notes and changelogs into a drop-in solution, absolutely love how low friction it is<\/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>Appreciate the kind words <a href=\"https:\/\/www.producthunt.com\/@izadoesdev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@izadoesdev<\/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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Super super nice, congrats on the product and the launch! Do you have a way to personalize the output to match the user’s tone of voice? The content creation part is great, but I was wondering if you also have something in place to ensure it doesn’t sound generic? <\/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>We actually pull in your website to try and match your brands voice\/identity. You can also give it custom instructions to help make it less generic!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Is there an offline mode available or any built-in SEO tools for the published content?<\/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>Offline mode wouldn’t really make sense because you can’t publish\/create new content that way. SEO tools would be awesome, though; I am putting that on my list, thanks!<\/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 a real pain point. We spend way too much time turning dev work into marketing content. Love that it pulls directly from GitHub and Linear \u2014 that’s where the actual work lives. 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>Thank you <a href=\"https:\/\/www.producthunt.com\/@globalmoneyindex\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@globalmoneyindex<\/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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great product, we could automate code w different tools but finally a good product for marketing. Should definitely try 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>Exactly my throughts! Thanks a lot for trying Notra!<\/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\">Bridging this gap is a strong positioning angle! Curious how you\u2019re thinking about quality control and brand voice over time?<\/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>It should learn from you and get better at that over time as its knowledge and references provided grow. We also fetch your website to compile a custom brand voice.<\/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 use-case for this could be writing release notes automatically, or letting my co-founders know what is coming out on new releases, can I link it to post to slack rather than just feeding it data from there?<\/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>Hey<a href=\"https:\/\/www.producthunt.com\/@haxybaxy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@haxybaxy<\/a>, thats a great idea actually, would you want to send the whole post straight to Slack or just a link\/reference to it? Both is definitely something it should do long term!<\/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 solving something I’ve felt firsthand – we ship fast but then the marketing side just… lags behind for days. The idea of pulling directly from GitHub commits and Linear tickets to generate ready-to-go content is smart. Curious about one thing: how customizable is the tone\/voice for the outputs? Like if you have a very specific brand voice, can Notra learn that over time?<\/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>We currently fetch your website to generate a brand voice and let you edit it or even add your own custom instructions. Adding references etc. is also high on my list!<\/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>Amazing product that I can\u2019t wait to use. 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\">Thanks @ay_ush! can’t wait for you to try it!<\/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>I really love the idea! This is such a strong concept, and Notra actually works really well too. I tried it, and I\u2019m fascinated by how good the texts Notra creates are, just based on my Git commits. It\u2019s absolutely crazy. I\u2019m very excited to see how this will impact our marketing in the long term.<\/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>Thank you <a href=\"https:\/\/www.producthunt.com\/@bennyqp\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bennyqp<\/a>, glad you found Notra useful!<\/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>the first tool that really gets my messy commits and makes perfect changelogs from it, that i literally then just instantly display on my website. great ux too, very intuitive!<\/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>Thank you <a href=\"https:\/\/www.producthunt.com\/@janburzinski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@janburzinski<\/a>, glad you enjoy using Notra and thanks for all the feedback so far!<\/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\">I agree. I think building is no challenge anymore. Marketing and distribution becomes more and more important. Especially now that potential customers get spammed with products. What feedback did you get already from users?<\/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<a href=\"https:\/\/www.producthunt.com\/@phirabu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@phirabu<\/a>! We got a lot of feedback about the output quality so far and lot’s of feature suggestions like an API or a MCP server.<\/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 hits close to home. At Custyle, we’re building AI-powered merchandising, and the gap between shipping code and shipping marketing content is real. Engineers move fast, but marketing copy gets stuck in a queue.<\/p>\n<\/p>\n<p>What’s interesting here is the integration depth \u2014 pulling from GitHub commits AND Linear tickets gives you actual context, not just surface-level updates. That’s the difference between “we shipped features” and “here’s what changed for users.”<\/p>\n<\/p>\n<p>Quick question: For teams with multiple products or workstreams, how does Notra handle prioritization? Like, if we’re pushing updates across 3 different product lines simultaneously, can it distinguish what’s worth promoting vs. what’s internal infrastructure?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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, this is really nice! <\/p>\n<\/p>\n<p>As a QA, I’ve seen so many great features ship with hardly anyone pushing them forward because devs didn’t have the time to write marketing copy or properly explain the full picture to their marketing team.<\/p>\n<\/p>\n<p>Does this capture the “why this matters” or just the “what changed”?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Hey folks<br \/>What\u2019s the exact moment or event that makes me think: \u2018This is worth paying for Notra\u2019?\u201d<\/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, website looks super neat and clean. Is there any API to integrate with different software? In my company we’ve been using Microsoft Teams, so I don’t know if it’s possible to fetch details from there.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 hits a real pain point. I’m a solo founder shipping features constantly and the marketing side always lags behind \u2014 I’ll push 5 updates before I even think about writing a changelog or posting about it. The GitHub-to-content pipeline makes a lot of sense. Quick question: does it handle different tones for different channels? Like a more technical changelog vs. a casual tweet or Reddit post from the same PR?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">#3<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/SANCIWSYKEYOOQ\" class=\"app-title\">OpenFang<\/a><\/p>\n<div class=\"one-liner\">Open-Source Agent Operating System<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">192<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>OpenFang\u662f\u4e00\u4e2a\u5f00\u6e90\u3001\u5b89\u5168\u7684\u667a\u80fd\u4f53\u64cd\u4f5c\u7cfb\u7edf\uff0c\u901a\u8fc7\u9884\u7f6e\u8c03\u5ea6\u3001\u5b89\u5168\u6c99\u7bb1\u4e0e\u591a\u5de5\u5177\u96c6\u6210\uff0c\u89e3\u51b3\u4e86\u73b0\u6709AI\u4ee3\u7406\u6846\u67b6\u4f9d\u8d56\u4eba\u5de5\u89e6\u53d1\u3001\u7f3a\u4e4f\u771f\u6b63\u81ea\u4e3b\u6267\u884c\u4e0e\u53ef\u4fe1\u5b89\u5168\u8fb9\u754c\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\/f64ce49d-dfcf-4c8c-81a5-daedca52cfba.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\/a1c97757-7c19-4364-a1ba-d1100fbc88be.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\/e32a7efc-c3fe-46bc-b26d-0124a6109078.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\/2b742384-503c-44a3-9fc0-b363f5655a08.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\/27203f24-5047-450d-821b-c3b834cad1c3.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\">Developer Tools<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u667a\u80fd\u4f53\u64cd\u4f5c\u7cfb\u7edf<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90<\/span><br \/>\n <span class=\"tag\">Rust<\/span><br \/>\n <span class=\"tag\">\u81ea\u4e3b\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u5b89\u5168\u67b6\u6784<\/span><br \/>\n <span class=\"tag\">WASM\u6c99\u7bb1<\/span><br \/>\n <span class=\"tag\">\u8c03\u5ea6\u6267\u884c<\/span><br \/>\n <span class=\"tag\">\u5355\u4e8c\u8fdb\u5236\u6587\u4ef6<\/span><br \/>\n <span class=\"tag\">\u591a\u5de5\u5177\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\u8d5e\u8d4f\u5176\u4ece\u201c\u804a\u5929\u5305\u88c5\u5668\u201d\u8f6c\u5411\u771f\u6b63\u81ea\u4e3b\u8c03\u5ea6\u7684\u7406\u5ff5\u53ca\u4e25\u8083\u7684\u5b89\u5168\u67b6\u6784\uff08WASM\u3001Merkle\u5ba1\u8ba1\uff09\u3002\u6838\u5fc3\u95ee\u9898\u805a\u7126\u4e8e\uff1a\u5931\u8d25\u91cd\u8bd5\u4e0e\u56de\u6eda\u673a\u5236\u3001\u591a\u667a\u80fd\u4f53\u534f\u8c03\u4e0e\u72b6\u6001\u5171\u4eab\u3001\u957f\u671f\u5206\u5e03\u5f0f\u4e0e\u5546\u4e1a\u5316\u613f\u666f\uff0c\u4ee5\u53ca\u5b89\u5168\u63aa\u65bd\uff08\u5982\u6c99\u7bb1\uff09\u7684\u5177\u4f53\u6267\u884c\u65f6\u673a\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 OpenFang\u7684\u4eae\u76f8\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u4e2a\u65b0\u6846\u67b6\uff0c\u4e0d\u5982\u8bf4\u662f\u5bf9\u5f53\u524d\u201c\u667a\u80fd\u4f53\u201d\u6982\u5ff5\u6cdb\u6ee5\u7684\u4e00\u6b21\u7cbe\u51c6\u795b\u9b45\u3002\u5b83\u76f4\u6307\u884c\u4e1a\u8f6f\u808b\uff1a\u7edd\u5927\u591a\u6570\u6240\u8c13\u4ee3\u7406\uff0c\u672c\u8d28\u4ecd\u662f\u9700\u8981\u4eba\u7c7b\u6301\u7eed\u4ea4\u4e92\u7684\u589e\u5f3a\u578b\u804a\u5929\u673a\u5668\u4eba\uff0c\u79bb\u201c\u81ea\u4e3b\u6267\u884c\u5de5\u4f5c\u201d\u76f8\u53bb\u751a\u8fdc\u3002\u5176\u4ef7\u503c\u6838\u5fc3\u5728\u4e8e\uff0c\u7528\u201c\u8c03\u5ea6\u201d\u53d6\u4ee3\u201c\u63d0\u793a\u201d\uff0c\u7528\u201c\u7cfb\u7edf\u201d\u53d6\u4ee3\u201c\u6846\u67b6\u201d\uff0c\u8bd5\u56fe\u5c06\u667a\u80fd\u4f53\u4ece\u73a9\u5177\u5347\u7ea7\u4e3a\u53ef\u4fe1\u7684\u751f\u4ea7\u529b\u5de5\u5177\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u950b\u8292\u85cf\u5728\u6280\u672f\u9009\u578b\u4e0e\u67b6\u6784\u4e2d\u3002Rust\u8bed\u8a00\u3001\u5355\u4e8c\u8fdb\u5236\u5206\u53d1\uff0c\u662f\u5bf9Python\u7cfb\u4f9d\u8d56\u5730\u72f1\u548c\u90e8\u7f72\u590d\u6742\u6027\u7684\u516c\u7136\u53cd\u6297\uff0c\u7784\u51c6\u7684\u662f\u7a33\u5b9a\u4e0e\u53ef\u63a7\u3002\u800cWASM\u6c99\u7bb1\u3001Merkle\u5ba1\u8ba1\u8ffd\u8e2a\u3001\u6c61\u70b9\u8ddf\u8e2a\u7b4916\u5c42\u5b89\u5168\u8bbe\u8ba1\uff0c\u5e76\u975e\u9526\u4e0a\u6dfb\u82b1\uff0c\u800c\u662f\u5c06\u201c\u4e0d\u4fe1\u4efb\u201d\u539f\u5219\u690d\u5165\u9aa8\u9ad3\u3002\u8fd9\u56de\u5e94\u4e86\u4e00\u4e2a\u5173\u952e\u8d28\u7591\uff1a\u5f53\u4ee3\u7406\u80fd\u64cd\u4f5c\u652f\u4ed8\u3001API\u7b49\u771f\u5b9e\u4e16\u754c\u63a5\u53e3\u65f6\uff0c\u5982\u4f55\u9632\u6b62\u5176\u201c\u4f5c\u6076\u201d\u6216\u51fa\u9519\uff1fOpenFang\u8bd5\u56fe\u7528\u6280\u672f\u5f3a\u5236\u529b\u7ed9\u51fa\u7b54\u6848\uff0c\u5c06\u5b89\u5168\u4ece\u4e8b\u540e\u5ba1\u8ba1\u53d8\u4e3a\u4e8b\u4e2d\u9694\u79bb\u4e0e\u8ffd\u6eaf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u540c\u6837\u6e05\u6670\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u5931\u8d25\u56de\u6eda\u201d\u548c\u201c\u591a\u667a\u80fd\u4f53\u534f\u8c03\u201d\u7684\u63d0\u95ee\uff0c\u6233\u4e2d\u4e86\u4ece\u201c\u80fd\u8fd0\u884c\u201d\u5230\u201c\u53ef\u9760\u8fd0\u884c\u201d\u7684\u9e3f\u6c9f\u3002\u8c03\u5ea6\u4e0b\u7684\u81ea\u4e3b\uff0c\u610f\u5473\u7740\u66f4\u590d\u6742\u7684\u9519\u8bef\u5904\u7406\u4e0e\u72b6\u6001\u534f\u8c03\uff0c\u8fd9\u9700\u8981\u8d85\u8d8a\u5355\u70b9\u5b89\u5168\u7684\u7cfb\u7edf\u7ea7\u8bbe\u8ba1\u3002\u6b64\u5916\uff0c\u5176\u5f00\u6e90\u3001\u81ea\u6258\u7ba1\u7684\u8def\u5f84\uff0c\u867d\u53d7\u5f00\u53d1\u8005\u6b22\u8fce\uff0c\u4f46\u5982\u4f55\u4e0e\u4e91\u539f\u751f\u3001\u96c6\u6210\u7684\u5546\u4e1a\u5e73\u53f0\u7ade\u4e89\u751f\u6001\u4e0e\u6613\u7528\u6027\uff0c\u662f\u5176\u5fc5\u987b\u9762\u5bf9\u7684\u957f\u671f\u547d\u9898\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cOpenFang\u662f\u4e00\u6b21\u503c\u5f97\u5c0a\u656c\u7684\u5e95\u5c42\u7a81\u56f4\u3002\u5b83\u4e0d\u8ffd\u9010\u5bf9\u8bdd\u7684\u6d41\u7545\u5ea6\uff0c\u800c\u662f\u6b7b\u78d5\u81ea\u4e3b\u7684\u53ef\u9760\u6027\u4e0e\u5b89\u5168\u6027\uff0c\u4e3a\u667a\u80fd\u4f53\u771f\u6b63\u878d\u5165\u5173\u952e\u5de5\u4f5c\u6d41\u94fa\u8bbe\u57fa\u7840\u8bbe\u65bd\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u68c0\u9a8c\u5e02\u573a\u5bf9\u201c\u81ea\u4e3b\u201d\u7684\u9700\u6c42\uff0c\u7a76\u7adf\u662f\u53f6\u516c\u597d\u9f99\uff0c\u8fd8\u662fready for the next level\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\">OpenFang<\/span>\n <\/div>\n<div class=\"comment-content\">Open-source Agent OS built in Rust. 7 autonomous Hands that work for you on schedules. 16 security systems. 53 tools. 40 channels. 27 LLM providers. WASM sandbox, Merkle audit trail, taint tracking. Single binary.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">hey everyone, im jaber, i built openfang because every agent framework i tried was basically a chatbot wrapper. you type something, it responds, you type again. thats not autonomy thats a conversation.<br \/>\ni wanted agents that wake up on a schedule, do the work, and report back without me sitting there. so i built Openfang!<\/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\">@jaber23 what do your agents do for you?<\/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\">@chrismessina anything<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 on launch. I noticed that you mentioned P2P networking in your website, do you plan to make it distributed in the future?<\/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\">@libos indeed!<\/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\/@libos\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@libos<\/a> Agent frameworks that treat safety as one global toggle break when a Hand has browser access and purchase authority alongside one that just reads APIs. OpenFang splitting guardrails per Hand via HAND.toml is what makes scheduled autonomy actually trustable. Single Rust binary compounds that… no Python dependency tree to audit across 7 autonomous processes on a cron. Where this gets real: overlapping schedules where two Hands compete for the same external resource. That coordination layer is usually where autonomous setups hit their first production stress test.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 the kind of infrastructure play the agent space needs. Most frameworks are still stuck in “prompt-response” mode \u2014 basically glorified chat wrappers. But actual autonomy means agents that wake up, do work, and report back without you babysitting.<\/p>\n<\/p>\n<p>What caught my attention: the security-first architecture. WASM sandbox + Merkle audit trail + taint tracking isn’t just feature creep \u2014 it’s acknowledging that agents making real-world calls (payments, API writes, data access) need guardrails. At Custyle, we’re building AI-powered merchandising agents, and the question of “what happens when an agent goes rogue mid-task?” keeps me up at night.<\/p>\n<\/p>\n<p>Quick question: For scheduled agents that fail partway through, is there a built-in retry\/recovery mechanism? Or does the Merkle trail just help with debugging after the fact? Also curious how you’re thinking about multi-agent coordination \u2014 if 7 Hands are running simultaneously, how do they share state without stepping on 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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Building an Agent OS in Rust with a WASM sandbox is a serious architectural choice. Most \u2018agent frameworks\u2019 stop at orchestration – you\u2019re clearly thinking about execution boundaries and auditability.<\/p>\n<p>Curious how you see OpenFang competing with cloud-first agent platforms. Is the long-term vision self-hosted autonomy, or a distributed network of 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>Amazing one Jaber, congrats, do you consider making other products use yours to build agents in their workflow? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Built in Rust with WASM sandbox \u2014 that’s a serious approach to agent security. Bookmarking 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>Congrats on the launch! The idea of building agents that actually run autonomously on schedules instead of just responding to prompts is a really important distinction \u2014 most frameworks still feel like glorified chat wrappers. Building this in Rust with a WASM sandbox is a bold choice too. Curious about the security model \u2014 with 16 security systems and Merkle audit trails, are you targeting enterprise use cases or is this more for indie devs who want to self-host reliable agents? Either way, shipping a single binary makes the DX so much cleaner.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 security architecture here is impressive – 16 layers including WASM sandboxing, Merkle audit trails, and taint tracking is serious work. Most agent frameworks treat safety as an afterthought, but for agents that actually interact with the real world (payments, database writes, API calls), this is exactly the right priority.<\/p>\n<p>Curious about one thing: when an agent triggers an action with real-world side effects (like sending an email or making a payment), how does the system handle rollback if a later step in the chain fails? Is there a compensation mechanism, or does the sandbox prevent those actions from executing until the full chain is validated?<\/p>\n<p>Congrats on the launch – 4,000+ stars in 4 days speaks for itself.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 WASM sandbox + Merkle audit trail combo is really smart for agent security. Most frameworks just trust the LLM output blindly – having taint tracking built in from day one shows you actually thought about what happens when agents run unsupervised. Curious how the scheduling system handles failures mid-task.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Really interesting approach building an open-source Agent OS in Rust. The focus on WASM sandbox + security layers stands out. Curious how you\u2019re thinking about long-term extensibility for third-party 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<\/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\/6KQH3RRTWKMTFK\" class=\"app-title\">Voicr<\/a><\/p>\n<div class=\"one-liner\">Your voice in, polished text out \u2014 in seconds<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">188<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Voicr\u662f\u4e00\u6b3e\u5168\u79bb\u7ebfAI\u8bed\u97f3\u8f6c\u6587\u5b57\u5e94\u7528\uff0c\u7528\u6237\u901a\u8fc7\u81ea\u7136\u8bf4\u8bdd\u5373\u53ef\u5373\u65f6\u83b7\u5f97\u7cbe\u70bc\u3001\u53ef\u5206\u4eab\u7684\u6587\u672c\uff0c\u89e3\u51b3\u4e86\u7075\u611f\u7a0d\u7eb5\u5373\u901d\u3001\u601d\u7ef4\u5feb\u4e8e\u6253\u5b57\u4ee5\u53ca\u4e66\u9762\u8868\u8fbe\u8017\u65f6\u8017\u529b\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\/30f549b5-4ff5-4d4f-b4b2-12a13a15a5ac.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\/343a5cc1-05ba-4e4a-82d2-ea780941475f.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\/4117d5ed-3e06-408f-9230-5ab3c694bff6.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\/38478b04-5f35-4566-adce-7c051495abd8.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\/74e78f32-cfcd-41d9-9232-de517cd29165.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\/7c6e383f-a7d8-46e4-9944-ac2979e512e7.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\/1c364ca1-3ebc-4c8e-a64a-a59aef72251c.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=6wzqnRgGwjQ\"><source src=\"https:\/\/www.youtube.com\/watch?v=6wzqnRgGwjQ\" 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\">Writing<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8bed\u97f3\u8f6c\u6587\u5b57<\/span><br \/>\n <span class=\"tag\">AI\u6587\u672c\u6da6\u8272<\/span><br \/>\n <span class=\"tag\">\u5168\u79bb\u7ebf\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u7b14\u8bb0\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u521b\u4f5c<\/span><br \/>\n <span class=\"tag\">\u79fb\u52a8\u6548\u7387<\/span><br \/>\n <span class=\"tag\">\u53ef\u5b9a\u5236\u63d0\u793a\u8bcd<\/span><br \/>\n <span class=\"tag\">\u591a\u7248\u672c\u8f93\u51fa<\/span><br \/>\n <span class=\"tag\">\u7075\u611f\u6355\u6349<\/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\u7075\u611f\u6d41\u5931\u201d\u75db\u70b9\u7684\u4ef7\u503c\uff0c\u5e76\u5bf9\u5168\u79bb\u7ebf\u6a21\u5f0f\u8868\u793a\u8d5e\u8d4f\u3002\u4e3b\u8981\u5efa\u8bae\u4e0e\u95ee\u9898\u96c6\u4e2d\u5728\uff1a\u589e\u52a0\u591a\u573a\u666f\u9884\u8bbe\u3001\u652f\u6301\u5f55\u97f3\u540e\u8ffd\u52a0\u7f16\u8f91\u3001\u4f18\u5316\u975e\u6bcd\u8bed\u53e3\u97f3\u8bc6\u522b\u3001\u63d0\u4f9b\u684c\u9762\u7aef\u7248\u672c\u3001\u8003\u8651\u66f4\u7075\u6d3b\u7684\u5b9a\u4ef7\u7b56\u7565\uff0c\u4ee5\u53ca\u63a2\u7d22\u201c\u601d\u7ef4\u6f14\u8fdb\u201d\u7b49\u6df1\u5ea6\u529f\u80fd\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 Voicr\u7684\u5ba3\u8a00\u201cYour voice in, polished text out\u201d\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u9ad8\u9891\u4e14\u672a\u88ab\u59a5\u5584\u89e3\u51b3\u7684\u6548\u7387\u65ad\u5c42\uff1a\u4ece\u6a21\u7cca\u3001\u6d41\u52a8\u7684\u601d\u7ef4\u5230\u6e05\u6670\u3001\u7ed3\u6784\u5316\u6587\u672c\u7684\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\u635f\u8017\u3002\u5b83\u5e76\u975e\u7b80\u5355\u7684\u8bed\u97f3\u5907\u5fd8\u5f55\uff0c\u5176\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u5145\u5f53\u4e86\u4e00\u4e2a\u201c\u8ba4\u77e5\u51cf\u8d1f\u201d\u7684\u5b9e\u65f6\u7f16\u8f91\uff0c\u8bd5\u56fe\u5c06\u788e\u7247\u5316\u601d\u8003\u76f4\u63a5\u8f6c\u5316\u4e3a\u53ef\u4ea4\u4ed8\u7684\u6210\u679c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u6700\u7280\u5229\u7684\u5200\u5203\u5728\u4e8e\u4e24\u4e2a\u770b\u4f3c\u77db\u76fe\u7684\u9009\u62e9\uff1a\u4e00\u662f\u63d0\u4f9b\u201c\u53ef\u5b9a\u5236\u63d0\u793a\u8bcd\u201d\uff0c\u8fd9\u5b9e\u9645\u4e0a\u662f\u5c06\u6587\u672c\u98ce\u683c\u7684\u638c\u63a7\u6743\u90e8\u5206\u5f52\u8fd8\u7ed9\u7528\u6237\uff0c\u4ee5\u5bf9\u6297AI\u8f93\u51fa\u56fa\u6709\u7684\u201c\u5e73\u5eb8\u5316\u201d\u98ce\u9669\uff0c\u56de\u5e94\u4e86\u7528\u6237\u5bf9\u201c\u4fdd\u6301\u4e2a\u4eba\u58f0\u97f3\u201d\u7684\u6df1\u5c42\u7126\u8651\uff1b\u4e8c\u662f\u201c100% on-device\u201d\uff0c\u8fd9\u5728\u6570\u636e\u9690\u79c1\u6050\u614c\u65f6\u4ee3\u6784\u7b51\u4e86\u575a\u5b9e\u7684\u4fe1\u4efb\u58c1\u5792\uff0c\u76f4\u63a5\u4e0e\u4e3b\u6d41\u4e91\u7aef\u65b9\u6848\u5f62\u6210\u5dee\u5f02\u5316\u7ade\u4e89\uff0c\u4f46\u540c\u65f6\u4e5f\u4e3a\u5176\u6a21\u578b\u80fd\u529b\u4e0e\u5904\u7406\u590d\u6742\u4efb\u52a1\u7684\u6027\u80fd\u8bbe\u4e0b\u4e86\u5929\u82b1\u677f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0cVoicr\u9762\u4e34\u7684\u771f\u6b63\u8003\u9a8c\u5728\u4e8e\u5176\u5b9a\u4f4d\u7684\u201c\u6a21\u7cca\u5730\u5e26\u201d\u3002\u4ece\u8bc4\u8bba\u770b\uff0c\u7528\u6237\u65e2\u5e0c\u671b\u5b83\u662f\u201c\u5feb\u901f\u6355\u6349\u5de5\u5177\u201d\uff08\u7528\u4e8eSlack\u6d88\u606f\uff09\uff0c\u53c8\u671f\u5f85\u5176\u6210\u4e3a\u201c\u601d\u8003\u4f34\u4fa3\u201d\uff08\u7528\u4e8e\u957f\u6587\u3001\u601d\u60f3\u6f14\u8fdb\uff09\u3002\u8fd9\u63ed\u793a\u4e86\u5176\u6838\u5fc3\u77db\u76fe\uff1a**\u5728\u201c\u5373\u65f6\u629b\u5149\u201d\u4e0e\u201c\u6df1\u5ea6\u5b75\u5316\u201d\u4e4b\u95f4\u5982\u4f55\u53d6\u820d\uff1f** \u8fc7\u5ea6\u629b\u5149\u4f1a\u627c\u6740\u601d\u60f3\u7684\u539f\u59cb\u751f\u547d\u529b\uff08\u6b63\u5982\u7528\u6237\u62c5\u5fe7\u7684\u201c\u5931\u53bb\u80fd\u91cf\u201d\uff09\uff0c\u800c\u5355\u7eaf\u8bb0\u5f55\u53c8\u9000\u5316\u4e3a\u666e\u901a\u5f55\u97f3\u7b14\u3002\u5b83\u7684\u201c\u53ef\u5b9a\u5236\u63d0\u793a\u8bcd\u201d\u662f\u89e3\u51b3\u6b64\u77db\u76fe\u7684\u4e00\u6b21\u7cbe\u5de7\u5c1d\u8bd5\uff0c\u4f46\u80fd\u5426\u6ee1\u8db3\u4ece\u5373\u65f6\u901a\u8baf\u5230\u5185\u5bb9\u521b\u4f5c\u7684\u5168\u573a\u666f\u9700\u6c42\uff0c\u4ecd\u9700\u89c2\u5bdf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u672a\u6765\u6f14\u8fdb\u7684\u5173\u952e\uff0c\u6216\u8bb8\u4e0d\u5728\u4e8e\u589e\u52a0\u66f4\u591a\u529f\u80fd\uff0c\u800c\u5728\u4e8e\u66f4\u667a\u80fd\u5730\u7406\u89e3\u8bed\u5883\u4e0e\u610f\u56fe\u3002\u4f8b\u5982\uff0c\u6839\u636e\u5f55\u97f3\u957f\u5ea6\u3001\u5173\u952e\u8bcd\u81ea\u52a8\u5339\u914d\u5904\u7406\u6df1\u5ea6\uff0c\u6216\u50cf\u7528\u6237\u5efa\u8bae\u7684\uff0c\u5141\u8bb8\u5bf9\u540c\u4e00\u601d\u60f3\u8fdb\u884c\u591a\u6b21\u5f55\u97f3\u201c\u6d47\u704c\u201d\uff0c\u4f7f\u5176\u9010\u6b65\u751f\u957f\u3002\u82e5\u4ec5\u505c\u7559\u5728\u5f53\u524d\u201c\u9ad8\u6548\u8f6c\u5f55+\u98ce\u683c\u6a21\u677f\u201d\u5c42\u9762\uff0c\u5b83\u53ef\u80fd\u6ca6\u4e3a\u53c8\u4e00\u4e2a\u6709\u8da3\u7684\u5de5\u5177\uff1b\u82e5\u80fd\u771f\u6b63\u964d\u4f4e\u4ece\u601d\u7ef4\u5230\u4f18\u8d28\u6587\u672c\u7684\u201c\u8ba4\u77e5\u6469\u64e6\u529b\u201d\uff0c\u5b83\u624d\u6709\u6f5c\u529b\u6210\u4e3a\u4e00\u4e2a\u98a0\u8986\u6027\u7684\u5e95\u5c42\u4e60\u60ef\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\">Voicr<\/span>\n <\/div>\n<div class=\"comment-content\">We all know what we want to say. Writing it down is the hard part. Voicr closes that gap. Speak naturally, get polished text instantly \u2014 ready to share anywhere. Out of the box, you get 3 tones: professional, casual, and concise. But every tone is fully configurable \u2014 replace them with your own custom prompts to match your voice, workflow, or audience. \u2192 Speak once, get multiple versions \u2192 Fully customizable AI prompts \u2192 100% on-device \u2014 no accounts, no tracking iOS & Android. Free trial.