Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-05-23<\/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 | 2026-05-23<\/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\/2VVOKDD4COMAK2\" class=\"app-title\">Google Antigravity CLI<\/a><\/p>\n<div class=\"one-liner\">Run coding agents directly from your terminal<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">213<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Antigravity CLI \u5c06\u591a\u6b65\u9aa4\u63a8\u7406\u3001\u591a\u6587\u4ef6\u7f16\u8f91\u3001\u5de5\u5177\u8c03\u7528\u7b49\u529f\u80fd\u5f15\u5165\u7ec8\u7aef\uff0c\u4e13\u4e3aSSH\u8fdc\u7a0b\u4f1a\u8bdd\u548c\u952e\u76d8\u4f18\u5148\u5de5\u4f5c\u6d41\u8bbe\u8ba1\uff0c\u89e3\u51b3\u5f00\u53d1\u8005\u5728\u65e0\u56fe\u5f62\u754c\u9762\u73af\u5883\u4e0b\u4f7f\u7528\u667a\u80fd\u7f16\u7801\u4ee3\u7406\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\/b0db295a-609b-4f52-8c04-c7223ac5ff02.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/aaa30ffb-778f-4a87-9e7c-1892e96ba917.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/96e5f7fd-efa2-4934-a0fe-b914728cf240.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\/caa959c1-20ab-447d-89ea-600c33dc5be6.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=am0lg5-ofvQ\"><source src=\"https:\/\/www.youtube.com\/watch?v=am0lg5-ofvQ\" 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\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Tech<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7f16\u7801\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u547d\u4ee4\u884c\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u7ec8\u7aefAI<\/span><br \/>\n <span class=\"tag\">SSH\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u591a\u6587\u4ef6\u7f16\u8f91<\/span><br \/>\n <span class=\"tag\">\u952e\u76d8\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8fdc\u7a0b\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u8c37\u6b4c\u51fa\u54c1<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u7f16\u7801\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\u53cd\u9988\u4e24\u6781\u5206\u5316\uff1a\u5c11\u6570\u80af\u5b9a\u5176\u586b\u8865\u8fdc\u7a0b\u7ec8\u7aef\u667a\u80fd\u7f16\u7801\u7a7a\u767d\uff1b\u4f46\u5927\u91cf\u8d1f\u9762\u8bc4\u8bba\u96c6\u4e2d\u4e8eGemini 3.5\u6a21\u578b\u6027\u80fd\u5783\u573e\u3001\u95ed\u6e90\u540e\u8d28\u91cf\u4e0b\u964d\u3001IDE\u529f\u80fd\u5206\u88c2\u3001\u865a\u5047\u5ba3\u4f203\u500d\u989d\u5ea6\u4f46\u5b9e\u9645\u4e00\u6b21\u63d0\u793a\u5373\u8017\u5c3d\uff0c\u4e14\u6ee5\u7528\u8d44\u6e90\u751f\u6210\u65e0\u7528\u5185\u5bb9\uff0c\u6000\u7591\u8c37\u6b4c\u6545\u610f\u52a3\u5316\u4ee5\u907f\u514d\u53cd\u5784\u65ad\u5ba1\u67e5\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 Antigravity CLI \u8868\u9762\u4e0a\u662f\u4e00\u4e2a\u201c\u7ec8\u7aef\u91cc\u7684AI\u7f16\u7801\u4ee3\u7406\u201d\uff0c\u8bd5\u56fe\u89e3\u51b3\u5f00\u53d1\u8005SSH\u573a\u666f\u4e0b\u65e0\u6cd5\u4f7f\u7528\u56fe\u5f62\u5316AI\u5de5\u5177\u7684\u75db\u70b9\u3002\u8fd9\u4e2a\u4ea7\u54c1\u65b9\u5411\u672c\u8eab\u662f\u6709\u4ef7\u503c\u7684\u2014\u2014\u6bd5\u7adf\u7a0b\u5e8f\u5458\u7fa4\u4f53\u4e2d\u786e\u5b9e\u5b58\u5728\u4e00\u6279\u201c\u952e\u76d8\u6559\u201d\u4fe1\u5f92\uff0c\u4ed6\u4eec\u8ba8\u538c\u9891\u7e41\u5207\u6362\u7a97\u53e3\u3002\u4f46\u4ea7\u54c1\u672c\u8eab\u7684\u6838\u5fc3\u95ee\u9898\uff0c\u5e76\u4e0d\u662f\u201c\u5728\u7ec8\u7aef\u91cc\u8dd1AI\u4ee3\u7406\u201d\u8fd9\u4e2a\u5f62\u5f0f\uff0c\u800c\u662f\u5b83\u80cc\u540e\u7684AI\u6a21\u578b\u548c\u914d\u989d\u7b56\u7565\u6b63\u5728\u4e25\u91cd\u62c9\u80ef\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u6700\u9ad8\u8d5e\u7684\u7528\u6237\u5486\u54ee\u53ef\u4ee5\u770b\u51fa\uff0c\u6574\u4e2aAntigravity\u751f\u6001\u5df2\u7ecf\u9677\u5165\u4e86\u5178\u578b\u7684\u201c\u5927\u516c\u53f8\u521b\u65b0\u56f0\u5883\u201d\uff1a\u66fe\u7ecf\u5f00\u6e90\u7684\u4f18\u79c0\u9879\u76ee\u88ab\u95ed\u6e90\u540e\uff0c\u6a21\u578b\u80fd\u529b\u4e0d\u8fdb\u53cd\u9000\uff1bGemini 3.5\u88ab\u7528\u6237\u75db\u65a5\u4e3a\u201c\u6700\u5feb\u751f\u6210\u5783\u573e\u7684\u6a21\u578b\u201d\uff1b\u53f7\u79f0\u7684\u201c3\u500d\u989d\u5ea6\u201d\u5f62\u540c\u865a\u8bbe\uff0c\u4e00\u6b21\u63d0\u793a\u5c31\u80fd\u8017\u5c3d\uff1b\u5f3a\u884c\u6346\u7ed1\u4e24\u4e2a\u5e94\u7528\uff08\u4e00\u4e2aIDE\u548c\u4e00\u4e2aCodex\u514b\u9686\u4f53\uff09\uff0c\u903c\u7528\u6237\u53bb\u625b\u4e24\u4efd\u81c3\u80bf\u3002\u66f4\u8bbd\u523a\u7684\u662f\uff0c\u8fd9\u4e2a\u201c\u9ed1\u79d1\u6280\u201d\u516c\u53f8\u4e00\u8fb9\u5439\u5618\u81ea\u5df1\u201cquadrillion tokens\u201d\u7684\u7b97\u529b\u50a8\u5907\uff0c\u4e00\u8fb9\u5374\u628a\u7b97\u529b\u6d6a\u8d39\u5728\u6beb\u65e0\u610f\u4e49\u7684\u9ed1\u76d2\u6a21\u62df\u548c\u4fe1\u606f\u52a0\u5e7f\u544a\u7684Agent\u4e0a\uff0c\u800c\u6838\u5fc3\u5f00\u53d1\u8005\u8fde\u4e00\u6b21\u9760\u8c31\u7684Sonnet\u8c03\u7528\u90fd\u7528\u4e0d\u6ee1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6700\u503c\u5f97\u8b66\u60d5\u7684\u662f\u7528\u6237\u7684\u6700\u540e\u4e00\u53e5\u731c\u6d4b\u2014\u2014\u201c\u8fd9\u662f\u4e0d\u662f\u6545\u610f\u52a3\u5316\u4ee5\u907f\u514d\u88ab\u53cd\u5784\u65ad\u4f20\u5524\uff1f\u201d \u5982\u679c\u5c5e\u5b9e\uff0c\u8fd9\u5c31\u662f\u5178\u578b\u7684\u6280\u672f\u6e23\u64cd\u4f5c\uff1a\u624b\u63e1\u5b87\u5b99\u7ea7\u7b97\u529b\uff0c\u5374\u6545\u610f\u7ed9\u81ea\u5bb6\u4ea7\u54c1\u5582\u5269\u996d\uff0c\u4ee5\u7ef4\u6301\u201c\u7ade\u4e89\u6fc0\u70c8\u201d\u7684\u5047\u8c61\u3002\u8fd9\u79cd\u5927\u516c\u53f8\u5728\u521b\u65b0\u4e0a\u7684\u865a\u4f2a\u548c\u4fdd\u5b88\uff0c\u5f80\u5f80\u6bd4\u5c0f\u516c\u53f8\u7684\u4e0d\u6210\u719f\u66f4\u4ee4\u4eba\u5931\u671b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e00\u53e5\u8bdd\u603b\u7ed3\uff1aAntigravity CLI \u7684\u65b9\u5411\u6b63\u786e\uff0c\u4f46\u6267\u884c\u7cdf\u7cd5\u3002\u5982\u679c\u4f60\u53ea\u662f\u9700\u8981\u4e00\u4e2a\u80fd\u5728SSH\u91cc\u8dd1AI\u4ee3\u7801\u8865\u5168\u7684\u5de5\u5177\uff0c\u5e02\u9762\u4e0a\u5df2\u6709\u591a\u4e2a\u66f4\u8f7b\u91cf\u3001\u66f4\u4e13\u6ce8\u7684\u66ff\u4ee3\u65b9\u6848\uff08\u5982aider\u3001codeium\u7684\u7ec8\u7aef\u5b9e\u73b0\uff09\u3002\u8c37\u6b4c\u8fd9\u6b21\u7684\u201c\u95ed\u6e90+\u5272\u97ed\u83dc\u201d\u7b56\u7565\uff0c\u914d\u4e0a\u865a\u5e7b\u7684\u914d\u989d\u5439\u5618\uff0c\u6700\u7ec8\u4f24\u5bb3\u7684\u53ea\u4f1a\u662f\u90a3\u4e9b\u771f\u6b63\u5728\u7ec8\u7aef\u91cc\u5199\u4ee3\u7801\u7684\u786c\u6838\u7528\u6237\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\">Google Antigravity CLI<\/span>\n <\/div>\n<div class=\"comment-content\">Antigravity CLI brings multi-step reasoning, multi-file editing, tool calling, and persistent history to the terminal. Optimised for SSH sessions and keyboard-first workflows. For developers who live in the command line.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>RANT ALERT <\/strong><\/p>\n<p>The whole <strong>GEMINI 3.5 (trash)<\/strong> is SO Bloody DISAPPOINTING, I<strong> used to be<\/strong> such a MASSIVE Antigravity lover.<\/p>\n<p>I was honestly excited leading up to I\/O to see how they take their solid foundation and build on top of it. But look where we’re now.<\/p>\n<p>It’s <strong>honestly a Joke that with all these resources<\/strong>, they <strong>CHOSE<\/strong> to make <strong>the Fastest Slop Generating model.<\/strong><br \/>Don’t get me started on Antigrav CLI, it <strong>used to be good as a Open-source project<\/strong> and i had faith, <strong>until they close sourced it and made it astronomically shittier<\/strong> and broke most of the developers hearts.<\/p>\n<p><em>With the way the Input box dances around when generating, <\/em><strong><em>makes me think they used 3.5 Flash for it :’)<\/em><\/strong><\/p>\n<p>They didn’t leave AntiGravity IDE Alone either, and <strong>chose<\/strong> to take a <strong>fat shit on it too<\/strong>. <strong>WHY DO I NEED 2 APPS? One Codex clone (But worse) and an IDE Which is just mid. <\/strong><\/p>\n<p>What can we expect from <strong>sellouts like windsurf founders,<\/strong> who dropped being one of the only innovative competitors to cursor, to <strong>JOIN the DARK SIDE OF TRUST ME BRO BENCHMARKS and STAGED DEMOS (like running doom) <\/strong>[IF they’re spear-heading this they’re the ones to take the blame for it]<\/p>\n<p>ON TOP OF <strong>THIS SHIT SHOW<\/strong>, <strong>They have the Audacity to LIE ABOUT 3x Limits in the IDE,<\/strong> they<strong> removed the PERFECTLY FUNCTIONAL Browser use <\/strong>which gave <strong>video walkthroughs and Debugged (GOATED FEATURE)<\/strong><br \/>and replaced it with \/browser which needs to be configured separately and <strong>STILL doesn’t work.<\/strong><\/p>\n<p>And wait, THE <strong>SLIMIEST<\/strong> THING YET, <strong>this boils my Blood<\/strong> as a Die hard Anti Grav user. <strong>They CLAIM 3X limits<\/strong>, and <strong>STILL CLAUDE Doesn’t last a SINGLE PROMPT<\/strong> and being on the <strong>pro plan doesn’t really mean much<\/strong>. <\/p>\n<p>Also, <strong>Can someone from <\/strong><a href=\"https:\/\/www.producthunt.com\/products\/google-antigravity\" target=\"_blank\" rel=\"noopener\"><strong>@Google Antigravity<\/strong><\/a><strong> tell me WHY<\/strong> Does the <strong>GPT Model and other ancillary models<\/strong> offered by AntiGravity, <strong>run out when i’ve never used it?<\/strong> <em>(Eg: I never touch sonnet, but after one prompt to opus; GPT sonnet and G3.1 Pro run out)<\/em><\/p>\n<p>IF YOU <strong>HAVE SUCH A SURPLUS OF TPUs AND MONEY TO DISH OUT TOKENS<\/strong> on SLOP <em>WHICH MOST SERIOUS USERS NEVER ASKED FOR.<\/em><strong> Rather allocate more tokens to developers \/ creators \/ entrepreneurs who actually use your tools, INSTEAD OF BURNING THEM ON A F*CKING BLACK HOLE SIMULATION<\/strong> and Information agents which is going to serve me ADS and not REAL information…<\/p>\n<p><strong>Such a Disgrace and waste of resources and a borderline act of bad faith to its users…<\/strong><\/p>\n<p>One more thing i cant understand is HOW DOES A TRILLION DOLLAR COMPANY BOASTING ABOUT A QUADRILLION TOKENS SPENT doesn’t make good use of it and Blow every competitor out of the water? <em>(Total BS number btw cuz its all being force fed to people with AI MODE which is a Hallucination and machine) <\/em><br \/><strong>Almost makes me think that its a choice, so they don’t get summoned by the Senate <\/strong>for having a Monopoly on<strong> this Market too<\/strong><em> (then its a 5D Chess move)<\/em><\/p>\n<p>Most people are gonna be out here glazing google, and i might get banned or flagged for being honest and real. My only question is, <strong><em>Who’s to be blamed for this?<\/em><\/strong><\/p>\n<p><strong><em>AI psychosis is real, and the state of the frontiers is a GREAT EXAMPLE OF IT.<\/em><\/strong><\/p>\n<p>and yes i’m calm, and <strong>this is not hate, but frustration and pain from a REAL USER.<\/strong><br \/><strong><em>Thank you for your attention to this matter <\/em><\/strong><a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong><em>@rohanrecommends<\/em><\/strong><\/a><strong><em> <\/em><\/strong><a href=\"https:\/\/www.producthunt.com\/@joshtwoodward\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong><em>@joshtwoodward<\/em><\/strong><\/a><strong><em> <\/em><\/strong><a href=\"https:\/\/www.producthunt.com\/@logankilpatrick\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong><em>@logankilpatrick<\/em><\/strong><\/a><strong><em> <\/em><\/strong><a href=\"https:\/\/www.producthunt.com\/@sundar_pichai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong><em>@sundar_pichai<\/em><\/strong><\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>13<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">no wonder why there\u2019s only 3 comments on this and still it\u2019s on the top of the leaderboard<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@rohanrecommends and this isn\u2019t directed towards you in anyway, the rest of the I\/O was sick overall but this really struck a nerve.<\/p>\n<p>Thanks for your understanding<\/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<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@aakashpuri thank you. I was going to spend sometime on this. You saved me. \ud83d\ude4c\ud83d\ude4f<\/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>Antigravity CLI brings full agentic coding capability to the command line, running on the same core engine as the Antigravity 2.0 desktop platform.<\/p>\n<\/p>\n<p>Agentic coding tools have mostly been designed around visual interfaces. That works until you’re on a remote server or running SSH-heavy workflows where a GUI simply isn’t in the picture. The CLI closes that gap without asking you to change how you work.<\/p>\n<ul>\n<li>\n<p>Multi-file editing and multi-step reasoning directly in your terminal, handling complex tasks without a graphical layer<\/p>\n<\/li>\n<li>\n<p>Shared agent engine with Antigravity 2.0, so improvements to the platform apply automatically to the CLI too<\/p>\n<\/li>\n<li>\n<p>Keyboard-first and optimised for remote sessions, with minimal resource overhead<\/p>\n<\/li>\n<li>\n<p>Bidirectional settings sync and session export, letting you pick up terminal work in the desktop app when needed<\/p>\n<\/li>\n<li>\n<p>Auth via system keyring with SSH-aware fallback built in<\/p>\n<\/li>\n<li>\n<p>macOS, Linux, and Windows support<\/p>\n<\/li>\n<\/ul>\n<p>Built for developers who primarily work in the terminal and want agentic capability without switching surfaces. Give it a try and drop your experience in the comments below. <\/p>\n<\/p>\n<p>P.S. I hunt the latest and greatest launches in tech, SaaS and AI, follow to be notified <strong>\u2192<\/strong> <a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> <\/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\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> As a Senior AI Product Designer, seeing developer workflows transition from complex commands to raw intention is beautiful. Tools like Antigravity CLI prove that AI-native execution is erasing traditional technical bottlenecks at elite speed. The real game-changer now is pairing this hyper-fast terminal power with institutional-grade UI\/UX architecture. When back-end execution becomes this seamless, the visual product design must look like a million bucks on Day 1. Stellar launch\u2014this is exactly the kind of startup energy that changes how we build software!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> Agreed, terminals are becoming intent-driven rather than command-driven. This CLI fills a real gap for remote-first workflows.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> Very interesting approach, especially for developers working heavily with SSH and remote servers.<br \/>Does it also support autonomous codebase analysis and multi-repo workflows?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Developer workflows are moving from commands to intentions. Interesting glimpse of where terminals are heading.