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey PH! \ud83d\udc4b<br \/>\nI built Voicr because I kept losing my best ideas.<br \/>\nYou know that moment \u2014 you’re walking, driving, making coffee \u2014 and the perfect post hits you. The exact words. The right take. You KNOW it’s good. You grab your phone, open the notes app, start typing… and it’s gone. The magic version that existed in your head turns into a flat, half-finished sentence on screen.<br \/>\nThis happened to me constantly. My best thinking always happened when I couldn’t sit down and write. And by the time I could, the moment had passed.<br \/>\nSo I built Voicr. The idea is dead simple: the second inspiration hits, you tap, speak, and it’s captured \u2014 not as a messy transcript, but as polished, ready-to-share text. Post it immediately, or save it to your notes for later.<br \/>\nThat’s the other thing \u2014 Voicr is also a note-taking app. Every recording lives in your history. Your best outputs go to a dedicated notes section. So nothing gets lost anymore.<br \/>\nYou get three tones out of the box (professional, casual, concise), but every tone is fully configurable \u2014 replace them with your own prompts so the output sounds like YOU, not generic AI.<br \/>\nEverything on-device. No accounts. No cloud. No data leaving your phone.<br \/>\nI use it daily for quick notes, Slack messages, LinkedIn posts, tweets \u2014 basically anything where I think faster than I type.<br \/>\nTwo things I’d love from this community:<\/p>\n<p>Honest reaction after trying it?<br \/>\nWhat features would make this a daily habit for you?<\/p>\n<p>Here all day \u2014 fire away. \ud83d\ude4f<\/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\/@justonedev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@justonedev<\/a> This resonates a lot: ideas are highest quality before we try to type them.<\/p>\n<p>A few things I\u2019m curious about:<\/p>\n<ol>\n<li>\n<p>How do you preserve nuance without over-polishing? Sometimes the raw voice energy is what makes the idea powerful: does Voicr allow you to control how much it \u201ccleans up\u201d?<\/p>\n<\/li>\n<li>\n<p>Since it\u2019s fully on-device, how are you handling model quality vs. performance tradeoffs? Especially for longer, more complex thoughts.<\/p>\n<\/li>\n<li>\n<p>Have you considered a \u201cthought evolution\u201d mode: where you can refine the same idea across multiple recordings and watch it compound into something bigger?<\/p>\n<\/li>\n<\/ol>\n<p>The on-device + no account angle is strong. If you nail the balance between authenticity and polish, this could easily become a daily capture reflex. Curious how you see it evolving: quick capture tool, or eventually a full thinking companion?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@justonedev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@justonedev<\/a> Worked on a voice pipeline once and the gap between accurate transcription and output that sounds like you is where all the complexity hides. Voicr making tones fully configurable instead of locking to preset professional\/casual\/concise splits tackles that directly… presets never match how someone actually writes. Zero-cloud on-device approach earns trust fast. Every competitor with a cloud pipeline is one policy update from training on recordings. What’d push this toward daily driver: per-use-case configs so a Slack message and a LinkedIn post don’t need manual prompt swaps.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 on the launch! , Voice is the fastest way to think, and Voicr makes it usable.<\/p>\n<p>Quick bit of feedback: You’re currently marketing \u201cpolished Text\u201d, but the real value is Cognitive Offloading.<\/p>\n<p>If you pivot your messaging to \u201cCapture every insight before it vanishes\u201d or \u201cEnding Keyboard Fatigue for Creators\u201d, the ROI becomes immediate. <\/p>\n<p>I run franvimktg and I\u2019d love to drop a few tweaks to help you nail that \u201cMental Clarity\u201d angle.<\/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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The “speak once, get multiple versions” <\/p>\n<p>approach is clever, removes the mental <\/p>\n<p>overhead of switching tone manually.<\/p>\n<p>100% on-device with no accounts is a <\/p>\n<p>bold choice in an era where everything <\/p>\n<p>wants your data.<\/p>\n<\/p>\n<p>Respect for that!<\/p>\n<p>One thing I’m curious about – how does <\/p>\n<p>the on-device model handle accents? <\/p>\n<p>Asking as someone who speaks with a <\/p>\n<p>strong Indian English accent.<\/p>\n<\/p>\n<p>Does it perform well or struggle <\/p>\n<p>with non-native speakers?<\/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\/@alamenigma\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alamenigma<\/a> It uses OpenAI Whisper as speech to text model so all accents are being handled pretty well.<\/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 looks great, congrats! Keep up the great work.<\/p>\n<\/p>\n<p>I was thinking that sometimes an idea needs multiple takes. What if you could do a “part 2” recording that builds on a previous one? Like continuing a thought from yesterday without starting fresh. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Superb, Are you planning for iOS version? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Hey <a href=\"https:\/\/www.producthunt.com\/@justonedev\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"justonedev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@justonedev<\/a> cool product! Does it work when there are 2 speakers?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 useful app. It would be a great addition if the app included a direct integration with Google Keep to make organizing my notes easier. The current price tag feels unrealistic, and I would be much more willing to pay a maximum of $3 per month for a subscription.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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><a href=\"https:\/\/www.producthunt.com\/@justonedev\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"justonedev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@justonedev<\/a> Congrats on your launch and great product. I really like the feature that provides different tones to choose from. Quick question- can I edit\/add to a note by dictating a more information that occurred to me after the fact?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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! How does the AI maintain the original speaker’s tone while polishing the grammar?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 remember the hard time working on my thesis. I read a lot and my brain was messed up, so I always took a walk outside, turned on GPT voice agent and started talking about whatever came up to my mind. I also kept pushing the agent to ask more follow-up questions so it could drain more thoughts. After that I got a summary and a nice looking catalog. This app resonates and has so much potential.<\/p>\n<\/p>\n<p>Looking forward to what’s next.<\/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>This nails a real problem. I’ve lost count of how many times I’ve had a perfect thought while walking and by the time I sit down to type it out, it’s gone or comes out completely flat. The 3 tone options are a smart move \u2014 being able to go from a casual voice note to a professional-sounding message without editing is huge. As a solo builder, I’d love something like this for drafting quick product updates or tweets on the go. Are you planning to add a Chrome extension version or is the focus staying mobile-first?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 useful for quick content drafts. I always think faster than I type, so voice-to-polished-text makes a lot of sense. Does it handle multiple languages?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Hey Aleks! It looks really cool, and super useful even more. I’m sure it’s gonna help many founders to get those thing done. 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>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\/@german_merlo1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@german_merlo1<\/a> Thank you Germ\u00e1n!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">is if only for the phone or does it have anything for desktop\/web as well? Looks lime exactly what I’d need to take some memos while working<\/div>\n<div class=\"comment-actions\">\n<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\/@nair0\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nair0<\/a> For now it is only available for ios\/android but soon will be a version for macos.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 product totally speaks to me. \ud83d\ude00 <\/p>\n<\/p>\n<p>And it is exactly how I would like to operate \u2013 I will say something, and it will create a text from my note! \ud83d\ude42 without fluff.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> Thanks Nika! That’s exactly the idea.<\/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. Who is this <em>really<\/em> for? Creators? Founders? ADHD thinkers? Sales people?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@lily_10000\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lily_10000<\/a> Great question! Honestly, it’s for anyone who thinks faster than they type \u2014 but the people who love it most right now fall into three camps:<\/p>\n<p><strong>Busy professionals<\/strong> who are drafting Slack messages and emails between meetings (speak it on your commute, send it before you sit down).<\/p>\n<p><strong>Content creators<\/strong> who have a voice memos graveyard full of ideas that never became posts \u2014 Voicr turns a 30-second brain dump into a ready-to-post caption.<\/p>\n<p><strong>Non-native English speakers<\/strong> who are sharp and articulate but second-guess every email they write in English. This one’s emotionally huge \u2014 it’s not just a time-saver, it’s a confidence unlock.<\/p>\n<p>ADHD thinkers, sales people, founders \u2014 absolutely yes. If your brain works faster than your thumbs, you’re the target user.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Congratulations on your launch!<br \/>\nThis is a great concept, especially the voice-to-text notes. Is there any formatting option available, where I record my voice to take notes and it automatically jots it down as bullet points, or highlights the important notes?<\/div>\n<div class=\"comment-actions\">\n<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\/@shreya_srivastava17\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shreya_srivastava17<\/a> Thank you. You can add any prompt in the settings and it will use it to format post\/message.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/DF2IPIRF35QR7A\" class=\"app-title\">Simplora 2.0<\/a><\/p>\n<div class=\"one-liner\">The agentic meeting stack with free prep, notes, and chat<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">152<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Simplora 2.0\u662f\u4e00\u6b3e\u667a\u80fd\u4f1a\u8bae\u5168\u6808\u5e73\u53f0\uff0c\u901a\u8fc7AI\u4ee3\u7406\u5728\u4f1a\u524d\u3001\u4f1a\u4e2d\u3001\u4f1a\u540e\u81ea\u52a8\u63d0\u4f9b\u7814\u7a76\u3001\u7b14\u8bb0\u4e0e\u6267\u884c\u652f\u6301\uff0c\u89e3\u51b3\u4e86\u56e2\u961f\u56e0\u4f1a\u8bae\u51c6\u5907\u4ed3\u4fc3\u3001\u4e0a\u4e0b\u6587\u5206\u6563\u3001\u884c\u52a8\u9879\u9057\u6f0f\u800c\u5bfc\u81f4\u7684\u6548\u7387\u4f4e\u4e0b\u4e0e\u51b3\u7b56\u5ef6\u8fdf\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\/ae85b53e-5a14-4c50-8ce7-fc463235195a.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\/27085d55-c5c0-44a6-a7be-a2134b7c5628.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\/6c59165c-4326-4bbf-9f09-1e7ae1764b4e.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\/85f4b75e-1741-4530-8b08-e66c28bd98ac.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\/47eaea80-54fd-4eca-8ff3-9282cbe74235.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\/cb3063f2-cf89-449d-9b3b-b92ad75d3707.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\/546d2857-daa7-4af9-8b61-81789c9dc1b8.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/h9yWxjOzW1M?si=BP7pkHUk4KnAlV8X\"><source src=\"https:\/\/youtu.be\/h9yWxjOzW1M?si=BP7pkHUk4KnAlV8X\" 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\">Meetings<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u667a\u80fd\u4f1a\u8bae\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">AI\u4f1a\u8bae\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u4f1a\u8bae\u5168\u751f\u547d\u5468\u671f\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u4f1a\u524d\u7b80\u62a5<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u4f1a\u8bae\u7eaa\u8981<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u5e93\u6784\u5efa<\/span><br \/>\n <span class=\"tag\">\u9500\u552e\u8d4b\u80fd<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39\u589e\u503c\u6a21\u5f0f<\/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\u201c\u5168\u751f\u547d\u5468\u671f\u201d\u5b9a\u4f4d\u4e0e\u514d\u8d39\u65e0\u9650\u7b14\u8bb0\u7684\u5438\u5f15\u529b\u3002\u6838\u5fc3\u95ee\u9898\u805a\u7126\u4e8e\uff1aAI\u56de\u7b54\u7684\u51c6\u786e\u6027\u4fdd\u969c\u3001\u77e5\u8bc6\u5e93\u957f\u671f\u7ba1\u7406\u7684\u566a\u97f3\u4e0e\u8870\u51cf\u3001\u8de8\u4f1a\u8bae\u6a21\u5f0f\u5206\u6790\u7684\u5177\u4f53\u7ef4\u5ea6\u3002\u5efa\u8bae\u5305\u62ec\uff1a\u589e\u52a0\u5bf9\u672a\u51b3\u8bae\u9898\u7684\u4e3b\u52a8\u9884\u8b66\u3001\u4f18\u5316\u77e5\u8bc6\u5e93\u7684\u65f6\u6548\u6027\u6743\u91cd\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 Simplora 2.0\u7684\u91ce\u5fc3\uff0c\u5728\u4e8e\u5c06\u201cAI\u4f1a\u8bae\u7b14\u8bb0\u201d\u8fd9\u4e00\u7ea2\u6d77\u7ade\u4e89\uff0c\u5347\u7ef4\u81f3\u201c\u667a\u80fd\u4f1a\u8bae\u64cd\u4f5c\u7cfb\u7edf\u201d\u7684\u5c42\u9762\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u5e76\u975e\u66f4\u4f18\u7684\u8f6c\u5f55\uff0c\u800c\u662f\u8bd5\u56fe\u6210\u4e3a\u4f1a\u8bae\u6570\u636e\u7684\u67a2\u7ebd\u4e0e\u51b3\u7b56\u4ee3\u7406\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u903b\u8f91\u7280\u5229\u5730\u5207\u4e2d\u4e86\u5f53\u524d\u529e\u516c\u5de5\u5177\u7684\u5f0a\u75c5\uff1a\u4fe1\u606f\u5b64\u5c9b\u3002\u901a\u8fc7\u8fde\u63a5\u5916\u90e8\u5de5\u5177\uff0c\u5b83\u5728\u4f1a\u524d\u80fd\u751f\u6210\u6709\u4e0a\u4e0b\u6587\u7684\u7b80\u62a5\uff0c\u8fd9\u76f4\u63a5\u7784\u51c6\u4e86\u9500\u552e\u3001\u987e\u95ee\u7b49\u89d2\u8272\u5728\u9ad8\u538b\u4f1a\u8bae\u524d\u201c\u4e34\u65f6\u62b1\u4f5b\u811a\u201d\u7684\u75db\u70b9\u3002\u4f1a\u4e2d\u63d0\u4f9b\u201c\u9a8c\u8bc1\u7b54\u6848\u201d\uff0c\u5219\u662f\u5927\u80c6\u5730\u5c06AI\u4ece\u88ab\u52a8\u8bb0\u5f55\u5458\u63a8\u5411\u4e3b\u52a8\u53c2\u4e0e\u8005\uff0c\u5176\u6210\u8d25\u5173\u952e\u5728\u4e8e\u201c\u9a8c\u8bc1\u201d\u673a\u5236\u80fd\u5426\u771f\u6b63\u63a7\u5236\u5e7b\u89c9\uff0c\u8fd9\u5c06\u662f\u5176\u4fe1\u4efb\u5ea6\u7684\u751f\u6b7b\u7ebf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8bc4\u8bba\u4e2d\u900f\u9732\u7684\u62c5\u5fe7\u6781\u5177\u4ee3\u8868\u6027\uff1a\u77e5\u8bc6\u5e93\u662f\u5426\u4f1a\u968f\u7740\u65f6\u95f4\u63a8\u79fb\u4ece\u8d44\u4ea7\u53d8\u4e3a\u8d1f\u503a\uff1f\u56e2\u961f\u7ed9\u51fa\u7684\u201c\u4e09\u91cd\u8bb0\u5fc6\u201d\u67b6\u6784\uff08\u4e2a\u4f53\u4f1a\u8bae\u3001\u8de8\u4f1a\u8bae\u804a\u5929\u3001\u9a8c\u8bc1\u8bb0\u5fc6\uff09\u662f\u7406\u8bba\u4e0a\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u4f46\u5b9e\u9645\u6548\u679c\u53d6\u51b3\u4e8e\u7b97\u6cd5\u5bf9\u4fe1\u606f\u76f8\u5173\u6027\u3001\u65f6\u6548\u6027\u7684\u7cbe\u51c6\u5224\u65ad\uff0c\u8fd9\u9700\u8981\u6df1\u539a\u7684\u5de5\u7a0b\u4e0e\u6570\u636e\u79d1\u5b66\u79ef\u6dc0\uff0c\u5e76\u975e\u6613\u4e8b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u201c\u514d\u8d39\u65e0\u9650\u201d\u7b56\u7565\u662f\u5178\u578b\u7684\u98a0\u8986\u5f0f\u5165\u53e3\uff0c\u65e8\u5728\u5feb\u901f\u83b7\u53d6\u7528\u6237\u4e0e\u4f1a\u8bae\u6570\u636e\uff0c\u8fd9\u4e9b\u6570\u636e\u6b63\u662f\u8bad\u7ec3\u5176\u4ee3\u7406\u3001\u4f18\u5316\u77e5\u8bc6\u5e93\u7684\u71c3\u6599\u3002\u7136\u800c\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u80fd\u5426\u6210\u7acb\uff0c\u53d6\u51b3\u4e8e\u80fd\u5426\u4e3a\u9ad8\u4ef7\u503c\u56e2\u961f\uff08\u5982GTM\uff09\u8bc1\u660e\u5176\u80fd\u76f4\u63a5\u63d0\u5347\u6210\u4ea4\u7387\u6216\u5ba2\u6237\u6ee1\u610f\u5ea6\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u8282\u7701\u65f6\u95f4\u3002\u5b83\u9762\u4e34\u7684\u6311\u6218\u4e0d\u4ec5\u662f\u6280\u672f\u4e0a\u7684\uff0c\u66f4\u662f\u7ec4\u7ec7\u884c\u4e3a\u4e0a\u7684\uff1a\u80fd\u5426\u6539\u53d8\u4eba\u4eec\u6839\u6df1\u8482\u56fa\u7684\u3001\u788e\u7247\u5316\u7684\u4f1a\u8bae\u4e60\u60ef\uff0c\u8ba9\u56e2\u961f\u771f\u6b63\u4f9d\u8d56\u4e00\u4e2a\u4e2d\u5fc3\u5316\u7cfb\u7edf\u8fdb\u884c\u4f1a\u52a1\u95ed\u73af\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7b80\u8a00\u4e4b\uff0cSimplora 2.0\u82e5\u6210\u529f\uff0c\u5c06\u6210\u4e3a\u56e2\u961f\u4f1a\u8bae\u8bb0\u5fc6\u4e0e\u51b3\u7b56\u7684\u201c\u5916\u8111\u201d\uff1b\u82e5\u5931\u8d25\uff0c\u5219\u53ef\u80fd\u53ea\u662f\u53e6\u4e00\u4e2a\u529f\u80fd\u66f4\u590d\u6742\u7684\u7b14\u8bb0\u5de5\u5177\u3002\u5176\u5206\u6c34\u5cad\u5728\u4e8e\u201c\u4ee3\u7406\u201d\u662f\u5426\u771f\u7684\u80fd\u81ea\u4e3b\u3001\u53ef\u9760\u5730\u9a71\u52a8\u884c\u52a8\uff0c\u800c\u975e\u4ec5\u4ec5\u63d0\u4f9b\u4fe1\u606f\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\">Simplora 2.0<\/span>\n <\/div>\n<div class=\"comment-content\">Simplora is an agentic meeting stack that unifies meeting preparation, conversation, execution, and analysis. Get advanced pre-meeting research, proactive in-meeting intelligence, automated post-meeting workflows, and an ever-evolving knowledge base. Works wherever you already meet \u2014 Zoom, Google Meet, & Microsoft Teams. Our FREE plan comes with UNLIMITED AI meeting prep, notes, and chat. No credit card required.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! I\u2019m Jimmy, Founder of Simplora.<\/p>\n<p><strong>Here’s the problem:<\/strong><\/p>\n<p>Meetings suck. We know. We get it.<\/p>\n<\/p>\n<p>Prep is rushed. Context is fragmented. Decisions get delayed. Actions fall through the cracks. Instead of work actually getting done, meetings just create more work. It\u2019s exhausting.<\/p>\n<\/p>\n<p>But here\u2019s the good news.. it doesn\u2019t have to be this way.<\/p>\n<\/p>\n<p><strong>Here’s how we solve it:<\/strong><\/p>\n<p>Simplora is an agentic meeting system designed to close the gap between meeting preparation, conversation, execution, and analysis.<\/p>\n<\/p>\n<p>Throughout the full meeting lifecycle, Simplora uses your data and context to activate AI agents that help turn your conversations into action.<\/p>\n<\/p>\n<p>Our goal isn\u2019t better meeting notes. It\u2019s eliminating the burden that meetings create for modern teams.<\/p>\n<\/p>\n<p><strong>Here’s how it works:<\/strong><\/p>\n<ol>\n<li>\n<p>Connect your existing tools, institutional knowledge, and business context<\/p>\n<\/li>\n<li>\n<p>Get prepared before meetings with participant insights and historical context<\/p>\n<\/li>\n<li>\n<p>Get verified answers, guidance, and resources proactively during meetings<\/p>\n<\/li>\n<li>\n<p>Automate AI meeting notes, follow ups, and workflows after meetings<\/p>\n<\/li>\n<li>\n<p>Analyze patterns, performance, and insights across all of your meetings<\/p>\n<\/li>\n<\/ol>\n<p><strong>Here’s how to get started:<\/strong><\/p>\n<p>Sign up today to start a 14-day free trial. No credit card required. For our Product Hunt community, we’re also offering a free month of our Starter plan. Use code <strong>PHLAUNCH100<\/strong> at checkout.<\/p>\n<\/p>\n<p>If you\u2019re already using a meeting tool, here\u2019s why it\u2019s worth switching:<\/p>\n<ul>\n<li>\n<p><strong>Our FREE plan comes with UNLIMITED AI meeting prep, notes, and chat<\/strong><\/p>\n<\/li>\n<li>\n<p>Get an agentic intelligence layer across the full meeting lifecycle for your entire organization<\/p>\n<\/li>\n<li>\n<p>We\u2019ll migrate your existing transcripts so you can switch tools without losing context<\/p>\n<\/li>\n<\/ul>\n<p><strong>We look forward to hearing your feedback!<\/strong><\/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\/@jimmyloweryjr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jimmyloweryjr<\/a> The agentic meeting system angle is interesting : most tools stop at transcription.<\/p>\n<p>A few things I\u2019m curious about:<\/p>\n<ol>\n<li>\n<p>During meetings, when you provide \u201cverified answers,\u201d how do you ensure accuracy and avoid hallucinations; especially if pulling from multiple connected tools?<\/p>\n<\/li>\n<li>\n<p>On the post-meeting side, how do you distinguish between real decisions vs. speculative discussion? That line is often fuzzy in live conversations.<\/p>\n<\/li>\n<li>\n<p>For the cross-meeting analysis layer; are you surfacing behavioral insights (decision latency, recurring blockers, talk-time imbalance), or mostly task-related patterns?<\/p>\n<\/li>\n<\/ol>\n<p>The migration + lifecycle framing is strong. If you truly reduce meeting burden instead of just documenting it, that\u2019s a meaningful shift!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 Product Hunt! Fahad here, one of the engineers on the Simplora team! So excited that <em>Simplora 2.0<\/em> is live today. We built it to make meetings smoother and to help you stay focused without losing context. Really looking forward to hearing what everyone thinks and getting your feedback, questions, and ideas. Thanks a lot for checking it out and supporting us<\/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\">@fahadnoor17 2.0 has finally arrived! So wild to think we\u2019re still just getting started \ud83d\ude80<\/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>I have a soft spot for any technology that helps <strong>people and businesses spend more – and better – time together<\/strong>. Jimmy and Simplora are moving SO fast here: now pre-, during-, and post-meeting flows, adding x-company context, and helping decode the ‘special language’ every team develops. As everything automates, and comms gets put on autopilot, I <em>truly<\/em> believe the moments when we get together will be more important than ever so use this as a way to drive more efficiency and clarity. Oh, and <strong>stay tuned<\/strong> for a special <a href=\"https:\/\/www.producthunt.com\/products\/meet-ting\" target=\"_blank\" rel=\"noopener\">@Meet-Ting<\/a> + <a href=\"https:\/\/www.producthunt.com\/products\/simplora\" target=\"_blank\" rel=\"noopener\">@Simplora<\/a> mashup soon…!<\/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\/@dbul\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dbul<\/a> Well said Dan! Meetings are where connection and work is supposed to happen. The more friction we can remove, the more value those moments will create.