<\/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>I dont get it. How is this different from just normal antigravity? i download it i get antigravity. is there a curl to instlal the antigravity cli or smth? Found it. its bellow normal antigravity download area. anyways here is the curl: curl -fsSL <a href=\"https:\/\/antigravity.google\/cli\/install.sh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/antigravity.google\/cli\/install.sh<\/a> | bash<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Fixed half a duplication bug then this: “Individual quota reached. Contact your administrator to enable overages. Resets in 167h39m7s.” \ud83d\ude05 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/LBMOK2KFA74TNE\" class=\"app-title\">Memdex<\/a><\/p>\n<div class=\"one-liner\">Turn every AI conversation into reusable local memory<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">210<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Memdex\u662f\u4e00\u6b3eChrome\u6269\u5c55\uff0c\u5b83\u81ea\u52a8\u6355\u83b7\u5e76\u52a0\u5bc6\u4fdd\u5b58\u4f60\u5728ChatGPT\u3001Claude\u7b49AI\u5de5\u5177\u4e2d\u7684\u5bf9\u8bdd\uff0c\u5e76\u5728\u4f60\u65b0\u5f00\u804a\u5929\u65f6\u50cf\u8bed\u6cd5\u68c0\u67e5\u5668\u4e00\u6837\u667a\u80fd\u63d0\u793a\u76f8\u5173\u5386\u53f2\u4e0a\u4e0b\u6587\uff0c\u4e00\u952e\u6ce8\u5165\uff0c\u5f7b\u5e95\u544a\u522b\u91cd\u590d\u89e3\u91ca\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\/5feec5bc-1dc4-4f7f-a0b9-13bc092e7142.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/659f4087-37ea-4d90-8673-14cbb454645f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a8ceba43-65a5-410f-9535-b80a1fdb281e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/500fe9e3-65f9-42a7-bcf6-3de84ad4f492.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\/0e31ae7f-c25e-41a2-a058-82047537b6b0.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=mW9p-jnundk\"><source src=\"https:\/\/www.youtube.com\/watch?v=mW9p-jnundk\" 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>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u804a\u5929\u8bb0\u5fc6<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u5b58\u50a8<\/span><br \/>\n <span class=\"tag\">Chrome\u6269\u5c55<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u6ce8\u5165<\/span><br \/>\n <span class=\"tag\">\u8de8\u6a21\u578b\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5bf9\u8bdd\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u63d0\u793a<\/span><br \/>\n <span class=\"tag\">Grammarly-for-context<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u4e3b\u8981\u5173\u6ce8\uff081\uff09\u80fd\u5426\u5904\u7406\u957f\u4efb\u52a1\u4e2d\u65ad\u540e\u7684\u4e0a\u4e0b\u6587\u6062\u590d\uff08\u53ef\u884c\uff09\uff1b\uff082\uff09\u201c\u672c\u5730\u5b58\u50a8\u4f46\u4e91\u7aef\u6ce8\u5165\u201d\u7684\u9690\u79c1\u6096\u8bba\uff0c\u5efa\u8bae\u589e\u52a0\u8bb0\u5fc6\u5206\u7c7b\uff08\u5982\u5de5\u4f5c\/\u79c1\u5bc6\uff09\u548c\u6c38\u4e0d\u6ce8\u5165\u5f00\u5173\uff1b\uff083\uff09DOM\u7ed3\u6784\u53d8\u5316\u5bfc\u81f4\u6293\u53d6\u5931\u6548\u7684\u957f\u671f\u7a33\u5b9a\u6027\u95ee\u9898\uff1b\uff084\uff09\u9700\u533a\u5206\u201c\u6c38\u4e45\u8bb0\u5fc6\u201d\u4e0e\u201c\u4e34\u65f6\u4efb\u52a1\u72b6\u6001\u201d\uff0c\u5efa\u8bae\u8f7b\u91cf\u7ea7\u6807\u8bb0\u548c\u8fc7\u671f\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 Memdex\u5207\u4e2d\u7684\u662f\u4e00\u4e2a\u771f\u5b9e\u4e14\u5de8\u5927\u7684\u75db\u70b9\uff1a\u5728\u591aAI\u6a21\u578b\u95f4\u8f97\u8f6c\u7684\u7528\u6237\uff0c\u6b63\u88ab\u201c\u96f6\u548c\u4f1a\u8bdd\u201d\u7684\u91cd\u590d\u52b3\u52a8\u538b\u57ae\u3002\u5b83\u7684\u6838\u5fc3\u521b\u65b0\u5728\u4e8e\u5c06\u201c\u8bb0\u5fc6\u201d\u4ece\u4e91\u7aef\u62c9\u56de\u672c\u5730\uff0c\u5e76\u501f\u9274\u4e86Grammarly\u7684\u201c\u88ab\u52a8\u611f\u77e5+\u4e3b\u52a8\u6ce8\u5165\u201d\u4ea4\u4e92\u8303\u5f0f\uff0c\u6781\u5927\u964d\u4f4e\u4e86\u8bb0\u5fc6\u7ba1\u7406\u7684\u6469\u64e6\u6210\u672c\u3002\u8fd9\u6bd4\u90a3\u4e9b\u9700\u8981\u7528\u6237\u624b\u52a8\u521b\u5efa\/\u8c03\u7528\u201c\/remember\u201d\u547d\u4ee4\u7684\u5de5\u5177\u4f18\u96c5\u5f97\u591a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u5b58\u50a8\u201d\uff0c\u800c\u5728\u4e8e\u201c\u68c0\u7d22\u4e0e\u5173\u8054\u201d\u7684\u667a\u80fd\u5ea6\u3002\u82e5\u4ec5\u9760\u5173\u952e\u8bcd\u5339\u914d\uff0c\u5f88\u5feb\u5c31\u4f1a\u6df9\u6ca1\u5728\u566a\u97f3\u4e2d\uff0c\u4ece\u201c\u795e\u52a9\u653b\u201d\u6ca6\u4e3a\u201c\u795e\u70e6\u201d\u3002\u76ee\u524d\u5b98\u65b9\u63d0\u5230\u7684\u201c\u8f7b\u91cf\u7d22\u5f15\u548c\u60c5\u8282\u8bb0\u5fc6\u63d0\u53d6\u201d\u662f\u89e3\u51b3\u8fd9\u4e00\u95ee\u9898\u7684\u5173\u952e\uff0c\u4f46\u6280\u672f\u7ec6\u8282\u8bed\u7109\u4e0d\u8be6\uff0c\u8fd9\u5f88\u53ef\u80fd\u6210\u4e3a\u51b3\u5b9a\u5176\u5929\u82b1\u677f\u7684\u5173\u952e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u540c\u65f6\uff0c\u6211\u4eec\u5fc5\u987b\u7280\u5229\u5730\u6307\u51fa\uff0c\u9664\u975eMemdex\u5728\u5ba2\u6237\u7aef\u672c\u5730\u5b8c\u6210\u8bed\u4e49\u5d4c\u5165\u548c\u68c0\u7d22\uff08\u5982\u7c7b\u4f3c\u672c\u5730\u5411\u91cf\u6570\u636e\u5e93\uff09\uff0c\u5426\u5219\u201c\u672c\u5730\u5b58\u50a8\u3001\u672c\u5730\u7d22\u5f15\u201d\u7684\u627f\u8bfa\u5728\u9700\u8981\u8de8\u6a21\u578b\u6ce8\u5165\u65f6\uff0c\u4f9d\u7136\u9762\u4e34\u5c06\u7528\u6237\u9690\u79c1\u6570\u636e\u66b4\u9732\u7ed9\u7b2c\u4e09\u65b9API\u7684\u7070\u7280\u725b\u98ce\u9669\u3002\u7528\u6237\u8bc4\u8bba\u4e2d\u63d0\u5230\u7684\u201c\u5de5\u4f5cvs\u79c1\u5bc6\u201d\u6807\u8bb0\u548c\u201c\u6c38\u4e0d\u6ce8\u5165\u201d\u5f00\u5173\uff0c\u662f\u5176\u4ece\u201c\u770b\u8d77\u6765\u672c\u5730\u201d\u5230\u201c\u771f\u6b63\u79c1\u5bc6\u201d\u7684\u5fc5\u7ecf\u4e4b\u8def\uff0c\u8fd9\u4e0d\u4ec5\u662f\u529f\u80fd\u95ee\u9898\uff0c\u66f4\u662f\u4fe1\u4efb\u57fa\u77f3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u4f9d\u8d56DOM\u6293\u53d6\u7684\u8106\u5f31\u6027\u662f\u6b64\u7c7b\u6269\u5c55\u7684\u201c\u963f\u5580\u7409\u65af\u4e4b\u8e35\u201d\u3002AI\u5927\u5382\u4e00\u65e6\u4e3a\u9632\u722c\u866b\u6216\u6539\u7248\u800c\u8c03\u6574\u524d\u7aef\u7ed3\u6784\uff0c\u7ef4\u62a4\u6210\u672c\u5c06\u6025\u5267\u4e0a\u5347\u3002\u5efa\u8bae\u56e2\u961f\u5c3d\u5feb\u63a2\u7d22\u66f4\u7a33\u5b9a\u7684API\u96c6\u6210\u65b9\u6848\uff0c\u6216\u63d0\u4f9b\u53ef\u81ea\u5b9a\u4e49\u7684\u6293\u53d6\u89c4\u5219\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u7684\u6765\u8bf4\uff0cMemdex\u65b9\u5411\u6b63\u786e\uff0c\u4ea4\u4e92\u6709\u5de7\u601d\uff0c\u4f46\u524d\u65b9\u6280\u672f\u8346\u68d8\u5bc6\u5e03\u3002\u5b83\u9700\u8981\u5728\u68c0\u7d22\u7cbe\u5ea6\u3001\u9690\u79c1\u5b89\u5168\u673a\u5236\u548c\u53cd\u8106\u5f31\u6027\u4e0a\u4e09\u7ebf\u4f5c\u6218\uff0c\u624d\u80fd\u4ece\u201c\u60ca\u8273\u7684\u6f14\u793a\u201d\u8fdb\u5316\u4e3a\u201c\u4e0d\u53ef\u6216\u7f3a\u7684\u57fa\u5efa\u201d\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Memdex<\/span>\n <\/div>\n<div class=\"comment-content\">Memdex is a Chrome extension that turns every AI conversation into reusable memory. It auto-captures your chats across ChatGPT, Claude, and Gemini, stores them encrypted on your laptop (IndexedDB, never uploaded), and underlines reusable context in your next prompt like Grammarly underlines typos. One click to inject when you need it just like grammarly. Free for your 10 most recent chats. Pro for unlimited.<\/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 Andrew. After spending most of last year jumping between ChatGPT, Claude, and Gemini, three things wore me down:<\/p>\n<p>1. Every new chat starts at zero. I keep re-explaining the same project, the same constraints, the same voice.<br \/>\n2. My “memory” lives in someone else’s cloud \u2014 locked to one model, invisible, unmovable.<br \/>\n3. The existing fixes are heavier than the problem: vector DBs, accounts, settings panels, prompts called \/remember.<\/p>\n<p>So I built Memdex.<\/p>\n<p>Memdex is a browser extension that does three things, automatically:<\/p>\n<p>\u2022 Saves every chat on ChatGPT, Claude, Gemini, Perplexity, and Grok to encrypted files on your laptop. Never uploaded, never trained on.<br \/>\n\u2022 Detects when something you already discussed is relevant to what you’re typing now \u2014 like Grammarly, but for context.<br \/>\n\u2022 Injects that memory into any AI tool with one click. No copy-paste. No re-explaining.<\/p>\n<p>The aha is the second tab: you open a fresh Claude window and it already knows your project, because last week’s ChatGPT thread is on your disk and Memdex just pulled it in.<\/p>\n<p>It’s local-first (memory never leaves your machine), cross-model (one memory, every tool), and zero-ritual (no \/remember, no DB, no signup to start). Free tier auto-saves your 10 most recent chats; Pro is unlimited.<\/p>\n<p>\ud83d\udc49 Add to Chrome: <a href=\"https:\/\/chromewebstore.google.co\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/chromewebstore.google.co<\/a>…<br \/>\n\ud83d\udc49 Site: <a href=\"https:\/\/memdex.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/memdex.ai<\/a><\/p>\n<p>What I’d love feedback on:<br \/>\n– Where “detect” feels noisy vs. genuinely useful<br \/>\n– Which tools you want next (Cursor, Windsurf, v0, Lovable are on the list)<br \/>\n– Anything that makes you not believe “local-first” \u2014 I want to fix the perception, not just the reality<\/p>\n<p>Building in public from here \u2014 happy to answer anything in the thread.<\/p>\n<p>\u2014 Andrew<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@xeasonchan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@xeasonchan<\/a> I use Claude with a browser automation extension to handle long tasks. The problem is the context window fills up mid-task, and I have to star a new conversation \u2014 but the job isn’t done yet. Every time I restart, I have to re-explaiin everything from scratch: what I was doing, how far I got, what’s next. <\/p>\n<p>Does Memdex handle this kind of scenario? Can it capture and resume that kind of task context, not just regular chat conversations?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@dora_lin2 Thanks for your interest, and we do support this kind of scenario. You can just click the Memdex icon in the other chatbox that you startover again and append the past conversation in 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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@xeasonchan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@xeasonchan<\/a> “never uploaded” and “injected into Claude on every relevant prompt” are both on your page, and both true. that’s the part I’d want addressed head-on, Andrew.<\/p>\n<p>the memory rests on my machine, sure. but the second it’s useful, it travels into someone else’s model. local-first storage, cloud-first exposure.<\/p>\n<p>do users get to mark certain memories as never-inject? the work-stuff-yes, the therapy-session-no kind of split? feels like that toggle is what separates “encrypted on disk” from actually private.<\/p>\n<p>congrats on the launch either way, this is a real problem worth getting right.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 just woke up and opened Product Hunt to see what\u2019s launching today. Memdex caught my eye so I went through the homepage, and the way you described the context detection flow felt clean. Great work! By the way I lose my best AI chats all the time. Scrolling through the history is a nightmare. So this idea… I like it. I have a question though. Since everything stays on my device, how does the matching actually work? Is it just looking for the same words, or does it understand the meaning behind them? Either way, cool product. Rooting for you.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@taimur_haider1 @taimur_haider1 Hey there, thank you for supporting us!<\/p>\n<p>Our product basically records every conversation locally. Then, for specific projects, we summarize and learn from those conversations \u2014 your context, preferences, and working style \u2014 and index them into project memory.<\/p>\n<p>Everything happens behind the scenes. When you prompt anywhere, Memdex can inject the relevant markdown file, just like Grammarly. The magic just happens in the background.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The idea of memory is extremely helpful. I use many AIs, yet heavy on Claude. instead of copying and pasting prompts or ask it to summarize it then paste it in a different AI, phew!!! this alone is brilliant “you open a fresh Claude window and it already knows your project”.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">Interesting product. One thing I\u2019m curious about from a technical standpoint though, I\u2019m guessing Memdex relies on scraping data from ChatGPT\/Claude\/Gemini web apps, doesn\u2019t that become fragile over time?<\/p>\n<p>I built a small chrome extension for myself a while ago that scraped linkedin job descriptions, and it kept breaking whenever linkedin changed their dom structure. From what I have seen, a lot of companies intentionally change frontend structures specifically to make scraping harder.<\/p>\n<p>Did you think about this problem while building Memdex? Curious how you\u2019re making the integrations stable long-term.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@itsnitinraj Yes, that’s definitely a time consuming thing, and we do need to keep our eye on the any updates of OpenAI, Claude and Gemini frontend<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>“Reusable local memory” is the part most AI tools paper over with “your data is private” wording without actually solving the locality problem. Curious which decision was harder \u2014 the storage shape or deciding what NOT to capture. That second one usually defines how a memory tool ages.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@deswzuniga Hey, thank you for your great question! This was one of the hardest parts for us too.<\/p>\n<p>We store the full conversations locally, then do lightweight indexing and episodic memory extraction per project. For aging, we separate things into long-term memory, project memory, and changelog\/source history, instead of surfacing everything forever.<\/p>\n<p>Totally agree that what NOT to capture is what makes memory age well. Would love to learn more about your use case too.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Andrew! Sounds obvious but it actually isn’t. Also jumped between all of them and know how hard is to set again the context. I’m sure ti’s gonna change the game. Wish you all the best!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Reusable conversational memory is one of the biggest unlocks for practical AI workflows.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Good idea and implementation! Congrats on this launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>First of all congrats on your launch!<br \/>I just checked your website and landing page storytelling is great which is usually first thing that caught my eye in any new tool and something i spent good time to deliver it in my own tool as it is the first impression for any new user.<br \/>I use Claude a lot and many times it misses the past convos even though i ask it to update the memory but in fact it still repeats the same old information. Does Memdex helps solving this issue?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@ayhamr Yeah! I think what Memdex right now could solve your problem. please have a try and let us know if you got any 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The Grammarly-for-context framing is strong. The place I\u2019d be careful is separating durable memory from stale task state.