<\/p>\n<\/p>\n<p>The world is not ready for a <a href=\"https:\/\/www.producthunt.com\/products\/simplora\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"simplora\" target=\"_blank\" rel=\"noopener\">@Simplora<\/a> + <a href=\"https:\/\/www.producthunt.com\/products\/meet-ting\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"meet-ting\" target=\"_blank\" rel=\"noopener\">@Meet-Ting<\/a> crossover. Can\u2019t wait!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@dbul\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dbul<\/a> Simplora’s pre-meeting agents surfacing participant history and unresolved action items would’ve saved me so many scrambled Slack and CRM searches before calls. Knowledge base compounding across sessions instead of resetting every time is where this goes beyond transcription. I’d stress-test how that knowledge base handles scale though… after a few hundred meetings, outdated decisions and superseded items start diluting the signal. Time-weighted pruning or relevance scoring would keep it sharp long-term.<\/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\">Hello PH family \ud83d\udc4b Pratham here, part of the team behind Simplora.<\/p>\n<p>Really proud of what we shipped with 2.0. We\u2019ve been heads down building across prep, live meetings, and post-meeting automation and we\u2019re just getting started.\ud83d\ude80<\/p>\n<p>Really appreciate the support today. Your feedback would be genuinely helpfull for us.\ud83d\ude4c\ud83c\udffc<\/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\/@prathammaheshwari\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@prathammaheshwari<\/a> That\u2019s right! One platform from beginning to end. And we\u2019re just getting started \ud83d\udc4a<\/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>Meeting prep is one of those things everyone knows they should do but rarely have time for. Free unlimited prep + notes is a strong move. How does the knowledge base build over time \u2014 does it learn from past meetings automatically?<\/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\/@globalmoneyindex\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@globalmoneyindex<\/a> We\u2019ve spent a lot of time thinking about how to build a scalable knowledge base and introduced 3 methodologies for memory management.<\/p>\n<ol>\n<li>\n<p>Individual Meeting Memory: Every meeting is fully captured in its recap, so nothing from that conversation is lost. You can revisit the full details anytime.<\/p>\n<\/li>\n<li>\n<p>Cross-Meeting Memory: You can chat across all previous meetings to pull insights and answers over time, and filter by timeframe, person, company, team, and more so you\u2019re only looking at what\u2019s relevant. This memory grows automatically.<\/p>\n<\/li>\n<li>\n<p>Verified Memory: Separate from meeting memory, your long-term knowledge base is built from information you add and explicitly approve. This verified context is what Simplora reliably activates during meetings, so your long-term memory stays useful as your conversations evolve.<\/p>\n<\/li>\n<\/ol>\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>Hello PH family \ud83d\udc4b<\/p>\n<p>Pratham here, part of the team behind Simplora.<\/p>\n<p>Really proud of what we shipped with 2.0. We\u2019ve been heads down building across prep, live meetings, and post-meeting automation and we\u2019re just getting started. \ud83d\ude80<\/p>\n<p>Really appreciate the support today. Your feedback would be genuinely helpfull for us. \ud83d\ude4c<\/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=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats guys, cool idea) Curious how it handles back-to-back meetings where there’s no gap to review anything.<\/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\/@denious\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@denious<\/a> Simplora works automatically and continuously throughout the full meeting lifecycle! We also give users the ability to control which steps they want automated and how they want them automated.<\/p>\n<\/p>\n<p>In general, here\u2019s how that works:<\/p>\n<ol>\n<li>\n<p>Days before the meeting, briefs are automatically generated with relevant context and continuously updated with the latest information.<\/p>\n<\/li>\n<li>\n<p>During the meeting, live intelligence surfaces proactively (no manual intervention required), and a private notepad lets you write down thoughts that are enhanced in the recap.<\/p>\n<\/li>\n<li>\n<p>Immediately after the meeting, a recap is automatically created to automate existing workflows. Notes and action items are generated, stakeholders are notified, and connected systems are updated.<\/p>\n<\/li>\n<\/ol>\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>Congratulations on the launch. Which user persona does Simplora target?<\/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\/@lily_10000\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lily_10000<\/a> Simplora is modular by design, so anyone who relies on meetings can unlock a faster, smarter way of working using our unified stack.<\/p>\n<\/p>\n<p>That said, we mainly target teams that are responsible for high-stakes conversations where smarter prep, live intelligence, and follow-through directly impact revenue. That\u2019s usually GTM teams (bizdev, sales, revops, etc), partnerships, account management, consulting, etc. <\/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>Hey Product Hunt! Shahzaib here from Simplora’s Engineering Team. <br \/>I am really excited for the launch of Simplora 2.0 as this time we are here with something big. Now Simplora is your meeting partner, from scheduling the meeting to live assistance during the meeting, all the way to sharing the recaps.<\/p>\n<p>Out of many cool features,<strong> The COOLEST feature of this launch is Meeting Briefs.<\/strong> Going for a call with new people? NO WORRIES! Simplora has got you covered. <strong>Just review the briefs and you will get an introduction to the meeting participants and meeting agenda. <\/strong><br \/>If you are <strong>someone who forgets action items<\/strong> from the last meeting (like me, lol), then there is something even more exciting for you in the Briefs section.<\/p>\n<p>At Simplora, our core value is to move with Purpose. Your valuable feedback will be much appreciated. <br \/>Do check out our newly launched features!! \ud83d\ude4c\ud83c\udffc<\/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\/@shahzaib17\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shahzaib17<\/a> HUGE benefit! Nobody should ever walk into another call unprepared. Simplora 2.0 is unstoppable \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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on shipping a new version so soon \u2014 y’all are cooking! <\/p>\n<\/p>\n<p>So here’s our current “meetings notes stack”:<\/p>\n<ol>\n<li>\n<p>Notes, agenda, transcription summary for the entire team: <strong>Notion<\/strong> + AI Meeting Notes<\/p>\n<\/li>\n<li>\n<p>Video recording + speaker identification for the team: <strong>Loom<\/strong> meeting recorder<\/p>\n<\/li>\n<li>\n<p>Video recording + speaker identification + summaries for Sales: <strong>Attio<\/strong> Call recorder<\/p>\n<\/li>\n<li>\n<p>Video recording + speaker identification + clipping for Design: <strong>Fathom<\/strong><\/p>\n<\/li>\n<li>\n<p>Transcription and summary for me: <strong>Granola<\/strong> (I like the UI and the limited scope of the AI)<\/p>\n<\/li>\n<\/ol>\n<p>Where does Simplora fit in all of this?\u201d<\/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\/@temirlan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@temirlan<\/a> We can replace all of those and more! We’ve unified all crucial meeting capabilities into one intuitive system.<\/p>\n<\/p>\n<p>On top of that, unlike those alternatives, we also provide:<\/p>\n<ul>\n<li>\n<p>Free, unlimited AI meeting notes + pre-meeting briefs + AI chat!<\/p>\n<\/li>\n<li>\n<p>Proactive intelligence during meetings with verified answers, guidance, & resources<\/p>\n<\/li>\n<li>\n<p>Pre-meeting briefs with participant research, historical context, and prior action items<\/p>\n<\/li>\n<\/ul>\n<p>The list goes on – more than happy to share other benefits and differentiators if it\u2019s helpful!<\/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>The full lifecycle approach is what makes this stand out from the sea of “AI meeting notes” tools. Most solutions stop at transcription and summaries, but the pre-meeting briefs that pull context from your existing tools is where the real value is \u2014 showing up to a call already knowing the backstory changes the dynamic completely. The unlimited free tier for prep, notes, and chat is generous too. Quick question: for smaller teams or solo founders who mostly do external calls with prospects\/partners, does the knowledge base still build useful context even without a large internal meeting history?<\/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\/@roman_builder\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@roman_builder<\/a> Yes, the knowledge base still builds useful context even with less meetings. The knowledge base is built using information you add and information you approve. This verified information is then activated at different points throughout the meeting lifecycle!<\/p>\n<\/p>\n<p>On top of that, all meeting details are fully captured in the meeting recap so nothing gets forgotten. Users can use our AI assistant to chat with individual meetings or chat across all previous meetings while filtering by time, person, company, team, etc to ensure the analysis and responses are more focused. <\/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>The “agentic meeting stack” positioning is spot-on. Most meeting tools just record and transcribe – but the real pain point is everything BEFORE and AFTER the call.<\/p>\n<p>For sales and customer calls, prep time is often rushed. We have scattered info across CRM, email threads, Slack, Notion… and still show up half-prepared. The idea of AI agents pulling context from all these sources beforehand is genuinely useful.<\/p>\n<p>One question: how does the knowledge base handle conflicting or outdated info over time? If the system accumulates context from hundreds of meetings, does it “forget” obsolete details, or does the noise eventually dilute the signal?<\/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\/@arron_young\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@arron_young<\/a> We actually believe that what happens <strong>during<\/strong> the meeting is the most critical pain point. What happens before and after is important, but those steps typically exist to support the live conversation, which is where decisions are made and deals move forward. Most meeting tools ignore the live experience, but Simplora is built to help teams win the moment in every conversation by activating the right intelligence before, <strong>during<\/strong>, and after every call.<\/p>\n<\/p>\n<p>On memory: every meeting is fully captured in the meeting recap so nothing gets forgotten. Users can use our AI assistant to chat with individual meetings or chat across all previous meetings and then filter by time, person, company, team, etc to ensure their analysis is more focused. Users can also add certain key details to their long-term memory, so only those details are activated later on.<\/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>Nice work! It looks really helpful, congrats on the launch and the product.<\/p>\n<\/p>\n<p>I’m curious if Simplora also has a feature that flags when the same topic keeps coming up across meetings without resolution? Something like “you’ve discussed X in 5 meetings without a decision.” I was just thinking that this could really help cut the meeting loops. <\/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\/@tudor_moldovanu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tudor_moldovanu<\/a> Good question! We\u2019re not proactively flagging that type of info, but you can ask the global AI Assistant to quickly surface those insights from across your meetings. I like the idea though. Are there other insights you would want to have flagged proactively?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 guys<br \/>what\u2019s the exact moment I\u2019ll hit to think \u201cokay, this is worth paying for Simplora\u201d?<\/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\/@andrey_chernyshev1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andrey_chernyshev1<\/a> I would say most people experience the real \u201caha\u201d moment during live meetings when our AI agents surface answers, guidance, and resources powered by their own data. That\u2019s when the value of an integrated, agentic system is immediately noticeable.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 team, this looks brilliant!<\/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\/@theo_crewe_read\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@theo_crewe_read<\/a> Thank you for your support, Theo!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">#6<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/6CIOCH4DHPUNPH\" class=\"app-title\">OpenAI WebSocket Mode for Responses API<\/a><\/p>\n<div class=\"one-liner\">Persistent AI agents. Up to 40% faster.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">132<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>OpenAI\u4e3aResponses API\u63a8\u51fa\u7684WebSocket\u6a21\u5f0f\uff0c\u901a\u8fc7\u6301\u4e45\u8fde\u63a5\u548c\u589e\u91cf\u4f20\u8f93\uff0c\u5728\u9700\u8981\u9891\u7e41\u8c03\u7528\u5de5\u5177\u7684\u91cd\u578bAI\u667a\u80fd\u4f53\u5de5\u4f5c\u6d41\u4e2d\uff0c\u53ef\u663e\u8457\u964d\u4f4e\u5ef6\u8fdf\uff0c\u89e3\u51b3\u4e0a\u4e0b\u6587\u91cd\u590d\u4f20\u8f93\u5e26\u6765\u7684\u6027\u80fd\u635f\u8017\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\/033ddd78-037e-478c-a214-7c4a5523e6b2.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\/3a61bd9c-a81f-49b6-940c-ce6c04153977.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\/73240bdf-4b14-4f17-98d8-25dc29b36117.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\/89bf86c4-4de8-4e94-a7cd-c7eaecee959b.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\/f07caa66-869f-48d1-a57c-5a3268322036.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\/fb91ce41-7660-478a-9701-325ebf73f1fb.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=gyFu6xubdEk\"><source src=\"https:\/\/www.youtube.com\/watch?v=gyFu6xubdEk\" 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\">API<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI API\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">WebSocket<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u4f4e\u5ef6\u8fdf<\/span><br \/>\n <span class=\"tag\">\u6301\u4e45\u8fde\u63a5<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u6027\u80fd\u63d0\u5347<\/span><br \/>\n <span class=\"tag\">\u5de5\u5177\u8c03\u7528<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u7ea7AI<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u6548\u7387<\/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\u80af\u5b9a\u5176\u89e3\u51b3\u4e86\u667a\u80fd\u4f53\u5de5\u4f5c\u6d41\u4e2d\u4e0a\u4e0b\u6587\u91cd\u590d\u4f20\u8f93\u7684\u6838\u5fc3\u75db\u70b9\uff0c\u8ba4\u4e3a\u8fd9\u662f\u751f\u4ea7\u7ea7AI\u5f00\u53d1\u7684\u91cd\u8981\u8f6c\u53d8\u3002\u4e3b\u8981\u5173\u6ce8\u70b9\u5305\u62ec\uff1a\u5b9e\u9645\u6027\u80fd\u63d0\u5347\u6548\u679c\u3001\u5bf9\u590d\u6742\u4efb\u52a1\u7684\u9002\u7528\u6027\uff0c\u4ee5\u53ca\u8fde\u63a5\u4e2d\u65ad\u540e\u7684\u72b6\u6001\u6062\u590d\u673a\u5236\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 OpenAI\u6b64\u6b21\u66f4\u65b0\uff0c\u770b\u4f3c\u662f\u7b80\u5355\u7684\u901a\u4fe1\u534f\u8bae\u4eceHTTP\u5207\u6362\u5230WebSocket\uff0c\u5b9e\u5219\u662f\u4e3a\u201c\u667a\u80fd\u4f53\u65f6\u4ee3\u201d\u91cd\u6784\u5e95\u5c42\u57fa\u7840\u8bbe\u65bd\u7684\u4e00\u6b21\u7cbe\u51c6\u624b\u672f\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u90a3\u201c\u9ad8\u8fbe40%\u201d\u7684\u5ef6\u8fdf\u63d0\u5347\u6570\u5b57\uff0c\u800c\u5728\u4e8e\u5b83\u4ece\u6839\u672c\u4e0a\u6539\u53d8\u4e86AI\u667a\u80fd\u4f53\u4e0e\u6a21\u578b\u4e4b\u95f4\u7684\u201c\u5bf9\u8bdd\u5951\u7ea6\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u957f\u671f\u4ee5\u6765\uff0c\u57fa\u4e8eHTTP\u7684\u8bf7\u6c42-\u54cd\u5e94\u6a21\u5f0f\uff0c\u672c\u8d28\u662f\u201c\u5931\u5fc6\u7684\u201d\u3001\u5355\u56de\u5408\u7684\u4ea4\u4e92\u3002\u6bcf\u4e2a\u5de5\u5177\u8c03\u7528\u90fd\u5fc5\u987b\u643a\u5e26\u5b8c\u6574\u7684\u201c\u75c5\u5386\u201d\uff08\u4e0a\u4e0b\u6587\u5386\u53f2\uff09\uff0c\u8ba9\u6a21\u578b\u53cd\u590d\u5480\u56bc\u5df2\u77e5\u4fe1\u606f\uff0c\u8fd9\u9020\u6210\u4e86\u5de8\u5927\u7684\u8ba1\u7b97\u4e0e\u5e26\u5bbd\u6d6a\u8d39\uff0c\u4e14\u8fd9\u79cd\u6d6a\u8d39\u968f\u7740\u667a\u80fd\u4f53\u590d\u6742\u5ea6\u548c\u4f1a\u8bdd\u65f6\u957f\u5448\u6307\u6570\u7ea7\u589e\u957f\u3002WebSocket\u6a21\u5f0f\u5c06\u8fd9\u79cd\u5173\u7cfb\u8f6c\u53d8\u4e3a\u201c\u6301\u7eed\u7684\u3001\u6709\u72b6\u6001\u7684\u4f1a\u8bdd\u201d\u3002\u6a21\u578b\u5728\u5185\u5b58\u4e2d\u7ef4\u6301\u4f1a\u8bdd\u72b6\u6001\uff0c\u5982\u540c\u4e00\u4f4d\u59cb\u7ec8\u5728\u7ebf\u7684\u4e13\u5bb6\uff0c\u53ea\u9700\u63a5\u6536\u6700\u65b0\u7684\u6307\u4ee4\u589e\u91cf\u5373\u53ef\u7ee7\u7eed\u5de5\u4f5c\u3002\u8fd9\u4e0d\u4ec5\u4ec5\u662f\u201c\u66f4\u5feb\u201d\uff0c\u66f4\u662f\u201c\u66f4\u806a\u660e\u201d\u7684\u901a\u4fe1\u65b9\u5f0f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u7280\u5229\u4e4b\u5904\u4e5f\u4f34\u968f\u7740\u73b0\u5b9e\u7684\u950b\u5229\u5200\u5203\u3002\u9996\u5148\uff0c\u5b83\u5e76\u975e\u666e\u60e0\u6027\u4f18\u5316\u3002\u8bc4\u8bba\u4e2d\u63d0\u53ca\u7684\u201c\u77ed\u4efb\u52a1TTFT\u5f00\u9500\u201d\u548c\u201c\u91cd\u5ea6\u5de5\u4f5c\u8d1f\u8f7d\u624d\u590d\u5408\u4ef7\u503c\u201d\u76f4\u6307\u6838\u5fc3\uff1a\u8fd9\u662f\u4e3a\u751f\u4ea7\u73af\u5883\u4e2d\u8fd0\u884c\u91cd\u578b\u3001\u591a\u6b65\u5de5\u5177\u8c03\u7528\u667a\u80fd\u4f53\uff08\u5982\u7f16\u7801\u52a9\u624b\u3001\u81ea\u52a8\u5316\u6d41\u7a0b\uff09\u7684\u56e2\u961f\u51c6\u5907\u7684\u6b66\u5668\uff0c\u800c\u975e\u8f7b\u91cf\u7ea7\u5e94\u7528\u7684\u751c\u54c1\u3002\u5176\u6b21\uff0c\u5b83\u5c06\u72b6\u6001\u7ba1\u7406\u4ece\u5f00\u53d1\u8005\u4fa7\u90e8\u5206\u8f6c\u79fb\u5230\u4e86OpenAI\u7684\u670d\u52a1\u7aef\u5185\u5b58\u4e2d\uff0c\u8fd9\u5e26\u6765\u4e86\u65b0\u7684\u8003\u91cf\uff1a\u8fde\u63a5\u7a33\u5b9a\u6027\u3001\u72b6\u6001\u6301\u4e45\u5316\u7b56\u7565\u3001\u4ee5\u53ca\u5927\u89c4\u6a21\u5e76\u53d1\u4e0b\u7684\u8d44\u6e90\u6210\u672c\uff0c\u90fd\u6210\u4e3a\u4e86\u65b0\u7684\u6f5c\u5728\u98ce\u9669\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0c\u8fd9\u662fOpenAI\u5728\u5f15\u5bfc\u884c\u4e1a\u8d70\u5411\u66f4\u590d\u6742\u3001\u66f4\u6301\u4e45\u7684AI\u5e94\u7528\u5f62\u6001\u3002\u5b83\u4e0d\u662f\u5728\u4f18\u5316\u65e7\u7684\u5355\u6b21\u95ee\u7b54\uff0c\u800c\u662f\u5728\u4e3a\u672a\u6765\u201c\u4f1a\u601d\u8003\u3001\u4f1a\u64cd\u4f5c\u3001\u4f1a\u6301\u7eed\u5de5\u4f5c\u6570\u5c0f\u65f6\u201d\u7684\u771f\u6b63\u667a\u80fd\u4f53\u94fa\u8def\u3002\u5b83\u89e3\u51b3\u7684\u201c\u75db\u70b9\u201d\uff0c\u6070\u6070\u662f\u5f53\u524d\u667a\u80fd\u4f53\u67b6\u6784\u649e\u4e0a\u7684\u7b2c\u4e00\u5835\u6027\u80fd\u9ad8\u5899\u3002\u5bf9\u4e8e\u524d\u6cbf\u56e2\u961f\u800c\u8a00\uff0c\u8fd9\u6216\u8bb8\u6bd4\u53d1\u5e03\u4e00\u4e2a\u65b0\u6a21\u578b\u66f4\u5177\u5373\u65f6\u4e14\u5b9e\u9645\u7684\u5de5\u7a0b\u4ef7\u503c\u3002\u4f46\u5f00\u53d1\u8005\u9700\u6e05\u9192\uff1a\u6280\u672f\u7ea2\u5229\u603b\u662f\u4e0e\u65b0\u7684\u590d\u6742\u5ea6\u7ed1\u5b9a\uff0c\u9009\u7528\u5b83\u610f\u5473\u7740\u4f60\u7684\u5e94\u7528\u67b6\u6784\u5df2\u6b63\u5f0f\u6b65\u5165\u201c\u91cd\u5ea6\u667a\u80fd\u4f53\u201d\u7684\u8d5b\u9053\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\">OpenAI WebSocket Mode for Responses API<\/span>\n <\/div>\n<div class=\"comment-content\">Every agent turn, you’re resending the full context. Again. That overhead compounds fast. WebSocket Mode for the Responses API keeps a persistent connection, sends only incremental inputs, and cuts end-to-end latency by up to 40% on heavy tool-call workflows.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’m happy to hunt this one WebSocket Mode for the Responses API looks like a small infra update but it’s quietly one of the more important shifts in how production agents get built.<\/p>\n<\/p>\n<p>Most agentic workflows today are built on a protocol designed for single-turn interactions. Every tool call resends the full conversation history. The model reprocesses what it already knows. Your infrastructure pays that toll on repeat, invisibly, at scale.<\/p>\n<\/p>\n<p>This changes the contract.<\/p>\n<\/p>\n<p>\u26a1 <strong>What’s different with WebSocket Mode:<\/strong><\/p>\n<ul>\n<li>\n<p>One persistent connection to \/v1\/responses — no new HTTP handshake per turn<\/p>\n<\/li>\n<li>\n<p>Only incremental inputs travel over the wire, not the full context<\/p>\n<\/li>\n<li>\n<p>Session state lives in memory — the model picks up exactly where it left off<\/p>\n<\/li>\n<li>\n<p>Cline tested this in production: <strong>~39% faster on complex multi-file tasks<\/strong>, up to 50% in best cases<\/p>\n<\/li>\n<li>\n<p>Pair with server-side compaction and you can run agents for hours without hitting context limits<\/p>\n<\/li>\n<\/ul>\n<p>\ud83c\udfaf <strong>Who this is actually for:<\/strong><\/p>\n<ul>\n<li>\n<p>Teams running agentic coding tools with repeated tool calls<\/p>\n<\/li>\n<li>\n<p>Computer-use and browser automation loops<\/p>\n<\/li>\n<li>\n<p>Orchestration systems where agent latency affects user-perceived quality<\/p>\n<\/li>\n<li>\n<\/li>\n<\/ul>\n<p>\u26a0\ufe0f One honest caveat: the WebSocket handshake adds slight TTFT overhead on short, simple tasks. This compounds value on heavy workloads, not light ones. Know your use case before you swap.<\/p>\n<\/p>\n<p>For teams already running production agents, is latency or context limits the bigger blocker right now? Curious what this unlocks for people here. \ud83d\udc47<\/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>This is solving a real pain point for <\/p>\n<p>anyone building agentic workflows!<\/p>\n<p>The context resending overhead was <\/p>\n<p>something I ran into while building <\/p>\n<p>Fillix – an AI job automation tool. <\/p>\n<p>Every tool call was adding unnecessary <\/p>\n<p>latency.<\/p>\n<\/p>\n<p>40% latency reduction on heavy <\/p>\n<p>tool-call workflows is massive. <\/p>\n<p>Quick question – how does WebSocket <\/p>\n<p>Mode handle connection drops mid-session? <\/p>\n<p>Does it resume from last checkpoint or <\/p>\n<p>restart the context fresh?<\/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>Open AI will always be the king!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/HXDN5YUUKT53RK\" class=\"app-title\">BU<\/a><\/p>\n<div class=\"one-liner\">Openclaw in the cloud<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">125<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>BU\u662f\u4e00\u6b3e\u4e91\u7aef\u5168\u81ea\u4e3bAI\u667a\u80fd\u4f53\u90e8\u7f72\u5e73\u53f0\uff0c\u901a\u8fc7\u5355\u4e00\u6307\u4ee4\u5373\u53ef\u4e3a\u667a\u80fd\u4f53\u914d\u5907\u6d4f\u89c8\u5668\u3001\u7ec8\u7aef\u548c\u6301\u4e45\u5316\u8bb0\u5fc6\uff0c\u89e3\u51b3\u5f00\u53d1\u8005\u5728\u81ea\u52a8\u5316\u6d41\u7a0b\u6784\u5efa\u4e2d\u9762\u4e34\u7684\u591a\u5de5\u5177\u6574\u5408\u3001\u72b6\u6001\u7ef4\u6301\u4e0e\u8ba4\u8bc1\u96be\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\/cf4875d7-aecd-4940-a2de-88a80811baba.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\/1a7b9264-c77a-4a85-804c-1f9587aab0eb.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\/ce073328-aa54-40b5-a3d8-225c121e396c.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\/d6565446-3486-441b-a6d7-0365763213f3.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\/a4dd38c9-c208-456c-a935-7ad92b97a543.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\/c44ab24b-0964-488b-a7aa-7472ff609ac9.