<\/p>\n<\/p>\n<p>Some things really should follow me everywhere: product constraints, preferred wording, customer language, recurring project facts. Other things are only useful for this week\u2019s thread and become confusing later. I\u2019d love a lightweight way to mark injected context as \u201ckeep reusing this\u201d vs \u201conly for this task\/session,\u201d plus a small preview of why Memdex thinks a prior chat is relevant before it inserts it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jim_jeffers\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jim_jeffers<\/a> Good question, I was wondering the same thing. The “keep this forever” vs “only for this task” distinction is exactly the kind of UX detail that makes or breaks a memory tool long-term. Curious if the maker will chime in on this \u2014 a simple tagging or expiry mechanism would go a long way.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">@jim_jeffers Jim, that’s a very important question and our solution on that is to maintain the long term memory file just like what OpenClaw is doing like soul.md, Index them into the project category as well. so when you want to continue your past conversation across different model, we just inject the recent and relavant few section of it, but not sending all of the noise into the model.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">I literally had a discussion with Claude about this and few days ago and wanted to build something. <\/p>\n<p>No the issue remains: how do I get my mobile conversations tracked as well?<\/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\">@nico Nico, thank you for your question.I’m the short answer is we could not inject your memory in mobile version because we are in the Chrome extension. But once you open the Chrome extension, we could reload the past session history that you chat in the mobile phone, and save that locally in memdex<\/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<\/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\/AZUQKGQVS44MYZ\" class=\"app-title\">note.md<\/a><\/p>\n<div class=\"one-liner\">Local-first markdown based workspace for research writings<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">190<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>note.md \u662f\u4e00\u6b3e\u57fa\u4e8e\u672c\u5730\u4f18\u5148\u7684Markdown\u5de5\u4f5c\u7a7a\u95f4\uff0c\u4e13\u4e3amacOS\u8bbe\u8ba1\uff0c\u65e8\u5728\u89e3\u51b3\u7814\u7a76\u4eba\u5458\u5728\u8bba\u6587\u5199\u4f5c\u65f6\u6587\u732e\u3001\u7b14\u8bb0\u3001\u5f15\u7528\u5206\u6563\u4e8e\u591a\u4e2a\u5de5\u5177\u4e2d\u7684\u788e\u7247\u5316\u75db\u70b9\uff0c\u5e76\u901a\u8fc7\u672c\u5730AI\u5b9e\u73b0\u8bc1\u636e\u63d0\u53d6\u4e0e\u8bed\u4e49\u68c0\u7d22\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\/c1fef98f-4091-4086-a3fd-f8ee5c5faae3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0c978961-e80d-400d-a81a-190d7d684df2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d7156dd4-e96e-48de-a41c-378e23b8b338.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/550fb927-ef48-40f9-9289-09e0bf072283.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/14ef22c6-a46c-40a6-b11c-3eb18a9be0aa.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3ad5c6a0-8738-45ab-9dd7-e2cd6e5a963b.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\">Writing<\/span><br \/>\n <span class=\"tag\">Notes<\/span><br \/>\n <span class=\"tag\">Education<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u672c\u5730\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">\u5b66\u672f\u5199\u4f5c<\/span><br \/>\n <span class=\"tag\">Markdown\u7b14\u8bb0<\/span><br \/>\n <span class=\"tag\">\u7814\u7a76\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6587\u732e\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">AI\u8f85\u52a9\u5f15\u7528<\/span><br \/>\n <span class=\"tag\">macOS\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u5e93<\/span><br \/>\n <span class=\"tag\">\u601d\u7ef4\u6574\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\u597d\u5947\u5de5\u5177\u5982\u4f55\u533a\u522b\u4e8e\u76f4\u63a5\u4e22PDF\u7ed9ChatGPT\u7684\u901a\u7528\u65b9\u6848\uff1b\u6709\u7528\u6237\u8be2\u95eeWindows\u7248\u672c\u8ba1\u5212\uff1b\u4e00\u4f4d\u7528\u6237\u5c16\u9510\u63d0\u95eeAI\u5982\u4f55\u533a\u5206\u8bc1\u636e\u8d28\u91cf\uff08\u652f\u6301\u3001\u77db\u76fe\u3001\u65e0\u5173\u8054\uff09\uff0c\u5f00\u53d1\u8005\u56de\u5e94\u79f0\u91c7\u7528AI\u5bf9\u6587\u672c\u5757\u8fdb\u884c\u56db\u7c7b\u5206\u7c7b\u5e76\u6253\u5206\uff0c\u4f46\u7ed3\u679c\u4f9d\u8d56\u4e8e\u9879\u76ee\u5185\u5df2\u6709\u6587\u732e\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 note.md\u7684\u5b9a\u4f4d\u5728\u201c\u5de5\u5177\u5806\u53e0\u7126\u8651\u201d\u4e0e\u201cAI\u4e07\u80fd\u8bba\u201d\u4e4b\u95f4\u6495\u5f00\u4e86\u4e00\u4e2a\u7f3a\u53e3\u3002\u5b83\u7684\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u672c\u5730AI\u672c\u8eab\u2014\u2014\u6bd5\u7adfChatGPT\u3001Claude\u540c\u6837\u80fd\u8bfbPDF\uff0c\u800c\u662f\u201c\u5c06\u8bc1\u636e\u94fe\u95ed\u73af\u4e8e\u672c\u5730\u5de5\u4f5c\u6d41\u201d\u7684\u601d\u7ef4\u6a21\u5f0f\uff1a\u9605\u8bfb\u3001\u7b14\u8bb0\u3001\u7ed3\u6784\u3001\u5f15\u7528\u3001AI\u68c0\u7d22\u88ab\u786c\u585e\u8fdb\u540c\u4e00\u4e2aMarkdown\u6587\u6863\u4f53\u7cfb\uff0c\u800c\u975e\u591a\u4e2aAI\u5bf9\u8bdd\u7a97\u53e3\u7684\u70df\u56f1\u3002\u4ece\u7528\u6237\u8bc4\u8bba\u4e5f\u80fd\u770b\u51fa\uff0c\u771f\u6b63\u7684\u6311\u6218\u4e0d\u5728\u4e8e\u201c\u591a\u4e86AI\u201d\uff0c\u800c\u5728\u4e8e\u201cAI\u5982\u4f55\u533a\u5206\u8bc1\u636e\u7684\u5f3a\u5f31\u4e0e\u77db\u76fe\u201d\uff0c\u8fd9\u662f\u6240\u6709\u77e5\u8bc6\u7ba1\u7406\u5de5\u5177\u81f3\u4eca\u672a\u89e3\u51b3\u7684\u96be\u9898\u2014\u2014note.md\u752812\u4e2a\u6587\u672c\u5757\u52a0\u5c0f\u6a21\u578b\u56db\u5206\u7c7b\u7684\u65b9\u6848\u662f\u52a1\u5b9e\u4f46\u4e0d\u5b8c\u7f8e\u7684\u6298\u4e2d\uff0c\u4f9d\u8d56\u7528\u6237\u5bfc\u5165\u7684\u6587\u732e\u8d28\u91cf\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002\u9057\u61be\u7684\u662f\u5b83\u5f53\u524d\u53ea\u62e5\u62b1macOS\/Swift\u751f\u6001\uff0c\u8fd9\u66b4\u9732\u4e86\u521b\u59cb\u4eba\u7684\u5b66\u751f\u80cc\u666f\u4e0e\u521d\u671fMVP\u7684\u52a1\u5b9e\u59a5\u534f\uff0c\u4f46\u4e5f\u9650\u5236\u4e86\u5b83\u5bf9\u6297Obsidian\u3001Notion\u8fd9\u7c7b\u8de8\u5e73\u53f0\u5de8\u5934\u7684\u6f5c\u529b\u3002\u603b\u4f53\u800c\u8a00\uff0cnote.md\u662f\u4e00\u4e2a\u4ece\u771f\u5b9e\u75db\u5904\u957f\u51fa\u7684\u3001\u6709\u5b66\u672f\u6d01\u7656\u7684\u5de5\u5177\uff0c\u4f46\u82e5\u4e0d\u80fd\u5728\u8bc1\u636e\u8d28\u91cf\u3001\u8de8\u5e73\u53f0\u53ca\u5f00\u653e\u63d2\u4ef6\u4e0a\u6301\u7eed\u6f14\u8fdb\uff0c\u5b83\u53ef\u80fd\u4f1a\u505c\u7559\u5728\u201c\u4f18\u79c0\u4f46\u5c0f\u4f17\u201d\u7684\u7f13\u51b2\u533a\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\">note.md<\/span>\n <\/div>\n<div class=\"comment-content\">note.md is a private, local-first markdown based workspace for macOS built for focused writing, research, and structured thought.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \ud83d\udc4b<br \/>\nI\u2019m a master\u2019s student, and notemd started as something I wanted for myself.<br \/>\nWhen I began preparing for my thesis, I realized my research workflow was spread across too many places: PDFs in one tool, notes somewhere else, citations in another app, and half my thinking hidden across browser tabs.<br \/>\nAt first, I just wanted to build my own local version of Confluence. I always liked the structured workspace feeling, but Confluence never felt designed for a single person building their own academic knowledge base.<br \/>\nThen, while writing papers for university, the project kept growing. I didn\u2019t just want a place to write notes anymore. I wanted one workspace where I could read literature, manage sources, write articles, cite directly from PDFs, and keep the whole project structured.<br \/>\nOver time, that evolved into notemd: an all-in-one academic workspace for reading, writing, citing, and organizing research.<br \/>\nThe newest step has been integrating local AI models to automate some of the repetitive research work, like extracting charts, tables, and images from papers, searching semantically through literature, or finding a supporting source for a claim without manually digging through dozens of PDFs.<br \/>\nI built notemd because I wanted research to feel less fragmented and more focused. I\u2019d love to hear what you think.<\/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\/@andreaigner\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andreaigner<\/a> with AI assistants like Claude or ChatGPT now able to read PDFs and answer questions about them directly, I’m curious \u2014 what does <a href=\"http:\/\/note.md\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">note.md<\/a> offer that you can’t just get by dropping your papers into a chat? Is the core value the local storage and privacy, or is there something else the dedicated toool does better?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Writers and researchers don\u2019t want more features. They want less friction between thinking and writing.<\/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\/@hellovidya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hellovidya<\/a> Thank you, that\u2019s exactly the point we\u2019re trying to address \ud83d\ude00<\/p>\n<\/p>\n<p>From the beginning, our goal with note.md was not to add more features for the sake of it, but to reduce the friction between thinking, researching, and actually writing. A lot of the work behind thesis writing happens before the final text appears: collecting sources, structuring ideas, checking claims, finding citations, and keeping everything connected.<\/p>\n<\/p>\n<p>We\u2019re trying to bring that process into one focused workspace, so writers and researchers can spend less time switching contexts and more time developing their ideas.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey <a href=\"https:\/\/www.producthunt.com\/@andreaigner\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"andreaigner\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andreaigner<\/a> This is really an intuitive product. I\u2019ve actually struggled with this a lot myself, so I\u2019d love to try it out. Any plans for a Windows 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bluefloyd\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bluefloyd<\/a> Thank you for your comment \ud83d\ude42 Right now, note.md is developed in Swift because Apple\u2019s hardware architecture makes implementing and testing local AI models much easier.<\/p>\n<p>That said, we\u2019re definitely open to bringing note.md to Windows and Linux at some point in the future.<\/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>feels like a very real pain point for anyone doing deep research. The work gets fragmented across PDFs, notes, citations, browser tabs, and scattered thoughts. The local AI angle is especially interesting because research needs trust and grounding, not just fast summaries.how notemd handles evidence quality when finding a source for a claim, does it distinguish between strong support, weak support, contradictory findings, and loosely related papers?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@harshalvc_ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@harshalvc_ai<\/a> Currently, it works like this: a search algorithm identifies the 12 text chunks that are most likely to be relevant to your claim. These chunks are then passed to a small language model, which compares each one against the claim and categorizes it as <strong>Supports<\/strong>, <strong>Contradicts<\/strong>, <strong>Nuanced<\/strong>, or <strong>Irrelevant<\/strong>.<\/p>\n<\/p>\n<p>It also assigns a percentage score to indicate how likely each text chunk is to be a good fit for your claim.<\/p>\n<p>From there, you can simply review the suggested evidence and insert the citation if it works for you.<\/p>\n<\/p>\n<p>One important note: the quality of the results depends on whether your project already contains sources that are relevant to the claim.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b2335850-36f2-4f3a-b81d-8dcf74411c92.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>Congrats on the launch!! This feels clean and useful for people who want seamless and free writing. A local first setup also makes it more trustworthy for focused work and research.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@thamibenjelloun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thamibenjelloun<\/a> Thank you so much, really appreciate it!<\/p>\n<\/p>\n<p>That\u2019s exactly what we were aiming for with note.md: a clean writing environment that feels seamless, but still gives researchers and writers the structure they need in the background.<\/p>\n<\/p>\n<p>And yes, local-first was very important to us from the beginning. Especially for focused work and research, we believe your notes, sources, and ideas should stay yours \u2014 and yours alone.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">#4<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/27JQOVR64H4XQZ\" class=\"app-title\">RetroMac<\/a><\/p>\n<div class=\"one-liner\">Turn your Mac into a time machine.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">156<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>RetroMac \u662f\u4e00\u6b3e\u5c06\u73b0\u4ee3 Mac \u5b9e\u65f6\u6a21\u62df\u6210 CRT\u3001\u590d\u53e4 Mac\u3001VHS \u7b49\u7ecf\u5178\u663e\u793a\u6548\u679c\u7684\u684c\u9762\u5de5\u5177\uff0c\u8ba9\u7528\u6237\u5728\u9ad8\u6548\u5de5\u4f5c\u6d41\u7684\u7f1d\u9699\u4e2d\uff0c\u627e\u56de\u88ab\u6570\u5b57\u65f6\u4ee3\u62b9\u53bb\u7684\u89c6\u89c9\u6e29\u5ea6\u4e0e\u6000\u65e7\u6c1b\u56f4\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\/e7d120d9-7038-42f4-9ff5-69be4234ea05.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ad522d0d-4c87-4dbf-9219-528fb0c538f9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d1581bdc-46e0-4620-ac2b-7c10f6c15b76.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0a0acf46-58dd-4e2f-a7f2-64501510ec1b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8caab9ef-1103-49d2-8f39-8f0ee652fb93.