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/8oDCPK7POkQ?si=iLyMkqVYMSkKAw6v\"><source src=\"https:\/\/youtu.be\/8oDCPK7POkQ?si=iLyMkqVYMSkKAw6v\" 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\">Development<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u4e91\u7aef\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53API<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\/\u4f4e\u4ee3\u7801<\/span><br \/>\n <span class=\"tag\">RPA<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u64cd\u4f5c\u7cfb\u7edf<\/span><br \/>\n <span class=\"tag\">\u96c6\u6210\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u7f51\u7edc\u722c\u866b<\/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>\u6709\u6548\u8bc4\u8bba\u4e3b\u8981\u6765\u81ea\u5f00\u53d1\u8005\u3002\u521b\u59cb\u4eba\u8be6\u7ec6\u8bf4\u660e\u4e86\u4ea7\u54c1\u4ece\u5f00\u6e90\u5e93\u6f14\u8fdb\u800c\u6765\uff0c\u5e76\u5217\u4e3e\u6838\u5fc3\u529f\u80fd\u3002\u6709\u7528\u6237\u7ed3\u5408\u81ea\u8eab\u5f00\u53d1AI\u6c42\u804c\u5de5\u5177\u7684\u7ecf\u9a8c\uff0c\u8be2\u95ee\u5bf9SPA\u548c\u52a8\u6001\u5185\u5bb9\u7684\u5904\u7406\u80fd\u529b\uff0c\u4f53\u73b0\u4e86\u6280\u672f\u5173\u5207\u3002\u5176\u4f59\u591a\u4e3a\u7b80\u77ed\u795d\u8d3a\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 BU\u7684\u91ce\u5fc3\u5e76\u975e\u7b80\u5355\u7684\u201c\u6d4f\u89c8\u5668\u81ea\u52a8\u5316Plus\u201d\uff0c\u5b83\u8bd5\u56fe\u6210\u4e3a\u667a\u80fd\u4f53\u7684\u201c\u4e91\u7aef\u64cd\u4f5c\u7cfb\u7edf\u201d\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u5c06\u201c\u667a\u80fd\u4f53\u201d\u4ece\u4e00\u6b21\u6027\u7684\u63d0\u793a\u8bcd\u6267\u884c\u8005\uff0c\u5347\u7ea7\u4e3a\u62e5\u6709\u5de5\u5177\u3001\u8bb0\u5fc6\u548c\u8eab\u4efd\u3001\u53ef\u957f\u671f\u8fd0\u884c\u7684\u201c\u6570\u5b57\u5458\u5de5\u201d\u3002\u901a\u8fc7\u9884\u89e3\u8ba4\u8bc1\uff08Profiles\uff09\u3001\u8de8\u4f1a\u8bdd\u8bb0\u5fc6\uff08Workspaces\uff09\u548c\u5b9e\u65f6\u76d1\u63a7\uff08Live URLs\uff09\uff0c\u5b83\u76f4\u51fb\u5f53\u524dAI\u4ee3\u7406\u843d\u5730\u7684\u6838\u5fc3\u75db\u70b9\u2014\u2014\u72b6\u6001\u788e\u7247\u5316\u4e0e\u64cd\u4f5c\u4e0d\u53ef\u63a7\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u6e05\u6670\u3002\u9996\u5148\uff0c\u201c\u5168\u81ea\u4e3b\u201d\u4e0e\u201c\u53ef\u63a7\u6027\u201d\u4e4b\u95f4\u5b58\u5728\u5929\u7136\u5f20\u529b\uff0c\u6210\u672c\u63a7\u5236\u4e0e\u5f02\u5e38\u5904\u7406\u673a\u5236\u5c06\u662f\u4f01\u4e1a\u7ea7\u5ba2\u6237\u7684\u5173\u952e\u8003\u91cf\u3002\u5176\u6b21\uff0c\u8bc4\u8bba\u4e2d\u5173\u4e8e\u5904\u7406\u590d\u6742SPA\u7684\u7591\u95ee\uff0c\u66b4\u9732\u51fa\u5728\u9ad8\u5ea6\u52a8\u6001\u7684\u73b0\u4ee3Web\u73af\u5883\u4e2d\uff0c\u53ef\u9760\u6027\u4ecd\u662f\u8fd9\u7c7b\u6280\u672f\u7684\u963f\u5580\u7409\u65af\u4e4b\u8e35\u3002\u6700\u540e\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u4ece\u5f00\u6e90\uff08browser-use\uff09\u8f6c\u5411\u95ed\u6e90\u4e91\u670d\u52a1\uff0c\u867d\u80fd\u7406\u89e3\uff0c\u4f46\u9700\u5728\u5f00\u53d1\u8005\u751f\u6001\u4e0e\u5546\u4e1a\u53d8\u73b0\u95f4\u91cd\u65b0\u53d6\u5f97\u5e73\u8861\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cBU\u662f\u5728\u7528\u5de5\u7a0b\u5316\u65b9\u6848\u5c01\u88c5\u667a\u80fd\u4f53\u7684\u590d\u6742\u6027\uff0c\u5176\u672a\u6765\u4e0d\u5728\u4e8e\u66ff\u4ee3GPT\u7b49\u6838\u5fc3\u6a21\u578b\uff0c\u800c\u5728\u4e8e\u6210\u4e3a\u8fde\u63a5\u5927\u6a21\u578b\u80fd\u529b\u4e0e\u771f\u5b9e\u4e1a\u52a1\u573a\u666f\u7684\u201c\u4e2d\u95f4\u4ef6\u201d\u3002\u82e5\u80fd\u7a33\u5b9a\u89e3\u51b3\u590d\u6742\u573a\u666f\u7684\u53ef\u9760\u6027\u95ee\u9898\uff0c\u5b83\u5c06\u4ece\u6781\u5ba2\u73a9\u5177\u8715\u53d8\u4e3a\u771f\u6b63\u7684\u751f\u4ea7\u529b\u6760\u6746\u3002\u53cd\u4e4b\uff0c\u5219\u53ef\u80fd\u53ea\u662f\u53c8\u4e00\u4e2a\u5728\u957f\u5c3e\u96be\u9898\u524d\u6298\u621f\u7684\u70ab\u9177Demo\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\">BU<\/span>\n <\/div>\n<div class=\"comment-content\">Deploy fully autonomous AI agents with a single prompt. BU gives your agents a browser, terminal, and persistent memory – prompt it once, and it keeps running. We’ve solved authentication and built integrations for Slack, Gmail, Linear, and 100+ more. Supercharged with the best browser agent for monitoring, testing, and scraping the web. Prompt to complex workflow in single API. The future is here.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt!<\/p>\n<p>We built browser-use: the open-source browser automation library<br \/>with 79K GitHub stars. Today we’re launching something new.<\/p>\n<p>BU is a fully autonomous agent API. Not just<br \/>browser automation, agents get:<\/p>\n<p>\ud83c\udf10 Browser: any website, CAPTCHAs solved, 195+ country proxies<br \/>\ud83d\udcbb Terminal: run commands, execute scripts<br \/>\ud83d\udcc1 File System \/ Persistent Memory: read, write, manage files across sessions<br \/>\ud83d\udd17 Integrations: Slack, Linear, and 100 more<\/p>\n<p>What makes BU special:<br \/>\u2022 Profiles: scoped auth. Agents start logged in.<br \/>\u2022 Workspaces: persistent storage. Agents remember across sessions.<br \/>\u2022 Keep-Alive: resume sessions, don’t start over.<br \/>\u2022 Live URLs: watch your agent work in real-time.<br \/>\u2022 Cost Controls: set per-session spending limits.<br \/>\u2022 Structured Output: JSON schema for deterministic results.<\/p>\n<p>One API call \u2192 agent with a browser, terminal, and file system<br \/>that works 24\/7 and reports back to your Slack.<\/p>\n<p>Free to start. We’d love your feedback.<\/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>Browser automation is something I’ve been <\/p>\n<p>deep in lately while building an AI job <\/p>\n<p>application tool.<\/p>\n<\/p>\n<p>The biggest challenge I faced was reliably <\/p>\n<p>extracting dynamic form elements that load <\/p>\n<p>asynchronously. Curious how Browser Use <\/p>\n<p>handles SPAs and dynamically rendered <\/p>\n<p>content?<\/p>\n<\/p>\n<p>Also – 985 followers before launch is <\/p>\n<p>impressive. Clearly hitting a real nerve <\/p>\n<p>in the agent space!<\/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>amazing product, let’s go 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>Sensational<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>even if it does not get to top product of the month but for sure this is one of the best product of this month <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">#8<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/T4DBI56LWMCROM\" class=\"app-title\">Octrafic<\/a><\/p>\n<div class=\"one-liner\">Test your APIs in plain English, straight from the terminal<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">119<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u5f00\u6e90CLI\u5de5\u5177\uff0c\u5141\u8bb8\u5f00\u53d1\u8005\u7528\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u6d4b\u8bd5\u573a\u666f\uff0c\u81ea\u52a8\u751f\u6210\u5e76\u6267\u884cAPI\u6d4b\u8bd5\u3001\u9a8c\u8bc1\u54cd\u5e94\u5e76\u751f\u6210\u62a5\u544a\uff0c\u89e3\u51b3\u4e86\u624b\u52a8\u7f16\u5199\u548c\u7ef4\u62a4API\u6d4b\u8bd5\u811a\u672c\u7684\u7e41\u7410\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\/3c9a6388-042e-4f1b-9991-4af5a26d3f42.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\/ff4092bf-a540-491e-a25a-aa316cc8cb29.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\/d82d722a-e0ea-4bbb-82b7-a750b16a50a7.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\/97649413-30d2-4099-843c-e0c45a59b76d.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\">API<\/span><br \/>\n <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">API\u6d4b\u8bd5\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u547d\u4ee4\u884c\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u8f6f\u4ef6<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u7f16\u7a0b<\/span><br \/>\n <span class=\"tag\">AI\u8f85\u52a9\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6301\u7eed\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">OpenAPI<\/span><br \/>\n <span class=\"tag\">\u6d4b\u8bd5\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">LLM\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\u8d5e\u8d4f\u5176\u81ea\u7136\u8bed\u8a00\u4ea4\u4e92\u548c\u5f00\u6e90\u5355\u4e8c\u8fdb\u5236\u8bbe\u8ba1\uff0c\u8ba4\u4e3a\u5176\u662fPostman\u7b49GUI\u5de5\u5177\u7684\u6709\u6548\u66ff\u4ee3\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u6d4b\u8bd5\u573a\u666f\u7684\u786e\u5b9a\u6027\u4e0eCI\u53ef\u91cd\u73b0\u6027\u3001\u5bf9\u590d\u6742OAuth\u7b49\u8eab\u4efd\u9a8c\u8bc1\u6d41\u7a0b\u7684\u652f\u6301\u6df1\u5ea6\uff0c\u4ee5\u53ca\u4f7f\u7528\u8f83\u5c0f\u672c\u5730\u6a21\u578b\u65f6\u7684\u6548\u679c\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 Octrafic\u7684\u5b9e\u8d28\uff0c\u662f\u5c06LLM\u8f6c\u5316\u4e3a\u4e00\u4e2a\u7406\u89e3OpenAPI\u89c4\u8303\u4e0e\u81ea\u7136\u8bed\u8a00\u6307\u4ee4\u7684\u201c\u6d4b\u8bd5\u7b56\u7565\u751f\u6210\u5668\u201d\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u7684\u201c\u7528\u82f1\u8bed\u5199\u6d4b\u8bd5\u201d\uff0c\u800c\u5728\u4e8e**\u5c06\u975e\u7ed3\u6784\u5316\u7684\u6d4b\u8bd5\u610f\u56fe\uff0c\u81ea\u52a8\u7f16\u8bd1\u4e3a\u7ed3\u6784\u5316\u7684\u3001\u53ef\u6267\u884c\u7684\u52a8\u4f5c\u5e8f\u5217\uff08\u8bf7\u6c42\u3001\u65ad\u8a00\u3001\u62a5\u544a\uff09**\u3002\u8fd9\u6311\u6218\u4e86\u4ee5Postman\u4e3a\u4ee3\u8868\u7684\u201c\u624b\u52a8\u7ec4\u88c5\u8bf7\u6c42\u96c6\u5408\u201d\u548c\u4ee5pytest\u4e3a\u4ee3\u8868\u7684\u201c\u624b\u52a8\u7f16\u5199\u65ad\u8a00\u811a\u672c\u201d\u4e24\u79cd\u4f20\u7edf\u8303\u5f0f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5de7\u5999\u5730\u9009\u62e9\u4e86\u201c\u5355\u4e8c\u8fdb\u5236\u3001BYO Key\u3001\u5f00\u6e90\u201d\u8fd9\u4e00\u6781\u7b80\u4e3b\u4e49\u6280\u672f\u6808\uff0c\u5927\u5e45\u964d\u4f4e\u4e86\u91c7\u7528\u95e8\u69db\uff0c\u5e76\u7cbe\u51c6\u907f\u5f00\u4e86\u6570\u636e\u9690\u79c1\u4e0e\u6258\u7ba1\u6210\u672c\u7684\u8d28\u7591\u3002\u5176\u201c\u5bfc\u51fa\u5230Postman\/curl\/pytest\u201d\u7684\u529f\u80fd\u662f\u9ad8\u660e\u7684\u4e00\u6b65\uff0c\u5b83\u5c06\u81ea\u5df1\u5b9a\u4f4d\u4e3a\u654f\u6377\u7684\u201c\u6d4b\u8bd5\u751f\u6210\u524d\u7aef\u201d\uff0c\u800c\u975e\u98a0\u8986\u6027\u7684\u201c\u6d4b\u8bd5\u8fd0\u884c\u65f6\u201d\uff0c\u8ba9\u56e2\u961f\u53ef\u4ee5\u65e0\u7f1d\u5d4c\u5165\u73b0\u6709\u6d41\u7a0b\uff0c\u8fd9\u662f\u5176\u80fd\u83b7\u5f97\u65e9\u671f\u8ba4\u53ef\u7684\u5173\u952e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6838\u5fc3\u98ce\u9669\u4e0e\u6240\u6709LLM\u9a71\u52a8\u7684\u5de5\u5177\u4e00\u81f4\uff1a**\u786e\u5b9a\u6027\u4e0e\u53ef\u9760\u6027**\u3002\u8bc4\u8bba\u4e2d\u53cd\u590d\u51fa\u73b0\u7684\u201cCI\u53ef\u91cd\u73b0\u6027\u201d\u7591\u95ee\u76f4\u51fb\u8981\u5bb3\u3002\u5982\u679c\u6bcf\u6b21\u6d4b\u8bd5\u751f\u6210\u5b58\u5728\u968f\u673a\u6027\uff0c\u6216\u5bf9\u590d\u6742\u4e1a\u52a1\u903b\u8f91\u7684\u7406\u89e3\u51fa\u73b0\u504f\u5dee\uff0c\u5176\u5728\u4e25\u8083\u7684CI\/CD\u7ba1\u9053\u4e2d\u7684\u5730\u4f4d\u5c06\u5c8c\u5c8c\u53ef\u5371\u3002\u672a\u6765\u7684\u7ade\u4e89\u58c1\u5792\uff0c\u4e0d\u5728\u4e8e\u81ea\u7136\u8bed\u8a00\u63a5\u53e3\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u80fd\u5426\u901a\u8fc7\u7ea6\u675f\u6027\u63d0\u793a\u5de5\u7a0b\u3001\u6d4b\u8bd5\u573a\u666f\u5feb\u7167\u6216\u786e\u5b9a\u6027\u8f93\u51fa\u6a21\u5f0f\uff0c\u5c06LLM\u7684\u201c\u7075\u611f\u201d\u8f6c\u5316\u4e3a\u5de5\u7a0b\u5e08\u53ef\u4fe1\u8d56\u7684\u201c\u6807\u51c6\u4f5c\u4e1a\u7a0b\u5e8f\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u5176\u4ef7\u503c\u4e0a\u9650\u53d7\u9650\u4e8eLLM\u5bf9API\u4e1a\u52a1\u903b\u8f91\u7684\u4e0a\u4e0b\u6587\u7406\u89e3\u80fd\u529b\u3002\u5bf9\u4e8e\u7b80\u5355\u7684CRUD\u63a5\u53e3\u6d4b\u8bd5\u6e38\u5203\u6709\u4f59\uff0c\u4f46\u5bf9\u4e8e\u6d89\u53ca\u591a\u72b6\u6001\u8f6c\u6362\u3001\u590d\u6742\u6570\u636e\u5173\u8054\u6216\u7279\u5b9a\u9886\u57df\u903b\u8f91\u7684API\uff0c\u4ec5\u51edOpenAPI\u89c4\u8303\u53ef\u80fd\u4e0d\u8db3\uff0c\u4ecd\u9700\u4eba\u5de5\u4ecb\u5165\u3002\u5b83\u66f4\u50cf\u662f\u201c\u6d4b\u8bd5\u5de5\u7a0b\u5e08\u7684\u5f3a\u529b\u526f\u9a7e\u9a76\u201d\uff0c\u800c\u975e\u201c\u81ea\u52a8\u9a7e\u9a76\u201d\u3002\u82e5\u80fd\u6301\u7eed\u8fed\u4ee3\uff0c\u5728\u786e\u5b9a\u6027\u4e0e\u590d\u6742\u573a\u666f\u5904\u7406\u4e0a\u53d6\u5f97\u7a81\u7834\uff0c\u5b83\u6709\u671b\u6210\u4e3aAPI\u6d4b\u8bd5\u5de5\u4f5c\u6d41\u4e2d\u4e00\u4e2a\u9769\u547d\u6027\u7684\u5165\u53e3\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\">Octrafic<\/span>\n <\/div>\n<div class=\"comment-content\">Octrafic is an open-source CLI for API testing. Point it at any OpenAPI spec or live endpoint, describe what you want to test in plain English, and let it handle the rest – from generating requests to validating responses and exporting a PDF report. No test scripts, no GUI, no mocks. Just a single binary. Works with OpenAI, Claude, Ollama, and any OpenAI-compatible provider<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey everyone! \ud83d\udc4b<\/p>\n<p>I built Octrafic to make API testing simpler – no test scripts, no GUI, no mocks.<\/p>\n<p>Point it at any API, describe what you want to test in plain English, and the AI agent handles the rest – planning scenarios, running real requests, validating responses, and exporting results.<\/p>\n<p>What it can do:<\/p>\n<p>– Describe tests in plain English – no boilerplate, no config files<\/p>\n<p>– Generate an OpenAPI spec from your source code<\/p>\n<p>– Run in CI\/CD pipelines non-interactively with a single command<\/p>\n<p>– Export tests to Postman, curl, or pytest to use in your existing toolchain<\/p>\n<p>– Export PDF reports<\/p>\n<p>– Works with any LLM – OpenAI, Claude, Ollama, llama.cpp. You bring your own key, nothing goes through my servers.<\/p>\n<p>Single binary, no runtime dependencies, fully open-source under MIT.<\/p>\n<p>Give it a shot and let me know what you think.<\/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\/@hawierdev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hawierdev<\/a> The Ollama and llama.cpp support is a nice touch. How well does the test generation hold up with smaller local models compared to something like GPT-4? I’m curious whether you’d need a beefier model for complex API specs or if a 7B param model handles most cases fine.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@hawierdev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hawierdev<\/a> Single binary that exports to Postman, pytest, and curl is a smart wedge. Teams already have one of those baked into CI, so Octrafic doesn’t force a toolchain swap… it just generates the artifacts faster. Different play from Bruno or Hoppscotch, which still need you to manually build and maintain collections. The OpenAPI-from-source-code generation is what’d pull me in though. Hand-maintained specs drift from reality within a week. If Octrafic can keep that spec accurate as code evolves, it becomes the source of truth for contract testing, not just an ad-hoc testing tool.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@hawierdev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hawierdev<\/a> Quick thought \u2014 without a homepage explainer video, you\u2019re likely losing dev signups who don\u2019t instantly grasp the workflow.<\/p>\n<p>I help SaaS tools like yours turn complex products into conversion-focused explainer videos.<\/p>\n<p>Open to a quick idea share?<\/p>\n<p>animvo.com<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>CLI tools for API testing have always felt <\/p>\n<p>like they need a PhD to configure properly. <\/p>\n<p>Plain English interface is the right call.<\/p>\n<\/p>\n<p>The OpenAPI spec support is what caught my <\/p>\n<p>eye – been dealing with API validation while <\/p>\n<p>building an automation tool and writing test <\/p>\n<p>scripts manually is genuinely painful.<\/p>\n<\/p>\n<p>Does Octrafic handle auth flows well? <\/p>\n<p>Things like OAuth tokens, API key rotation <\/p>\n<p>mid-session – that’s usually where CLI <\/p>\n<p>testing tools fall apart in my experience.<\/p>\n<\/p>\n<p>Also open-source is a big green flag. <\/p>\n<p>Will definitely be exploring this!<\/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\">@alamenigma Thanks! Auth is handled through config you can set bearer tokens, API keys, and basic auth. OAuth token rotation mid-session isn’t there yet but that’s great feedback adding it to the roadmap.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Hey Miko\u0142aj, that line about no scripts, no GUI, no mocks says a lot about what was frustrating you. Was there a specific project where you spent more time setting up the test infrastructure than actually testing the API?<\/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\">@vouchy Honestly I just hated the constant setup: writing scripts, configuring environments, managing auth headers. I wanted to actually test the API not spend 30 minutes preparing to test it. So I built something that lets me just describe what I want and get results immediately<\/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>Plain-English API testing from the CLI is a strong angle. Most tools either lock you into a GUI (Postman) or force you to maintain brittle test scripts.<\/p>\n<p>Curious about determinism – if the LLM plans the test flow, how do you ensure reproducibility in CI runs? Can scenarios be \u201cfrozen\u201d once generated, or is each run potentially slightly different?<\/p>\n<p>Also like the single-binary + BYO key approach. Clean dev ergonomics.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Really cool approach to API testing. The “describe what you want to test in plain English” workflow is such a natural fit \u2014 writing and maintaining test scripts for every endpoint is one of those tasks that everyone knows is important but nobody actually enjoys doing. The fact that it generates a PDF report at the end is a nice touch too, super useful for sharing results with non-technical stakeholders. How does it handle authentication flows \u2014 like chained requests where you need a token from one endpoint to test another?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>All these IDEs are the same, but you write that they are different, but they are one and the same.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Interesting approach using LLMs to generate + validate test flows directly from OpenAPI specs. How are you thinking about reproducibility across runs?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">#9<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/6CO62K6WKNM5RS\" class=\"app-title\">Epismo Skills<\/a><\/p>\n<div class=\"one-liner\">Everything your agent needs to run reliably<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">108<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Epismo Skills \u662f\u4e00\u4e2aAI\u667a\u80fd\u4f53\u5de5\u4f5c\u6d41\u5e73\u53f0\uff0c\u901a\u8fc7\u63d0\u4f9b\u53ef\u590d\u7528\u3001\u793e\u533a\u9a71\u52a8\u7684\u6807\u51c6\u5316\u5de5\u4f5c\u6d41\uff0c\u89e3\u51b3\u4e86AI\u5e94\u7528\u8fc7\u7a0b\u4e2d\u6d41\u7a0b\u96be\u4ee5\u590d\u5236\u3001\u7ba1\u7406\u548c\u89c4\u6a21\u5316\u590d\u73b0\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\/acb56919-59f8-4309-946c-e9effddaa658.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\/7d0644cb-4b1d-4221-985c-80f4b132fa64.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\/8fcdfb29-fc99-4864-9430-b3fe33a746ab.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\/4eb8e8ac-da17-405a-ab15-e69cbda757ee.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\/1469544e-f962-4217-9939-44a669935d90.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\">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\u5de5\u4f5c\u6d41\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u7f16\u6392<\/span><br \/>\n <span class=\"tag\">\u6d41\u7a0b\u590d\u7528<\/span><br \/>\n <span class=\"tag\">\u793e\u533a\u77e5\u8bc6\u5e93<\/span><br \/>\n <span class=\"tag\">\u9879\u76ee\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u4eba\u673a\u534f\u540c<\/span><br \/>\n <span class=\"tag\">\u6700\u4f73\u5b9e\u8df5\u5171\u4eab<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u5de5\u4f5c\u6d41<\/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\u9ad8\u5ea6\u8ba4\u53ef\u5176\u201c\u5de5\u4f5c\u6d41\u514b\u9686\u201d\u548c\u793e\u533a\u5e93\u6982\u5ff5\uff0c\u5c06\u5176\u7c7b\u6bd4\u4e3a\u201cAI\u5de5\u4f5c\u6d41\u7684GitHub\u201d\u3002\u6838\u5fc3\u95ee\u9898\u805a\u7126\u4e8e\u591a\u667a\u80fd\u4f53\u8f93\u51fa\u51b2\u7a81\u7684\u89e3\u51b3\u673a\u5236\u3002\u521b\u59cb\u4eba\u56de\u590d\u9610\u8ff0\u4e86\u57fa\u4e8e\u5f00\u6e90\u52a8\u6001\u7684\u8fdb\u5316\u903b\u8f91\uff0c\u5e76\u900f\u9732\u5f53\u524d\u6700\u53d7\u6b22\u8fce\u7684\u5de5\u4f5c\u6d41\u662f\u201c\u6280\u80fd\u6539\u8fdb\u5faa\u73af\u201d\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 Epismo Skills \u7784\u51c6\u7684\u5e76\u975e\u8868\u9762\u7684\u201c\u5de5\u4f5c\u6d41\u5171\u4eab\u201d\uff0c\u800c\u662fAI\u667a\u80fd\u4f53\u65f6\u4ee3\u7684\u201c\u64cd\u4f5c\u89c4\u7a0b\u201d\u6807\u51c6\u5316\u4e0e\u4f20\u627f\u95ee\u9898\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u8bd5\u56fe\u5c06AI\u5e94\u7528\u4ece\u4f9d\u8d56\u788e\u7247\u5316\u63d0\u793a\u8bcd\u548c\u9690\u6027\u7ecf\u9a8c\u7684\u201c\u624b\u5de5\u4f5c\u574a\u201d\u9636\u6bb5\uff0c\u63a8\u5411\u57fa\u4e8e\u53ef\u9a8c\u8bc1\u3001\u53ef\u8fed\u4ee3\u6d41\u7a0b\u7684\u201c\u5de5\u7a0b\u5316\u201d\u9636\u6bb5\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7280\u5229\u5730\u5207\u4e2d\u4e86\u5f53\u524dAI\u5e94\u7528\u7684\u6838\u5fc3\u77db\u76fe\uff1a\u4e00\u6b21\u6027\u7684\u51fa\u8272\u7ed3\u679c\u65e0\u6cd5\u8f6c\u5316\u4e3a\u7a33\u5b9a\u7684\u751f\u4ea7\u80fd\u529b\u3002\u5b83\u901a\u8fc7\u201c\u5de5\u4f5c\u6d41\u201d\u8fd9\u4e2a\u5355\u5143\uff0c\u5f3a\u5236\u5b9a\u4e49\u4e86\u6b65\u9aa4\u3001\u4eba\u673a\u8fb9\u754c\u3001\u4ea7\u51fa\u7269\u548c\u8d28\u91cf\u68c0\u67e5\u70b9\uff0c\u8fd9\u5b9e\u8d28\u4e0a\u662f\u4e3a\u4e0d\u53ef\u63a7\u7684AI\u884c\u4e3a\u5957\u4e0a\u4e86\u53ef\u7ba1\u7406\u7684\u6d41\u7a0b\u6846\u67b6\u3002\u5176\u793e\u533a\u5e93\u7684\u91ce\u5fc3\uff0c\u662f\u5efa\u7acb\u4e00\u5957\u57fa\u4e8e\u96c6\u4f53\u5b9e\u8df5\u8fdb\u5316\u800c\u6765\u7684\u201c\u6700\u4f73\u5b9e\u8df5\u201d\u534f\u8bae\uff0c\u8fd9\u6bd4\u4efb\u4f55\u5355\u5bb6\u516c\u53f8\u95ed\u95e8\u9020\u8f66\u90fd\u66f4\u5177\u751f\u6001\u6f5c\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6700\u5927\u6311\u6218\u4e5f\u5728\u4e8e\u6b64\u3002\u4ee3\u7801\u7684GitHub\u6a21\u578b\u6210\u529f\u57fa\u4e8e\u660e\u786e\u3001\u79bb\u6563\u7684\u8bed\u6cd5\u548c\u903b\u8f91\uff0c\u800cAI\u5de5\u4f5c\u6d41\u5219\u63ba\u6742\u4e86\u6a21\u7cca\u7684\u63d0\u793a\u8bcd\u3001\u5de5\u5177\u914d\u7f6e\u548c\u4eba\u7c7b\u5224\u65ad\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u51b2\u7a81\u89e3\u51b3\u201d\u7684\u7591\u95ee\u76f4\u6307\u6838\u5fc3\uff1a\u5f53\u6d41\u7a0b\u7684\u4ea7\u51fa\u4e0d\u786e\u5b9a\u65f6\uff0c\u5982\u4f55\u8bc4\u5224\u548c\u8fed\u4ee3\u6d41\u7a0b\u672c\u8eab\uff1f\u5e73\u53f0\u76ee\u524d\u4f9d\u8d56\u201c\u5f00\u6e90\u52a8\u6001\u201d\u7684\u81ea\u7136\u9009\u62e9\uff0c\u8fd9\u53ef\u80fd\u521d\u671f\u6709\u6548\uff0c\u4f46\u89c4\u6a21\u6269\u5927\u540e\uff0c\u7f3a\u4e4f\u91cf\u5316\u8bc4\u4f30\u548c\u6cbb\u7406\u673a\u5236\u53ef\u80fd\u5bfc\u81f4\u5e93\u7684\u6df7\u4e71\u4e0e\u53ef\u4fe1\u5ea6\u7a00\u91ca\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u5c06\u5de5\u4f5c\u6d41\u4e0e\u9879\u76ee\u7ba1\u7406\u6df1\u5ea6\u7ed1\u5b9a\u662f\u660e\u667a\u4e4b\u4e3e\uff0c\u5b83\u8ba9\u62bd\u8c61\u6d41\u7a0b\u6709\u4e86\u5177\u4f53\u7684\u7ee9\u6548\u770b\u677f\u3002\u4f46\u8fd9\u4e5f\u610f\u5473\u7740\u5e73\u53f0\u9700\u6df1\u5ea6\u4fb5\u5165\u7528\u6237\u7684\u9879\u76ee\u7ba1\u7406\u573a\u666f\uff0c\u9762\u4e34\u66f4\u590d\u6742\u7684\u96c6\u6210\u4e0e\u66ff\u6362\u6210\u672c\u6311\u6218\u3002Epismo Skills \u6784\u60f3\u5b8f\u5927\uff0c\u4f46\u5176\u6210\u529f\u4e0e\u5426\uff0c\u4e0d\u53d6\u51b3\u4e8e\u6280\u672f\u6846\u67b6\uff0c\u800c\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u65e9\u671f\u5438\u5f15\u8db3\u591f\u591a\u7684\u9ad8\u8d28\u91cf\u8d21\u732e\u8005\uff0c\u5f62\u6210\u5177\u6709\u7f51\u7edc\u6548\u5e94\u7684\u201c\u5de5\u4f5c\u6d41\u751f\u6001\u201d\uff0c\u5e76\u5efa\u7acb\u8d77\u4e00\u5957\u884c\u4e4b\u6709\u6548\u7684\u6d41\u7a0b\u8d28\u91cf\u7b5b\u9009\u4e0e\u8fdb\u5316\u673a\u5236\u3002\u5426\u5219\uff0c\u5b83\u6781\u6613\u6ca6\u4e3a\u53e6\u4e00\u4e2a\u5145\u6ee1\u201c\u73a9\u5177\u6d41\u6c34\u7ebf\u201d\u7684\u4ed3\u5e93\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\">Epismo Skills<\/span>\n <\/div>\n<div class=\"comment-content\">Give your agent proven, community-built best practices that it can instantly adopt and execute with the tools you use every day. Here’s how: 1) Find best practices: Search community workflows and quickly bring proven ways of working into your projects. 2) Capture your know-how: Turn your practical expertise into reusable workflows for yourself, your team, or the community. 3) Operate as projects: Connect imported workflows to projects and execute, track, and manage them as ongoing tasks.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The workflow cloning concept is what <\/p>\n<p>really stands out here – most AI platforms <\/p>\n<p>make you start from scratch every time.<\/p>\n<p>Routing each step to the best agent <\/p>\n<p>is smart architecture. <\/p>\n<\/p>\n<p>Curious how <\/p>\n<p>you handle conflicts when two agents <\/p>\n<p>produce contradictory outputs in the <\/p>\n<p>same workflow?<\/p>\n<\/p>\n<p>Also the community library angle reminds <\/p>\n<p>me of what GitHub did for code – but for <\/p>\n<p>AI workflows. If the community grows, <\/p>\n<p>this becomes incredibly powerful.<\/p>\n<\/p>\n<p>What’s the most popular workflow being <\/p>\n<p>cloned right now?