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\">Mac<\/span><br \/>\n <span class=\"tag\">Funny<\/span><br \/>\n <span class=\"tag\">Menu Bar Apps<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Mac \u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u590d\u53e4\u6ee4\u955c<\/span><br \/>\n <span class=\"tag\">CRT \u6a21\u62df<\/span><br \/>\n <span class=\"tag\">\u684c\u9762\u7f8e\u5316<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u7740\u8272\u5668<\/span><br \/>\n <span class=\"tag\">\u6000\u65e7\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u7a97\u53e3\u6548\u679c<\/span><br \/>\n <span class=\"tag\">\u7cfb\u7edf\u63d2\u4ef6<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u6000\u65e7<\/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\u88ab\u6000\u65e7\u611f\u4e0e\u6c1b\u56f4\u6253\u52a8\uff0c\u79f0\u8d5e\u201c\u6709\u6027\u683c\u201d\u3001\u201c\u4e0d\u82b1\u54e8\u201d\u3002\u5f00\u53d1\u8005\u4e3b\u52a8\u5f81\u96c6\u7f3a\u5c11\u7684\u590d\u53e4\u98ce\u683c\u3001\u591a\u5c4f\u6027\u80fd\u8868\u73b0\u53ca\u521b\u610f\u4f7f\u7528\u573a\u666f\uff08\u5982\u6d41\u5a92\u4f53\u3001\u5199\u4ee3\u7801\uff09\u3002\u5176\u4ed6\u7528\u6237\u597d\u5947\u6700\u96be\u7684\u590d\u53e4\u6548\u679c\u5982\u4f55\u5e73\u8861\u6027\u80fd\uff0c\u5e76\u671f\u5f85\u66f4\u591a\u9884\u8bbe\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 RetroMac \u672c\u8d28\u4e0a\u662f\u4e00\u6b3e\u201c\u6000\u65e7\u60c5\u7eea\u6e32\u67d3\u5f15\u64ce\u201d\uff0c\u800c\u975e\u7b80\u5355\u7684\u89c6\u89c9\u6ee4\u955c\u3002\u5b83\u7684\u5de7\u5999\u4e4b\u5904\u5728\u4e8e\uff0c\u4e0d\u903c\u8feb\u7528\u6237\u629b\u5f03\u73b0\u4ee3\u6548\u7387\u53bb\u8fd0\u884c\u865a\u62df\u673a\u6216\u65e7\u786c\u4ef6\uff0c\u800c\u662f\u901a\u8fc7\u7740\u8272\u5668\u5728\u73b0\u6709\u5de5\u4f5c\u6d41\u4e4b\u4e0a\u8f7b\u8f7b\u53e0\u52a0\u4e00\u5c42\u8bb0\u5fc6\u6ee4\u955c\u2014\u2014\u628a\u5199\u4ee3\u7801\u7684\u7a97\u53e3\u53d8\u6210\u7425\u73c0\u8272\u663e\u793a\u5668\uff0c\u628a\u684c\u9762\u53d8\u6210\u7ecf\u5178\u7684 Mac OS 9 \u6216 Windows 95 \u98ce\u683c\u3002\u8fd9\u79cd\u201c\u8868\u9762\u590d\u53e4\uff0c\u5185\u6838\u73b0\u4ee3\u201d\u7684\u8bbe\u8ba1\uff0c\u7cbe\u51c6\u523a\u4e2d\u4e86\u6570\u5b57\u539f\u4f4f\u6c11\u4e00\u4ee3\u5bf9\u201c\u6570\u5b57\u6e29\u5ea6\u201d\u7684\u6e34\u6c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u4ece\u5b9e\u9645\u4f53\u9a8c\u770b\uff0c\u4ea7\u54c1\u4ecd\u5904\u4e8e\u201c\u770b\u7740\u7f8e\u597d\u201d\u7684\u9636\u6bb5\u3002\u7528\u6237\u6700\u5927\u7684\u6f5c\u5728\u75db\u70b9\u662f\u6027\u80fd\u53d6\u820d\uff1a30+ \u7740\u8272\u5668\u9884\u8bbe\u8986\u76d6 CRT \u626b\u63cf\u7ebf\u3001NTSC \u8272\u5dee\u3001VHS \u6a21\u7cca\u7b49\uff0c\u5728 Apple Silicon \u4e0a\u6216\u8bb8\u6d41\u7545\uff0c\u4f46\u5728 Intel Mac \u6216\u5916\u63a5\u591a\u4e2a\u9ad8\u5206\u8fa8\u7387\u663e\u793a\u5668\u65f6\uff0c\u5b9e\u65f6\u5168\u5c4f\u6e32\u67d3\u7684\u5f00\u9500\u4e0d\u5bb9\u4f4e\u4f30\u2014\u2014\u201cEco mode\u201d\u542c\u7740\u50cf\u662f\u964d\u7ea7\u65b9\u6848\u800c\u975e\u4f18\u5316\u65b9\u6848\u3002\u6b64\u5916\uff0c\u514d\u8d39\u7248\u4ec5\u5305\u542b 8 \u4e2a\u9884\u8bbe\uff0c\u60f3\u8981\u5b8c\u6574\u4f53\u9a8c\u9700\u652f\u4ed8 \u20ac8.88 \u89e3\u9501\uff0c\u5b9a\u4ef7\u5408\u7406\u4f46\u201c\u514d\u8d39\u201d\u7684\u5b9a\u4e49\u7565\u663e\u9e21\u808b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6700\u8010\u4eba\u5bfb\u5473\u7684\u662f\u7528\u6237\u8bc4\u8bba\u4e2d\u90a3\u53e5\u201c\u6539\u53d8\u65e5\u5e38\u5de5\u4f5c\u6d41\u201d\uff1f\u2014\u2014\u8fd9\u6070\u6070\u63ed\u793a\u51fa RetroMac \u7684\u53cc\u5203\u5251\u5c5e\u6027\uff1a\u5b83\u8ba9\u4f60\u6c89\u6d78\u4e8e\u6000\u65e7\u6c1b\u56f4\uff0c\u5374\u4e5f\u53ef\u80fd\u5206\u6563\u6ce8\u610f\u529b\u3002\u5b83\u66f4\u50cf\u662f\u4e00\u4e2a\u201c\u6c1b\u56f4\u6a21\u5f0f\u201d\uff0c\u9002\u5408\u975e\u9ad8\u5ea6\u4e13\u6ce8\u7684\u5199\u4f5c\u3001\u7f16\u7a0b\u6216\u6d41\u5a92\u4f53\u573a\u666f\uff0c\u800c\u4e0d\u662f\u51c6\u751f\u4ea7\u529b\u73af\u5883\u3002\u5982\u679c\u5f00\u53d1\u8005\u540e\u7eed\u80fd\u56f4\u7ed5\u201c\u5355\u7a97\u53e3\u7740\u8272\u201d\u548c\u201c\u6309\u5e94\u7528\u81ea\u52a8\u5207\u6362\u9884\u8bbe\u201d\u505a\u6df1\u5ea6\u5b9a\u5236\uff0c\u5c06\u6709\u673a\u4f1a\u4ece\u624b\u673a\u58f3\u5f0f\u7684\u4e00\u6b21\u6027\u60c5\u6000\u54c1\uff0c\u8fdb\u5316\u4e3a\u771f\u6b63\u7684\u684c\u9762\u6548\u7387\u4f34\u4fa3\u3002\u5426\u5219\uff0c\u5b83\u6ce8\u5b9a\u53ea\u662f\u6536\u85cf\u5728\u83dc\u5355\u680f\u91cc\u7684\u90a3\u4e00\u62b9\u98d8\u5ffd\u7684\u201cVHS \u96ea\u82b1\u201d\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">RetroMac<\/span>\n <\/div>\n<div class=\"comment-content\">RetroMac turns your modern Mac into a live retro machine: CRT, classic Macintosh, VHS, Game Boy and more. Apply 30+ shader presets to your whole screen or a single window, swap your Dock for classic Mac and Windows looks, and capture themed screenshots. Free with optional extra presets.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hello Product Hunt \ud83d\udc4b <\/p>\n<p>I built RetroMac because I missed how old computers felt. The glow of a CRT, the blur of a VHS tape, the chunky docks. But I did not miss crashes, fan noise and weird drivers. I wanted those vibes back on a fast, modern Mac.<\/p>\n<p>RetroMac lives in your menu bar and turns your Mac into a time machine: CRT TV from 1985, classic Macintosh, VHS tape, Game Boy screen and more. All in real time, with one click. You can apply effects to your whole screen, just one display or even a single window. <\/p>\n<p>Under the hood, RetroMac uses shader presets (CRT, PAL, NTSC, VHS, retro LCD and others) plus classic Mac and Windows-inspired themes and docks. Eco modes keep things smooth so your Mac doesn\u2019t melt when you go full retro on a big monitor.<\/p>\n<p>RetroMac is completely free. Only additional shader presets beyond the included 8 and custom preset saving require a one-time \u20ac8.88 upgrade. No subscription, no account.<\/p>\n<p>I\u2019d love your feedback on:<br \/>\n\u2013 Which retro looks you\u2019re missing (specific monitors, consoles, OS versions)<br \/>\n\u2013 How it performs on your setup (Intel vs. Apple Silicon, 1 vs. 3 displays, etc.)<br \/>\n\u2013 The weird use cases you come up with (streaming, screenshots, writing, coding in amber, you name it)<\/p>\n<p>If you recreate your first computer setup with RetroMac, please share a screenshot in the comments That\u2019s the stuff I\u2019m doing this for \ud83d\ude43 And remember… its the first release. More is coming soon!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@maik_klotz This has the kind of personality most tools miss. The \u201cmissed the old computers, not the crashes\u201d line instantly sells the feeling. I\u2019m curious though – what part are users reacting to most so far: the nostalgia itself, or the way it changes their everyday workflow experience?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>There\u2019s real craft in making nostalgia feel modern instead of gimmicky<\/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>Love this idea. I can’t live without music, you hit the nail!<\/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 scratches a weirdly nostalgic itch \ud83d\ude04 Curious, what was the hardest retro effect to recreate authentically without hurting performance too much?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019d turn this on just for the atmosphere while working!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">#5<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/Z53TFCEI3FRGGB\" class=\"app-title\">Bulkmark<\/a><\/p>\n<div class=\"one-liner\">Transform your Twitter\/X Bookmarks into real knowledge<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">141<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Bulkmark \u662f\u4e00\u6b3eAI\u9a71\u52a8\u7684X\u4e66\u7b7e\u7ba1\u7406\u5de5\u5177\uff0c\u89e3\u51b3\u7528\u6237\u6536\u85cf\u7684\u63a8\u6587\u88ab\u9057\u5fd8\u3001\u65e0\u6cd5\u6709\u6548\u6574\u7406\u548c\u5229\u7528\u7684\u75db\u70b9\uff0c\u5c06\u788e\u7247\u5316\u4fe1\u606f\u8f6c\u5316\u4e3a\u53ef\u68c0\u7d22\u3001\u53ef\u5206\u4eab\u3001\u53ef\u5b9a\u671f\u56de\u987e\u7684\u77e5\u8bc6\u5e93\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\/177081f5-eed8-44a3-9b79-ba65e78c51eb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9e9a30ae-338c-4cca-a82e-3ea7a1c01036.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8fc8fd78-dd71-4ab8-a317-6cb46b1df322.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/30726c83-66cf-445c-be80-2461f1736220.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a420aadc-2c8d-46a6-b504-40c18bb5a724.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\/cfcbf157-42a8-4463-9a59-bfd066617d24.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=1vAn90o03KU\"><source src=\"https:\/\/www.youtube.com\/watch?v=1vAn90o03KU\" 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\">Newsletters<\/span><br \/>\n <span class=\"tag\">Social Media<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4e66\u7b7e\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">AI\u81ea\u52a8\u5206\u7c7b<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u4fe1\u606f\u6574\u7406<\/span><br \/>\n <span class=\"tag\">Twitter\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u7b56\u5c55<\/span><br \/>\n <span class=\"tag\">AI\u95ee\u7b54<\/span><br \/>\n <span class=\"tag\">\u90ae\u4ef6\u6458\u8981<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u793e\u4ea4\u9605\u8bfb<\/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\u201c\u5468\u4e94\u6458\u8981\u201d\u548c\u201cAI\u5206\u7c7b\u201d\u7684\u4ef7\u503c\uff0c\u8ba4\u4e3a\u540e\u8005\u5c06\u4e66\u7b7e\u4ece\u201c\u5b58\u50a8\u201d\u53d8\u4e3a\u201c\u590d\u4e60\u4e60\u60ef\u201d\u3002\u6838\u5fc3\u8bc9\u6c42\u96c6\u4e2d\u5728\uff1a1\uff09\u671f\u5f85\u201c\u91cd\u65b0\u6d6e\u73b0\u201d\u529f\u80fd\uff0c\u6309\u65f6\u673a\u63a8\u9001\u65e7\u4e66\u7b7e\uff1b2\uff09\u5e0c\u671b\u589e\u52a0\u201c\u4e00\u952e\u8f6c\u4e3a\u8349\u7a3f\u201d\u7684\u521b\u4f5c\u95ed\u73af\uff1b3\uff09\u8ffd\u95ee\u201c\u4e3a\u4ec0\u4e48\u73b0\u5728\u770b\u8fd9\u4e2a\uff1f\u201d\u7684\u667a\u80fd\u5173\u8054\uff0c\u800c\u975e\u7b80\u5355\u63d0\u9192\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 Bulkmark\u5207\u4e2d\u4e86\u4e00\u4e2a\u6781\u5176\u666e\u904d\u4f46\u5c1a\u672a\u88ab\u5b8c\u7f8e\u89e3\u51b3\u7684\u75db\u70b9\uff1a\u793e\u4ea4\u4fe1\u606f\u5783\u573e\u573a\u7684\u201c\u6d88\u5316\u56f0\u96be\u75c7\u201d\u3002\u4ece\u4ea7\u54c1\u8bbe\u8ba1\u770b\uff0c\u5b83\u806a\u660e\u5730\u5c06\u4ef7\u503c\u4ea4\u4ed8\u70b9\u4ece\u201c\u6253\u5f00App\u201d\u8f6c\u79fb\u5230\u201c\u90ae\u4ef6\u63a8\u9001\u201d\uff0c\u8bd5\u56fe\u7ed5\u5f00\u7528\u6237\u5bf9\u53c8\u4e00\u4e2a\u5f85\u529e\u9762\u677f\u7684\u5fc3\u7406\u6297\u62d2\u3002AI\u81ea\u52a8\u6807\u7b7e\u548c\u5bf9\u8bdd\u5f0f\u68c0\u7d22\u867d\u662f\u8d8b\u52bf\uff0c\u4f46\u8fd9\u7c7b\u529f\u80fd\u5728\u5176\u4ed6\u7b14\u8bb0\u5de5\u5177\u4e2d\u5df2\u6709\u96cf\u5f62\uff0c\u771f\u6b63\u6709\u58c1\u5792\u7684\u53ef\u80fd\u662f\u201cX\u5e73\u53f0\u4e13\u5c5e\u7684\u4e66\u7b7e\u6df1\u5ea6\u96c6\u6210\u201d\u548c\u201c\u81ea\u52a8\u5316\u56de\u6eaf\u7b97\u6cd5\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8bc4\u8bba\u4e2d\u53cd\u590d\u63d0\u53ca\u7684\u201c\u91cd\u65b0\u6d6e\u73b0\u201d\u548c\u201c\u521b\u4f5c\u95ed\u73af\u201d\u662f\u4ef7\u503c\u5206\u6c34\u5cad\u3002\u5982\u679c\u80fd\u505a\u5230\u201c\u5728\u7528\u6237\u5199\u5b9a\u4ef7\u7b56\u7565\u65f6\uff0c\u63a8\u56de\u534a\u5e74\u524d\u6536\u85cf\u7684\u4ef7\u683c\u5206\u6790\u5e16\u201d\uff0c\u800c\u975e\u7b80\u5355\u6309\u65e5\u671f\u63d0\u9192\uff0c\u8fd9\u4e00\u5b9a\u4f4d\u5c06\u8d85\u8d8a\u201c\u5de5\u5177\u201d\u6210\u4e3a\u201c\u7b2c\u4e8c\u5927\u8111\u201d\u3002\u7136\u800c\uff0c\u8fd9\u4e5f\u5bf9\u5176AI\u80fd\u529b\u63d0\u51fa\u6781\u9ad8\u8981\u6c42\uff1a\u4e0d\u80fd\u4ec5\u505a\u5173\u952e\u8bcd\u5339\u914d\uff0c\u800c\u9700\u7406\u89e3\u5185\u5bb9\u610f\u56fe\u4e0e\u65f6\u95f4\u8bed\u5883\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6f5c\u5728\u98ce\u9669\u5728\u4e8e\uff1a1\uff09\u8fc7\u5ea6\u4f9d\u8d56X\u5e73\u53f0\uff0cAPI\u53d8\u66f4\u6216\u5546\u4e1a\u6a21\u5f0f\u8c03\u6574\u53ef\u80fd\u81f4\u547d\uff1b2\uff09AI\u6458\u8981\u7684\u51c6\u786e\u6027\u4e0e\u7528\u6237\u957f\u671f\u4fe1\u4efb\u76f4\u63a5\u6302\u94a9\uff0c\u4e00\u4e2a\u9519\u8bef\u6807\u7b7e\u53ef\u80fd\u6467\u6bc1\u6574\u7406\u610f\u613f\uff1b3\uff09\u514d\u8d39\u8bd5\u7528\u540e\uff0c\u82e5\u7528\u6237\u672a\u517b\u6210\u201c\u6bcf\u5468\u67e5\u770b\u6458\u8981\u201d\u7684\u5fae\u4e60\u60ef\uff0c\u4ed8\u8d39\u8f6c\u5316\u582a\u5fe7\u3002\u5efa\u8bae\u5c3d\u5feb\u8865\u5145\u201c\u76f4\u63a8\u7b14\u8bb0\/\u8349\u7a3f\u201d\u529f\u80fd\uff0c\u6253\u901a\u521b\u4f5c\u5de5\u5177\u94fe\uff0c\u8fd9\u5bf9\u5185\u5bb9\u521b\u4f5c\u8005\u800c\u8a00\u662f\u6781\u4f73\u7684\u4ed8\u8d39\u7406\u7531\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\">Bulkmark<\/span>\n <\/div>\n<div class=\"comment-content\">Stop losing saved tweets. Bulkmark organizes your X bookmarks with AI, builds shareable lists, and delivers a weekly email digest.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! \ud83d\udc4b<\/p>\n<p>I’m Alex, the maker behind Bulkmark.<\/p>\n<p>Like most of you, I’m a chronic bookmarker on X. Every interesting thread, every useful tip, every “I’ll read this later” tweet\u2026 saved. And then? <strong>Never opened again. <\/strong><\/p>\n<p>My bookmarks folder became <strong>a graveyard of good intentions.<\/strong><\/p>\n<p>I tried Notion exports, read-it-later apps, even spreadsheets. Nothing stuck. The friction was always too high.<\/p>\n<\/p>\n<p><strong>So I built Bulkmark<\/strong>, the tool I wish existed.<\/p>\n<p>Here’s what it does:<\/p>\n<ol>\n<li>\n<p>\ud83d\udd04<strong> One-click sync + auto-tagging<\/strong><\/p>\n<p>Connect your X account and Bulkmark imports every bookmark you’ve ever saved, then tags each one by topic automatically. No manual sorting. Ever.<\/p>\n<\/li>\n<li>\n<p>\ud83d\udcac<strong> Chat with your bookmarks<\/strong><\/p>\n<p>Ask anything. “What did I save about pricing?” “Show me everything on AI agents.” Your bookmarks finally answer back, with the original tweets cited.<\/p>\n<\/li>\n<li>\n<p><strong>\ud83d\udccb Curated lists you can share (or not)<\/strong><\/p>\n<p>Group your best finds into public lists. A reading playlist, a founder collection, a launch playbook. Build it, name it, share the link.<\/p>\n<\/li>\n<li>\n<p><strong>\ud83d\udce9 Friday digest in your inbox<\/strong><\/p>\n<p>Every Friday, a clean email with the best of your week worth revisiting. No app to open. No feed to scroll.<\/p>\n<\/li>\n<\/ol>\n<p>—<\/p>\n<p>Why I built it this way:<\/p>\n<\/p>\n<p>I didn’t want another dashboard begging for attention. Bulkmark is designed to feel like a quiet reading room. Warm, focused, calm. It works in the background, then delivers value when you actually have time to read.<\/p>\n<\/p>\n<p>What’s next:<\/p>\n<p>– Notion export<\/p>\n<p>– Resurfacing (bookmarks you saved 6 months ago, brought back at the right moment)<\/p>\n<p>– More integrations (LinkedIn saves, Reddit saves…)<\/p>\n<p>—<\/p>\n<p>I’d love your feedback. \ud83d\ude4f<\/p>\n<p>Specifically:<\/p>\n<ul>\n<li>\n<p>What’s missing for you to ditch your current bookmark workflow?<\/p>\n<\/li>\n<li>\n<p>Would you pay for resurfacing? (re-reading saved content on a smart schedule)<\/p>\n<\/li>\n<li>\n<p>Any integrations you’re dying to see?<\/p>\n<\/li>\n<\/ul>\n<p>Trying Bulkmark is free for 7 days. No credit card upfront. If you find a bug, ping me directly, I’ll fix it the same day.<\/p>\n<p>Thanks for checking it out.<\/p>\n<p>Let’s clean up those bookmarks together.<\/p>\n<p>\u2014 Alex<\/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\/@0x_alx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@0x_alx<\/a> Hey bro If you want lets do collab with your Bulkmark its perfect for Indian Audience and Business owners we can get more traffic.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@0x_alx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@0x_alx<\/a> Hey Alex \ud83d\udc4b congrats on the launch.<\/p>\n<p>“graveyard of good intentions” really landed. I handle growth and content across a couple of products and my X bookmarks are exactly that, hundreds of threads I saved meaning to turn them into posts, never reopened once.<\/p>\n<p>The resurfacing feature on your roadmap is the one I’d actually pay for. Saving is the easy part. The value is something pulling a thread back up at the moment it’s relevant to what I’m writing that week, not me remembering it exists.<\/p>\n<p>One ask from the content side: any plan to push a saved bookmark straight into a draft? Half my saves are raw material for posts, and the gap between “saved this” and “actually wrote something from it” is where it all dies. Closing that loop would make this sticky for anyone doing content seriously.<\/p>\n<p>Rooting for it \ud83e\udd1d<\/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>The Friday digest feels like the most important part to me, because it changes bookmarks from storage into a review habit.<\/p>\n<\/p>\n<p>For resurfacing, I\u2019d pay more for \u201cwhy now?\u201d than for pure scheduling. If Bulkmark can say \u201cyou saved three posts about pricing, one about packaging, and this older thread contradicts the new one,\u201d that\u2019s much more useful than reminding me a bookmark exists. A small \u201cuse this for\u2026\u201d note when saving could also help the AI sort inspiration, reference, competitor intel, and action items differently.<\/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\/@jim_jeffers\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jim_jeffers<\/a> it’s almost what Bulkmark do actually. Here is a preview of the friday weekly digest \u263a\ufe0f<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/18b9d600-f192-49ea-a4dc-9c7f15f2a7d7.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\">This is kinda sick. Like the only kinda email newsletter worth looking at cuz it\u2019s directly curated by me lol. I like this<\/div>\n<div class=\"comment-actions\">\n<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\/@prafull_sharma2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@prafull_sharma2<\/a> that exactly the plan ahaa !<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Finally! Thank you<\/div>\n<div class=\"comment-actions\">\n<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\/@panphilov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@panphilov<\/a> \ud83e\udef6<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/2COYNUBDZ74L4C\" class=\"app-title\">Command A+<\/a><\/p>\n<div class=\"one-liner\">Cohere\u2019s open enterprise workhorse<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">111<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Command A+ \u662f Cohere \u63a8\u51fa\u7684\u5f00\u6e90\u4f01\u4e1a\u7ea7\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u4e13\u4e3a\u9700\u8981\u590d\u6742\u63a8\u7406\u3001\u5de5\u5177\u8c03\u7528\u3001\u591a\u6a21\u6001\u548c\u591a\u8bed\u8a00\u652f\u6301\u7684\u667a\u80fd\u4f53\u5de5\u4f5c\u6d41\u8bbe\u8ba1\uff0c\u89e3\u51b3\u4f01\u4e1a\u5728\u672c\u5730\u9ad8\u6548\u90e8\u7f72\u9ad8\u6027\u80fd AI \u4ee3\u7406\u65f6\u9762\u4e34\u7684\u7b97\u529b\u6210\u672c\u548c\u751f\u6001\u5c01\u95ed\u96be\u9898\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\/f1d0e21c-0b14-4de6-856e-ceace003252a.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=Ban1YvSbVPg\"><source src=\"https:\/\/www.youtube.com\/watch?v=Ban1YvSbVPg\" 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\/9c221d39-8b56-469a-baca-043154ae27b6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a0ce635f-81d3-4759-b062-46ec8c7337a4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5fd7b3b7-aa87-40d3-8e74-1d7dc35b7f1a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5426d1e8-7543-4ba7-b0e0-f97659838aef.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c59a786e-b99c-4c71-af89-8ba5d0c87ae3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7f4b7097-c0b7-4502-bb5b-bbe04dd57a55.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\">Open Source<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Development<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4f01\u4e1a\u7ea7AI<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u5927\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u6df7\u5408\u4e13\u5bb6\u6a21\u578b\uff08MoE\uff09<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\uff08Agent\uff09<\/span><br \/>\n <span class=\"tag\">\u591a\u6a21\u6001<\/span><br \/>\n <span class=\"tag\">\u591a\u8bed\u8a00<\/span><br \/>\n <span class=\"tag\">\u63a8\u7406\u80fd\u529b<\/span><br \/>\n <span class=\"tag\">\u9ad8\u6027\u80fd\u8ba1\u7b97<\/span><br \/>\n <span class=\"tag\">\u4f4e\u91cf\u5316\u90e8\u7f72<\/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>\u7528\u6237\u8d5e\u8d4f Apache 2.0 \u5f00\u6e90\u534f\u8bae\uff0c\u8ba4\u4e3a\u8fd9\u5bf9\u751f\u6001\u662f\u91cd\u5927\u5229\u597d\uff1b\u63d0\u51fa\u6a21\u578b\u4e0d\u4ec5\u9700\u8981\u6280\u672f\u5f3a\u5927\uff0cUI\/UX \u5e94\u5339\u914d\u5176\u4f01\u4e1a\u7ea7\u5b9a\u4f4d\uff1b\u6838\u5fc3\u7591\u95ee\u805a\u7126\u4e8e\u957f\u671f\u590d\u6742\u4ee3\u7406\u5de5\u4f5c\u6d41\u4e2d\uff0cCohere \u5728\u63a8\u7406\u8d28\u91cf\u3001\u5ef6\u8fdf\u3001\u6210\u672c\u548c\u53ef\u9760\u6027\u4e0a\u7684\u771f\u5b9e\u8868\u73b0\u5982\u4f55\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 Command A+ \u7684\u53d1\u5e03\uff0c\u8868\u9762\u4e0a\u662f Cohere \u79c0\u51fa\u4e86\u201c218B MoE\/25B \u6d3b\u8dc3\u53c2\u6570\u201d\u8fd9\u5f20\u9ad8\u6027\u4ef7\u6bd4\u7b97\u529b\u724c\uff0c\u5b9e\u5219\u662f\u4e00\u573a\u9488\u5bf9\u4f01\u4e1a AI \u5e02\u573a\u7684\u7cbe\u51c6\u7a81\u56f4\u3002\u5176\u6700\u5927\u4eae\u70b9\u5e76\u975e\u5355\u7eaf\u7684\u6027\u80fd\u6570\u636e\uff0c\u800c\u662f\u201c\u4e24\u5361 H100 \u53ef\u8dd1\u6ee1\u8840\u667a\u80fd\u4f53\u201d\u8fd9\u4e00\u5de5\u7a0b\u5316\u6210\u5c31\u2014\u2014\u5b83\u76f4\u63a5\u6253\u5411\u4e86 OpenAI\u3001Anthropic \u7b49\u4e91\u5de8\u5934\u628a\u6301\u7684\u201cAPI \u9501\u5b9a\u201d\u4e0e\u201c\u7b97\u529b\u6210\u672c\u9ed1\u6d1e\u201d\u75db\u70b9\u3002Apache 2.0 \u5f00\u6e90\u66f4\u662f\u91dc\u5e95\u62bd\u85aa\uff0c\u8ba9\u201c\u4f01\u4e1a\u7ea7 Agent\u201d\u4ece\u9ed1\u76d2\u670d\u52a1\u53d8\u6210\u53ef\u81ea\u6301\u3001\u53ef\u5b9a\u5236\u7684\u8d44\u4ea7\uff0c\u8fd9\u5bf9\u91d1\u878d\u3001\u533b\u7597\u7b49\u9ad8\u5408\u89c4\u884c\u4e1a\u6781\u5177\u8bf1\u60d1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5149\u9c9c\u4e4b\u4e0b\u5b58\u9690\u5fe7\u3002\u7528\u6237\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u957f\u671f\u590d\u6742\u5de5\u4f5c\u6d41\u7a33\u5b9a\u6027\u201d\u7684\u8ffd\u95ee\uff0c\u76f4\u6307 MoE \u67b6\u6784\u5728\u975e\u57fa\u51c6\u573a\u666f\u4e0b\u7684\u8c03\u5ea6\u4e00\u81f4\u6027\u96be\u9898\uff0c\u8fd9\u662f\u76ee\u524d\u4e1a\u754c\u901a\u75c5\uff0cCohere \u5e76\u672a\u7ed9\u51fa\u201c\u5b9e\u6218\u6570\u636e\u201d\u80cc\u4e66\u3002\u6b64\u5916\uff0c\u5b83\u770b\u4f3c\u5bf9\u6807 Llama 3 \u6216 Mistral \u7684\u201c\u9ad8\u6027\u4ef7\u6bd4\u201d\uff0c\u4f46\u5728\u751f\u6001\u6210\u719f\u5ea6\u3001\u5f00\u53d1\u8005\u5de5\u5177\u94fe\u548c\u793e\u533a\u8d21\u732e\u6d3b\u8dc3\u5ea6\u4e0a\uff0cCohere \u4ecd\u5904\u8ffd\u8d76\u4f4d\u3002\u6700\u540e\uff0c\u90a3\u53e5\u201c\u5f00\u53d1\u8005\u76f4\u63a5\u83b7\u53d6\u4f01\u4e1a\u7ea7\u80fd\u529b\u201d\u662f\u4e00\u628a\u53cc\u5203\u5251\uff1a\u5982\u679c\u6a21\u578b\u5728\u957f\u4e0a\u4e0b\u6587\u7684\u63a8\u7406\u81ea\u6d3d\u6027\u3001\u591a\u8f6e\u5de5\u5177\u8c03\u7528\u7684\u9c81\u68d2\u6027\u4e0a\u7ffb\u8f66\uff0c\u90a3\u5bf9\u4f01\u4e1a\u7684\u4f24\u5bb3\u8fdc\u8d85\u670d\u52a1\u4e2d\u65ad\u3002\n <\/p>\n<p class=\"ai-content\">\n Command A+ \u662f\u4e00\u624b\u597d\u724c\uff0c\u4f46\u522b\u53ea\u76ef\u7740\u201c\u5f00\u6e90 + \u9ad8\u6548\u201d\u7684\u5671\u5934\u3002\u5b83\u7684\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u7ed9\u4e86\u4f01\u4e1a\u4e00\u4e2a\u201c\u6709\u53ef\u80fd\u6446\u8131 API \u4f9d\u8d56\u201d\u7684\u9009\u62e9\u6743\uff0c\u800c\u80fd\u5426\u5151\u73b0\u201c\u5de5\u4f5c\u9a6c\u201d\u7684\u627f\u8bfa\uff0c\u8981\u770b Cohere \u5728\u751f\u6001\u5efa\u8bbe\u548c\u590d\u6742\u573a\u666f\u6253\u78e8\u4e0a\u80fd\u5426\u62ff\u51fa\u771f\u6b63\u7ecf\u5f97\u8d77\u8003\u9a8c\u7684\u6570\u636e\uff0c\u800c\u4e0d\u662f\u505c\u7559\u5728\u7eaf\u6280\u672f\u8425\u9500\u7684\u751c\u871c\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\">Command A+<\/span>\n <\/div>\n<div class=\"comment-content\">Cohere\u2019s fastest and most powerful language model yet: an open-source model for running high-performance enterprise agents with maximum efficiency.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone!<\/p>\n<p>Apache 2.0 on Command A+ is a big deal!<\/p>\n<p>This is <a href=\"https:\/\/www.producthunt.com\/products\/cohere-2\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"cohere-2\" target=\"_blank\" rel=\"noopener\">@Cohere<\/a>\u2019s fastest and most powerful model yet. It uses a 218B MoE architecture with 25B active parameters, built for enterprise agents that need reasoning, tool use, vision, long context, and multilingual workflows.<\/p>\n<p>Command A+ can run on as little as two H100 GPUs with <a href=\"https:\/\/huggingface.co\/CohereLabs\/command-a-plus-05-2026-w4a4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">W4A4 quantization<\/a>, which is pretty impressive considering its overall performance across agentic, multimodal, and multilingual tasks.<\/p>\n<p>Love how they put it:<\/p>\n<blockquote>\n<p>We want to give developers direct access to enterprise-grade agentic capabilities from experimentation to production.<\/p>\n<\/blockquote>\n<p>Kudos!<\/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\/@zaczuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaczuo<\/a> As a Senior AI Product Designer, seeing enterprise-grade models like Command A+ go open-source is a massive win for the ecosystem. The ability to run high-performance enterprise agents with maximum efficiency solves huge infrastructure bottlenecks. But when the underlying AI architecture becomes this powerful and scalable, the user layer cannot remain ordinary. To truly dominate, these world-class backend capabilities must be paired with institutional-grade UI\/UX design. Exceptional launch by Cohere\u2014this is exactly the foundation needed to build the next generation of premium AI products!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Open source AI workspaces feel like an important counterbalance in the ecosystem.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>how does Cohere perform on long-running agent workflows, not just isolated benchmarks. When an enterprise agent has large context, tool calls, retries, vision inputs, and multilingual reasoning in the same run, where do you see the biggest strength, reasoning quality, latency, cost efficiency, or reliability?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/A2U7PH6SGMMNIE\" class=\"app-title\">Forsy<\/a><\/p>\n<div class=\"one-liner\">Capture and sell your AI agent workflow data<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">104<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Forsy\u80fd\u81ea\u52a8\u6355\u83b7\u4f60\u4f7f\u7528\u7684AI\u4ee3\u7406\uff08\u5982OpenClaw\u3001Claude\u7b49\uff09\u7684\u5de5\u4f5c\u6d41\u6570\u636e\uff0c\u5e76\u5c06\u5176\u8f6c\u5316\u4e3a\u53ef\u51fa\u552e\u7684\u6807\u51c6\u5316\u6570\u636e\u96c6\uff0c\u5e2e\u4f60\u5728\u9690\u79c1\u5408\u89c4\u7684\u524d\u63d0\u4e0b\uff0c\u628aAI\u5de5\u4f5c\u4e2d\u7684\u9690\u6027\u6570\u636e\u8d44\u4ea7\u53d8\u73b0\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\/58e28533-88ca-44ee-8fa0-507fe9b747f0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8a65decc-495e-4c72-abeb-c6f2938ef3c6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/58693cf4-bb33-4727-a43a-be67b3721efa.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c8009146-0759-408d-9b4f-20781e9aea3f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/eb11e70b-a15e-4857-a1dd-b2f1cbdc73dc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1b0caf83-eb24-4c95-8184-2c87567903a5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8a2d4135-8b8c-4961-9aaa-5a9d19520b45.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4c66bab7-7ab4-4c4e-8d59-97c09a1c37c1.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\/e854dd8a-97cf-48b1-afcb-120e6dae9bd0.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/7Cut13slOf4?si=RmZ9v6DvakNwzPMi\"><source src=\"https:\/\/youtu.be\/7Cut13slOf4?si=RmZ9v6DvakNwzPMi\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Data<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4ee3\u7406\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u6355\u83b7<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u5e02\u573a<\/span><br \/>\n <span class=\"tag\">RL\u8bad\u7ec3\u6570\u636e<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u5408\u89c4<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u8d44\u4ea7\u5316<\/span><br \/>\n <span class=\"tag\">Agent\u6570\u636e\u7ecf\u6d4e<\/span><br \/>\n <span class=\"tag\">\u7ed3\u6784\u5316\u6570\u636e<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u6570\u636e\u53d8\u73b0<\/span><br \/>\n <span class=\"tag\">AI\u57fa\u7840\u8bbe\u65bd<\/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\u4e86\u6982\u5ff5\u7684\u521b\u65b0\u6027\uff0c\u4f46\u6838\u5fc3\u7591\u95ee\u96c6\u4e2d\u5728\u4e70\u65b9\u662f\u8c01\uff08\u5927\u6a21\u578b\u516c\u53f8\u8fd8\u662f\u666e\u901a\u4f01\u4e1a\uff09\uff0c\u4ee5\u53ca\u6570\u636e\u4ea4\u6613\u4e2d\u7684\u201c\u540c\u610f\u5c42\u201d\u5982\u4f55\u8bbe\u8ba1\u624d\u80fd\u4e0d\u6ca6\u4e3a\u7e41\u7410\u7684\u52fe\u9009\u6846\u3002\u5f00\u53d1\u56e2\u961f\u56de\u5e94\u79f0\u4e70\u5bb6\u662f\u4efb\u4f55\u9700\u8981\u8bad\u7ec3\u66f4\u4f18\u4ee3\u7406\u7684\u673a\u6784\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 Forsy\u7784\u51c6\u4e86\u4e00\u4e2a\u5fae\u5999\u4e14\u771f\u5b9e\u7684\u75db\u70b9\uff1a\u5f53AI\u4ee3\u7406\u5f00\u59cb\u627f\u62c5\u4e25\u8083\u7684\u65e5\u5e38\u5de5\u4f5c\uff0c\u5176\u8fd0\u884c\u8f68\u8ff9\u4e2d\u8574\u542b\u7684\u201c\u9690\u6027\u6570\u636e\u201d\u7684\u786e\u6bd4\u9759\u6001\u7684Prompt\u66f4\u6709\u4ef7\u503c\u3002\u5b83\u5c06\u4e2a\u4eba\u6216\u5c0f\u56e2\u961f\u201c\u5076\u7136\u7684\u4ee3\u7406\u4ea4\u4e92\u201d\u5546\u54c1\u5316\uff0c\u8bd5\u56fe\u642d\u5efa\u4e00\u4e2a\u4e3a\u5f3a\u5316\u5b66\u4e60\uff08RL\uff09\u63d0\u4f9b\u8bad\u7ec3\u517b\u6599\u7684\u4e8c\u7ea7\u5e02\u573a\u2014\u2014\u8fd9\u5207\u4e2d\u4e86AI\u884c\u4e1a\u5bf9\u9ad8\u8d28\u91cf\u3001\u9ad8\u4fdd\u771f\u5de5\u4f5c\u6d41\u6570\u636e\u7684\u9965\u6e34\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u8fd9\u4e2a\u5546\u4e1a\u903b\u8f91\u5b58\u5728\u4e24\u4e2a\u81f4\u547d\u7684\u201c\u5148\u6709\u9e21\u8fd8\u662f\u5148\u6709\u86cb\u201d\u96be\u9898\u3002\u7b2c\u4e00\uff0c\u4f9b\u7ed9\u4fa7\uff1a\u7528\u6237\u51ed\u4ec0\u4e48\u8981\u628a\u81ea\u5df1\u7684\u804c\u4e1a\u5de5\u4f5c\u6d41\u6570\u636e\u62f1\u624b\u5356\u51fa\uff1f\u5373\u4fbf\u662f\u7ecf\u8fc7\u53bb\u6807\u8bc6\u5316\u5904\u7406\uff0c\u5de5\u4f5c\u6d41\u5f80\u5f80\u5305\u542b\u5546\u4e1a\u673a\u5bc6\u548c\u72ec\u7279\u65b9\u6cd5\u8bba\uff0c\u4f4e\u989d\u552e\u4ef7\u6839\u672c\u65e0\u6cd5\u5bf9\u51b2\u6570\u636e\u6cc4\u9732\u548c\u7ade\u4e89\u52a3\u52bf\u7684\u98ce\u9669\u3002\u7b2c\u4e8c\uff0c\u9700\u6c42\u4fa7\uff1a\u5982\u8bc4\u8bba\u6240\u8a00\uff0c\u4e70\u65b9\u7a76\u7adf\u662f\u6a21\u578b\u8bad\u7ec3\u65b9\uff08\u8ffd\u6c42\u6d77\u91cf\u591a\u6837\u6027\u6570\u636e\uff09\u8fd8\u662f\u4f01\u4e1a\u5ba2\u6237\uff08\u8ffd\u6c42\u7279\u5b9a\u5782\u76f4\u573a\u666f\u6570\u636e\uff09\uff1f\u5982\u679c\u662f\u524d\u8005\uff0cForsy\u5982\u4f55\u4e0eDeepMind\u7b49\u5b9e\u9a8c\u5ba4\u5185\u90e8\u5df2\u7ecf\u6210\u5f62\u7684\u3001\u57fa\u4e8e\u6d77\u91cf\u7528\u6237\u4ea4\u4e92\u7684\u95ed\u73af\u6570\u636e\u7ba1\u9053\u7ade\u4e89\uff1f\u5982\u679c\u662f\u540e\u8005\uff0c\u96f6\u6563\u7684\u3001\u6765\u81ea\u4e0d\u540c\u4ee3\u7406\uff08Claude vs. OpenClaw\uff09\u7684\u5f02\u6784\u6570\u636e\uff0c\u5176\u6e05\u6d17\u4e0e\u6807\u51c6\u5316\u7684\u6210\u672c\uff0c\u5f88\u53ef\u80fd\u8fdc\u8d85\u6570\u636e\u672c\u8eab\u7684\u4ef7\u503c\u3002\n <\/p>\n<p class=\"ai-content\">\n Forsy\u7684\u201c\u57fa\u7840\u8bbe\u65bd\u201d\u53d9\u4e8b\u542c\u8d77\u6765\u5b8f\u5927\uff0c\u4f46\u66f4\u50cf\u662f\u5728\u8d4cAI\u4ee3\u7406\u7684\u788e\u7247\u5316\u4f1a\u957f\u671f\u6301\u7eed\uff0c\u4e14\u4e2a\u4f53\u6570\u636e\u7684\u805a\u5408\u80fd\u4ea7\u751f\u8d85\u8d8a\u5927\u5382\u5185\u90e8\u6570\u636e\u7684\u201c\u957f\u5c3e\u4ef7\u503c\u201d\u3002\u66f4\u73b0\u5b9e\u7684\u8def\u5f84\u6216\u8bb8\u662f\uff0c\u5b83\u4e0d\u5e94\u8be5\u53ea\u505a\u201cC2C\u201d\u7684\u96c6\u5e02\uff0c\u800c\u5e94\u53d1\u5c55\u4e3a\u201cB2B\u201d\u7684\u5408\u89c4\u6570\u636e\u4e2d\u53f0\u2014\u2014\u4e3a\u4e2d\u5c0f\u4f01\u4e1a\u63d0\u4f9b\u5185\u90e8\u4ee3\u7406\u5de5\u4f5c\u6d41\u7684\u5ba1\u8ba1\u3001\u590d\u76d8\u53ca\u6570\u636e\u6c89\u6dc0\u5de5\u5177\uff0c\u800c\u5c06\u201c\u51fa\u552e\u201d\u4f5c\u4e3a\u589e\u503c\u800c\u975e\u552f\u4e00\u529f\u80fd\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u4e00\u4e2a\u6f02\u4eae\u7684\u7406\u5ff5\uff0c\u6700\u7ec8\u6ca6\u4e3a\u6ca1\u6709\u4e70\u5bb6\u7684\u5b64\u82b3\u81ea\u8d4f\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\">Forsy<\/span>\n <\/div>\n<div class=\"comment-content\">Forsy captures workflow data from the agents you already use (OpenClaw, Claude, Codex, Hermes, etc.) and turns it into sellable structured data. It creates a marketplace for authentic, high-fidelity workflow data with licensing and privacy built in. Forsy is building the infrastructure for a new agent data economy, where real agent workflows become training data for RL and more capable future agents.