<\/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\/@alamenigma\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alamenigma<\/a> <\/p>\n<p>I\u2019m really glad the intent landed. The community library angle is exactly what we\u2019re going for.<\/p>\n<\/p>\n<p>On conflicts: I might be misunderstanding your question, but we expect something closer to open source dynamics. As workflows get cloned and run in the wild, agents (and humans) can evaluate outcomes, leave feedback, and publish improved variants. Over time, the better workflows naturally get selected and reused more.<\/p>\n<\/p>\n<p>Most popular workflow right now: a recursive \u201cimprove the skill\u201d loop. Import a skill, run it on a real project, tighten steps\/checks\/handoffs based on what breaks, then publish the improved version back: <a href=\"https:\/\/epismo.ai\/share\/eupN1gT27mW9\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/epismo.ai\/share\/eupN1gT27mW9<\/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>Hi Product Hunt \ud83d\udc4b I\u2019m Hiroki, founder of Epismo.<\/p>\n<\/p>\n<p>I kept running into the same issue with daily AI use: I\u2019d get a great result, then a week later I couldn\u2019t reproduce <em>how<\/em> I got there. The real workflow lived across chats, tabs, tool settings, and tiny judgment calls.<\/p>\n<\/p>\n<p>Epismo Skills turn that hidden “how” into a workflow you can <strong>reuse and share with the community<\/strong>.<\/p>\n<\/p>\n<p>Instead of trading prompts, we share workflows as reusable units: explicit steps, human vs agent boundaries, expected artifacts, and quality checks. You can run the same workflow inside the agent environment you already use.<\/p>\n<\/p>\n<p>What you can do with Skills:<\/p>\n<ul>\n<li>\n<p><strong>Copy the whole process<\/strong><br \/>Import a workflow that includes the exact steps, tools, and prompts used.<\/p>\n<\/li>\n<li>\n<p><strong>Turn knowledge into workflows<\/strong><br \/>Generate a workflow from project context or an external doc\/link, then reuse it.<\/p>\n<\/li>\n<li>\n<p><strong>Run workflows as projects<\/strong><br \/>Treat an imported workflow so progress stay visible.<\/p>\n<\/li>\n<\/ul>\n<p>Take a workflow, adapt it to your context, then publish your improved version back so others can reuse it and build on it.<\/p>\n<p>What workflow do you wish you could import and run today?<\/p>\n<\/p>\n<p>Source: <a href=\"https:\/\/github.com\/epismoai\/skills\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/github.com\/epismoai\/skills<\/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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hirokiyn\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hirokiyn<\/a> Ran into this on a multi-agent pipeline. Shared the prompt chain, teammate couldn’t reproduce it because three manual review gates and a tool config were implicit. Epismo making human vs agent boundaries explicit per step is what separates this from prompt libraries that only version the instruction. Project-level tracking compounds that. Most shared workflows are fire-and-forget… you clone and you’re on your own. Running imported Skills as tasks with progress visibility means you can tell if an adaptation is performing or drifting 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<\/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\/VNUS72QP6MV6W7\" class=\"app-title\">Hearica<\/a><\/p>\n<div class=\"one-liner\">Turn all computer audio into captions for the deaf <\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">95<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Hearica\u662f\u4e00\u6b3e\u5c06\u7535\u8111\u5168\u5c40\u97f3\u9891\u5b9e\u65f6\u8f6c\u4e3a\u5b57\u5e55\u7684\u8f85\u52a9\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u542c\u969c\u4eba\u58eb\u5728\u591a\u5e94\u7528\u3001\u591a\u573a\u666f\uff08\u5982\u4f1a\u8bae\u3001\u89c6\u9891\u3001\u901a\u8bdd\uff09\u4e2d\u65e0\u6cd5\u83b7\u53d6\u5b9e\u65f6\u5b57\u5e55\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\/1c91425f-f2f7-4486-92ea-b5d5eb44ea37.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\/10cd3ca0-6542-4045-84bd-65bbb0e8d54e.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\/0dda2f40-b278-4088-9e26-10f4bc128f79.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\/17f681d2-5963-480b-b213-ae2065416001.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/Muwqmc6prko\"><source src=\"https:\/\/youtu.be\/Muwqmc6prko\" 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\">Inclusivity<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5b9e\u65f6\u5b57\u5e55<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u8f6c\u6587\u5b57<\/span><br \/>\n <span class=\"tag\">\u65e0\u969c\u788d\u8f85\u52a9\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5168\u5c40\u97f3\u9891\u6355\u83b7<\/span><br \/>\n <span class=\"tag\">\u591a\u8bed\u8a00\u7ffb\u8bd1<\/span><br \/>\n <span class=\"tag\">\u8de8\u5e94\u7528\u8f6c\u5f55<\/span><br \/>\n <span class=\"tag\">\u5c4f\u5e55\u60ac\u6d6e\u7a97<\/span><br \/>\n <span class=\"tag\">\u542c\u969c\u4eba\u58eb<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u7ffb\u8bd1<\/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\u5176\u5168\u5c40\u97f3\u9891\u6355\u83b7\u65b9\u6848\u548c60+\u8bed\u8a00\u5b9e\u65f6\u7ffb\u8bd1\u3002\u4e3b\u8981\u95ee\u9898\u805a\u7126\u4e8e\uff1a1. \u5bf9\u91cd\u53e3\u97f3\u548c\u4e13\u4e1a\u672f\u8bed\u7684\u5904\u7406\u80fd\u529b\uff1b2. \u591a\u4eba\u5bf9\u8bdd\u65f6\u7684\u53d1\u8a00\u4eba\u533a\u5206\uff1b3. \u5bf9macOS\u7248\u672c\u7684\u671f\u5f85\u3002\u5f00\u53d1\u8005\u56de\u590d\u79f0\u53ef\u901a\u8fc7\u81ea\u5b9a\u4e49\u8bed\u5883\u63d0\u5347\u51c6\u786e\u7387\uff0c\u5e76\u652f\u6301\u53d1\u8a00\u4eba\u5206\u79bb\u529f\u80fd\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 Hearica\u770b\u4f3c\u89e3\u51b3\u4e86\u4e00\u4e2a\u201c\u5c0f\u201d\u75db\u70b9\u2014\u2014\u8de8\u5e94\u7528\u5b9e\u65f6\u5b57\u5e55\uff0c\u5b9e\u5219\u6345\u7834\u4e86\u4e00\u5c42\u957f\u671f\u5b58\u5728\u7684\u201c\u7a97\u6237\u7eb8\u201d\u3002\u5728Zoom\u3001Teams\u7b49\u5e94\u7528\u5185\u7f6e\u5b57\u5e55\u5df2\u6210\u6807\u914d\u7684\u4eca\u5929\uff0c\u5176\u201c\u7cfb\u7edf\u7ea7\u201d\u97f3\u9891\u6355\u83b7\u80fd\u529b\uff0c\u624d\u662f\u771f\u6b63\u5c06\u201c\u65e0\u969c\u788d\u201d\u4ece\u5c01\u95ed\u7684\u5355\u4e00\u5e94\u7528\u573a\u666f\u89e3\u653e\u51fa\u6765\uff0c\u8986\u76d6\u5230\u4efb\u610f\u8001\u65e7\u8f6f\u4ef6\u3001\u6e38\u620f\u6216\u672c\u5730\u89c6\u9891\u64ad\u653e\u7684\u5173\u952e\u3002\u8fd9\u4ece\u6280\u672f\u5b9e\u73b0\u4e0a\u5e76\u975e\u98a0\u8986\uff0c\u4f46\u5728\u4ea7\u54c1\u7406\u5ff5\u4e0a\u5374\u662f\u4e00\u79cd\u7a00\u7f3a\u7684\u201c\u5b8c\u6574\u6027\u201d\u601d\u7ef4\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u4e0e\u4ef7\u503c\u6838\u5fc3\u5e76\u975e\u6280\u672f\uff0c\u800c\u5728\u4e8e\u751f\u6001\u4e0e\u4fe1\u4efb\u3002\u9996\u5148\uff0c\u6301\u7eed\u7684\u7cfb\u7edf\u7ea7\u97f3\u9891\u6355\u83b7\u6d89\u53ca\u6781\u9ad8\u7684\u9690\u79c1\u654f\u611f\u5ea6\uff0c\u8fd9\u5bf9\u4e00\u4e2a\u72ec\u7acb\u5f00\u53d1\u9879\u76ee\u662f\u5de8\u5927\u7684\u4fe1\u4efb\u95e8\u69db\uff0c\u8bc4\u8bba\u4e2d\u5df2\u51fa\u73b0\u5b89\u5168\u5408\u89c4\u7684\u5173\u5207\u3002\u5176\u6b21\uff0c\u5176\u5ba3\u79f0\u7684\u51c6\u786e\u7387\u4f18\u52bf\u4e25\u91cd\u4f9d\u8d56\u4e91\u7aef\u6a21\u578b\u548c\u201c\u81ea\u5b9a\u4e49\u8bed\u5883\u201d\u8fd9\u4e00\u4eba\u5de5\u8c03\u4f18\uff0c\u8fd9\u4f7f\u5176\u9677\u5165\u4e24\u96be\uff1a\u4f5c\u4e3a\u5373\u65f6\u8f85\u52a9\u5de5\u5177\uff0c\u7528\u6237\u671f\u5f85\u201c\u5f00\u7bb1\u5373\u7528\u201d\u7684\u9ad8\u7cbe\u5ea6\uff1b\u800c\u4f5c\u4e3a\u4e13\u4e1a\u5de5\u5177\uff0c\u81ea\u5b9a\u4e49\u8bed\u5883\u529f\u80fd\u53c8\u5c06\u51c6\u786e\u7387\u8d23\u4efb\u90e8\u5206\u8f6c\u5ac1\u7ed9\u4e86\u7528\u6237\u3002\u5176\u4ece\u5f00\u6e90\u9879\u76ee\u6f14\u5316\u800c\u6765\u7684\u80cc\u666f\uff0c\u65e2\u5e26\u6765\u4e86\u60c5\u6000\u52a0\u5206\uff0c\u4e5f\u8ba9\u4eba\u5bf9\u5176\u957f\u671f\u7ef4\u62a4\u3001\u6570\u636e\u5408\u89c4\u53ca\u5546\u4e1a\u5316\u53ef\u6301\u7eed\u6027\u4ea7\u751f\u7591\u95ee\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cHearica\u7684\u4ef7\u503c\u5728\u4e8e\u5b83\u8bd5\u56fe\u6210\u4e3a\u7cfb\u7edf\u7ea7\u7684\u201c\u542c\u89c9\u4e49\u80a2\u201d\u3002\u5b83\u7684\u6210\u529f\u4e0d\u5728\u4e8e\u662f\u5426\u6bd4\u67d0\u6b3e\u8f6c\u5f55\u8f6f\u4ef6\u66f4\u51c6\uff0c\u800c\u5728\u4e8e\u80fd\u5426\u4ee5\u6781\u4f4e\u7684\u8ba4\u77e5\u4e0e\u64cd\u4f5c\u8d1f\u62c5\uff0c\u65e0\u7f1d\u878d\u5165\u7528\u6237\u6240\u6709\u6570\u5b57\u542c\u89c9\u573a\u666f\uff0c\u5e76\u5efa\u7acb\u8d77\u7262\u4e0d\u53ef\u7834\u7684\u9690\u79c1\u4fe1\u4efb\u3002\u8fd9\u6761\u8def\uff0c\u9053\u963b\u4e14\u957f\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\">Hearica<\/span>\n <\/div>\n<div class=\"comment-content\">Most captioning tools only work inside one app. Hearica works across your entire computer. Any call, any video, any voice. It sits as a floating overlay on your screen and transcribes whatever you’re hearing in real time. Save and replay with audio, export, translate into 60+ languages, add custom context for perfect accuracy. Never miss a word again \ud83d\udc42<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>System-wide audio capture instead of <\/p>\n<p>per-app is the right approach – surprised <\/p>\n<p>nobody solved this properly until now.<\/p>\n<\/p>\n<p>60+ languages with real-time translation <\/p>\n<p>is impressive. How does it handle <\/p>\n<p>heavy accents or technical jargon?<\/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\/@alamenigma\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alamenigma<\/a> Hi Modassir, Hearica handles heavy accents and jargon quite well, the speech-to-text model is very accurate. There can be occasional edge cases, but you can iron them out using context and language hints. You might want to try our accuracy taster tool on hearica.com, it accepts file and microphone input (as does the main app).<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2340d720-738c-4fa7-a755-d900a1b65e57.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 that this started as an open-source passion project to solve your own hearing loss. The custom context feature is clever \u2014 most transcription tools just throw generic models at everything. Waiting for the macOS version!<\/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>Nice! Curious how it handles multiple speakers in the same room vs. remote calls \u2014 does it differentiate voices or just transcribe everything as one stream?<\/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\/@denious\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@denious<\/a> Hi Denis, Hearica can do either. If you enable speaker separation, it identifies speakers by the slight differences in their voices, and shows which speaker is talking. If you disable speaker separation and break detection, you get a simple continuous caption stream. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 started in 2024 with an open-source project, System Captioner, tinkering with OpenAI Whisper models to create a tool that could caption live streams and help me with my hearing loss. Although quite accurate, the size and clunkiness of the models meant the app wasn’t as accessible to the public as I had wished.<\/p>\n<p>Since then, I have been working on Hearica. It leverages cloud to run on any PC while being significantly more accurate than YouTube auto-captions or built-in transcription models that come with some operating systems. And adding context, even a short note like “A live stream of a medical lecture”, makes it even more accurate. <\/p>\n<p>What’s your experience with real-time captioning and translation tools? Have you ever been in a situation where you wish you had real-time captions?<\/p>\n<p>I’m bootstrapping Hearica solo and it’s a passion project years in the making. I would love to hear your thoughts. Hearica is out on Windows today, with a macOS launch soon.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@evermoving\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@evermoving<\/a> congrats on launching Hearica<\/p>\n<p>I work with early stage SaaS founders on security & GDPR readiness.<\/p>\n<p>I ran a quick public facing check and noticed a couple of areas that might matter as you scale.<\/p>\n<p>Would you be open to a 2 minute snapshot?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">#11<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/DV32T2EC5HRXS5\" class=\"app-title\">Indbase<\/a><\/p>\n<div class=\"one-liner\">Database for India’s Builders<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">38<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Indbase\u662f\u4e00\u6b3e\u4e3a\u5370\u5ea6\u5f00\u53d1\u8005\u6253\u9020\u7684\u3001\u672c\u5730\u5316\u90e8\u7f72\u7684PostgreSQL\u6570\u636e\u5e93\u670d\u52a1\uff0c\u6838\u5fc3\u89e3\u51b3\u4e86\u5728\u5370\u5ea6\u5e02\u573a\u56e0\u6570\u636e\u8de8\u5883\u5b58\u50a8\u800c\u4ea7\u751f\u7684\u5408\u89c4\u6027\u3001\u5ef6\u8fdf\u548c\u8fd0\u8425\u652f\u6301\u7b49\u57fa\u7840\u8bbe\u65bd\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\/b3d2a301-de17-4506-83ae-715a05238c12.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\/93809185-705b-4336-8012-ab1a1ddd9657.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\/60de967c-8b7a-4be3-9274-e8b28be765d7.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\">Database<\/span><br \/>\n <span class=\"tag\">Vibe coding<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6570\u636e\u5e93\u5373\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">PostgreSQL<\/span><br \/>\n <span class=\"tag\">\u5370\u5ea6\u672c\u571f\u4e91\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u9a7b\u7559<\/span><br \/>\n <span class=\"tag\">\u5408\u89c4\u6027<\/span><br \/>\n <span class=\"tag\">\u57fa\u7840\u8bbe\u65bd<\/span><br \/>\n <span class=\"tag\">\u521d\u521b\u4f01\u4e1a<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u5316\u8fd0\u8425<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\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>\u6709\u6548\u8bc4\u8bba\u4e3b\u8981\u4e3a\u4ea7\u54c1\u56e2\u961f\u81ea\u8eab\u53d1\u5e03\uff0c\u9610\u660e\u5176\u5efa\u8bbe\u5370\u5ea6\u672c\u571f\u5316\u3001\u5408\u89c4PostgreSQL\u670d\u52a1\u7684\u521d\u8877\u4e0e\u613f\u666f\uff0c\u65e8\u5728\u62db\u52df\u65e9\u671f\u6784\u5efa\u8005\u8fdb\u884c\u9a8c\u8bc1\u3002\u53e6\u6709\u7528\u6237\u56de\u5e16\u8868\u793a\u8d5e\u8d4f\u4e0e\u611f\u8c22\uff0c\u4f46\u5c5e\u4e8e\u63a8\u8350\u53cd\u9988\uff0c\u4fe1\u606f\u91cf\u6709\u9650\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 Indbase\u7684\u4eae\u76f8\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u6b3e\u6210\u719f\u4ea7\u54c1\u7684\u53d1\u5e03\uff0c\u4e0d\u5982\u8bf4\u662f\u4e00\u4efd\u7cbe\u51c6\u9488\u5bf9\u5370\u5ea6\u201c\u6570\u5b57\u4e3b\u6743\u201d\u4e0e\u201c\u79d1\u6280\u81ea\u7acb\u201d\u60c5\u7eea\u7684\u5ba3\u8a00\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u6280\u672f\u5c42\u9762\u7684\u521b\u65b0\uff08\u6258\u7ba1PostgreSQL\u5df2\u662f\u7ea2\u6d77\uff09\uff0c\u800c\u5728\u4e8e\u5176\u7cbe\u51c6\u7684\u5b9a\u4f4d\u7b56\u7565\uff1a\u6293\u4f4f\u5370\u5ea6\u5e02\u573a\u65e5\u76ca\u589e\u957f\u7684\u6570\u636e\u672c\u5730\u5316\u5408\u89c4\u8981\u6c42\u3001\u5bf9\u8de8\u5883\u4e91\u670d\u52a1\u5ef6\u8fdf\u7684\u654f\u611f\uff0c\u4ee5\u53ca\u672c\u5730\u5316\u8fd0\u8425\u652f\u6301\uff08IST\u65f6\u533a\u3001\u672c\u5730\u652f\u4ed8\uff09\u7684\u9690\u6027\u9700\u6c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u56e2\u961f\u5728\u8bc4\u8bba\u4e2d\u7684\u81ea\u6211\u9610\u8ff0\u6781\u4e3a\u5173\u952e\uff0c\u5b83\u5265\u79bb\u4e86\u8425\u9500\u8bdd\u672f\uff0c\u76f4\u6307\u6838\u5fc3\u2014\u2014\u8fd9\u662f\u5173\u4e8e\u201c\u67b6\u6784\u4e0e\u8d23\u4efb\u201d\u7684\u57fa\u7840\u8bbe\u65bd\u91cd\u6784\u3002\u5728\u5370\u5ea6\u521d\u521b\u751f\u6001\u84ec\u52c3\u53d1\u5c55\u7684\u80cc\u666f\u4e0b\uff0cAWS\u3001Google Cloud\u7b49\u56fd\u9645\u5de8\u5934\u867d\u5360\u636e\u5e02\u573a\uff0c\u4f46\u5728\u6570\u636e\u9a7b\u7559\u6cd5\u5f8b\u660e\u786e\u5316\u3001\u6c11\u65cf\u60c5\u7eea\u9ad8\u6da8\u7684\u8bed\u5883\u4e0b\uff0c\u4e00\u4e2a\u201c\u7269\u7406\u4f4d\u7f6e\u3001\u6cd5\u5f8b\u5bf9\u9f50\u3001\u8fd0\u8425\u53ef\u7528\u6027\u201d\u5747\u5728\u672c\u571f\u7684\u670d\u52a1\uff0c\u6784\u6210\u4e86\u5dee\u5f02\u5316\u7684\u5229\u57fa\u5e02\u573a\u5207\u5165\u70b9\u3002\u7136\u800c\uff0c\u5176\u6700\u5927\u6311\u6218\u4e5f\u5728\u4e8e\u6b64\uff1a\u80fd\u5426\u5728\u5de8\u5934\u73af\u4f3a\u4e0b\uff0c\u771f\u6b63\u6784\u5efa\u51fa\u7a33\u5b9a\u3001\u53ef\u9760\u4e14\u6210\u672c\u6709\u7ade\u4e89\u529b\u7684\u57fa\u7840\u8bbe\u65bd\u670d\u52a1\uff0c\u5e76\u8d62\u5f97\u8db3\u591f\u591a\u5bf9\u5408\u89c4\u6709\u521a\u6027\u9700\u6c42\uff08\u800c\u975e\u4ec5\u60c5\u7eea\u8ba4\u540c\uff09\u7684\u4ed8\u8d39\u5ba2\u6237\u3002\u76ee\u524d\u9636\u6bb5\u4ecd\u5904\u4e8e\u201c\u9a8c\u8bc1\u5047\u8bbe\u201d\u7684\u65e9\u671f\u6784\u5efa\u671f\uff0c\u5176\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u53d6\u51b3\u4e8e\u56e2\u961f\u7684\u6280\u672f\u4e0e\u8fd0\u8425\u6df1\u5ea6\uff0c\u4ee5\u53ca\u5bf9\u5370\u5ea6\u590d\u6742\u76d1\u7ba1\u73af\u5883\u7684\u7406\u89e3\u4e0e\u9002\u914d\u80fd\u529b\uff0c\u8fdc\u975e\u4e00\u53e5\u201c\u4e3a\u5370\u5ea6\u5efa\u8bbe\u201d\u90a3\u4e48\u7b80\u5355\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\">Indbase<\/span>\n <\/div>\n<div class=\"comment-content\">Join the Indbase waitlist for India’s self-reliant PostgreSQL database.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We haven\u2019t launched yet.<\/p>\n<\/p>\n<p>We\u2019re building IndBase because we believe Indian startups deserve core infrastructure that is physically located, legally aligned, and operationally available within India.<\/p>\n<\/p>\n<p>This is not about marketing positioning.<br \/>It\u2019s about architecture and accountability.<\/p>\n<\/p>\n<p>We are working toward:<\/p>\n<p>\u2022 Postgres hosted inside India<br \/>\u2022 Clear data residency guarantees<br \/>\u2022 Alignment with Indian compliance requirements<br \/>\u2022 Billing that works locally<br \/>\u2022 Support that runs in IST<\/p>\n<\/p>\n<p>Right now, we\u2019re in build mode – validating assumptions, speaking with early builders, and shaping the platform carefully.<\/p>\n<p>If you\u2019re building in India and care about where your infrastructure lives and how it operates, we\u2019d value your input early.<\/p>\n<\/p>\n<p>We\u2019re opening the waitlist to start that conversation.<\/p>\n<\/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>This product is amazing! Thank you @suman_saurabh3 for recommending it. I am really happy with the quality and how well it works<\/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\/Y6C47XNOMTKRXS\" class=\"app-title\">Gisteasy<\/a><\/p>\n<div class=\"one-liner\">Compare places. Find your best match with AI review analyst<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">11<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Gisteasy\u662f\u4e00\u6b3e\u5229\u7528AI\u5206\u6790\u5730\u70b9\u8bc4\u8bba\u7684\u5339\u914d\u5de5\u5177\uff0c\u5728\u79df\u623f\u3001\u8ba2\u9152\u5e97\u3001\u9009\u9910\u5385\u7b49\u9700\u8981\u57fa\u4e8e\u4ed6\u4eba\u7ecf\u9a8c\u505a\u51b3\u7b56\u7684\u573a\u666f\u4e0b\uff0c\u5e2e\u52a9\u7528\u6237\u4ece\u6d77\u91cf\u8bc4\u8bba\u4e2d\u9ad8\u6548\u63d0\u70bc\u5173\u952e\u4fe1\u606f\uff0c\u89c4\u907f\u6f5c\u5728\u201c\u96f7\u533a\u201d\uff0c\u627e\u5230\u6700\u7b26\u5408\u4e2a\u4eba\u504f\u597d\u7684\u5730\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\/1f2c4ed8-9946-4c6d-9a2a-e95be38bfcea.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\/344e34aa-4b98-459a-8b43-ce5a2468536f.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\/789ca727-3b08-464b-b425-0710be634c9d.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\">Travel<\/span><br \/>\n <span class=\"tag\">Maps<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u8bc4\u8bba\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u5730\u70b9\u5339\u914d<\/span><br \/>\n <span class=\"tag\">\u51b3\u7b56\u8f85\u52a9\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6d88\u8d39\u60c5\u62a5<\/span><br \/>\n <span class=\"tag\">\u8c37\u6b4c\u5730\u56fe\u6570\u636e<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316\u63a8\u8350<\/span><br \/>\n <span class=\"tag\">\u79df\u623f\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u65c5\u884c\u89c4\u5212<\/span><br \/>\n <span class=\"tag\">\u4fe1\u606f\u8fc7\u6ee4<\/span><br \/>\n <span class=\"tag\">\u751f\u6d3b\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>\u7528\u6237\u80af\u5b9a\u4ea7\u54c1\u89e3\u51b3\u201c\u9519\u8fc7\u5173\u952e\u8d1f\u9762\u8bc4\u8bba\u201d\u7684\u75db\u70b9\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\u6570\u636e\u6e90\u8986\u76d6\u8303\u56f4\uff08\u76ee\u524d\u4ec5\u9650\u8c37\u6b4c\u5730\u56fe\uff0c\u8ba1\u5212\u62d3\u5c55Yelp\u7b49\uff09\u53ca\u5168\u7403\u53ef\u7528\u6027\uff08\u5df2\u786e\u8ba4\u5168\u7403\u53ef\u7528\uff09\u3002\u5efa\u8bae\u589e\u52a0\u66f4\u591a\u672c\u5730\u5316\u8bc4\u8bba\u5e73\u53f0\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 Gisteasy\u7784\u51c6\u4e86\u4e00\u4e2a\u771f\u5b9e\u4e14\u666e\u4e16\u7684\u75db\u70b9\uff1a\u4fe1\u606f\u8fc7\u8f7d\u4e0b\u7684\u51b3\u7b56\u75b2\u52b3\u3002\u5728\u8bc4\u8bba\u6210\u4e3a\u6d88\u8d39\u51b3\u7b56\u5723\u7ecf\u7684\u65f6\u4ee3\uff0c\u5176\u4ef7\u503c\u4e0d\u5728\u4e8e\u521b\u9020\u65b0\u4fe1\u606f\uff0c\u800c\u5728\u4e8e\u5145\u5f53\u201c\u4fe1\u606f\u51cf\u566a\u5668\u201d\u548c\u201c\u4fe1\u53f7\u653e\u5927\u5668\u201d\u3002\u4ea7\u54c1\u903b\u8f91\u6e05\u6670\u2014\u2014\u5c06\u7528\u6237\u4e3b\u89c2\u504f\u597d\u8f6c\u5316\u4e3a\u53ef\u5206\u6790\u7684\u5173\u952e\u8bcd\uff0c\u518d\u4e0e\u8bc4\u8bba\u60c5\u611f\u548c\u5185\u5bb9\u8fdb\u884c\u5339\u914d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6838\u5fc3\u58c1\u5792\u4e0e\u6f5c\u5728\u98ce\u9669\u5747\u7cfb\u4e8e\u6570\u636e\u3002\u76ee\u524d\u4ec5\u4f9d\u8d56\u8c37\u6b4c\u5730\u56fe\uff0c\u6570\u636e\u7ef4\u5ea6\u5355\u4e00\uff0c\u4e14\u53d7\u9650\u4e8e\u8c37\u6b4cAPI\u7684\u89c4\u5219\u4e0e\u6210\u672c\u3002\u89c4\u5212\u4e2d\u7684\u591a\u5e73\u53f0\u6574\u5408\u662f\u5fc5\u7136\u8def\u5f84\uff0c\u4f46\u5c06\u9762\u4e34\u6570\u636e\u6e05\u6d17\u3001\u683c\u5f0f\u7edf\u4e00\u4e0e\u66f4\u65b0\u9891\u7387\u7684\u4e25\u5cfb\u5de5\u7a0b\u6311\u6218\u3002\u66f4\u6df1\u523b\u7684\u8d28\u7591\u5728\u4e8e\uff0cAI\u63d0\u70bc\u7684\u201c\u5173\u952e\u4fe1\u53f7\u201d\u662f\u5426\u4f1a\u9020\u6210\u65b0\u7684\u4fe1\u606f\u504f\u89c1\uff1f\u8fc7\u5ea6\u7b80\u5316\u590d\u6742\u7684\u8bc4\u8bba\u60c5\u611f\uff08\u5982\u8bbd\u523a\u3001\u8bed\u5883\u4f9d\u8d56\u7684\u62b1\u6028\uff09\u53ef\u80fd\u5bfc\u81f4\u8bef\u5224\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u7684\u4ef7\u503c\u6216\u8bb8\u4e0d\u5728\u4e8e\u7ed9\u51fa\u4e00\u4e2a\u786e\u5207\u7684\u201c\u5339\u914d\u5206\u6570\u201d\uff0c\u800c\u5728\u4e8e\u63d0\u4f9b\u4e86\u4e00\u5957\u7ed3\u6784\u5316\u7684\u5206\u6790\u6846\u67b6\uff0c\u5f15\u5bfc\u7528\u6237\u4ece\u201c\u6f2b\u65e0\u76ee\u7684\u5730\u5237\u8bc4\u8bba\u201d\u8f6c\u5411\u201c\u5e26\u7740\u5173\u952e\u95ee\u9898\u53bb\u9a8c\u8bc1\u201d\u3002\u5b83\u66f4\u50cf\u4e00\u4e2a\u4e13\u6ce8\u7684\u201c\u52a9\u7406\u201d\uff0c\u800c\u975e\u5168\u80fd\u7684\u201c\u51b3\u7b56\u8005\u201d\u3002\u6210\u529f\u7684\u5173\u952e\u5728\u4e8e\u4fdd\u6301\u8fd9\u79cd\u8f85\u52a9\u6027\uff0c\u907f\u514d\u8425\u9020\u201cAI\u4e07\u80fd\u51b3\u7b56\u201d\u7684\u5e7b\u89c9\uff0c\u5e76\u6301\u7eed\u62d3\u5bbd\u6570\u636e\u6e90\u7684\u6df1\u5ea6\u4e0e\u5e7f\u5ea6\uff0c\u5c24\u5176\u5728\u5782\u76f4\u9886\u57df\uff08\u5982\u79df\u623f\u3001\u9ad8\u7aef\u9910\u996e\uff09\u5efa\u7acb\u66f4\u7cbe\u7ec6\u7684\u8bed\u4e49\u5206\u6790\u6a21\u578b\u3002\u5f53\u524d\u9636\u6bb5\uff0c\u5b83\u662f\u4e00\u4e2a\u9887\u5177\u6f5c\u529b\u7684\u6548\u7387\u5de5\u5177\uff0c\u4f46\u79bb\u6210\u4e3a\u53ef\u9760\u7684\u751f\u6d3b\u51b3\u7b56\u57fa\u7840\u8bbe\u65bd\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\">Gisteasy<\/span>\n <\/div>\n<div class=\"comment-content\">Review-based place matching: Compare places by analyzing their reviews. Tell us what matters to you, and we’ll match you with places that align with your preferences.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We built <strong>Gisteasy<\/strong> after apartment hunting and realizing how easy it is to miss <strong>deal-breakers<\/strong>\u2014like noise\u2014when you\u2019re buried under hundreds of reviews.<\/p>\n<\/p>\n<p>The idea is simple: you tell us what matters to you (and what to avoid), and we analyze reviews to surface the signals that actually matter\u2014key red flags, relevant comments, and a <strong>personalized <\/strong>match score\u2014so you don\u2019t miss the one review that changes the decision.<\/p>\n<\/p>\n<p>It applies to lots of situations.<br \/>\u2022 Booking a hotel and worried about cleanliness? We find it based on what people actually mention in the comments.