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We built Forsy after seeing how quickly AI agents are becoming part of serious everyday work.<\/p>\n<p>But most of the data created inside that work is never captured as a useful asset. People are still trying to sell prompts, when the real value is in the workflow data behind the run.<\/p>\n<p>Forsy captures workflow data from the agents you already use (OpenClaw, Claude, Codex, Hermes, etc.) and turns it into sellable structured data. It creates a marketplace for authentic, high-fidelity workflow data with licensing and privacy built in. <\/p>\n<p>We want to help people get more value from the agents they already use, while building the infra for a new agent data economy where authentic, high-fidelity workflow data can be discovered, licensed, and sold.<\/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>Forsy Works Everywhere — Across the agents you already use!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Forsy Works Everywhere — Across the agents you already use!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Interesting concept. The one thing I’m trying to wrap my head around, who’s actually buying this workflow data? The big AI labs training their models, or regular companies? Curious who’s on the other side of the marketplace.<\/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>Thanks! Yes, the demand side will be anyone building or training better agents!<\/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>The “sell your workflow data” framing is interesting because the bottleneck has never been “is the data valuable” \u2014 it’s “what’s the consent layer that doesn’t feel like 17 dark-pattern checkboxes.” Curious how you landed on the buyer-side flow.<\/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>Thanks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/I7KXQ2JJX74MTI\" class=\"app-title\">Vibedock<\/a><\/p>\n<div class=\"one-liner\">Toggle Claude Code MCP servers from your menu bar<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">93<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Vibedock \u662f\u4e00\u6b3e macOS \u83dc\u5355\u680f\u5de5\u5177\uff0c\u8ba9\u7528\u6237\u4e00\u952e\u5f00\u5173Claude Code\u7684MCP\u670d\u52a1\u5668\uff0c\u89e3\u51b3\u56e0\u6240\u6709MCP\u670d\u52a1\u5e38\u5f00\u5bfc\u81f4\u4e0a\u4e0b\u6587\u7a97\u53e3\u81a8\u80c0\u3001Token\u6d6a\u8d39\u548c\u6a21\u578b\u6ce8\u610f\u529b\u5206\u6563\u7684\u95ee\u9898\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7b5244c1-91d3-468f-beb7-50c9e85d8f4d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ceaae6a5-10e0-43f5-88a0-e19e51bb81ae.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f4d363fa-67ea-4807-9151-9bce8fb2470f.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\">Mac<\/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\">MCP\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u83dc\u5355\u680f\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">Claude Code<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u7a97\u53e3<\/span><br \/>\n <span class=\"tag\">Token\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u6548\u7387<\/span><br \/>\n <span class=\"tag\">AI\u7f16\u7a0b<\/span><br \/>\n <span class=\"tag\">\u5de5\u5177\u94fe\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">macOS<\/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\u8be5\u5de5\u5177\u89e3\u51b3\u4e86\u4e0a\u4e0b\u6587\u81a8\u80c0\u7684\u75db\u70b9\uff0c\u5e76\u8d5e\u5176\u4e3a\u201c\u5de5\u4f5c\u6d41QoL\u4fee\u590d\u201d\u3002\u6838\u5fc3\u5efa\u8bae\u662f\u80fd\u5426\u652f\u6301\u66f4\u7ec6\u7c92\u5ea6\u7684\u201c\u5de5\u5177\u7ea7\u201d\u5f00\u5173\uff0c\u800c\u975e\u4ec5\u4e3a\u201c\u670d\u52a1\u5668\u7ea7\u201d\uff0c\u4ee5\u4fbf\u8fdb\u4e00\u6b65\u8282\u7701\u4e0a\u4e0b\u6587\u7a7a\u95f4\u548c\u9650\u5236\u4ee3\u7406\u53ef\u8bbf\u95ee\u8303\u56f4\u3002\u6709\u7528\u6237\u8be2\u95ee\u662f\u5426\u652f\u6301\u8de8\u591a\u4e2a\u7ec8\u7aef\u548c\u684c\u9762\u5e94\u7528\u7684\u4f1a\u8bdd\u611f\u77e5\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 Vibedock\u5207\u4e2d\u4e86\u4e00\u4e2a\u975e\u5e38\u5fae\u5999\u4f46\u6781\u5ea6\u771f\u5b9e\u7684\u75db\u70b9\u2014\u2014MCP\u670d\u52a1\u5668\u7684\u201c\u88ab\u52a8\u4fe1\u606f\u6c61\u67d3\u201d\u3002\u5bf9\u4e8e\u91cd\u5ea6\u4f7f\u7528Claude Code\u7684\u5f00\u53d1\u8005\u6765\u8bf4\uff0c\u6bcf\u4e2aMCP\u670d\u52a1\u5668\u6ce8\u5165\u7684\u5de5\u5177\u5b9a\u4e49\u5728\u6bcf\u4e00\u4e2a\u6d88\u606f\u4e2d\u90fd\u4f1a\u6d88\u8017\u5b9d\u8d35\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\uff0c\u8fd9\u4e0d\u4ec5\u662fToken\u7684\u9690\u5f62\u6d6a\u8d39\uff0c\u66f4\u4f1a\u7a00\u91ca\u6a21\u578b\u7684\u6ce8\u610f\u529b\uff0c\u5bfc\u81f4\u5173\u952e\u4fe1\u606f\u88ab\u6df9\u6ca1\u3002\u4ece\u8fd9\u4e2a\u89d2\u5ea6\u770b\uff0cVibedock\u7684\u201c\u4e00\u952e\u5f00\u5173\u201d\u786e\u5b9e\u5177\u5907\u7acb\u7aff\u89c1\u5f71\u7684\u4ef7\u503c\uff0c\u5b83\u8ba9\u672c\u5e94\u9ad8\u6548\u7684AI\u7f16\u7a0b\u5de5\u5177\u6062\u590d\u6e05\u9192\uff0c\u662f\u4e00\u6b3e\u5178\u578b\u7684\u201c\u5143\u5de5\u5177\u201d\u521b\u65b0\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u8be5\u4ea7\u54c1\u7684\u4ef7\u503c\u76ee\u524d\u88ab\u5176\u529f\u80fd\u5e7f\u5ea6\u9501\u6b7b\u4e86\u3002\u6700\u7280\u5229\u7684\u8bc4\u8bba\u76f4\u6307\u201c\u5de5\u5177\u7ea7\u201d\u800c\u975e\u201c\u670d\u52a1\u5668\u7ea7\u201d\u7684\u63a7\u5236\u7c92\u5ea6\u2014\u2014\u8fd9\u662f\u771f\u6b63\u7684\u5927\u6740\u5668\u3002\u5f53\u524d\u53ea\u80fd\u7c97\u66b4\u5730\u7981\u7528\u4e00\u6574\u4e2aMCP\u670d\u52a1\u5668\uff0c\u4f46\u4e00\u4e2a\u670d\u52a1\u5668\u53ef\u80fd\u5305\u542b20\u4e2a\u5de5\u5177\uff0c\u7528\u6237\u53ef\u80fd\u4ec5\u9700\u5176\u4e2d2\u4e2a\u3002\u5982\u679c\u80fd\u5b9e\u73b0\u201c\u5728\u4f1a\u8bdd\u5185\u52a8\u6001\u88c1\u526a\u5de5\u5177\u96c6\u201d\uff0cVibedock\u5c06\u4e0d\u6b62\u662f\u4e00\u4e2a\u5f00\u5173\uff0c\u800c\u662f\u4e00\u4e2a\u201c\u4e0a\u4e0b\u6587\u9884\u7b97\u7ba1\u7406\u5668\u201d\uff0c\u5176\u5546\u4e1a\u4ef7\u503c\u548c\u6280\u672f\u58c1\u5792\u5c06\u6307\u6570\u7ea7\u63d0\u5347\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u591a\u4f1a\u8bdd\u573a\u666f\u4e0b\u7684\u201c\u667a\u80fd\u611f\u77e5\u201d\u662f\u53e6\u4e00\u4e2a\u751f\u6b7b\u7ebf\u3002\u5982\u679c\u5f00\u53d1\u8005\u540c\u65f6\u6253\u5f00\u591a\u4e2aClaude Code\u5b9e\u4f8b\uff08\u5982Warp\u7ec8\u7aef\u548c\u684c\u9762App\uff09\uff0cVibedock\u9700\u8981\u7cbe\u51c6\u8bc6\u522b\u5e76\u91cd\u542f\u5bf9\u5e94\u4f1a\u8bdd\uff0c\u5426\u5219\u4f1a\u9020\u6210\u6df7\u4e71\u3002\u76ee\u524d\u7684\u5b9e\u73b0\u4f3c\u4e4e\u66f4\u591a\u4f9d\u8d56\u5e95\u5c42\u8fdb\u7a0b\u5173\u8054\uff0c\u4f46\u5728\u590d\u6742\u7684\u73b0\u4ee3\u5f00\u53d1\u73af\u5883\u4e2d\uff0c\u8fd9\u79cd\u5173\u8054\u7684\u8106\u5f31\u6027\u53ef\u80fd\u5bfc\u81f4\u9891\u7e41\u8bef\u64cd\u4f5c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e00\u53e5\u8bdd\uff1aVibedock\u89e3\u51b3\u4e86\u201c\u6709\u201d\u7684\u95ee\u9898\uff0c\u4f46\u53ea\u6709\u505a\u5230\u201c\u7cbe\u201d\uff0c\u624d\u6709\u53ef\u80fd\u4ece\u4e00\u4e2a\u63d2\u4ef6\u5347\u683c\u4e3aClaude\u751f\u6001\u4e2d\u4e0d\u53ef\u6216\u7f3a\u7684\u67a2\u7ebd\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\">Vibedock<\/span>\n <\/div>\n<div class=\"comment-content\">Every MCP server you have configured injects its tool definitions into your context window on every single message \u2014 whether you use it that session or not. Vibedock sits in your macOS menu bar and lets you toggle MCPs on and off in one click. It automatically kills and relaunches your Claude sessions so the change actually takes effect.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Built this because I kept all my MCPs enabled and wondered why my context was always bloated. Turns out every configured server injects tokens on every message, whether you use it or not.<\/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\/@theowtmn\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@theowtmn<\/a> letting context windows get bloated by passive mcp tool definitions is a silent killer for token usage and model attention. i’m a software dev using cursor and ai tools heavily for my own app build right now, and the context drift from lazy tools is so real. a quick menu bar toggle is exactly the kind of workflow quality-of-life fix i love. good luck with the launch 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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@theowtmn\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@theowtmn<\/a> Hey Theo, congrats on shipping \ud83c\udf89<\/p>\n<p>The context-bloat problem is real and underrated. Most people do not realize every enabled server injects its full tool list on every message whether they use it or not.<\/p>\n<p>Question on granularity: right now Vibedock toggles servers on or off whole. But the bloat is often inside a single server. One MCP server can inject 20+ tool definitions when the task only needs two of them. Any plan to go tool-level rather than server-level, so I could keep a server enabled but trim it to the three tools I actually use this session? That is where the real context savings live, and it would also tighten what the agent can reach, which is a nice side effect.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Actually useful. Is it contextual? Like, does it know when you’re working on project 1 to use MCP 1 and on project 2 MCP 2?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@robert_douglass\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@robert_douglass<\/a> Yes it does, it shows you what MCP is active in which project, and will restart only the related claude sessions.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">@theowtmn but how does it detect which Claude Code session to configure if I have several going in Warp and the desktop Claude app?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#9<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/HHW2Z6WJLC5ELD\" class=\"app-title\">Spantop<\/a><\/p>\n<div class=\"one-liner\">Turn any Mac into a real second monitor<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">92<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Spantop\u8ba9Mac\u7528\u6237\u65e0\u9700\u989d\u5916\u786c\u4ef6\uff0c\u901a\u8fc7Thunderbolt\u6216WiFi\u5c06\u53e6\u4e00\u53f0Mac\u77ac\u95f4\u53d8\u6210\u96f6\u5ef6\u8fdf\u7684\u6269\u5c55\u526f\u5c4f\uff0c\u89e3\u51b3\u79fb\u52a8\u529e\u516c\u6216\u684c\u9762\u7a7a\u95f4\u4e0d\u8db3\u65f6\u7684\u591a\u5c4f\u521a\u9700\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\/ce4da396-8445-4e4b-9fc3-339b9142a8d2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0987c374-eab1-4136-ba82-eadbfcc320b0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4f2d455b-97dd-4f2d-88ed-422f17a3de2f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c4e93b37-1789-4626-996e-ca6516445a46.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/08351abb-dd89-4aeb-bcfa-fbe0683bcbbd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ba25a7cb-80d0-4288-980f-de006c1c9acf.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\">Mac<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Remote Work<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Mac\u526f\u5c4f<\/span><br \/>\n <span class=\"tag\">\u6269\u5c55\u663e\u793a\u5668<\/span><br \/>\n <span class=\"tag\">\u65e0\u7ebf\u6295\u5c4f<\/span><br \/>\n <span class=\"tag\">Thunderbolt\u8fde\u63a5<\/span><br \/>\n <span class=\"tag\">\u96f6\u5ef6\u8fdf\u663e\u793a<\/span><br \/>\n <span class=\"tag\">\u79fb\u52a8\u529e\u516c<\/span><br \/>\n <span class=\"tag\">\u591a\u8bbe\u5907\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">Mac\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5c4f\u5e55\u6269\u5c55<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u4e3b\u8981\u5173\u5fc3\u662f\u5426\u652f\u6301\u624b\u673a\u548cWindows\u8bbe\u5907\uff1b\u540c\u65f6\u5efa\u8bae\u5c55\u793aApp\u5b9e\u6d4b\u89c6\u9891\u4ee5\u63d0\u5347\u8f6c\u5316\uff0c\u5e76\u8be2\u95ee\u514d\u8d39\u4e0e\u4ed8\u8d39\u529f\u80fd\u7684\u5177\u4f53\u5212\u5206\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 Spantop\u5207\u4e2d\u4e86\u4e00\u4e2a\u5c0f\u800c\u786e\u5207\u7684\u75db\u70b9\uff1aMac\u7528\u6237\u60f3\u968f\u8eab\u591a\u5e26\u4e00\u4e2a\u663e\u793a\u5668\uff0c\u4f46\u7269\u7406\u786c\u4ef6\u7b28\u91cd\u4e14\u6602\u8d35\u3002\u5b83\u5229\u7528\u82f9\u679c\u751f\u6001\u5185\u7684Thunderbolt\u6216WiFi\uff0c\u5c06\u53e6\u4e00\u53f0Mac\u96f6\u6210\u672c\u8f6c\u5316\u4e3a\u526f\u5c4f\uff0c\u5e76\u5ba3\u79f0\u201cLZ4\u65e0\u635f\u3001\u96f6\u5ef6\u8fdf\u201d\uff0c\u8fd9\u5957\u6280\u672f\u65b9\u6848\u672c\u8eab\u5c31\u503c\u5f97\u6000\u7591\u2014\u2014WiFi\u73af\u5883\u4e0b\u7684\u201c\u96f6\u5ef6\u8fdf\u201d\u51e0\u4e4e\u4e0d\u53ef\u80fd\uff0c\u5373\u4f7f\u662fThunderbolt\u76f4\u8fde\uff0c\u8de8\u8bbe\u5907\u6e32\u67d3\u7684\u5ef6\u8fdf\u4e5f\u96be\u4ee5\u7b49\u540c\u4e8e\u7269\u7406\u663e\u793a\u5668\u7684\u786c\u76f4\u8fde\u3002\u4ece\u4ea7\u54c1\u672c\u8d28\u770b\uff0c\u5b83\u5e76\u975e\u98a0\u8986\u6027\u521b\u65b0\uff0c\u800c\u662f\u5bf9Mac\u539f\u751f\u201c\u5c4f\u5e55\u955c\u50cf\u201d\u548c\u201c\u968f\u822a\u201d\u529f\u80fd\u7684\u53d6\u5de7\u8865\u5145\uff1a\u968f\u822a\u5c40\u9650\u4e8eiPad\uff0c\u4e14WiFi\u5ef6\u8fdf\u660e\u663e\uff1bSpantop\u5219\u9488\u5bf9Mac-to-Mac\u573a\u666f\uff0c\u4e14\u58f0\u79f0\u6027\u80fd\u66f4\u5f3a\u3002\u4f46\u771f\u6b63\u7684\u9690\u60a3\u5728\u4e8e\uff1a\u5b83\u4f1a\u5927\u91cf\u6d88\u8017\u526f\u5c4fMac\u7684\u8ba1\u7b97\u548c\u7535\u6c60\u8d44\u6e90\uff0c\u5e76\u975e\u201c\u8f7b\u91cf\u201d\u4f53\u9a8c\uff1b\u540c\u65f6\uff0c92\u7968\u7684\u793e\u533a\u70ed\u5ea6\u4e5f\u8bf4\u660e\u5b83\u5c1a\u5c5e\u5c0f\u4f17\u5de5\u5177\uff0c\u4ed8\u8d39\u6a21\u5f0f\u82e5\u4e0d\u5230\u4f4d\uff0c\u5f88\u5bb9\u6613\u88ab\u514d\u8d39\u65b9\u6848\uff08\u5982Deskreen\u3001Twomon\uff09\u66ff\u4ee3\u3002\u7528\u6237\u8bc4\u8bba\u4e2d\u5173\u4e8e\u624b\u673a\u548cWindows\u7684\u652f\u6301\u7f3a\u5931\uff0c\u76f4\u63a5\u66b4\u9732\u4e86\u5176\u751f\u6001\u5c01\u95ed\u7684\u77ed\u677f\uff0c\u8de8\u754c\u80fd\u529b\u5f31\u5c06\u4e25\u91cd\u9650\u5236\u5176\u4f7f\u7528\u573a\u666f\u3002\u56e0\u6b64\uff0cSpantop\u6700\u5927\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u6280\u672f\u591a\u725b\uff0c\u800c\u5728\u4e8e\u5b83\u7cbe\u51c6\u670d\u52a1\u4e8e\u201c\u53ccMac\u7528\u6237\u201d\u7684\u4e34\u65f6\u591a\u5c4f\u9700\u6c42\u2014\u2014\u6bd4\u5982\u8bbe\u8ba1\u5e08\u5728\u5496\u5561\u9986\u7528MacBook Pro\u6269\u5c55\u4e00\u53f0MacBook Air\u3002\u5b83\u66f4\u50cf\u4e00\u4e2a\u201c\u5e94\u6025\u89e3\u51b3\u65b9\u6848\u201d\uff0c\u800c\u975e\u957f\u671f\u751f\u4ea7\u529b\u5de5\u5177\u3002\u82e5\u80fd\u4f4e\u6210\u672c\u6253\u5f00\u4f01\u4e1a\u5185\u53cc\u673a\u534f\u4f5c\u573a\u666f\uff0c\u6216\u8bb8\u80fd\u8d70\u51fa\u5dee\u5f02\u5316\u3002\u4f46\u82e5\u5b9a\u4ef7\u8fc7\u9ad8\u6216\u4f18\u5316\u4e0d\u8db3\uff0c\u5f88\u5bb9\u6613\u6ca6\u4e3a\u4e00\u4e2a\u201c\u60f3\u6cd5\u4e0d\u9519\u4f46\u7528\u8d77\u6765\u9ebb\u70e6\u201d\u7684\u9e21\u808b\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\">Spantop<\/span>\n <\/div>\n<div class=\"comment-content\">Spantop turns another mac into a real second monitor for your Mac. Instead of buying extra hardware, you can extend your workspace to a nearby screen over Thunderbolt or WiFi. Lossless LZ4 display. 