<br \/>\u2022 Picking a first-date restaurant and hoping to avoid somewhere too crowded? That comes straight from the comments.<\/p>\n<\/p>\n<p>We\u2019re still early, and would really appreciate any feedback, suggestions, or ideas on how this could be more useful.<\/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=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch team! Its interesting. Does this cover places allover the world or specific countries and areas? <\/p>\n<\/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\/@ayman_elafifi1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ayman_elafifi1<\/a> Thank you! Yes, it covers places worldwide \u2014 you can search and analyze locations in any country where google maps is enabled.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Huge congrats on the launch! \ud83c\udf89 This is such a fantastic idea.<\/p>\n<p>Quick question for the team: Which platforms are you currently pulling review data from (e.g., Google Maps, Yelp)? And are there plans to integrate more localized platforms in the future?<\/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\/@cosmosheep\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cosmosheep<\/a> Thanks for the support! \ud83c\udf89 We’re currently using Google Maps only, but Yelp, <a href=\"http:\/\/Booking.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Booking.com<\/a>, and Airbnb are on the roadmap. Any specific platforms you’d suggest we add next?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/JEK3SCKM67K63Z\" class=\"app-title\">YourShelf<\/a><\/p>\n<div class=\"one-liner\">A link-in-bio for your media taste<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">9<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>YourShelf\u662f\u4e00\u6b3e\u56f4\u7ed5\u4e2a\u4eba\u5a92\u4f53\u54c1\u5473\u6253\u9020\u7684\u201c\u94fe\u63a5\u805a\u5408\u201d\u9875\u9762\uff0c\u901a\u8fc7\u5c55\u793a\u7528\u6237\u7cbe\u9009\u7684\u5f71\u89c6\u3001\u4e66\u7c4d\u3001\u6e38\u620f\u548c\u97f3\u4e50\u4f5c\u54c1\uff0c\u5728\u793e\u4ea4\u5a92\u4f53\u4e2a\u4eba\u7b80\u4ecb\u7b49\u573a\u666f\u4e0b\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u96be\u4ee5\u76f4\u89c2\u3001\u4e2a\u6027\u5316\u5730\u5c55\u793a\u81ea\u8eab\u5174\u8da3\u4e0e\u54c1\u5473\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\/65a437ea-5716-4a66-8b06-39a691425297.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\/54abb557-2cc3-44a8-b989-221a97d6e8c4.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\/27d24890-6108-470b-bdf1-a2265a57e23d.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\/2f388afc-5e53-4d3f-bfae-af96fba81d73.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\/c387a672-541f-43b8-bdd0-d8a2685573b9.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\">Movies<\/span><br \/>\n <span class=\"tag\">Entertainment<\/span><br \/>\n <span class=\"tag\">Social Networking<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u94fe\u63a5\u805a\u5408\u9875\u9762<\/span><br \/>\n <span class=\"tag\">\u4e2a\u4eba\u54c1\u724c\u5c55\u793a<\/span><br \/>\n <span class=\"tag\">\u5a92\u4f53\u54c1\u5473\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u793e\u4ea4\u5a92\u4f53\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316\u4e3b\u9875<\/span><br \/>\n <span class=\"tag\">\u5174\u8da3\u56fe\u8c31<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u8eab\u4efd<\/span><br \/>\n <span class=\"tag\">\u6587\u5316\u6d88\u8d39\u8bb0\u5f55<\/span><br \/>\n <span class=\"tag\">\u521b\u4f5c\u8005\u7ecf\u6d4e<\/span><br \/>\n <span class=\"tag\">\u4e2a\u4eba\u540d\u7247<\/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\u4ea7\u54c1\u521d\u8877\u662f\u89e3\u51b3\u4e2a\u4eba\u5174\u8da3\u5c55\u793a\u65e0\u7edf\u4e00\u51fa\u53e3\u7684\u75db\u70b9\u3002\u7528\u6237\u53cd\u9988\u8ba4\u4e3a\u4ea7\u54c1\u6982\u5ff5\u5f88\u68d2\uff0c\u76f4\u51fb\u201c\u4e2a\u4eba\u7b80\u4ecb\u96be\u5199\u201d\u7684\u666e\u904d\u9700\u6c42\u3002\u6709\u4e00\u6761\u6709\u6548\u8bc4\u8bba\u63d0\u51fa\u4e86\u4e00\u4e2a\u5177\u4f53\u95ee\u9898\uff1a\u4e3a\u4f55\u9009\u62e9\u5c55\u793a\u201c4\u4e2a\u201d\u9879\u76ee\uff0c\u8fd9\u53ef\u80fd\u662f\u5173\u4e8e\u8bbe\u8ba1\u903b\u8f91\u6216\u53ef\u5b9a\u5236\u6027\u7684\u6f5c\u5728\u7591\u95ee\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 YourShelf\u7cbe\u51c6\u5730\u523a\u4e2d\u4e86\u5f53\u524d\u6570\u5b57\u8eab\u4efd\u5c55\u793a\u4e2d\u7684\u4e00\u4e2a\u65ad\u5c42\uff1a\u6211\u4eec\u62e5\u6709\u65e0\u6570\u5206\u6563\u7684\u5174\u8da3\u56fe\u8c31\uff08Letterboxd\u3001Goodreads\u7b49\uff09\uff0c\u5374\u5728\u6700\u9700\u8981\u5feb\u901f\u5efa\u7acb\u8ba4\u77e5\u7684\u793e\u4ea4\u540d\u7247\uff08\u5982Instagram\u7b80\u4ecb\uff09\u4e2d\uff0c\u53ea\u80fd\u7528\u4e00\u4e32\u51b0\u51b7\u7684\u901a\u7528\u94fe\u63a5\u6765\u4ee3\u8868\u3002\u5b83\u672c\u8d28\u4e0a\u4e0d\u662f\u5728\u6311\u6218Linktree\uff0c\u800c\u662f\u5728\u91cd\u65b0\u5b9a\u4e49\u201c\u94fe\u63a5\u201d\u7684\u4ef7\u503c\u2014\u2014\u5c06\u201c\u53bb\u54ea\u201d\u7684\u94fe\u63a5\uff0c\u5347\u7ea7\u4e3a\u201c\u6211\u662f\u8c01\u201d\u7684\u54c1\u5473\u58f0\u660e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u5c06\u201c\u6587\u5316\u6d88\u8d39\u201d\u8f6c\u5316\u4e3a\u4e00\u79cd\u53ef\u5c55\u793a\u7684\u793e\u4ea4\u8d44\u672c\u548c\u4fe1\u4efb\u8d27\u5e01\u3002\u5c55\u793a\u7cbe\u5fc3\u6311\u9009\u7684\u201cTop 4\u201d\uff0c\u662f\u4e00\u79cd\u9ad8\u6548\u7684\u8eab\u4efd\u4fe1\u53f7\u53d1\u5c04\uff0c\u80fd\u5feb\u901f\u5728\u540c\u597d\u95f4\u5efa\u7acb\u8ba4\u540c\uff0c\u5176\u6548\u7387\u8fdc\u9ad8\u4e8e\u6587\u5b57\u7b80\u4ecb\u3002\u5b83\u670d\u52a1\u4e8e\u65e5\u76ca\u5174\u8d77\u7684\u201c\u54c1\u5473\u8eab\u4efd\u201d\u7ecf\u6d4e\uff0c\u7528\u6237\u901a\u8fc7\u6d88\u8d39\u504f\u597d\u6765\u6784\u5efa\u81ea\u6211\u5f62\u8c61\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6df1\u5c42\u6311\u6218\u4e5f\u5728\u4e8e\u6b64\u3002\u9996\u5148\uff0c\u201cTop 4\u201d\u7684\u5f3a\u9650\u5b9a\u662f\u4e00\u628a\u53cc\u5203\u5251\uff0c\u5b83\u5236\u9020\u4e86\u7a00\u7f3a\u6027\u548c\u7b56\u5c55\u611f\uff0c\u4f46\u53ef\u80fd\u65e0\u6cd5\u6ee1\u8db3\u7528\u6237\u591a\u5143\u3001\u6d41\u52a8\u7684\u54c1\u5473\u8868\u8fbe\uff0c\u5f15\u53d1\u201c\u4e3a\u4f55\u662f4\u4e2a\u201d\u7684\u7591\u95ee\u3002\u5176\u6b21\uff0c\u5176\u53d1\u5c55\u9ad8\u5ea6\u4f9d\u8d56\u4e8e\u4e0e\u4e0a\u6e38\u4e13\u4e1a\u793e\u533a\uff08\u5982Letterboxd\uff09\u7684\u5171\u751f\u800c\u975e\u7ade\u4e89\u5173\u7cfb\u3002\u6700\u540e\uff0c\u4e5f\u662f\u6700\u5173\u952e\u7684\uff0c\u5982\u4f55\u907f\u514d\u8ba9\u8fd9\u79cd\u5c55\u793a\u6d41\u4e8e\u8868\u9762\u7684\u201c\u54c1\u5473\u8868\u6f14\u201d\uff0c\u800c\u80fd\u4fc3\u53d1\u66f4\u6df1\u5ea6\u7684\u4ea4\u6d41\uff08\u5982\u4e3a\u4f55\u559c\u6b22\uff09\uff0c\u662f\u4ea7\u54c1\u80fd\u5426\u4ece\u201c\u6f02\u4eae\u540d\u7247\u201d\u5347\u7ea7\u4e3a\u201c\u793e\u4ea4\u67a2\u7ebd\u201d\u7684\u5173\u952e\u3002\u5f53\u524d\u7248\u672c\u50cf\u662f\u4e00\u4e2a\u7cbe\u7f8e\u7684\u9759\u6001\u6a71\u7a97\uff0c\u4e0b\u4e00\u6b65\u6216\u8bb8\u9700\u8981\u8003\u8651\u5982\u4f55\u5f15\u5165\u52a8\u6001\u7684\u201c\u63a8\u8350\u201d\u6216\u201c\u5171\u9e23\u201d\u529f\u80fd\uff0c\u8ba9\u54c1\u5473\u771f\u6b63\u6d41\u52a8\u8d77\u6765\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\">YourShelf<\/span>\n <\/div>\n<div class=\"comment-content\">YourShelf is a link-in-bio built around your media taste. Tools like Linktree or Beacons are great for listing links, but they don’t say anything about who you are. YourShelf lets you showcase your top 4 picks in films, TV shows, books, video games, and music alongside your social links. Every pick is powered by real databases like TMDB, Spotify, Hardcover, and IGDB. 60+ themes, 10+ fonts, custom backdrops, and 140+ social icons. Built for anyone who uses Letterboxd, Goodreads, or Backloggd.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey everyone! I’m Tomy, a solo dev from Spain.<\/p>\n<p>I built YourShelf because I wanted a link-in-bio that actually reflects who I am. I use Letterboxd, Goodreads, Backloggd, and Spotify, but when someone asks “what should I watch?” I never had a single place to point them to. Linktree and similar tools are great for links, but they don’t show your taste.<\/p>\n<p>YourShelf lets you pick your top 4 films, TV shows, books, video games, and music albums, all pulled from real databases (TMDB, Spotify, Hardcover, IGDB), and display them on a customizable profile page alongside your social links.<\/p>\n<p>It’s free to use. The Pro plan adds extra personalization like custom backdrops, more font options, and exclusive shelves.<\/p>\n<p>This is my profile: <a href=\"https:\/\/yourshelf.co\/tomy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/yourshelf.co\/tomy<\/a><\/p>\n<p>I’d love to hear what you think, and if you create a profile, feel free to share it 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Oh, this is really cool! Congrats!<\/p>\n<\/p>\n<p>Curious, why did you pick 4?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Wild that every social platform hasn’t done this already. Bios are honestly one of the hardest things to write about yourself and it’s difficult to know what to put. This is 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<\/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\/KBVNVTC7NFRYHQ\" class=\"app-title\">IndieBar – Revenue Tracker<\/a><\/p>\n<div class=\"one-liner\">Ambient business metrics for indie devs. In your menu bar.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">8<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u5e38\u9a7bmacOS\u83dc\u5355\u680f\u7684\u8425\u6536\u8ffd\u8e2a\u5de5\u5177\uff0c\u4e3a\u72ec\u7acb\u5f00\u53d1\u8005\u63d0\u4f9b\u514d\u6253\u6270\u7684\u5173\u952e\u4e1a\u52a1\u6307\u6807\uff08\u5982\u6536\u5165\u3001\u8ba2\u9605\u3001\u6d41\u91cf\uff09\u5b9e\u65f6\u6982\u89c8\uff0c\u89e3\u51b3\u4e86\u4ed6\u4eec\u9891\u7e41\u5207\u6362\u6570\u636e\u9762\u677f\u3001\u9677\u5165\u6570\u636e\u7126\u8651\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\/5f22d4f3-cfa5-4f8c-ba87-12ed262b2139.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\/7bd23f64-dce0-41d1-841c-5e428f3432f9.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\/1d7a82a0-0bde-41d6-89f3-e5ff0df3f96c.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\/39c0d88a-fa0b-430e-91eb-48c5bb63feae.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\/5530441b-151c-44bd-bb4d-464189cc92fc.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\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Menu Bar Apps<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u72ec\u7acb\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8425\u6536\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u83dc\u5355\u680f\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u53ef\u89c6\u5316<\/span><br \/>\n <span class=\"tag\">Stripe\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u4e70\u65ad\u5236<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u901a\u77e5<\/span><br \/>\n <span class=\"tag\">\u4e1a\u52a1\u5065\u5eb7\u5ea6<\/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>\u5f00\u53d1\u8005\u4ee5\u4eb2\u8eab\u7ecf\u5386\u9610\u8ff0\u4ea7\u54c1\u6e90\u4e8e\u89e3\u51b3\u81ea\u8eab\u201c\u6d41\u5931\u7126\u8651\u201d\u548c\u201c\u6570\u636e\u9762\u677f\u6c89\u8ff7\u201d\u75db\u70b9\uff0c\u5f3a\u8c03\u5176\u6e90\u4e8e\u771f\u5b9e\u9700\u6c42\u3002\u8bc4\u8bba\u6709\u6548\u4f20\u8fbe\u4e86\u4ea7\u54c1\u7406\u5ff5\uff08\u4e3a\u72ec\u7acb\u5f00\u53d1\u8005\u800c\u751f\u3001\u65e0\u8ba2\u9605\u3001\u65e0\u6570\u636e\u6536\u96c6\uff09\uff0c\u4f46\u9644\u5e26\u7684\u56de\u5e16\u4e3a\u65e0\u5173\u7684\u8425\u9500\u5e7f\u544a\uff0c\u5c5e\u65e0\u6548\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 IndieBar \u8868\u9762\u4e0a\u662f\u4e00\u6b3e\u8f7b\u91cf\u7ea7\u7684\u6570\u636e\u805a\u5408\u5de5\u5177\uff0c\u4f46\u5176\u771f\u6b63\u7684\u4ef7\u503c\u5728\u4e8e\u5b83\u8bd5\u56fe\u6210\u4e3a\u4e00\u6b3e\u201c\u6570\u5b57\u9547\u9759\u5242\u201d\u3002\u5b83\u7cbe\u51c6\u523a\u4e2d\u4e86\u72ec\u7acb\u5f00\u53d1\u8005\uff08\u5c24\u5176\u662fSaaS\u9886\u57df\uff09\u6700\u8106\u5f31\u7684\u795e\u7ecf\uff1a\u5bf9\u4e1a\u52a1\u6ce2\u52a8\u7684\u9ad8\u5ea6\u654f\u611f\u548c\u7531\u6b64\u4ea7\u751f\u7684\u6301\u7eed\u6027\u7126\u8651\u3002\u901a\u8fc7\u5c06\u5173\u952e\u6307\u6807\u201c\u73af\u5883\u5316\u201d\uff08Ambient\uff09\u5230\u83dc\u5355\u680f\uff0c\u5b83\u5c06\u539f\u672c\u9700\u8981\u4e3b\u52a8\u3001\u8017\u65f6\u67e5\u770b\u7684\u79bb\u6563\u6570\u636e\uff0c\u8f6c\u53d8\u4e3a\u88ab\u52a8\u3001\u65e0\u538b\u529b\u7684\u4fe1\u606f\u6d41\uff0c\u8fd9\u672c\u8d28\u4e0a\u662f\u4e00\u79cd\u884c\u4e3a\u5e72\u9884\uff0c\u65e8\u5728\u5c06\u5f00\u53d1\u8005\u4ece\u201c\u6570\u636e\u5f3a\u8feb\u75c7\u201d\u4e2d\u89e3\u653e\u51fa\u6765\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u201c\u4e70\u65ad\u5236\u201d\u548c\u201c\u6570\u636e\u6c38\u4e0d\u79bb\u5f00\u672c\u5730\u201d\u7684\u627f\u8bfa\uff0c\u662f\u4ea7\u54c1\u6838\u5fc3\u4ef7\u503c\u7684\u5ef6\u4f38\uff0c\u800c\u975e\u7b80\u5355\u7684\u8425\u9500\u5671\u5934\u3002\u5b83\u8fce\u5408\u4e86\u72ec\u7acb\u5f00\u53d1\u8005\u7fa4\u4f53\u5bf9SaaS\u8ba2\u9605\u75b2\u52b3\u7684\u538c\u5026\uff0c\u4ee5\u53ca\u5bf9\u81ea\u8eab\u6838\u5fc3\u4e1a\u52a1\u6570\u636e\uff08\u6536\u5165\u3001\u7528\u6237\uff09\u7684\u6781\u5ea6\u654f\u611f\u548c\u638c\u63a7\u6b32\u3002\u8fd9\u6784\u5efa\u4e86\u6781\u5f3a\u7684\u4fe1\u4efb\u611f\u548c\u793e\u533a\u8ba4\u540c\uff08\u201c\u72ec\u7acb\u5f00\u53d1\u8005\u4e3a\u72ec\u7acb\u5f00\u53d1\u8005\u6253\u9020\u201d\uff09\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6df1\u5c42\u98ce\u9669\u4e5f\u5728\u4e8e\u6b64\u3002\u4ea7\u54c1\u7684\u5929\u82b1\u677f\u4e0e\u201c\u72ec\u7acb\u5f00\u53d1\u8005\u201d\u8fd9\u4e2a\u7ec6\u5206\u5e02\u573a\u7684\u89c4\u6a21\u7d27\u5bc6\u7ed1\u5b9a\u3002\u5176\u6781\u7b80\u4e3b\u4e49\u7684\u8bbe\u8ba1\u54f2\u5b66\uff08\u5982\u5355\u4e00\u7684Pulse Score\uff09\u5728\u9762\u5bf9\u590d\u6742\u4e1a\u52a1\u5206\u6790\u9700\u6c42\u65f6\u53ef\u80fd\u663e\u5f97\u4e4f\u529b\u3002\u5b83\u66f4\u50cf\u4e00\u4e2a\u201c\u60c5\u7eea\u4eea\u8868\u76d8\u201d\u800c\u975e\u201c\u51b3\u7b56\u5206\u6790\u5de5\u5177\u201d\uff0c\u8fd9\u51b3\u5b9a\u4e86\u5176\u7528\u6237\u7c98\u6027\u9ad8\u5ea6\u4f9d\u8d56\u4e8e\u7528\u6237\u662f\u5426\u6301\u7eed\u5904\u4e8e\u201c\u7126\u8651\u7f13\u89e3\u201d\u7684\u9700\u6c42\u72b6\u6001\u3002\u4e00\u65e6\u4e1a\u52a1\u7a33\u5b9a\u6216\u56e2\u961f\u6269\u5927\uff0c\u5bf9\u66f4\u4e13\u4e1a\u5206\u6790\u5de5\u5177\u7684\u9700\u6c42\u53ef\u80fd\u4f1a\u53d6\u4ee3\u5b83\u3002\u5f53\u524d8\u7968\u7684\u70ed\u5ea6\u4e5f\u4fa7\u9762\u5370\u8bc1\u4e86\u5176\u53d7\u4f17\u7684\u5782\u76f4\u4e0e\u6709\u9650\u3002\u5b83\u7684\u6210\u529f\u4e0d\u5728\u4e8e\u6280\u672f\u98a0\u8986\uff0c\u800c\u5728\u4e8e\u5bf9\u7279\u5b9a\u7fa4\u4f53\u5fc3\u7406\u72b6\u6001\u7684\u7cbe\u51c6\u6d1e\u5bdf\u548c\u4eba\u6587\u5173\u6000\uff0c\u4f46\u8fd9\u4efd\u5173\u6000\u80fd\u5426\u652f\u6491\u8d77\u53ef\u6301\u7eed\u7684\u5546\u4e1a\u6a21\u5f0f\uff0c\u4ecd\u9700\u89c2\u5bdf\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\">IndieBar – Revenue Tracker<\/span>\n <\/div>\n<div class=\"comment-content\">IndieBar lives in your macOS menu bar and shows your Stripe revenue, RevenueCat subscriptions, and Google Analytics traffic at a glance. No more switching between dashboards. Get instant notifications when a sale comes in. Track MRR, churn, trials, and live users across multiple projects. Pulse Score gives you a single number for your business health. Your data never leaves your machine.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I’m an indie developer. I’ve shipped SaaS products, dealt with churn anxiety, and lost entire afternoons to dashboard doom-scrolling. I know what it feels like when a quiet day makes you question your product-market fit.<\/p>\n<p>IndieBar started as a personal tool. A menu bar icon that shows my MRR so I don’t have to open Stripe. A single Pulse Score so I know things are okay without running mental calculations. It was supposed to be a weekend project.<\/p>\n<p>But when I showed it to other indie devs, the reaction was always the same: \u201cI need this.\u201d Not \u201ccool idea.\u201d Not \u201cinteresting.\u201d Just \u201cI need this, when can I use it?\u201d<\/p>\n<p>So here we are. IndieBar is built with zero telemetry, stores everything on your machine, and costs a one-time $19.99 when you’re ready. No subscriptions. No data harvesting. Just an indie tool, built by an indie dev, for indie devs.<\/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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bytemtek\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bytemtek<\/a> Fix This Before Your Traffic Goes to Waste – Your homepage may be losing leads because there\u2019s no clear product explainer video.<\/p>\n<p>A short video can instantly communicate value, reduce confusion, and increase signups. I help SaaS companies create high-converting explainer videos tailored to improve conversions.<\/p>\n<p>Happy to discuss ideas for your brand.<\/p>\n<p>animvo.com<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/NJ5U7A5MF7S4X2\" class=\"app-title\">Fokus<\/a><\/p>\n<div class=\"one-liner\">Plan your day with AI that schedules and organizes tasks<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">7<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Fokus\u662f\u4e00\u6b3eAI\u9a71\u52a8\u7684\u7edf\u4e00\u6bcf\u65e5\u89c4\u5212\u5668\uff0c\u901a\u8fc7\u6574\u5408\u591a\u5e73\u53f0\u4efb\u52a1\u5e76\u667a\u80fd\u6392\u7a0b\uff0c\u5728\u7528\u6237\u9762\u4e34\u591a\u5de5\u5177\u5207\u6362\u3001\u4efb\u52a1\u788e\u7247\u5316\u7684\u7e41\u5fd9\u5de5\u4f5c\u573a\u666f\u4e2d\uff0c\u5b9e\u73b0\u4e86\u65e5\u7a0b\u4e0e\u4efb\u52a1\u7684\u81ea\u52a8\u5316\u96c6\u4e2d\u7ba1\u7406\uff0c\u89e3\u51b3\u4e86\u6548\u7387\u635f\u8017\u4e0e\u89c4\u5212\u8d1f\u62c5\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\/bb1588d5-f4c1-4b27-972c-3f4adec89c02.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\/84378291-844d-41a3-b403-24ba86163d4b.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\/c8240aa7-907f-4920-bf2c-32f8235cedc4.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\">Task Management<\/span><br \/>\n <span class=\"tag\">SaaS<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u65e5\u7a0b\u89c4\u5212<\/span><br \/>\n <span class=\"tag\">\u4efb\u52a1\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8de8\u5e73\u53f0\u6574\u5408<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u6392\u7a0b<\/span><br \/>\n <span class=\"tag\">\u65f6\u95f4\u5757\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u6bcf\u65e5\u89c4\u5212<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u805a\u7126\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u5b89\u5168<\/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>\u9ad8\u8d5e\u8bc4\u8bba\u8be6\u7ec6\u9610\u8ff0\u4e86\u4ea7\u54c1\u4ef7\u503c\uff0c\u5373\u6574\u5408\u591a\u5de5\u5177\u3001AI\u4ee3\u7406\u81ea\u52a8\u5206\u89e3\u76ee\u6807\u4e0e\u6392\u7a0b\u3002\u53e6\u4e00\u6761\u8bc4\u8bba\u5219\u76f4\u63a5\u8be2\u95ee\u4ea7\u54c1\u7684\u4ed8\u8d39\u4ef7\u503c\u70b9\uff0c\u5b98\u65b9\u56de\u590d\u89e3\u91ca\u76ee\u524d\u5c1a\u672a\u6b63\u5f0f\u53d1\u5e03\uff0c\u5c5e\u63d0\u524d\u66dd\u5149\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 Fokus\u63cf\u7ed8\u4e86\u4e00\u4e2a\u8bf1\u4eba\u7684\u613f\u666f\uff1a\u4e00\u4e2a\u7531AI\u201c\u8239\u957f\u201d\u7edf\u9886\u7684\u667a\u80fd\u4e2d\u67a2\uff0c\u7ec8\u7ed3\u6211\u4eec\u5728Jira\u3001Asana\u3001\u65e5\u5386\u548c\u90ae\u7bb1\u95f4\u75b2\u4e8e\u5954\u547d\u7684\u73b0\u72b6\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u4e3b\u5f20\u6e05\u6670\u2014\u2014\u4ece\u201c\u6574\u5408\u201d\u5230\u201c\u81ea\u52a8\u89c4\u5212\u201d\uff0c\u8bd5\u56fe\u5c06\u7528\u6237\u4ece\u7e41\u7410\u7684\u534f\u8c03\u4e0e\u4f18\u5148\u7ea7\u5224\u65ad\u4e2d\u89e3\u653e\u51fa\u6765\u3002\u7136\u800c\uff0c\u5149\u9c9c\u7684\u6982\u5ff5\u4e4b\u4e0b\uff0c\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\n <\/p>\n<p class=\"ai-content\">\n \u9996\u5148\uff0c\u5176\u9762\u4e34\u7684\u5df2\u662f\u7ea2\u6d77\u5e02\u573a\u3002\u4ece\u4f20\u7edf\u7684\u65e5\u5386\u5e94\u7528\u5230\u65b0\u5174\u7684AI\u8c03\u5ea6\u52a9\u624b\uff0c\u7ade\u4e89\u58c1\u5792\u5e76\u975e\u7b80\u5355\u7684\u529f\u80fd\u805a\u5408\u3002\u771f\u6b63\u7684\u96be\u70b9\u5728\u4e8eAI\u6392\u7a0b\u7684\u201c\u53ef\u63a5\u53d7\u5ea6\u201d\uff1a\u7b97\u6cd5\u80fd\u5426\u7cbe\u51c6\u7406\u89e3\u4efb\u52a1\u7684\u9690\u6027\u4f18\u5148\u7ea7\u3001\u4eba\u9645\u534f\u4f5c\u7684\u5f39\u6027\u7a7a\u95f4\u4ee5\u53ca\u7a81\u5982\u5176\u6765\u7684\u201c\u6551\u706b\u201d\u9700\u6c42\uff1f\u4e00\u4e2a\u8fc7\u4e8e\u50f5\u5316\u6216\u9891\u7e41\u51fa\u9519\u7684\u81ea\u52a8\u6392\u7a0b\uff0c\u53cd\u800c\u4f1a\u6210\u4e3a\u8d1f\u62c5\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u6b21\uff0c\u90a3\u6761\u201c\u96f6\u8d5e\u201d\u8bc4\u8bba\u76f4\u51fb\u7075\u9b42\uff1a\u201c\u6211\u7a76\u7adf\u4e3a\u4f55\u4ed8\u8d39\uff1f\u201d\u8fd9\u66b4\u9732\u4e86\u65e9\u671f\u4ea7\u54c1\u6700\u5173\u952e\u7684\u9a8c\u8bc1\u7f3a\u5931\u3002\u7528\u6237\u4e3a\u201c\u8282\u7701\u65f6\u95f4\u201d\u6216\u201c\u51cf\u5c11\u51b3\u7b56\u75b2\u52b3\u201d\u4ed8\u8d39\uff0c\u4f46\u8fd9\u7c7b\u4ef7\u503c\u611f\u77e5\u5f3a\u70c8\u4f9d\u8d56\u4e8e\u5b9e\u9645\u4f7f\u7528\u4e2d\u7684\u53ef\u9760\u6027\u4e0e\u5fc3\u667a\u4f9d\u8d56\u3002\u76ee\u524d\u4ea7\u54c1\u4ecb\u7ecd\u4ecd\u505c\u7559\u5728\u529f\u80fd\u7f57\u5217\uff0c\u672a\u80fd\u5448\u73b0\u4e0d\u53ef\u66ff\u4ee3\u7684\u201c\u9b54\u6cd5\u65f6\u523b\u201d\uff08Magic Moment\uff09\u3002\u5b98\u65b9\u201c\u5c1a\u672a\u6b63\u5f0f\u53d1\u5e03\u201d\u7684\u56de\u590d\uff0c\u66f4\u8ba9\u4ea7\u54c1\u6210\u719f\u5ea6\u4e0e\u5e02\u573a\u51c6\u5907\u5ea6\u5b58\u7591\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u6f5c\u5728\u4f18\u52bf\u5728\u4e8e\u201c\u7edf\u4e00\u5de5\u4f5c\u7a7a\u95f4\u201d\u7684\u5b9a\u4f4d\u4e0e\u5bf9\u8bdd\u5f0f\u4ea4\u4e92\u7684\u5c1d\u8bd5\uff0c\u82e5\u80fd\u6df1\u5ea6\u878d\u5408\u4e0a\u4e0b\u6587\uff08\u5982\u81ea\u52a8\u4ece\u90ae\u4ef6\u3001Slack\u6d88\u606f\u4e2d\u63d0\u53d6\u5e76\u521b\u5efa\u4efb\u52a1\uff09\uff0c\u6216\u8bb8\u80fd\u6784\u5efa\u72ec\u7279\u7c98\u6027\u3002\u4f46\u5f53\u524d\u9636\u6bb5\uff0c\u5b83\u66f4\u50cf\u4e00\u4e2a\u529f\u80fd\u5b8c\u5907\u7684\u201c\u539f\u578b\u201d\uff0c\u5176\u771f\u6b63\u7684\u8003\u9a8c\u5728\u4e8e\uff1a\u5f53\u7528\u6237\u5c06\u7e41\u5fd9\u7684\u5de5\u4f5c\u6d41\u6258\u4ed8\u7ed9\u5b83\u65f6\uff0cAI\u201c\u8239\u957f\u201d\u662f\u80fd\u771f\u6b63\u638c\u8235\uff0c\u8fd8\u662f\u53ea\u4f1a\u6309\u9884\u8bbe\u822a\u7ebf\u673a\u68b0\u884c\u9a76\uff0c\u5728\u590d\u6742\u73b0\u5b9e\u9762\u524d\u8fc5\u901f\u89e6\u7901\uff1f\u6570\u636e\u9690\u79c1\u7684\u5f3a\u8c03\u662f\u52a0\u5206\u9879\uff0c\u4f46\u524d\u63d0\u662f\u6838\u5fc3\u667a\u80fd\u8db3\u591f\u53ef\u9760\u3002\u5426\u5219\uff0c\u5b83\u53ea\u662f\u53e6\u4e00\u4e2a\u7b49\u5f85\u88ab\u5173\u95ed\u7684\u6807\u7b7e\u9875\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\">Fokus<\/span>\n <\/div>\n<div class=\"comment-content\">Fokus is your AI-powered unified daily planner. Consolidate tasks from Jira, Asana, Todoist, Google Tasks & more. Time-block your calendar, master productivity with intelligent task management.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Fokus brings tasks, calendar, and goals into a single daily workspace. A crew of AI agents led by Captain Fokus turns objectives into tasks, enriches them with priority and effort estimates, and auto-schedules your day around deadlines, energy levels, and working hours. You can connect Google Calendar, Outlook, Gmail, Slack, Notion, Jira, Trello, and more to stop switching between tools.<\/p>\n<p>Plan with task, objective, and calendar views. Time-block focus sessions, capture tasks instantly with QuickCapture, attach files, and track progress with built-in analytics. Voice and image input in the AI chat makes planning feel like a conversation. Your data stays private and under your control.<\/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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey guys<br \/>as a user, what\u2019s the exact moment in Fokus when I\u2019ll think: \u201cOkay, this is worth paying for\u201d?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Hi <a href=\"https:\/\/www.producthunt.com\/@andrey_chernyshev1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andrey_chernyshev1<\/a> <br \/>We still did not officially lunch! we are still preparing our Product Hunt lunch, someone posted this 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<\/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\/5BIN24AM3HOW4G\" class=\"app-title\">DataKid AI<\/a><\/p>\n<div class=\"one-liner\">Data in. Deep insights out. Prompt not needed.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>DataKid AI\u662f\u4e00\u6b3e\u65e0\u9700\u4eba\u5de5\u63d0\u793a\u3001\u80fd\u81ea\u4e3b\u5206\u6790\u6570\u636e\u5e76\u751f\u6210\u6d1e\u5bdf\u62a5\u544a\u7684AI\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u6570\u636e\u5206\u6790\u4e2d\u9700\u53cd\u590d\u8c03\u8bd5\u63d0\u793a\u8bcd\u3001\u7f16\u5199\u4ee3\u7801\u548c\u6574\u5408\u62a5\u544a\u7684\u6548\u7387\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\/a71b82a2-ad82-4763-8719-2fc2ac658f66.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/l5dduCv_AHQ\"><source src=\"https:\/\/youtu.be\/l5dduCv_AHQ\" 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\/a0bace15-ae06-4d20-84b5-058858e44699.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\/d4260356-8e04-45cd-b851-c3d091adb322.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\/88058d08-7872-449b-9d0a-0515052b462c.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\">Data & Analytics<\/span><br \/>\n <span class=\"tag\">Data Visualization<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u81ea\u4e3b\u6570\u636e\u5206\u6790<\/span><br \/>\n <span class=\"tag\">AI\u6570\u636e\u6d1e\u5bdf<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u62a5\u544a<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u5206\u6790<\/span><br \/>\n <span class=\"tag\">Python\u4ee3\u7801\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u53ef\u89c6\u5316<\/span><br \/>\n <span class=\"tag\">\u5047\u8bbe\u68c0\u9a8c<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u63a2\u7d22<\/span><br \/>\n <span class=\"tag\">CSV\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u5546\u4e1a\u667a\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>\u7528\u6237\u53cd\u9988\u96c6\u4e2d\u5728\u529f\u80fd\u5c40\u9650\uff08\u4ec5\u652f\u6301\u5355CSV\u6587\u4ef6\uff09\u548c\u5bf9\u6838\u5fc3\u80fd\u529b\u7684\u6df1\u5ea6\u8d28\u7591\uff08\u5982\u4f55\u786e\u4fdd\u81ea\u4e3b\u63a2\u7d22\u7684\u53ef\u9760\u6027\u4e0e\u51c6\u786e\u6027\uff0c\u907f\u514d\u201c\u5e7b\u89c9\u6d1e\u5bdf\u201d\uff09\u3002\u5f00\u53d1\u8005\u56de\u5e94\u5f3a\u8c03\u4e86\u6570\u636e\u4e0e\u4ee3\u7801\u7ed3\u679c grounding \u53ca\u5206\u9636\u6bb5\u9a8c\u8bc1\u7684\u9632\u62a4\u673a\u5236\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 DataKid AI \u5ba3\u79f0\u7684\u201c\u65e0\u9700\u63d0\u793a\u3001\u81ea\u4e3b\u601d\u8003\u201d\u6a21\u5f0f\uff0c\u8bd5\u56fe\u5c06\u6570\u636e\u5206\u6790\u4ece\u201c\u4ea4\u4e92\u5f0f\u95ee\u7b54\u201d\u63a8\u5411\u201c\u81ea\u52a8\u5316\u63a2\u7d22\u201d\uff0c\u5176\u91ce\u5fc3\u76f4\u51fb\u5f53\u524dAI\u5206\u6790\u5de5\u5177\u7684\u6838\u5fc3\u8f6f\u808b\uff1a\u7528\u6237\u4ecd\u9700\u5177\u5907\u63d0\u95ee\u80fd\u529b\u548c\u9886\u57df\u77e5\u8bc6\u6765\u5f15\u5bfcAI\u3002\u7136\u800c\uff0c\u8fd9\u6b63\u662f\u5176\u6700\u5927\u98ce\u9669\u6240\u5728\u3002\u5c06\u201c\u63d0\u51fa\u597d\u95ee\u9898\u201d\u8fd9\u4e00\u6570\u636e\u5206\u6790\u4e2d\u6700\u5177\u521b\u9020\u6027\u548c\u4e13\u4e1a\u6027\u7684\u73af\u8282\u5b8c\u5168\u4ea4\u7531AI\uff0c\u672c\u8d28\u4e0a\u662f\u7528\u7edf\u8ba1\u76f8\u5173\u6027\u6a21\u62df\u4eba\u7c7b\u7684\u597d\u5947\u5fc3\u4e0e\u4e1a\u52a1\u76f4\u89c9\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u5e7b\u89c9\u6a21\u5f0f\u4f2a\u88c5\u6210\u6d1e\u5bdf\u201d\u7684\u8d28\u7591\u6781\u4e3a\u5c16\u9510\u2014\u2014\u5728\u7f3a\u4e4f\u660e\u786e\u9a8c\u8bc1\u6846\u67b6\u548c\u9886\u57df\u7ea6\u675f\u7684\u201c\u9ed1\u7bb1\u201d\u5faa\u73af\u4e2d\uff0cAI\u7684\u201c\u81ea\u4fe1\u201d\u4e0e\u201c\u6b63\u786e\u6027\u201d\u6781\u6613\u8131\u94a9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7684\u771f\u6b63\u4ef7\u503c\u6216\u8bb8\u4e0d\u5728\u4e8e\u66ff\u4ee3\u8d44\u6df1\u5206\u6790\u5e08\uff0c\u800c\u5728\u4e8e\u5145\u5f53\u521d\u7ea7\u6570\u636e\u5de5\u4f5c\u8005\u6216\u4e1a\u52a1\u4eba\u5458\u7684\u201c\u8d85\u7ea7\u5916\u8111\u201d\uff0c\u5feb\u901f\u5b8c\u6210\u6570\u636e\u6e05\u6d17\u3001\u57fa\u7840\u53ef\u89c6\u5316\u548c\u5e38\u89c4\u6a21\u5f0f\u68c0\u6d4b\u7684\u810f\u6d3b\u7d2f\u6d3b\uff0c\u5176\u201c\u5e72\u51c0\u62a5\u544a\u201d\u7684\u8f93\u51fa\u5f62\u5f0f\u5177\u6709\u5b9e\u7528\u610f\u4e49\u3002\u4f46\u5b83\u7684\u5929\u82b1\u677f\u4e5f\u663e\u800c\u6613\u89c1\uff1a\u5bf9\u590d\u6742\u591a\u6e90\u6570\u636e\u7684\u65e0\u529b\u3001\u5bf9\u4e1a\u52a1\u4e0a\u4e0b\u6587\u7684\u7406\u89e3\u7f3a\u5931\uff0c\u4ee5\u53ca\u5176\u201c\u81ea\u4e3b\u5faa\u73af\u201d\u53ef\u80fd\u9677\u5165\u7edf\u8ba1\u6e38\u620f\u3002\u5176\u62a4\u57ce\u6cb3\u4e0d\u5e94\u4ec5\u662f\u81ea\u52a8\u751f\u6210Python\u4ee3\u7801\u7684\u80fd\u529b\uff08\u8fd9\u5df2\u9010\u6e10\u666e\u53ca\uff09\uff0c\u800c\u5728\u4e8e\u5176\u9a8c\u8bc1\u673a\u5236\u7684\u4e25\u8c28\u6027\u4e0e\u53ef\u89e3\u91ca\u6027\u3002\u5f53\u524d\u9636\u6bb5\uff0c\u5b83\u66f4\u50cf\u4e00\u4e2a\u6709\u8da3\u7684\u201c\u6570\u636e\u5047\u8bbe\u751f\u6210\u5668\u201d\uff0c\u800c\u975e\u53ef\u9760\u7684\u201c\u51b3\u7b56\u5236\u5b9a\u8005\u201d\u3002\u6210\u529f\u4e0e\u5426\uff0c\u53d6\u51b3\u4e8e\u56e2\u961f\u80fd\u5426\u5728\u201c\u81ea\u4e3b\u6027\u201d\u4e0e\u201c\u53ef\u63a7\u6027\u201d\u4e4b\u95f4\u627e\u5230\u7cbe\u5999\u7684\u5e73\u8861\uff0c\u800c\u8fd9\u6070\u6070\u662fAI\u5e94\u7528\u4e2d\u6700\u96be\u7684\u8bfe\u9898\u4e4b\u4e00\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\">DataKid AI<\/span>\n <\/div>\n<div class=\"comment-content\">DataKid actually thinks for itself: it scans your data, comes up with smart questions and hypotheses on its own, writes and runs Python code, creates charts, tests assumptions, decides what\u2019s worth digging into next, keeps looping until the insights stop getting better, then stops and writes up a clean, readable report \u2014 executive summary, visuals, key findings, and actionable conclusions.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey PH crew,<\/p>\n<p>I’m Yang, and after months of late nights and way too much coffee, I’m finally launching DataKid AI here. <\/p>\n<p>Honestly, it started simple: I was tired of spending hours prompting ChatGPT or Claude just to get basic insights from a CSV, then debugging code, then realizing the report still sucked. I kept thinking \u2014 why can’t AI just do the thinking? Scan the data, come up with good questions itself, test hypotheses, loop until it’s actually useful, then hand me a clean report I can show my cofounder or boss without embarrassment. <\/p>\n<p>So I built that. No prompts needed. Upload file \u2192 AI takes over \u2192 you get charts, stats, summaries, conclusions, the works. It’s still v1 (single file, max 50MB), but the core autonomous loop is there and it’s already digging up non-obvious stuff on datasets like tech layoffs or random sales CSVs I’ve thrown at it. <\/p>\n<p>This is me trying to feed myself by building something people actually use. First “sale” was literally me testing payment on myself lol. <\/p>\n<p>Would love your honest feedback \u2014 roast it, break it, tell me what datasets to run demos on, or if it saved\/made you rage-quit in 30 seconds. Launching is scary but exciting. <\/p>\n<p>Thanks for checking it 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=\"comment-item\">\n<div class=\"comment-content\">Looks cool. But it seems that it only supports single csv. I can imagine there is a bigger need if multi-csv datasets are supported.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Most AI analytics tools generate answers.<\/p>\n<p>You\u2019re claiming to generate curiosity.<\/p>\n<p>That\u2019s a much harder problem.<\/p>\n<p>Autonomous data exploration sounds powerful \u2014 but the real risk is hallucinated patterns dressed as insight.<\/p>\n<p>The real moat won\u2019t be Python execution.<\/p>\n<p>It\u2019ll be epistemic discipline.<\/p>\n<p>How do you ensure the agent isn\u2019t just getting more confident \u2014 but actually getting more correct?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@zapuskatel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zapuskatel<\/a> Thanks for the sharp question \u2014 you’re absolutely right that nobody has fully solved reliable autonomous exploration yet. Generating true curiosity without slipping into confident hallucinations is brutally hard. <\/p>\n<\/p>\n<p>That said, we’ve put serious effort into it, and the results have been pretty solid so far. <\/p>\n<\/p>\n<p>Our strongest guardrail: every single insight must be directly grounded in the actual data and code execution results. This alone kills most hallucinations. <\/p>\n<\/p>\n<p>The other big win is our staged validation process: here’s a dedicated phase where the agent actively tries to deepen\/ falsify simple hypotheses with more rigorous checks. We’ve seen it reliably discard a large chunk of shaky insights on its own \u2014 which feels like real progress toward epistemic discipline. <\/p>\n<\/p>\n<p>Still early days, and we’re iterating fast. <\/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\">#17<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/SYPIAN4PERPN56\" class=\"app-title\">Lucid AI: Dream Journal& Sleep&Fortune<\/a><\/p>\n<div class=\"one-liner\">Decode your dreams. Own your day.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u96c6\u68a6\u5883\u8bb0\u5f55\u4e0eAI\u89e3\u6790\u3001\u661f\u5ea7\u8fd0\u52bf\u3001\u5854\u7f57\u5360\u535c\u4e8e\u4e00\u4f53\u7684\u4e2a\u4eba\u5fc3\u7075\u6307\u5357\u5e94\u7528\uff0c\u5728\u6668\u95f4\u6216\u7761\u524d\u573a\u666f\uff0c\u5e2e\u52a9\u7528\u6237\u6355\u6349\u3001\u89e3\u8bfb\u6f5c\u610f\u8bc6\u4fe1\u606f\uff0c\u4ee5\u5e94\u5bf9\u73b0\u4ee3\u4eba\u5bf9\u81ea\u6211\u63a2\u7d22\u548c\u7cbe\u795e\u6170\u85c9\u7684\u9700\u6c42\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\/8d0b42ad-61bd-45f6-9fad-45471f692729.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\/55051dc5-cf47-4868-842c-dfc7c6a738b8.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\/105be5ca-df6b-4081-be33-a0204082a844.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\/a80eccf6-3b92-491a-b273-0d4623bf4296.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\/83b6783a-ec84-4524-9ab1-9e1234c4adc3.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\/aa755ca8-c33c-45c0-bde8-677c9a544d43.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\/5f35c3aa-bbdc-4e3b-a30d-74de49876167.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\/f96103ea-86db-46d2-a2eb-751129a59f3b.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\/00e47cd0-11c0-415f-8fc6-4f497ae648ab.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\/6d7ee13e-3edf-4682-b83c-f9bb13518b38.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\">Android<\/span><br \/>\n <span class=\"tag\">Health & Fitness<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5fc3\u7406\u5065\u5eb7<\/span><br \/>\n <span class=\"tag\">\u7761\u7720\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">\u68a6\u5883\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u7384\u5b66\u5360\u535c<\/span><br \/>\n <span class=\"tag\">\u4e2a\u4eba\u65e5\u5fd7<\/span><br \/>\n <span class=\"tag\">AI\u751f\u6d3b\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u6b63\u5ff5\u51a5\u60f3<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u9690\u79c1<\/span><br \/>\n <span class=\"tag\">\u8ba2\u9605\u5236\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\u8bc4\u8bba\u6570\u91cf\u5c11\uff0c\u6709\u6548\u53cd\u9988\u6709\u9650\u3002\u4e00\u6761\u8bc4\u8bba\u63d0\u53ca\u8fd1\u671f\u591a\u68a6\uff0c\u5bf9\u4ea7\u54c1\u529f\u80fd\u8868\u793a\u597d\u5947\u3002\u5f00\u53d1\u56e2\u961f\u56de\u590d\u79ef\u6781\uff0c\u9610\u8ff0\u4e86\u4ea7\u54c1\u8fde\u63a5\u68a6\u5883\u4e0e\u60c5\u7eea\u5065\u5eb7\u7684\u957f\u671f\u4ef7\u503c\uff0c\u5e76\u9080\u8bf7\u7528\u6237\u4f53\u9a8c\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 Lucid AI \u5448\u73b0\u4e86\u4e00\u4e2a\u5178\u578b\u7684\u201c\u65b0\u65f6\u4ee3\u6570\u5b57\u5b89\u6170\u5242\u201d\u4ea7\u54c1\u5f62\u6001\u3002\u5b83\u5de7\u5999\u5730\u5c06\u201c\u79d1\u5b66\u201d\u5916\u8863\uff08AI\u3001\u5fc3\u7406\u5b66\uff09\u4e0e\u201c\u7384\u5b66\u201d\u5185\u6838\uff08\u5360\u661f\u3001\u5854\u7f57\uff09\u6346\u7ed1\uff0c\u7784\u51c6\u4e86\u5f53\u4ee3\u5e74\u8f7b\u4eba\u666e\u904d\u5b58\u5728\u7684\u7126\u8651\u3001\u81ea\u6211\u5173\u6ce8\u53ca\u610f\u4e49\u6e34\u6c42\u7684\u6a21\u7cca\u75db\u70b9\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u5728\u4e8e\u63d0\u4f9b\u4efb\u4f55\u7ecf\u8fc7\u4e34\u5e8a\u9a8c\u8bc1\u7684\u5206\u6790\u7ed3\u679c\uff0c\u800c\u5728\u4e8e\u6784\u5efa\u4e86\u4e00\u4e2a\u4f4e\u95e8\u69db\u3001\u9ad8\u4eea\u5f0f\u611f\u7684\u81ea\u6211\u5bf9\u8bdd\u4e0e\u60c5\u7eea\u51fa\u53e3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u903b\u8f91\u6e05\u6670\uff1a\u4ee5\u201c\u68a6\u5883\u8bb0\u5f55\u201d\u8fd9\u4e00\u5f3a\u79c1\u5bc6\u6027\u3001\u9ad8\u795e\u79d8\u611f\u7684\u884c\u4e3a\u4f5c\u4e3a\u6838\u5fc3\u5165\u53e3\u548c\u6570\u636e\u6765\u6e90\uff0c\u5229\u7528AI\u751f\u6210\u770b\u4f3c\u4e2a\u6027\u5316\u3001\u5b9e\u5219\u57fa\u4e8e\u516c\u5171\u7b26\u53f7\u5e93\u7684\u89e3\u8bfb\uff0c\u8d4b\u4e88\u7410\u788e\u65e5\u5e38\u4ee5\u201c\u6df1\u610f\u201d\u3002\u518d\u901a\u8fc7\u6bcf\u65e5\u8fd0\u52bf\u3001\u5854\u7f57\u7b49\u8f7b\u91cf\u7ea7\u7384\u5b66\u5185\u5bb9\uff0c\u63d0\u4f9b\u6301\u7eed\u7684\u60c5\u611f\u7275\u5f15\u548c\u6253\u5f00\u7406\u7531\uff0c\u5f62\u6210\u7528\u6237\u7c98\u6027\u3002\u6240\u8c13\u7684\u201c21\u5929\u6e05\u9192\u68a6\u8bad\u7ec3\u8425\u201d\u3001\u201c\u6bcf\u5468\u7075\u9b42\u62a5\u544a\u201d\u5219\u662f\u6807\u51c6\u7684\u8ba2\u9605\u670d\u52a1\u94a9\u5b50\uff0c\u5c06\u6a21\u7cca\u7684\u201c\u81ea\u6211\u63a2\u7d22\u201d\u9700\u6c42\u8f6c\u5316\u4e3a\u53ef\u6536\u8d39\u7684\u6807\u51c6\u5316\u670d\u52a1\u6a21\u5757\u3002\n <\/p>\n<p class=\"ai-content\">\n \u98ce\u9669\u4e0e\u6311\u6218\u540c\u6837\u660e\u663e\u3002\u9996\u5148\uff0c\u529f\u80fd\u5806\u780c\u5bfc\u81f4\u5b9a\u4f4d\u6a21\u7cca\uff0c\u662f\u4e25\u8083\u7684\u68a6\u5883\u5206\u6790\u5de5\u5177\uff0c\u8fd8\u662f\u5a31\u4e50\u5411\u7684\u5360\u535c\u5e94\u7528\uff1f\u4e24\u8005\u7528\u6237\u7fa4\u4f53\u548c\u671f\u5f85\u503c\u622a\u7136\u4e0d\u540c\u3002\u5176\u6b21\uff0cAI\u89e3\u8bfb\u7684\u6df1\u5ea6\u4e0e\u51c6\u786e\u6027\u5b58\u7591\uff0c\u6781\u6613\u6d41\u4e8e\u80a4\u6d45\u7684\u901a\u7528\u6a21\u677f\uff0c\u957f\u671f\u4f7f\u7528\u540e\u65b0\u9c9c\u611f\u6d88\u9000\uff0c\u7528\u6237\u7559\u5b58\u6210\u7591\u3002\u6700\u540e\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u9ad8\u5ea6\u4f9d\u8d56\u7528\u6237\u6301\u7eed\u8d21\u732e\u6700\u79c1\u5bc6\u7684\u68a6\u5883\u6570\u636e\uff0c\u5c3d\u7ba1\u58f0\u660e\u6ce8\u91cd\u9690\u79c1\uff0c\u4f46\u201c\u533f\u540d\u68a6\u5899\u201d\u7b49\u529f\u80fd\u4e0e\u6570\u636e\u5b89\u5168\u7684\u5e73\u8861\u4ecd\u9700\u8b66\u60d5\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0c\u8fd9\u662f\u4e00\u6b3e\u8bbe\u8ba1\u7cbe\u5de7\u7684\u201c\u60c5\u7eea\u6d88\u8d39\u54c1\u201d\u3002\u5728\u538b\u529b\u793e\u4f1a\uff0c\u5b83\u6709\u5e7f\u9614\u7684\u5e02\u573a\u7a7a\u95f4\uff0c\u4f46\u5176\u957f\u671f\u53d1\u5c55\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u201c\u5a31\u4e50\u6d88\u9063\u201d\u4e0e\u201c\u4f2a\u79d1\u5b66\u5de5\u5177\u201d\u7684\u94a2\u4e1d\u4e0a\u627e\u5230\u5e73\u8861\uff0c\u5e76\u771f\u6b63\u5efa\u7acb\u8d77\u57fa\u4e8e\u7528\u6237\u6570\u636e\u53cd\u9988\u7684\u3001\u6709\u6df1\u5ea6\u7684\u89e3\u8bfb\u58c1\u5792\uff0c\u800c\u975e\u505c\u7559\u5728\u63d0\u4f9b\u5fc3\u7406\u6309\u6469\u7684\u6d45\u5c42\u9636\u6bb5\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\">Lucid AI: Dream Journal& Sleep&Fortune<\/span>\n <\/div>\n<div class=\"comment-content\">Lucid AI is your personal guide for dreams, horoscope, and mood. Log dreams by text or voice, get AI interpretations from psychological and symbolic angles, and shape your day with daily horoscope and tarot. Features: dream journal & AI analysis, cosmic agenda, 78-card tarot, 21-day lucid dreaming camp, weekly soul analysis, anonymous dream wall, sleep music mixer. Your data stays yours\u2014view, or delete anytime; no ad sharing. Explore your dream world. \ud83c\udf19\u2728<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>its funny, i dream alot these days. it has been 2 weeks, and i was wondering what my dreams are abouts. <\/p>\n<p>this might be interesting<\/p>\n<\/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\/@wisnu_wendo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@wisnu_wendo<\/a> That\u2019s exactly why we built LucidAI! \ud83c\udf19 It\u2019s fascinating how our brains start communicating more vividly sometimes. Two weeks of intense dreaming is a goldmine for self-discovery.<\/p>\n<p>I\u2019d love for you to try logging those dreams in the app. Our AI doesn’t just give you a static definition; it connects the dots between your dreams and your emotional wellbeing over time. You might find some surprising patterns in those two weeks!<\/p>\n<p>Looking forward to hearing about your first analysis. Sweet dreams!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Hey Product Hunt \u2014 thanks for being here.<br \/>\nWe built Lucid AI because we kept forgetting our dreams by breakfast and wanted a place to log them and actually understand what they might mean. It grew into a personal guide: AI dream interpretations, daily horoscope and tarot, a 21-day lucid dreaming camp, sleep and breath coaches, weekly soul analyses, and dream visualization \u2014 all in one app.<br \/>\nWe\u2019d love to hear what you think. Try it, and if you\u2019re comfortable, share one dream you\u2019ve had \u2014 we\u2019ll keep improving the interpretations and the product based on your feedback.<br \/>\n\u2014 Lucid AI team<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">#18<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/OXUISAPUQVQU4M\" class=\"app-title\">MCP Marketplace<\/a><\/p>\n<div class=\"one-liner\">The app store for AI tools. Find, trust, and install<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">5<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>MCP Marketplace\u662f\u4e00\u4e2aAI\u63d2\u4ef6\u5e94\u7528\u5546\u5e97\uff0c\u901a\u8fc7\u63d0\u4f9b\u7ecf\u8fc7\u5b89\u5168\u626b\u63cf\u3001\u4e00\u952e\u5b89\u88c5\u7684MCP\u63d2\u4ef6\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u548c\u7528\u6237\u5728\u5bfb\u627e\u3001\u4fe1\u4efb\u53ca\u96c6\u6210\u5404\u7c7bAI\u5de5\u5177\u5230Claude\u3001ChatGPT\u7b49\u5e73\u53f0\u65f6\u7684\u53d1\u73b0\u4e0e\u5b89\u5168\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\/2fd37303-34ef-4d46-8f02-63ba10e65e33.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\/59292bc8-73d4-41f7-8ec0-5187c1b1721a.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\/02c98fc7-c303-4ef2-a5ca-13395f92f65a.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\/146d4eb2-159a-4157-a3e1-228011dbacc3.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\/2120a3e2-d0fa-4d25-a20b-638b218198bd.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\/83323cb5-de6f-4200-acd6-4aa1b5484bfa.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\">Vibe coding<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u63d2\u4ef6\u5546\u5e97<\/span><br \/>\n <span class=\"tag\">\u6a21\u578b\u4e0a\u4e0b\u6587\u534f\u8bae<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u5de5\u5177\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u5b89\u5168\u626b\u63cf<\/span><br \/>\n <span class=\"tag\">\u5e94\u7528\u5206\u53d1<\/span><br \/>\n <span class=\"tag\">\u521b\u4f5c\u8005\u7ecf\u6d4e<\/span><br \/>\n <span class=\"tag\">\u751f\u6001\u805a\u5408<\/span><br \/>\n <span class=\"tag\">\u4e00\u952e\u5b89\u88c5<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u534f\u8bae<\/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\u8ba4\u4e3a\u8be5\u4ea7\u54c1\u662fMCP\u751f\u6001\u6025\u9700\u7684\u201c\u53ef\u4fe1\u95e8\u6237\u201d\uff0c\u7cbe\u51c6\u89e3\u51b3\u4e86\u5f53\u524d\u63d2\u4ef6\u5e02\u573a\u5206\u6563\u3001\u7f3a\u4e4f\u5ba1\u6838\u7684\u201c\u86ee\u8352\u72b6\u6001\u201d\u3002\u8bc4\u8bba\u8005\u4ee5\u65e9\u671f\u79fb\u52a8\u5e94\u7528\u5546\u5e97\u7684\u53d1\u5c55\u5386\u7a0b\u7c7b\u6bd4\uff0c\u80af\u5b9a\u4e86\u5176\u5b89\u5168\u626b\u63cf\u548c curation \u7684\u4ef7\u503c\uff0c\u5e76\u9f13\u52b1\u521b\u4f5c\u8005\u63d0\u4ea4\u4f5c\u54c1\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 MCP Marketplace\u7684\u91ce\u5fc3\uff0c\u8fdc\u4e0d\u6b62\u662f\u4e00\u4e2a\u7b80\u5355\u7684\u63d2\u4ef6\u5217\u8868\u7f51\u7ad9\u3002\u5b83\u5207\u5165\u7684\u662fAI Agent\u751f\u6001\u4e2d\u6700\u5173\u952e\u4e5f\u6700\u6df7\u4e71\u7684\u201c\u8fde\u63a5\u5c42\u201d\u2014\u2014Model Context Protocol\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u5728\u4e8e\u8bd5\u56fe\u6210\u4e3aAI\u65f6\u4ee3\u7684\u201c\u534f\u8bae\u5e94\u7528\u5546\u5e97\u201d\uff0c\u5c06\u5f00\u6e90\u3001\u5206\u6563\u4e14\u7f3a\u4e4f\u6807\u51c6\u7684MCP\u670d\u52a1\u5668\uff08\u63d2\u4ef6\uff09\u751f\u6001\uff0c\u8fdb\u884c\u6807\u51c6\u5316\u7b5b\u9009\u3001\u5b89\u5168\u5316\u5c01\u88c5\u4e0e\u5546\u4e1a\u5316\u5206\u53d1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u903b\u8f91\u76f4\u51fb\u5f53\u4e0bAI\u5de5\u5177\u96c6\u6210\u7684\u4e24\u5927\u6838\u5fc3\u75db\u70b9\uff1a\u4e00\u662f\u201c\u53d1\u73b0\u4e0e\u4fe1\u4efb\u5371\u673a\u201d\uff0c\u5f00\u53d1\u8005\u5c06\u5de5\u5177\u5f00\u6e90\u5728GitHub\uff0c\u4f46\u7528\u6237\u9762\u4e34\u8d28\u91cf\u53c2\u5dee\u3001\u5b89\u5168\u672a\u77e5\u7684\u56f0\u5883\uff1b\u4e8c\u662f\u201c\u5546\u4e1a\u5316\u8def\u5f84\u7f3a\u5931\u201d\uff0c\u521b\u4f5c\u8005\u7f3a\u4e4f\u7b80\u4fbf\u7684\u53d8\u73b0\u624b\u6bb5\u3002\u5e73\u53f0\u901a\u8fc78\u5c42AI\u5b89\u5168\u626b\u63cf\u5efa\u7acb\u4fe1\u4efb\u95e8\u69db\uff0c\u901a\u8fc7\u96c6\u6210Stripe\u548c\u8bb8\u53ef\u8bc1\u7ba1\u7406\u63d0\u4f9b\u53d8\u73b0\u7ba1\u9053\uff0c\u672c\u8d28\u4e0a\u662f\u5728\u626e\u6f14\u201c\u751f\u6001\u8d4b\u80fd\u8005\u201d\u4e0e\u201c\u89c4\u5219\u5236\u5b9a\u8005\u201d\u7684\u53cc\u91cd\u89d2\u8272\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u4e25\u5cfb\u3002\u9996\u5148\uff0cMCP\u534f\u8bae\u672c\u8eab\u4ecd\u5728\u6f14\u8fdb\uff0c\u5176\u4f5c\u4e3a\u201cAI\u4e92\u8054\u7f51\u57fa\u7840\u534f\u8bae\u201d\u7684\u5730\u4f4d\u5c1a\u672a\u7a33\u56fa\uff0c\u5b58\u5728\u88ab\u5927\u5382\u81ea\u6709\u6807\u51c6\u8fb9\u7f18\u5316\u7684\u98ce\u9669\u3002\u5176\u6b21\uff0c\u5e73\u53f0\u7684\u6838\u5fc3\u58c1\u5792\u2014\u2014\u5b89\u5168\u626b\u63cf\u2014\u2014\u662f\u4e00\u4e2a\u6280\u672f\u519b\u5907\u7ade\u8d5b\uff0c\u80fd\u5426\u6301\u7eed\u9886\u5148\u4e8e\u6076\u610f\u653b\u51fb\u8005\u7684\u89c4\u907f\u624b\u6bb5\u5b58\u7591\u3002\u6700\u540e\uff0c\u4f5c\u4e3a\u4e2d\u95f4\u5e73\u53f0\uff0c\u5b83\u9700\u8981\u5e73\u8861\u5f00\u53d1\u8005\u3001\u7528\u6237\u4e0e\u5404\u5927AI\u5ba2\u6237\u7aef\uff08\u5982Claude\u3001Cursor\uff09\u4e09\u65b9\u7684\u5229\u76ca\uff0c\u5728\u5ba2\u6237\u7aef\u53ef\u80fd\u672a\u6765\u81ea\u5efa\u5546\u5e97\u7684\u6f5c\u5728\u7ade\u4e89\u4e0b\uff0c\u5176\u201c\u4e2d\u7acb\u6027\u201d\u548c\u201c\u4e0d\u53ef\u66ff\u4ee3\u6027\u201d\u9700\u8981\u6301\u7eed\u52a0\u56fa\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u4e2a\u5728\u6b63\u786e\u65f6\u95f4\u70b9\u3001\u4ee5\u6b63\u786e\u6a21\u5f0f\u5207\u5165\u65b0\u5174\u8d5b\u9053\u7684\u4ea7\u54c1\u3002\u5b83\u8d4c\u7684\u662fMCP\u534f\u8bae\u7684\u666e\u9002\u5316\u672a\u6765\uff0c\u5176\u6210\u8d25\u4e0d\u4ec5\u53d6\u51b3\u4e8e\u81ea\u8eab\u8fd0\u8425\uff0c\u66f4\u53d6\u51b3\u4e8e\u5b83\u6240\u4f9d\u9644\u7684\u534f\u8bae\u751f\u6001\u80fd\u5426\u7e41\u8363\u3002\u5b83\u4e0d\u4ec5\u662f\u5de5\u5177\u5546\u5e97\uff0c\u66f4\u662f\u4e00\u573a\u5173\u4e8eAI\u65f6\u4ee3\u5de5\u5177\u5982\u4f55\u88ab\u53d1\u73b0\u3001\u4fe1\u4efb\u4e0e\u4ea4\u6613\u7684\u65e9\u671f\u57fa\u7840\u8bbe\u65bd\u5b9e\u9a8c\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\">MCP Marketplace<\/span>\n <\/div>\n<div class=\"comment-content\">1,700+ security-scanned AI plugins (MCPs) for Claude, ChatGPT, Cursor, VS Code, and more. One-click install, no coding required. Creators can now monetize on paid tools. Every listing passes an 8-layer AI adaptive security scan before going live.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt – we built MCP Marketplace because discovering and trusting AI plugins shouldn’t be hard. <\/p>\n<\/p>\n<p>MCP (Model Context Protocol) lets AI assistants connect to real tools: databases, calendars, APIs, smart devices. But finding safe, working servers was a mess of scattered GitHub repos with no vetting. <\/p>\n<\/p>\n<p>So I built what I wanted to exist:<\/p>\n<ul>\n<li>\n<p>1,700+ tools across categories, searchable and filterable<\/p>\n<\/li>\n<li>\n<p>8-layer AI adaptive security scanner that reviews every submission before listing (public scores, not a black box)<\/p>\n<\/li>\n<li>\n<p>Works with every MCP client: Claude, ChatGPT, Cursor, Windsurf, VS Code, Copilot, Gemini<\/p>\n<\/li>\n<li>\n<p>Creator monetization optionality (finally): set a price, we handle Stripe checkout + license keys. You keep 85%<\/p>\n<\/li>\n<li>\n<p>One-click install: no coding required<\/p>\n<\/li>\n<\/ul>\n<p>It’s completely free to browse and install. I’d love your feedback. What tools would you want to see listed? And if you’ve built an MCP server, submit it and create a creator profile.