0 latency. It is built for people who travel, work from caf\u00e9s, use multiple devices, or want a quick second display without a bulky monitor. Simple setup, real extended desktop, and a lightweight Mac-first experience.<\/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 built Spantop because I often wanted a second monitor without carrying one around.<\/p>\n<p>Spantop lets you turn another computer or device into a real second monitor for your Mac over Thunderbolt or WiFi. It is made for people who travel, work from caf\u00e9s, use multiple screens, or just want more space without buying extra hardware.<\/p>\n<p>The goal was simple: open the app, connect another screen, and extend your Mac workspace.<\/p>\n<p>Would love your feedback \u2014 especially from Mac users who use multi-monitor setups, travel often, or work across multiple devices.<\/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\">Can I use this with my phone then basically<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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! does it work with windows? I mainly use mac for work, but still sometimes switch to windows for creative work, and connecting mac as a second monitor was always difficult with third party software.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">@aditya_dewaskar congrats with the launch!<\/p>\n<p>What features are free and what require a paid update?<\/p>\n<p>It would be nice to see the app in action somehow, maybe even captured from your POV using an iPhone, I think that might boost interest\/conversion for you.<\/p>\n<p>Good luck!<\/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<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\/Q576PUC4HHUXQE\" class=\"app-title\">Kosshi<\/a><\/p>\n<div class=\"one-liner\">Simple, fast outliner for Mac and iPhone.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">91<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Kosshi\u662f\u4e00\u6b3e\u4e3aMac\u548ciPhone\u6253\u9020\u7684\u6781\u901f\u539f\u751f\u5927\u7eb2\u7f16\u8f91\u5668\uff0c\u5e2e\u52a9\u5199\u4f5c\u8005\u4e0e\u9879\u76ee\u7ba1\u7406\u8005\u5728\u8de8\u8bbe\u5907\u95f4\u4e13\u6ce8\u68b3\u7406\u7ed3\u6784\u3001\u5d4c\u5165\u56fe\u50cf\uff0c\u5e76\u786e\u4fdd\u6570\u636e\u5b8c\u5168\u79c1\u6709\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\/3f2460ef-6c6a-4ce9-84bd-da6b87ff6f14.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/403c4466-b4c2-4f50-bb93-6f699214cc69.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d07d4aa2-da9d-428b-84d8-3822a65920a9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a41fa2fa-2ac5-41d2-a2be-d591f4f3611a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1a739932-83ab-4085-9712-4f1181a5bded.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\/697b720e-cf57-4f1a-adb0-e9c8527696f0.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=99kCim-fQdk\"><source src=\"https:\/\/www.youtube.com\/watch?v=99kCim-fQdk\" 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\">Mac<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Writing<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5927\u7eb2\u7f16\u8f91\u5668<\/span><br \/>\n <span class=\"tag\">macOS<\/span><br \/>\n <span class=\"tag\">iOS<\/span><br \/>\n <span class=\"tag\">\u8de8\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">iCloud\u540c\u6b65<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">Markdown<\/span><br \/>\n <span class=\"tag\">\u5199\u4f5c\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u539f\u751f\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u65e0\u8d26\u6237<\/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\u5206\u4eab\u81ea\u8ff0\uff1a\u56e0\u5199\u6280\u672f\u4e66\u548c\u9879\u76ee\u6df7\u4e71\u800c\u81ea\u9020\u3002\u7528\u6237\u8d5e\u8d4f\u5176\u65e0\u8d26\u6237\/\u65e0\u670d\u52a1\u5668\u7684\u9690\u79c1\u8bbe\u8ba1\uff0c\u5e76\u8be2\u95ee\u5927\u578b\u56fe\u50cf\u5927\u7eb2\u7684\u6027\u80fd\u4e0e\u8de8\u5e73\u53f0\u7b80\u5316\u96be\u5ea6\u3002\u5f00\u53d1\u8005\u56de\u5e94\u8de8\u5e73\u53f0\u6e32\u67d3\u5f15\u64ce\u662f\u6700\u5927\u6311\u6218\uff0c\u4f46\u786e\u4fdd\u79bb\u5c4f\u884c\u65e0\u6e32\u67d3\u5f00\u9500\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 Kosshi\u662f\u4e00\u4e2a\u5178\u578b\u7684\u201c\u72ec\u7acb\u5f00\u53d1\u8005\u89e3\u51b3\u81ea\u8eab\u75db\u70b9\u201d\u7684\u4ea7\u7269\uff0c\u4f46\u5b83\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u53c8\u4e00\u4e2a\u5927\u7eb2\u5de5\u5177\u201d\uff0c\u800c\u5728\u4e8e\u5b83\u5bf9\u201c\u4e13\u6ce8\u201d\u548c\u201c\u9690\u79c1\u201d\u7684\u56fa\u6267\u3002\u5728Notion\u3001Roam\u7b49\u91cd\u578b\u7b14\u8bb0\u548c\u6742\u4e71SaaS\u6a2a\u884c\u7684\u65f6\u4ee3\uff0cKosshi\u523b\u610f\u505a\u51cf\u6cd5\uff1a\u539f\u751f\u3001\u79bb\u7ebf\u4f18\u5148\u3001iCloud\u76f4\u8fde\u3001\u65e0\u8d26\u6237\u3002\u8fd9\u5207\u4e2d\u4e86\u4e00\u90e8\u5206\u6838\u5fc3\u7528\u6237\u7684\u771f\u5b9e\u6050\u60e7\u2014\u2014\u6570\u636e\u88ab\u5382\u5546\u7ed1\u67b6\uff0c\u4ee5\u53ca\u601d\u7ef4\u88ab\u5de5\u5177\u590d\u6742\u5316\u3002\u4ece\u6280\u672f\u4e0a\u770b\uff0c\u81ea\u7814\u6e32\u67d3\u5f15\u64ce\u5e76\u575a\u6301\u8de8\u5e73\u53f0\u5171\u4eab\u4ee3\u7801\uff0c\u8bf4\u660e\u5b83\u4e0d\u662f\u5957\u4e2aWebView\u7684\u6295\u673a\u4ea7\u54c1\uff0c\u8fd9\u503c\u5f97\u5c0a\u91cd\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c90\u591a\u7968\u7684\u51b7\u542f\u52a8\u4e5f\u66b4\u9732\u4e86\u786c\u4f24\uff1a\u5b83\u529f\u80fd\u592a\u201c\u7d20\u201d\u4e86\u3002\u56fe\u50cf\u5d4c\u5165\u3001\u5927\u7eb2\u6298\u53e0\u4e0e\u6392\u5e8f\u51e0\u4e4e\u662f\u57fa\u7840\u6807\u914d\uff0c\u7f3a\u4e4f\u53cc\u5411\u94fe\u63a5\u3001\u6807\u7b7e\u4f53\u7cfb\u3001\u751a\u81f3\u6a21\u677f\u7b49\u8fdb\u9636\u80fd\u529b\u3002\u5bf9\u4e8e\u5927\u591a\u6570\u7528\u6237\uff0c\u5b83\u53ef\u80fd\u66f4\u50cf\u4e00\u4e2a\u201c\u6f02\u4eae\u7684\u601d\u7ef4\u8349\u7a3f\u672c\u201d\uff0c\u800c\u975e\u80fd\u957f\u671f\u6258\u4ed8\u7684\u201c\u7b2c\u4e8c\u5927\u8111\u201d\u3002\u5173\u952e\u5728\u4e8e\uff0c\u5b83\u7684\u7528\u6237\u589e\u957f\u4f1a\u505c\u7559\u5728\u201c\u6280\u672f\u5199\u4f5c\u8005\u201d\u548c\u201c\u6781\u7b80\u4e3b\u4e49\u8005\u201d\u8fd9\u4e2a\u5c0f\u5708\u5c42\u5185\uff0c\u5f88\u96be\u7834\u5708\u3002\u5982\u679c\u4e0d\u5c3d\u5feb\u52a0\u5165\u53ef\u9009\u7684\u201c\u589e\u503c\u529f\u80fd\u201d\uff08\u5982\u5bfc\u51fa\u683c\u5f0f\u4e30\u5bcc\u5316\u3001\u8de8\u5927\u7eb2\u641c\u7d22\u3001\u6216\u4ed8\u8d39\u8ba2\u9605\u7684AI\u6da6\u8272\uff09\uff0cKosshi\u53ef\u80fd\u6c38\u8fdc\u53ea\u662f\u5f00\u53d1\u8005\u4e2a\u4eba\u7684\u9a84\u50b2\uff0c\u800c\u975e\u5e02\u573a\u7684\u9009\u62e9\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\">Kosshi<\/span>\n <\/div>\n<div class=\"comment-content\">Kosshi is a simple native outliner for macOS and iOS. Fast and focused outline editing.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hello \u2014 I’m Junichi, and I made Kosshi.<\/p>\n<p>A few years ago I was writing a technical book and noticed that sketching the structure first made the writing go much more smoothly. Around the same time I was juggling several personal projects, with information drifting apart across different tools, and I started to want an outliner of my own.<\/p>\n<p>What I was after was something that worked the same way on Mac and iPhone, could place images alongside text, and kept its data on my own devices. I couldn’t find it, so I made one. That’s Kosshi.<\/p>\n<p>It’s a native Mac and iOS app, with a rendering engine written from scratch, designed to stay smooth even with large outlines. Sync is over iCloud \u2014 no account, no server I run; your data lives only on your devices and in your iCloud.<\/p>\n<p>If you live in an outliner, I’d love to hear what you find.<\/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\">Congrats on your launch. Wishing you the best today!!<\/div>\n<div class=\"comment-actions\">\n<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\/@othman_katim\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@othman_katim<\/a> <\/p>\n<p>Thanks, really appreciate it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>feels like a very honest builder story, you needed a calm, private outliner that worked the same way across Mac and iPhone, so you made one.I like the no-account\/no-server approach. Outlines often hold unfinished thinking, not just polished notes.what was harder to get right: performance with large image-heavy outlines, or keeping the experience simple across both Mac and iOS?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@harshalvc_ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@harshalvc_ai<\/a> <\/p>\n<p>Thanks, that’s a kind read.<\/p>\n<\/p>\n<p>Of the two, cross-platform was the harder one. The hard part wasn’t really keeping the UX simple. It was one layer deeper. The rendering engine handles layout, text, Markdown, and images in one pipeline, and getting it to run cleanly through a single shared codebase across Mac and iOS is what took the most time. A change on Mac shows up on iPhone too.<\/p>\n<\/p>\n<p>Honestly, image-heavy outlines aren’t something I’ve pushed hard on. Kosshi is built for outlines that are mostly thinking, with images as occasional anchors. One thing I did spend time on, though, is making sure rows off-screen pay no rendering cost, and that applies to images too. So having a lot of them spread across a large outline shouldn’t really be a problem.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/AVEQS74CBD23KS\" class=\"app-title\">Coca 2.0<\/a><\/p>\n<div class=\"one-liner\">Keep Your Mac and Apps Awake!<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">85<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Coca 2.0\u662f\u4e00\u6b3eMac\u83dc\u5355\u680f\u5de5\u5177\uff0c\u901a\u8fc7\u4e00\u952e\u9632\u6b62\u7535\u8111\u4f11\u7720\u5e76\u5728\u4f60\u79bb\u5f00\u65f6\u865a\u62df\u79fb\u52a8\u9f20\u6807\uff0c\u8ba9\u529e\u516c\u4e0e\u901a\u8baf\u8f6f\u4ef6\u4fdd\u6301\u5728\u7ebf\u72b6\u6001\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\/b9f9050a-368c-4bf7-a5fd-75b50f57f5bc.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/WZwUuc8iadA?si=LzW3-a4VqH4UckOz\"><source src=\"https:\/\/youtu.be\/WZwUuc8iadA?si=LzW3-a4VqH4UckOz\" 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\/9f80cfae-14a9-4df5-8d51-da6701789e81.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\/f86a7f17-becb-4cb3-a30c-12eb01cb8b27.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f386c378-2886-4608-bc5f-3b44c6397820.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/47c47b75-1919-4efa-b512-44345adc1049.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b26d9960-c3fd-4825-8d95-a9aa863a7052.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4e95ad27-aa72-43b5-9d7d-e221b0fc6bf3.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\">Mac<\/span><br \/>\n <span class=\"tag\">Menu Bar Apps<\/span><br \/>\n <span class=\"tag\">Remote Work<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Mac\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u9632\u4f11\u7720<\/span><br \/>\n <span class=\"tag\">\u4fdd\u6301\u5728\u7ebf<\/span><br \/>\n <span class=\"tag\">\u83dc\u5355\u680f\u8f6f\u4ef6<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u529e\u516c\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u6d88\u606f\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u9f20\u6807\u6a21\u62df<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39\u66f4\u65b0<\/span><br \/>\n <span class=\"tag\">macOS<\/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\u9700\u6c42\u521a\u6027\uff08\u201c\u6838\u5fc3\u529f\u80fd\u672c\u8be5\u5185\u7f6e\u201d\uff09\uff0c\u5e76\u63d0\u53ca\u8fb9\u5de5\u4f5c\u8fb9\u4fdd\u6301\u901a\u8baf\u8f6f\u4ef6\u5728\u7ebf\u7684\u5b9e\u7528\u573a\u666f\u3002\u521b\u59cb\u4eba\u8865\u5145\u4e86\u201c\u6df1\u63a7\u201d\u529f\u80fd\u901a\u8fc7\u5c0f\u5e45\u79fb\u52a8\u9f20\u6807\u4fdd\u6301\u72b6\u6001\uff0c\u4e14\u6240\u6709\u529f\u80fd\u514d\u8d39\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 Coca 2.0\u7684\u672c\u8d28\u662f\u4e00\u4e2a\u201c\u53cd\u793e\u4ea4\u804c\u573a\u8f6f\u4ef6\u201d\u7684\u8ba8\u5de7\u5de5\u5177\u3002\u4e4d\u770b\u662f\u9632\u4f11\u7720\uff0c\u5b9e\u5219\u76f4\u51fb\u6570\u5b57\u5316\u529e\u516c\u4e2d\u201c\u5728\u7ebf\u72b6\u6001\u5373\u5fe0\u8bda\u5ea6\u201d\u7684\u8352\u8c2c\u5185\u5377\u3002\u5176\u201c\u6df1\u63a7\u201d\u529f\u80fd\u7cbe\u51c6\u5207\u5165\u4e86\u5458\u5de5\u88ab\u8feb\u5728Teams\u3001Slack\u4e0a\u4fdd\u6301\u201c\u7eff\u8272\u5728\u7ebf\u201d\u7684\u9690\u6027\u7126\u8651\uff0c\u662f\u4e00\u79cd\u5bf9\u804c\u573a\u76d1\u63a7\u7684\u65e0\u58f0\u5bf9\u6297\u3002\u4ece\u6280\u672f\u89d2\u5ea6\u770b\uff0c\u529f\u80fd\u7b80\u5355\u76f4\u63a5\uff0c\u65e0\u6280\u672f\u58c1\u5792\uff08\u865a\u62df\u9f20\u6807\u79fb\u52a8\u3001\u7535\u6e90\u7ba1\u7406\u914d\u7f6e\uff09\uff0c\u4f46\u80dc\u5728\u573a\u666f\u7406\u89e3\u6781\u6df1\u3002\u7528\u6237\u8bc4\u8bba\u4e2d\u201c\u4e3a\u4ec0\u4e48\u4e0d\u662fmacOS\u539f\u751f\u529f\u80fd\u201d\u7684\u611f\u53f9\uff0c\u6070\u6070\u8bf4\u660e\u82f9\u679c\u7f3a\u4e4f\u5bf9\u529e\u516c\u5c0f\u751f\u6001\u7ec6\u5fae\u75db\u70b9\u7684\u6d1e\u5bdf\u3002\u4e0d\u8fc7\uff0c\u8be5\u4ea7\u54c1\u5341\u5e74\u540e\u201c\u56de\u7089\u91cd\u9020\u201d\u6697\u793a\u5176\u6b64\u524d\u53d1\u5c55\u4e4f\u529b\uff0c\u5982\u4eca\u4f9d\u8d56\u514d\u8d39\u6a21\u5f0f\uff0c\u5546\u4e1a\u5316\u5929\u82b1\u677f\u660e\u663e\u2014\u2014\u8fd9\u7c7b\u5de5\u5177\u6781\u6613\u88ab\u7cfb\u7edf\u66f4\u65b0\u6216\u66f4\u5f3a\u5927\u7684\u7b2c\u4e09\u65b9\u81ea\u52a8\u5316\u5de5\u5177\u53d6\u4ee3\uff08\u5982Hammerspoon\u6216BetterTouchTool\u7684\u7ec4\u5408\u811a\u672c\uff09\u3002\u4f18\u70b9\u5728\u4e8e\u5f00\u7bb1\u5373\u7528\uff0c\u7f3a\u70b9\u5728\u4e8e\u4ef7\u503c\u5355\u4e00\u4e14\u53ef\u66ff\u4ee3\u6027\u6781\u5f3a\u3002\u80fd\u5728Product