<\/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>I’ve been writing about this exact thesis for the past year. MCP is the composability layer that turns AI from a monolith into a marketplace, and I’ve seen this movie before. In 2002, we launched the first U.S. app store at Verizon. The pattern is the same: open protocol, developer ecosystem, curation layer, distribution wins.<\/p>\n<p>What caught my eye with MCP Marketplace is the security scanning. The MCP ecosystem right now is scattered GitHub repos with zero vetting. The same wild west we had with early mobile apps. Someone needs to be the trusted front door. This is it.<\/p>\n<p>Congrats on the launch. This is exactly what the ecosystem needs.<\/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\/@paulpalmieri\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@paulpalmieri<\/a> Thanks Paul. That app store parallel is spot on and honestly it’s the exact mental model we’ve been building around.<\/p>\n<\/p>\n<p>The ecosystem right now feels like early mobile apps before anyone figured out curation and trust. We’re betting that the trusted front door matters just as much this time around. Expanding what we scan and surface over the next few weeks.<\/p>\n<\/p>\n<p>Really appreciate the kind words from someone who’s been through this cycle before.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">#19<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/X3MGSIZBGOH6VY\" class=\"app-title\">NoteDock<\/a><\/p>\n<div class=\"one-liner\">Quick Smart AI Notes<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">5<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>NoteDock\u662f\u4e00\u6b3eAI\u667a\u80fd\u7b14\u8bb0\u5e94\u7528\uff0c\u901a\u8fc7\u5feb\u901f\u6355\u6349\u6587\u672c\u3001\u8bed\u97f3\u548c\u622a\u56fe\uff0c\u5e76\u5229\u7528AI\u81ea\u52a8\u7ec4\u7ec7\u3001\u63d0\u53d6\u4efb\u52a1\u4e0e\u4e8b\u4ef6\uff0c\u5728\u7528\u6237\u7075\u611f\u8ff8\u53d1\u6216\u4fe1\u606f\u788e\u7247\u5316\u7684\u573a\u666f\u4e0b\uff0c\u89e3\u51b3\u4e86\u8bb0\u5f55\u5206\u6563\u3001\u6574\u7406\u8017\u65f6\u4e14\u96be\u4ee5\u8f6c\u5316\u4e3a\u5b9e\u9645\u884c\u52a8\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\/445ec2bc-72a1-4c03-85cf-45f88201a803.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\/7e9224ab-3c4b-440b-a15a-24ff384c68e0.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\/fd1c9b23-9123-4e0b-ac3a-8eb2350e5591.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\/efdfd13d-cd13-47b2-af26-53c456b0aaac.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\/52c32bd9-d6c4-4f5f-9fc8-3eb4b140f2ef.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\/136867b2-d8fb-4529-95a6-02d324f0f924.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\/e0e9204c-81bb-4e84-92ef-b242ffb641ec.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\">Task Management<\/span><br \/>\n <span class=\"tag\">Calendar<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7b14\u8bb0<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u6355\u6349<\/span><br \/>\n <span class=\"tag\">\u4fe1\u606f\u7ec4\u7ec7<\/span><br \/>\n <span class=\"tag\">\u4efb\u52a1\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u610f\u56fe\u63d0\u53d6<\/span><br \/>\n <span class=\"tag\">\u4e2a\u4eba\u751f\u4ea7\u529b<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u5904\u7406<\/span><br \/>\n <span class=\"tag\">\u8ba4\u77e5\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\u8ba4\u53ef\u5176\u5feb\u901f\u6355\u6349\u548cAI\u6574\u7406\u7684\u6838\u5fc3\u6982\u5ff5\uff0c\u8ba4\u4e3a\u4ece\u6df7\u4e71\u601d\u7eea\u5230\u53ef\u7528\u7ed3\u6784\u7684\u8f6c\u5316\u662f\u4eae\u70b9\u3002\u4e3b\u8981\u5efa\u8bae\u5305\u62ec\u589e\u52a0\u5206\u4eab\u529f\u80fd\u3002\u6838\u5fc3\u8ba8\u8bba\u70b9\u5728\u4e8eAI\u201c\u610f\u56fe\u63d0\u53d6\u201d\u7684\u53ef\u9760\u6027\uff0c\u4ee5\u53ca\u7528\u6237\u63a7\u5236\u6743\u4e0e\u5168\u81ea\u52a8\u5316\u7684\u5e73\u8861\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 NoteDock\u7684\u91ce\u5fc3\u8fdc\u4e0d\u6b62\u4e8e\u201c\u7b14\u8bb0\u201d\u3002\u5176\u6807\u8bed\u201cQuick Smart AI Notes\u201d\u7565\u663e\u4fdd\u5b88\uff0c\u5b9e\u5219\u4ea7\u54c1\u5185\u6838\u662f\u4e00\u573a\u5173\u4e8e\u201c\u610f\u56fe\u63d0\u53d6\u201d\u4e0e\u201c\u51b3\u7b56\u5916\u5305\u201d\u7684\u6fc0\u8fdb\u5b9e\u9a8c\u3002\u5f53\u524d\u7b14\u8bb0\u5e02\u573a\u7684\u7ade\u4e89\u5df2\u4ece\u201c\u8bb0\u5f55\u80fd\u529b\u201d\u8f6c\u5411\u201c\u5904\u7406\u667a\u80fd\u201d\uff0c\u800cNoteDock\u8bd5\u56fe\u626e\u6f14\u7528\u6237\u4e0e\u6d77\u91cf\u788e\u7247\u4fe1\u606f\u4e4b\u95f4\u7684\u201c\u51b3\u7b56\u5c42\u201d\uff1a\u5b83\u4e0d\u6ee1\u8db3\u4e8e\u5b58\u50a8\uff0c\u800c\u662f\u4e3b\u52a8\u89e3\u6790\u5185\u5bb9\uff0c\u5b9a\u4e49\u4f55\u4e3a\u4efb\u52a1\u3001\u4f55\u4e3a\u4e8b\u4ef6\uff0c\u5e76\u51b3\u5b9a\u4f55\u65f6\u63d0\u9192\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8fd9\u5e26\u6765\u4e86\u4ea7\u54c1\u4ef7\u503c\u4e0e\u98ce\u9669\u7684\u53cc\u91cd\u8dc3\u5347\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\uff0c\u82e5\u80fd\u7cbe\u51c6\u53ef\u9760\uff0c\u5b83\u5c06\u5b9e\u73b0\u4ece\u201c\u88ab\u52a8\u8bb0\u5f55\u4ed3\u5e93\u201d\u5230\u201c\u4e3b\u52a8\u8ba4\u77e5\u4f19\u4f34\u201d\u7684\u8de8\u8d8a\uff0c\u628a\u7528\u6237\u4ece\u201c\u8bb0\u4e0b\u6765\u7136\u540e\u81ea\u5df1\u6574\u7406\u3001\u51b3\u5b9a\u3001\u5b89\u6392\u201d\u7684\u5b8c\u6574\u8ba4\u77e5\u94fe\u6761\u4e2d\u89e3\u653e\u51fa\u6765\uff0c\u76f4\u63a5\u4ea4\u4ed8\u884c\u52a8\u6307\u4ee4\u3002\u8fd9\u6b63\u662f\u9ad8\u8d5e\u8bc4\u8bba\u6240\u6307\u7684\u201c\u8ba4\u77e5\u5347\u7ea7\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6700\u5927\u98ce\u9669\u4e5f\u5728\u4e8e\u6b64\u3002AI\u7684\u201c\u7406\u89e3\u201d\u4e0e\u201c\u51b3\u7b56\u201d\u662f\u5426\u603b\u80fd\u7b26\u5408\u7528\u6237\u610f\u56fe\uff1f\u201c\u81ea\u52a8\u521b\u5efa\u65e5\u5386\u6761\u76ee\u201d\u7684\u8fb9\u754c\u5728\u54ea\u91cc\uff1f\u7528\u6237\u5bf9\u81ea\u8eab\u4fe1\u606f\u7684\u63a7\u5236\u611f\u548c\u4fe1\u4efb\u611f\uff0c\u6781\u6613\u5728AI\u7684\u8fc7\u5ea6\u81ea\u4fe1\u6216\u9519\u8bef\u5224\u65ad\u4e2d\u5d29\u584c\u3002\u8bc4\u8bba\u4e2d\u201c\u597d\u5947\u7528\u6237\u4fdd\u7559\u591a\u5c11\u63a7\u5236\u6743 vs. \u5168\u81ea\u52a8\u5316\u201d\u7684\u8d28\u7591\uff0c\u76f4\u63a5\u547d\u4e2d\u4e86\u4ea7\u54c1\u7684\u6838\u5fc3\u77db\u76fe\u3002\u5f53\u524d\u4ec55\u7968\u7684\u70ed\u5ea6\uff0c\u6216\u8bb8\u4e5f\u53cd\u6620\u4e86\u5e02\u573a\u5bf9\u8fd9\u7c7b\u9ad8\u5ea6\u81ea\u52a8\u5316\u3001\u4ecb\u5165\u4e2a\u4eba\u5de5\u4f5c\u6d41\u6df1\u5c42\u7684\u5de5\u5177\u4ecd\u6301\u5ba1\u614e\u6001\u5ea6\u3002\n <\/p>\n<p class=\"ai-content\">\n NoteDock\u7684\u672a\u6765\uff0c\u4e0d\u53d6\u51b3\u4e8e\u5176\u6355\u6349\u901f\u5ea6\u6216\u754c\u9762\u4f18\u52a3\uff0c\u800c\u53d6\u51b3\u4e8e\u5176AI\u5728\u201c\u610f\u56fe\u63d0\u53d6\u201d\u4e0a\u7684\u51c6\u786e\u7387\u4e0e\u900f\u660e\u5ea6\uff0c\u4ee5\u53ca\u5982\u4f55\u5728\u201c\u667a\u80fd\u4ee3\u7406\u201d\u4e0e\u201c\u7528\u6237\u4e3b\u6743\u201d\u4e4b\u95f4\u627e\u5230\u90a3\u4e2a\u5fae\u5999\u7684\u3001\u4ee4\u4eba\u8212\u9002\u7684\u5e73\u8861\u70b9\u3002\u5b83\u4e0d\u662f\u5728\u505a\u4e00\u4e2a\u66f4\u597d\u7684\u7b14\u8bb0\u5e94\u7528\uff0c\u800c\u662f\u5728\u8bd5\u63a2\u4eba\u673a\u534f\u4f5c\u7684\u65b0\u8fb9\u754c\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\">NoteDock<\/span>\n <\/div>\n<div class=\"comment-content\">Drop in any thought. NoteDock captures text, voice, and screenshots, then uses AI to organize, turn action into tasks and events, and nudge you at the right time.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hello, I would love to hear your feedback to my app.<\/p>\n<p>As one man team I put a lot of effort in solving my own issue with writing notes to random places with no central hub to do so. The big name apps were too clunky for me, slow and didn’t use AI well enough.<\/p>\n<p>What the app does: <\/p>\n<ul>\n<li>\n<p>Captures information quickly (text, photos, screenshots, links, and notes)<\/p>\n<\/li>\n<li>\n<p>Organises automatically with AI (tasks, events and todos are grouped contextually into collections)<\/p>\n<\/li>\n<li>\n<p>Automatically makes context-aware actions (creates reminders, deadlines and calendar entries)<\/p>\n<\/li>\n<li>\n<p>Natural language search and editing (searches across all entries using natural language)<\/p>\n<\/li>\n<\/ul>\n<p>I think its useful for:<\/p>\n<ul>\n<li>\n<p>Capturing ideas, tasks, and references as they come up<\/p>\n<\/li>\n<li>\n<p>Organising study materials or project notes<\/p>\n<\/li>\n<li>\n<p>Saving everyday items like books, recipes, or places<\/p>\n<\/li>\n<\/ul>\n<p>Let me know your feedback! \ud83d\ude42<\/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\">@dave_jan I like the concept, actually wanted to make something similar, will give feedback<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">@dave_jan The core concept clicks quickly interested to see how it could work with my currect stack.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 fast way to capture ideas und thoughts. The AI turning messy thoughts into something usable is the best part.<\/p>\n<\/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>Nice app! In the next version, I\u2019d really appreciate a sharing button.<\/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>Capturing thoughts is easy.<br \/>Turning them into structured action is hard.<\/p>\n<p>The real value here isn\u2019t note-taking \u2014 it\u2019s intent extraction.<\/p>\n<p>If AI can reliably decide what deserves attention and when to nudge, that\u2019s a cognitive upgrade.<\/p>\n<p>Curious how much control users keep vs. full automation.<\/p>\n<p>This feels closer to an external decision layer than a notes app.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">#20<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/ZGZD7FQAQL2AVP\" class=\"app-title\">buildarc<\/a><\/p>\n<div class=\"one-liner\">Turn Claude Code sessions into content you can post<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">5<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3eCLI\u5de5\u5177\uff0c\u80fd\u81ea\u52a8\u89e3\u6790\u7528\u6237\u4e0eClaude Code\u4ea4\u4e92\u7684\u5b8c\u6574\u4f1a\u8bdd\u8bb0\u5f55\uff0c\u5c06\u5176\u8f6c\u5316\u4e3a\u53ef\u76f4\u63a5\u53d1\u5e03\u7684\u793e\u4ea4\u5a92\u4f53\u5185\u5bb9\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u201c\u516c\u5f00\u6784\u5efa\u201d\u8fc7\u7a0b\u4e2d\u5185\u5bb9\u6574\u7406\u4e0e\u521b\u4f5c\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\/34930d13-16ae-429b-9384-fed69555230a.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\/74fac18e-d12e-480f-9896-c5c0a20ef93a.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\">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\u5185\u5bb9\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">CLI<\/span><br \/>\n <span class=\"tag\">\u4f1a\u8bdd\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u516c\u5f00\u6784\u5efa<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u521b\u4f5c<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u5904\u7406<\/span><br \/>\n <span class=\"tag\">Node.js<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90<\/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>\u76ee\u524d\u4ec5\u6709\u4e00\u6761\u6765\u81ea\u5f00\u53d1\u8005\u7684\u4ecb\u7ecd\u6027\u8bc4\u8bba\uff0c\u5c1a\u65e0\u771f\u5b9e\u7528\u6237\u53cd\u9988\u3002\u8bc4\u8bba\u4e2d\u5f00\u53d1\u8005\u4e3b\u52a8\u5f81\u6c42\u4f7f\u7528\u610f\u613f\u3001\u7f3a\u5931\u7684\u683c\u5f0f\u6216\u5e73\u53f0\u5efa\u8bae\uff0c\u8868\u660e\u4ea7\u54c1\u5904\u4e8e\u65e9\u671f\u9a8c\u8bc1\u9636\u6bb5\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 buildarc\u7784\u51c6\u4e86\u4e00\u4e2a\u7cbe\u5de7\u4e14\u771f\u5b9e\u7684\u7f1d\u9699\u5e02\u573a\uff1a\u5c06AI\u7f16\u7a0b\u8f85\u52a9\u8fc7\u7a0b\u4e2d\u4ea7\u751f\u7684\u3001\u672c\u4e3a\u5e9f\u5f03\u7269\u7684\u201c\u5f00\u53d1\u65e5\u5fd7\u201d\uff08.jsonl\u6587\u4ef6\uff09\u8d27\u5e01\u5316\u3002\u5b83\u7684\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u6280\u672f\u7a81\u7834\uff0c\u800c\u5728\u4e8e\u5bf9\u201c\u516c\u5f00\u6784\u5efa\u201d\u8fd9\u4e00\u6d41\u884c\u521b\u4e1a\u8303\u5f0f\u7684\u6d41\u7a0b\u81ea\u52a8\u5316\u3002\u5b83\u8bd5\u56fe\u89e3\u51b3\u7684\u6838\u5fc3\u77db\u76fe\u662f\uff1a\u5f00\u53d1\u8005\u4eab\u53d7\u7f16\u7801\u8fc7\u7a0b\uff0c\u5374\u6050\u60e7\u5185\u5bb9\u521b\u4f5c\u2014\u2014\u5c24\u5176\u662f\u4ece\u6d77\u91cf\u3001\u7410\u788e\u3001\u5145\u6ee1\u5931\u8d25\u5c1d\u8bd5\u7684\u5bf9\u8bdd\u4e2d\u63d0\u70bc\u53d9\u4e8b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u903b\u8f91\u7280\u5229\u5730\u6307\u51fa\u4e86\u5f53\u524dAI\u7f16\u7a0b\u7684\u76f2\u533a\uff1aAI\u662f\u4f18\u79c0\u7684\u5373\u65f6\u534f\u4f5c\u8005\uff0c\u5374\u662f\u7cdf\u7cd5\u7684\u53d9\u4e8b\u8bb0\u5f55\u8005\u3002\u5b83\u5c06\u5f00\u53d1\u8005\u4ece\u201c\u9762\u5bf9\u7a7a\u767d\u7f16\u8f91\u5668\u201d\u7684\u521b\u4f5c\u6050\u60e7\u4e2d\u89e3\u6551\u51fa\u6765\uff0c\u626e\u6f14\u4e86\u4e00\u4e2a\u201c\u6570\u5b57\u8003\u53e4\u5b66\u5bb6\u201d\u7684\u89d2\u8272\uff0c\u4ece\u6570\u636e\u5e9f\u589f\u4e2d\u6316\u6398\u6545\u4e8b\u7ebf\u3002\u5176\u201c\u96f6\u4f9d\u8d56\u3001\u5168\u672c\u5730\u201d\u7684\u8bbe\u8ba1\u662f\u660e\u667a\u7684\u4fe1\u4efb\u6784\u5efa\u7b56\u7565\uff0c\u7cbe\u51c6\u5207\u4e2d\u4e86\u5f00\u53d1\u8005\u5bf9\u6570\u636e\u9690\u79c1\u7684\u654f\u611f\u795e\u7ecf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5929\u82b1\u677f\u4e5f\u663e\u800c\u6613\u89c1\u3002\u9996\u5148\uff0c\u5e02\u573a\u5bb9\u91cf\u5b58\u7591\uff1a\u6df1\u5ea6\u4f7f\u7528Claude Code\u5e76\u575a\u6301\u201c\u516c\u5f00\u6784\u5efa\u201d\u7684\u5f00\u53d1\u8005\u672c\u5c31\u662f\u5c0f\u4f17\u7fa4\u4f53\u3002\u5176\u6b21\uff0c\u5185\u5bb9\u4ef7\u503c\u98ce\u9669\uff1a\u81ea\u52a8\u751f\u6210\u7684\u201c\u51b3\u7b56\u3001\u8f6c\u6298\u3001\u60c5\u7eea\u201d\u6d41\u6c34\u8d26\uff0c\u6781\u6613\u9677\u5165\u540c\u8d28\u5316\uff0c\u5931\u53bb\u771f\u5b9e\u201c\u4eba\u201d\u7684\u53d9\u8ff0\u9b45\u529b\uff0c\u53ef\u80fd\u4ea7\u51fa\u5927\u91cf\u67af\u71e5\u7684\u201c\u6280\u672f\u65e5\u8bb0\u201d\u3002\u6700\u540e\uff0c\u5546\u4e1a\u6a21\u5f0f\u5355\u4e00\uff0c\u201c\u514d\u8d39\u5f00\u6e90\u201d\u867d\u5229\u4e8e\u4f20\u64ad\uff0c\u4f46\u4e5f\u5c06\u81ea\u8eab\u5c40\u9650\u4e8e\u4e00\u4e2a\u529f\u80fd\u5355\u4e00\u7684\u5229\u57fa\u5de5\u5177\uff0c\u800c\u975e\u53ef\u6301\u7eed\u7684\u751f\u610f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cbuildarc\u662fAI\u7f16\u7a0b\u5de5\u4f5c\u6d41\u7684\u4e00\u4e2a\u201c\u5185\u5bb9\u9644\u4ef6\u201d\u3002\u5b83\u7684\u6210\u529f\u4e0d\u53d6\u51b3\u4e8e\u81ea\u8eab\u6709\u591a\u5f3a\u5927\uff0c\u800c\u53d6\u51b3\u4e8eClaude Code\u8fd9\u7c7b\u4f1a\u8bdd\u5f0f\u7f16\u7a0b\u8303\u5f0f\u80fd\u8d70\u591a\u8fdc\u3002\u5b83\u662f\u4e00\u4e2a\u806a\u660e\u7684\u6760\u6746\uff0c\u4f46\u652f\u70b9\u672c\u8eab\u5c1a\u5728\u6447\u6643\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\">buildarc<\/span>\n <\/div>\n<div class=\"comment-content\">I spent 6 weeks building a SaaS with Claude Code. 45 sessions. Hundreds of decisions, pivots, and the occasional emotional meltdown. When the project wound down and I tried to write about what I’d built, I opened a blank editor and… nothing. So I built buildarc \u2014 a CLI that reads your Claude Code session transcripts and turns them into content you can actually post. One command: npx buildarc<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! \ud83d\udc4b<\/p>\n<p>I’m Leo. I built buildarc because I kept failing at the simplest part of building in public \u2014 the public part.<\/p>\n<p>Here’s what happened: I spent 6 weeks building a SaaS with Claude Code. 45 sessions. Hundreds of decisions, pivots, and the occasional emotional meltdown. When the project wound down and I tried to write about what I’d built, I opened a blank editor and… nothing.<\/p>\n<p>The entire story \u2014 every decision, every pivot, the moment I mass-deleted everything and started over \u2014 was buried in .jsonl files inside .claude\/projects\/ that I would never voluntarily reopen.<\/p>\n<p>So I built a CLI to recover it.<\/p>\n<p>What buildarc does:<br \/>\n– npx buildarc \u2014 one command, auto-detects your project<br \/>\n– Parses all your Claude Code sessions at once (not just one \u2014 all of them)<br \/>\n– Extracts the moments that matter: decisions, pivots, emotions, breakthroughs<br \/>\n– Scrubs API keys and secrets automatically<br \/>\n– Outputs ready-to-post content: X threads, LinkedIn posts, build journals<\/p>\n<p>What makes it different from pasting into ChatGPT:<br \/>\nTry processing 50 sessions and hundreds of MB of .jsonl files in ChatGPT. buildarc does it in seconds and formats for the platform you’re posting to.<\/p>\n<p>The boring-but-important stuff:<br \/>\n– Zero dependencies (pure Node.js built-ins)<br \/>\n– Everything runs locally \u2014 no data transmitted, no telemetry<br \/>\n– Works retroactively on sessions that already happened<br \/>\n– Free forever. MIT licensed.<\/p>\n<p>This is my first Product Hunt launch in 5 years. What would make you actually use this? What formats or platforms am I missing?<\/p>\n<p>\ud83d\udd17 Try it: npx buildarc<br \/>\n\ud83d\udd17 GitHub: <a href=\"https:\/\/github.com\/leonardomjq\/buildarc\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/github.com\/leonardomjq\/b…<\/a><\/p>\n<p>Star it if the idea resonates \u2014 that’s the whole growth strategy. \ud83d\ude43<\/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<\/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 \/\/ \u4e3a\u6240\u6709\u53ef\u70b9\u51fb\u5143\u7d20\u6dfb\u52a0\u89e6\u6478\u53cd\u9988\n const clickableElements = document.querySelectorAll(\n '.media-content, .close, .video-overlay, .play-icon'\n );<\/p>\n<p> clickableElements.forEach(el => {\n el.style.touchAction = 'manipulation'; \/\/ \u9632\u6b62\u53cc\u51fb\u7f29\u653e\n });\n }\n }<\/p>\n<p> \/\/ \u4e3a\u6240\u6709\u56fe\u7247\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6\n const images = document.querySelectorAll(\"img.media-content\");\n images.forEach(img => {\n img.onclick = function() {\n modal.style.display = \"block\";\n modalImg.src = this.src;\n \/\/ \u963b\u6b62\u80cc\u666f\u6eda\u52a8\n document.body.style.overflow = \"hidden\";\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n img.addEventListener('touchstart', function(e) {\n \/\/ \u9632\u6b62\u89e6\u6478\u4e8b\u4ef6\u89e6\u53d1\u4e0d\u5fc5\u8981\u7684\u884c\u4e3a\n e.preventDefault();\n this.click();\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u4e3a\u89c6\u9891\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6 - \u8df3\u8f6c\u5230\u89c6\u9891URL\n const videos = document.querySelectorAll(\"video.media-content\");\n videos.forEach(video => {\n \/\/ \u70b9\u51fb\u89c6\u9891\u672c\u8eab\u65f6\u8df3\u8f6c\u5230\u89c6\u9891URL\n video.onclick = function(e) {\n \/\/ \u68c0\u67e5\u70b9\u51fb\u76ee\u6807\u662f\u5426\u662f\u89c6\u9891\u63a7\u4ef6\u6216\u5176\u5b50\u5143\u7d20\n let isControlClick = false;\n let target = e.target;<\/p>\n<p> \/\/ \u5411\u4e0a\u904d\u5386DOM\uff0c\u68c0\u67e5\u662f\u5426\u70b9\u51fb\u4e86\u63a7\u4ef6\u5143\u7d20\n while (target && target !== this) {\n \/\/ \u68c0\u67e5\u662f\u5426\u6709\u63a7\u4ef6\u76f8\u5173\u7684\u7c7b\u540d\u6216\u5c5e\u6027\n if (target.classList.contains('video-js') || \n target.tagName.toLowerCase() === 'button' || \n target.tagName.toLowerCase() === 'input' || \n target.tagName.toLowerCase() === 'select' ||\n target.className.includes('control')) {\n isControlClick = true;\n break;\n }\n target = target.parentElement;\n }<\/p>\n<p> \/\/ \u53ea\u6709\u5f53\u70b9\u51fb\u7684\u662f\u89c6\u9891\u672c\u8eab\u800c\u975e\u63a7\u4ef6\u65f6\u624d\u8df3\u8f6c\n if (!isControlClick && e.target.tagName.toLowerCase() === 'video') {\n const videoUrl = this.getAttribute('data-video-url') || this.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n video.addEventListener('touchstart', function(e) {\n \/\/ \u68c0\u67e5\u662f\u5426\u70b9\u51fb\u4e86\u63a7\u4ef6\n let isControlClick = false;\n let target = e.target;<\/p>\n<p> while (target && target !== this) {\n if (target.tagName.toLowerCase() === 'button' || \n target.tagName.toLowerCase() === 'input' || \n target.className.includes('control')) {\n isControlClick = true;\n break;\n }\n target = target.parentElement;\n }<\/p>\n<p> if (!isControlClick) {\n e.preventDefault();\n const videoUrl = this.getAttribute('data-video-url') || this.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u4e3a\u89c6\u9891\u906e\u7f69\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6\uff0c\u786e\u4fdd\u70b9\u51fb\u906e\u7f69\u4e5f\u80fd\u8df3\u8f6c\n const videoOverlays = document.querySelectorAll('.video-overlay');\n videoOverlays.forEach(overlay => {\n overlay.onclick = function(e) {\n \/\/ \u963b\u6b62\u4e8b\u4ef6\u5192\u6ce1\u5230\u89c6\u9891\u5143\u7d20\n e.stopPropagation();\n const video = this.parentElement.querySelector('video.media-content');\n if (video) {\n const videoUrl = video.getAttribute('data-video-url') || video.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n overlay.addEventListener('touchstart', function(e) {\n e.preventDefault();\n e.stopPropagation();\n const video = this.parentElement.querySelector('video.media-content');\n if (video) {\n const videoUrl = video.getAttribute('data-video-url') || video.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u5173\u95ed\u6a21\u6001\u6846\n closeBtn.onclick = function() {\n modal.style.display = \"none\";\n \/\/ \u6062\u590d\u80cc\u666f\u6eda\u52a8\n document.body.style.overflow = \"auto\";\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n closeBtn.addEventListener('touchstart', function(e) {\n e.preventDefault();\n modal.style.display = \"none\";\n document.body.style.overflow = \"auto\";\n }, { passive: false });\n }<\/p>\n<p> \/\/ \u70b9\u51fb\u6a21\u6001\u6846\u5916\u90e8\u5173\u95ed\n window.onclick = function(event) {\n if (event.target === modal) {\n modal.style.display = \"none\";\n document.body.style.overflow = \"auto\";\n }\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n modal.addEventListener('touchstart', function(e) {\n if (e.target === modal) {\n modal.style.display = \"none\";\n document.body.style.overflow = \"auto\";\n }\n }, { passive: true });\n }<\/p>\n<p> \/\/ \u6309ESC\u952e\u5173\u95ed\u6a21\u6001\u6846\n document.addEventListener('keydown', function(event) {\n if (event.key === 'Escape' && modal.style.display === 'block') {\n modal.style.display = 'none';\n document.body.style.overflow = \"auto\";\n }\n });<\/p>\n<p> \/\/ \u68c0\u67e5\u6bcf\u4e2a\u5a92\u4f53\u753b\u5eca\u4e2d\u662f\u5426\u53ea\u6709\u4e00\u4e2a\u9879\u76ee\uff0c\u5982\u679c\u662f\uff0c\u6dfb\u52a0single-item\u7c7b\n document.querySelectorAll('.media-gallery').forEach(gallery => {\n if (gallery.querySelectorAll('.media-item-wrapper').length === 1) {\n gallery.classList.add('single-item');\n }\n });<\/p>\n<p> \/\/ \u521d\u59cb\u5316\u89e6\u6478\u4f18\u5316\n addTouchOptimization();<\/p>\n<p> \/\/ \u7a97\u53e3\u5927\u5c0f\u53d8\u5316\u65f6\u91cd\u65b0\u68c0\u67e5\u753b\u5eca\u72b6\u6001\n window.addEventListener('resize', function() {\n document.querySelectorAll('.media-gallery').forEach(gallery => {\n if (gallery.querySelectorAll('.media-item-wrapper').length === 1) {\n gallery.classList.add('single-item');\n } else {\n gallery.classList.remove('single-item');\n }\n });\n });<\/p>\n<p> \/\/ --- \u8bc4\u8bba\u533a\u57df\u6298\u53e0\/\u5c55\u5f00\u529f\u80fd ---\n const commentToggles = document.querySelectorAll('.comments-toggle');<\/p>\n<p> commentToggles.forEach(toggle => {\n toggle.addEventListener('click', function() {\n \/\/ \u5207\u6362\u5f53\u524dtoggle\u7684open\u72b6\u6001\n this.classList.toggle('open');<\/p>\n<p> \/\/ \u83b7\u53d6\u5bf9\u5e94\u7684\u8bc4\u8bba\u5bb9\u5668\n const commentsContainer = this.nextElementSibling;\n if (commentsContainer && commentsContainer.classList.contains('comments-container')) {\n commentsContainer.classList.toggle('open');\n }\n });\n });\n<\/script><\/p>\n<p><\/body><br \/>\n<\/html><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-03-01 PH\u70ed\u699c | 2026-03-01 #1 Claud […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"template-clean-canvas.php","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[],"class_list":["post-148","post","type-post","status-publish","format-standard","hentry","category-producthunt"],"_links":{"self":[{"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/posts\/148","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/comments?post=148"}],"version-history":[{"count":0,"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/posts\/148\/revisions"}],"wp:attachment":[{"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/media?parent=148"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/categories?post=148"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/tags?post=148"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}