Hunt\u62ff\u523085\u7968\uff0c\u66f4\u591a\u662f\u60c5\u611f\u5171\u9e23\uff0c\u800c\u975e\u6280\u672f\u4f18\u8d8a\u6027\u3002\u5bf9\u91cd\u5ea6\u201c\u7eff\u8272\u7126\u8651\u201d\u7528\u6237\u503c\u5f97\u63a8\u8350\uff0c\u4f46\u5bf9\u8ffd\u6c42\u9ad8\u6548\u7ba1\u7406\u7684\u56e2\u961f\u800c\u8a00\uff0c\u601d\u8003\u5982\u4f55\u7ec8\u7ed3\u201c\u5728\u7ebf\u5047\u8c61\u201d\u800c\u975e\u7ef4\u6301\u5b83\uff0c\u624d\u662f\u66f4\u6839\u672c\u7684\u89e3\u6cd5\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\">Coca 2.0<\/span>\n <\/div>\n<div class=\"comment-content\">Keep your Mac from falling asleep, with one click! With Coca in your Mac’s menu bar, you stay green in all your messengers. \ud83d\udfe2<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I needed something like this. Why isn\u2019t this part of the core Mac features? \ud83d\ude05\ud83d\ude2d<\/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>Very timely launch. Every mac is half open 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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Coca launched 10 years ago with the goal to keep your Mac awake! It is back with a revamped UI and new features. One main focus in addition to keeping your Mac awake is the addition of Deep Control, intended to keep you green in messengers like Teams, Slack or similar apps. This works by moving your mouse a little bit when you are idle but doing nothing while you are present. You probably can not even see it do that. <\/p>\n<p>Coca always tried to be easy to setup, no complicated setup of powerful features. Even features like keeping awake with the MacBook lid closed require only one checkbox. All features are available for free in the new update!<\/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<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\/FQYUWSLEDTQSL5\" class=\"app-title\">Area Contrast Checker<\/a><\/p>\n<div class=\"one-liner\">Drag, Select, Know. A new way to check A11y contrast<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">81<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Area Contrast Checker \u662f\u4e00\u6b3e\u901a\u8fc7\u62d6\u62fd\u9009\u533a\u76f4\u63a5\u5206\u6790\u6d4f\u89c8\u5668\u6e32\u67d3\u50cf\u7d20\u7684Chrome\u6269\u5c55\uff0c\u5e2e\u52a9\u65e0\u969c\u788d\u5ba1\u6838\u5458\u5feb\u901f\u89e3\u51b3\u590d\u6742\u89c6\u89c9\u573a\u666f\uff08\u5982\u6e10\u53d8\u3001\u80cc\u666f\u56fe\u3001\u6df7\u5408\u6a21\u5f0f\uff09\u4e0b\u7684\u989c\u8272\u5bf9\u6bd4\u5ea6\u68c0\u6d4b\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\/3f1f19bf-72cd-4963-beb8-c95206c652b0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/10902b5d-f590-45df-98c6-5e18c04a9b73.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/efec62c8-1411-4ace-a7fa-52b24ff31bfd.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\/25f3df95-468a-4a19-a1a7-188bbec668e0.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/E5gjhc6-2qk\"><source src=\"https:\/\/youtu.be\/E5gjhc6-2qk\" 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\">Chrome Extensions<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Inclusivity<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Chrome\u6269\u5c55<\/span><br \/>\n <span class=\"tag\">\u65e0\u969c\u788d\u68c0\u6d4b<\/span><br \/>\n <span class=\"tag\">\u989c\u8272\u5bf9\u6bd4\u5ea6<\/span><br \/>\n <span class=\"tag\">\u50cf\u7d20\u7ea7\u5206\u6790<\/span><br \/>\n <span class=\"tag\">a11y\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8bbe\u8ba1\u5ba1\u6838<\/span><br \/>\n <span class=\"tag\">\u62d6\u62fd\u9009\u533a<\/span><br \/>\n <span class=\"tag\">\u89c6\u89c9\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u7528\u6237\u4f53\u9a8c\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u524d\u7aef\u5f00\u53d1<\/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\u4e3b\u8981\u6765\u81ea\u521b\u4f5c\u8005\uff08WAS\u8ba4\u8bc1\u4e13\u5bb6\uff09\u7684\u6df1\u5ea6\u8bf4\u660e\uff0c\u6307\u51fa\u5f53\u524d\u81ea\u52a8\u626b\u63cf\u3001\u53d6\u8272\u5668\u3001\u5143\u7d20\u68c0\u6d4b\u4e09\u79cd\u65b9\u6cd5\u7684\u5c40\u9650\u6027\uff0c\u5e76\u5f3a\u8c03\u672c\u5de5\u5177\u901a\u8fc7\u6e32\u67d3\u50cf\u7d20\u5206\u6790\u89e3\u51b3\u590d\u6742\u80cc\u666f\u68c0\u6d4b\u95ee\u9898\u3002\u6682\u65e0\u5176\u4ed6\u7528\u6237\u5177\u4f53\u95ee\u9898\u6216\u5efa\u8bae\u53cd\u9988\uff0c\u6574\u4f53\u4ee5\u53d1\u5e03\u4ecb\u7ecd\u4e3a\u4e3b\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 Area Contrast Checker \u7684\u5b9a\u4f4d\u975e\u5e38\u7cbe\u51c6\uff0c\u76f4\u51fb\u4e86\u5f53\u524d A11y \u68c0\u6d4b\u5de5\u5177\u94fe\u4e2d\u7684\u4e00\u4e2a\u771f\u5b9e\u75db\u70b9\uff1a\u5373\u9762\u5bf9\u771f\u5b9e\u4e16\u754c\u4e2d\u590d\u6742\u7684\u6e32\u67d3\u6548\u679c\uff08\u6e10\u53d8\u3001\u534a\u900f\u660e\u3001\u6df7\u5408\u6a21\u5f0f\uff09\uff0c\u4f20\u7edf\u65b9\u6cd5\u8981\u4e48\u201c\u770b\u4e0d\u89c1\u201d\uff08\u81ea\u52a8\u626b\u63cf\u5ffd\u7565\u80cc\u666f\u56fe\uff09\uff0c\u8981\u4e48\u201c\u7d2f\u6b7b\u4eba\u201d\uff08\u624b\u52a8\u53d6\u8272\u70b9\u9009\uff09\u3002\u5b83\u63d0\u51fa\u7684\u201c\u9009\u533a\u50cf\u7d20\u5206\u6790\u201d\u770b\u4f3c\u7b80\u5355\uff0c\u5b9e\u5219\u89e3\u51b3\u4e86\u201c\u6240\u89c1\u5373\u6240\u5f97\u201d\u7684\u68c0\u6d4b\u6807\u51c6\u95ee\u9898\u2014\u2014\u76f4\u63a5\u4ece\u7528\u6237\u5c4f\u5e55\u4e0a\u7684\u6700\u7ec8\u50cf\u7d20\u91c7\u6837\uff0c\u800c\u975e\u4ece\u4ee3\u7801\u62bd\u8c61\u5c42\u63a8\u65ad\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u5fc5\u987b\u6307\u51fa\uff0c\u8fd9\u6b3e\u5de5\u5177\u7684\u201c\u65b0\u201d\u66f4\u591a\u662f\u5e94\u7528\u573a\u666f\u7684\u5fae\u521b\u65b0\uff0c\u800c\u975e\u5e95\u5c42\u6280\u672f\u7a81\u7834\u3002\u50cf\u7d20\u91c7\u6837\u548c\u53d6\u8272\u5668\u672c\u8d28\u90fd\u662f\u57fa\u4e8e\u989c\u8272\u6570\u503c\uff0c\u5b83\u7684\u6838\u5fc3\u4f18\u52bf\u5728\u4e8e\u201c\u81ea\u52a8\u5316\u533a\u57df\u91c7\u6837\u201d\u548c\u6a21\u62df\u89c6\u89c9\u611f\u77e5\u8303\u56f4\uff08\u4f8b\u5982\u53d6\u4e00\u4e2a\u533a\u57df\u7684\u5bf9\u6bd4\u5ea6\u5e73\u5747\u503c\u6216\u6700\u5c0f\u503c\uff09\u3002\u8fd9\u6070\u6070\u9700\u8981\u7b97\u6cd5\u8db3\u591f\u806a\u660e\uff0c\u4ee5\u907f\u514d\u5728\u6e10\u53d8\u8fb9\u7f18\u3001\u9ad8\u566a\u58f0\u533a\u57df\u7ed9\u51fa\u8bef\u5bfc\u6027\u6570\u636e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u76ee\u524d\u6295\u7968\u6570\u548c\u8bc4\u8bba\u6570\u636e\u5747\u6765\u81ea\u521b\u59cb\u4eba\u7684\u81ea\u8ff0\uff0c\u5c1a\u672a\u83b7\u5f97\u5927\u91cf\u7528\u6237\u771f\u5b9e\u53cd\u9988\u3002\u5b83\u6700\u5927\u7684\u98ce\u9669\u5728\u4e8e\uff1a\u5982\u679c\u5b9a\u4f4d\u4e3a\u7ed9\u4e13\u4e1a\u5ba1\u6838\u5458\u4f7f\u7528\u7684\u201c\u7cbe\u786e\u201d\u5de5\u5177\uff0c\u5c31\u5fc5\u987b\u8bc1\u660e\u5176\u91c7\u6837\u7cbe\u5ea6\u548c\u7b97\u6cd5\u53ef\u9760\u6027\uff1b\u5982\u679c\u5b9a\u4f4d\u4e3a\u7ed9\u8bbe\u8ba1\u5e08\u7684\u201c\u5feb\u901f\u201d\u5de5\u5177\uff0c\u5219\u8981\u6743\u8861\u6613\u7528\u6027\u4e0e\u51c6\u786e\u5ea6\u4e4b\u95f4\u7684\u53d6\u820d\u3002\u6b64\u5916\uff0cChrome \u6269\u5c55\u7684\u6c99\u76d2\u73af\u5883\u5bf9\u6d4f\u89c8\u5668\u6e32\u67d3\u7684\u50cf\u7d20\u7ea7\u8bbf\u95ee\u662f\u5426\u5b58\u5728\u6027\u80fd\u635f\u8017\u6216\u6743\u9650\u9650\u5236\uff0c\u662f\u957f\u671f\u4f7f\u7528\u4e2d\u4e0d\u53ef\u5ffd\u89c6\u7684\u6697\u5751\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u7684\u6765\u8bf4\uff0c\u8fd9\u662f\u4e00\u4e2a\u201c\u65b9\u5411\u6b63\u786e\u201d\u7684\u5b9e\u7528\u5c0f\u4f17\u5de5\u5177\uff0c\u586b\u8865\u4e86\u5feb\u901f\u68c0\u6d4b\u4e0e\u7cbe\u51c6\u68c0\u6d4b\u4e4b\u95f4\u7684\u7a7a\u9699\uff0c\u4f46\u80fd\u5426\u6210\u4e3a A11y \u6d41\u7a0b\u7684\u6807\u914d\uff0c\u53d6\u51b3\u4e8e\u5b83\u5728\u771f\u5b9e\u590d\u6742\u9875\u9762\u4e0a\u7684\u7a33\u5b9a\u6027\u4e0e\u6548\u7387\uff0c\u800c\u4e0d\u662f\u5b83\u6709\u591a\u201c\u65b0\u201d\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Area Contrast Checker<\/span>\n <\/div>\n<div class=\"comment-content\">1.Auto scan, 2.Eyedropper, or 3.Element-based? Meet the 4th approach: Selection-based pixel analysis. This Chrome extension sees what users see, delivering reliable contrast ratios for complex visuals. No more relying solely on tedious manual picking. Just drag and know.<\/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 the creator of Area Contrast Checker. As an IAAP WAS (Certified Web Accessibility Specialist), I\u2019ve spent years auditing websites. Over time, I realized that current contrast checking methods have clear limitations.<\/p>\n<p>We usually rely on three methods:<\/p>\n<p>1. Auto-scanners: Fast, but they often miss background images or complex visuals.<br \/>\n2. Eyedroppers: Precise, but a tedious and time-consuming pixel-hunt.<br \/>\n3. Element-based code inspection: Reliable for simple CSS, but fails on overlays, gradients, and blending modes.<\/p>\n<p>I wanted a “4th approach” that combines speed with what the user actually sees.<\/p>\n<p>Area Contrast Checker analyzes the rendered pixels directly from your browser. No matter how complex the CSS or background image is, if a user can see it, this tool can measure it.<\/p>\n<p>“Just drag and know.” It\u2019s designed to make A11y audits faster, more objective, and closer to the real user experience.<\/p>\n<p>I\u2019d love to hear from you:<br \/>\nWhat is your biggest frustration with current A11y tools?<\/p>\n<p>Thank you for your support! \ud83d\ude80<\/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<\/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\/PQ4FEOKVCPB4VU\" class=\"app-title\">SignalLEMO – Ai Outreach Made Simple<\/a><\/p>\n<div class=\"one-liner\">AI-powered lead outreach for field service contractors<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">79<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>SignalLEMO\u4e3a\u73b0\u573a\u670d\u52a1\u627f\u5305\u5546\u63d0\u4f9bAI\u9a71\u52a8\u7684\u83b7\u5ba2\u5e73\u53f0\uff0c\u901a\u8fc7\u9884\u8bc4\u5206\u7ebf\u7d22\u548c\u81ea\u52a8\u751f\u6210\u7684\u5916\u8054\u90ae\u4ef6\uff0c\u89e3\u51b3\u4ed6\u4eec\u624b\u52a8\u641c\u5bfb\u5ba2\u6237\u548c\u51b7\u547c\u53eb\u7684\u4f4e\u6548\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\/a13dd26e-5248-4503-bde6-beee980ad419.jpeg?auto=format\" data-video-url=\"https:\/\/youtube.com\/shorts\/EpWr4dF6DtQ?feature=share\"><source src=\"https:\/\/youtube.com\/shorts\/EpWr4dF6DtQ?feature=share\" 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\/955fa282-4255-4ec3-a77f-20ae93031b85.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/52097938-fc75-47af-85b0-53bc04e56ee5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/40032310-cbee-434b-a239-4c24596f5397.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/be911b5c-4025-4966-9a2d-7a456b6013db.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9ebc9b11-fefd-472a-b208-4852fead7ff4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c44ddc40-8fce-4c67-9a1a-acc0c87263b0.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\">Sales<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u83b7\u5ba2<\/span><br \/>\n <span class=\"tag\">\u7ebf\u7d22\u8bc4\u5206<\/span><br \/>\n <span class=\"tag\">\u5916\u8054\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u73b0\u573a\u670d\u52a1\u627f\u5305\u5546<\/span><br \/>\n <span class=\"tag\">MSP<\/span><br \/>\n <span class=\"tag\">AV\u96c6\u6210\u5546<\/span><br \/>\n <span class=\"tag\">\u4f4e\u538b\u627f\u5305\u5546<\/span><br \/>\n <span class=\"tag\">B2B\u9500\u552e<\/span><br \/>\n <span class=\"tag\">\u6f5c\u5ba2\u7ba1\u9053<\/span><br \/>\n <span class=\"tag\">\u51b7\u547c\u53eb\u66ff\u4ee3<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u521b\u59cb\u4eba\u56de\u5e94\u4e86\u6f5c\u5728\u5ba2\u6237\u5173\u4e8e\u7ebf\u7d22\u6765\u6e90\u548c\u8bc4\u5206\u903b\u8f91\u7684\u63d0\u95ee\uff0c\u5f3a\u8c03\u6570\u636e\u805a\u5408\u4e0e\u884c\u4e1a\u5bf9\u9f50\u3002\u7528\u6237Sunil\u6307\u51fa\u7f51\u7ad9\u52a0\u8f7d\u6162\uff08\u79fb\u52a8\u7aef\u5f97\u520665\uff0cLCP\u8fbe9.3\u79d2\uff09\u3001\u7f3a\u9690\u79c1\u653f\u7b56\u4e0eSEO\u4f18\u5316\uff0c\u5efa\u8bae\u5347\u7ea7\u6280\u672f\u6808\u3002\u53e6\u4e00\u7528\u6237\u8ba4\u53ef\u4ea7\u54c1\u5782\u76f4\u805a\u7126\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 SignalLEMO\u7684\u5b9a\u4f4d\u7cbe\u51c6\u2014\u2014\u7784\u51c6\u201c\u73b0\u573a\u670d\u52a1\u627f\u5305\u5546\u201d\u8fd9\u4e00\u88ab\u4e3b\u6d41CRM\u548c\u9500\u552e\u5de5\u5177\u5ffd\u89c6\u7684\u5229\u57fa\u5e02\u573a\uff0c\u901a\u8fc7\u9884\u8bc4\u5206\u7ebf\u7d22\u548cAI\u751f\u6210\u90ae\u4ef6\u89e3\u51b3\u4e86\u4f20\u7edf\u51b7\u547c\u53eb\u6548\u7387\u4f4e\u548c\u624b\u52a8\u6316\u6398\u8d39\u65f6\u7684\u95ee\u9898\u3002\u4f46\u4ea7\u54c1\u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u4e8eAI\u90ae\u4ef6\u672c\u8eab\uff08\u5e02\u9762\u5df2\u6709\u5927\u91cf\u7c7b\u4f3c\u5de5\u5177\uff09\uff0c\u800c\u5728\u4e8e\u201c\u7ebf\u7d22\u8bc4\u5206\u201d\u73af\u8282\u7684\u5782\u76f4\u5316\u6570\u636e\u6a21\u578b\uff1a\u80fd\u5426\u771f\u6b63\u7406\u89e3\u4f4e\u7535\u538b\u3001AV\u3001MSP\u7b49\u7ec6\u5206\u751f\u610f\u6a21\u5f0f\uff0c\u800c\u975e\u7b80\u5355\u5957\u7528B2B\u901a\u7528\u8bc4\u5206\u903b\u8f91\u3002\u8bc4\u8bba\u4e2d\u7528\u6237Sunil\u7684\u5ba1\u8ba1\u867d\u663e\u504f\u6fc0\uff0c\u4f46\u6307\u51fa\u4e86\u81f4\u547d\u77ed\u677f\uff1a\u6280\u672f\u57fa\u7840\u8584\u5f31\u3002\u79fb\u52a8\u7aef9.3\u79d2\u52a0\u8f7d\u5728\u7528\u6237\u8010\u5fc3\u4ec53\u79d2\u7684\u4eca\u5929\uff0c\u610f\u5473\u7740\u5e7f\u544a\u9884\u7b97\u5728\u70e7\u94b1\uff1b\u7f3a\u5931\u9690\u79c1\u653f\u7b56\u76f4\u63a5\u5f71\u54cd\u5408\u89c4\u4e0e\u5e7f\u544a\u8d26\u6237\u5b58\u7eed\uff1b\u65e0SEO\u7b56\u7565\u5219\u8ba9\u81ea\u7136\u6d41\u91cf\u51e0\u4e4e\u4e3a\u96f6\u3002\u8fd9\u610f\u5473\u7740\uff0c\u4ea7\u54c1\u5728\u83b7\u5ba2\u6f0f\u6597\u524d\u7aef\uff08\u7f51\u7ad9\u4f53\u9a8c\u3001\u53ef\u53d1\u73b0\u6027\uff09\u5b58\u5728\u7cfb\u7edf\u65ad\u5c42\uff0c\u5373\u4f7f\u540e\u7aef\u7ebf\u7d22\u7cbe\u51c6\u4e5f\u65e0\u6cd5\u653e\u5927\u89c4\u6a21\u3002\u521b\u59cb\u4ebaShaquille\u7684\u56de\u590d\u8868\u660e\u4ed6\u4eec\u5173\u6ce8\u8bc4\u5206\u6a21\u578b\u8fed\u4ee3\uff0c\u4f46\u663e\u7136\u5ffd\u89c6\u4e86\u57fa\u5efa\u2014\u2014\u4e00\u4e2a\u52a0\u8f7d\u6162\u3001\u65e0\u6cd5\u5f8b\u9875\u9762\u7684\u5e73\u53f0\uff0c\u5728B2B\u51b3\u7b56\u8005\u773c\u4e2d\u662f\u4fe1\u4efb\u8d64\u5b57\u3002\u5982\u679cSignalLEMO\u60f3\u4ece\u201c\u6709\u8da3\u7684\u5c0f\u5de5\u5177\u201d\u8fdb\u5316\u4e3a\u201c\u627f\u5305\u5546\u5fc5\u7528\u7684\u9500\u552e\u5f15\u64ce\u201d\uff0c\u77ed\u671f\u9700\u7d27\u6025\u4fee\u590d\u6027\u80fd\u4e0e\u5408\u89c4\uff0c\u4e2d\u671f\u5219\u9700\u5c06\u201c\u5782\u76f4\u5316\u7ebf\u7d22\u8bc4\u5206\u201d\u505a\u6210\u53ef\u6d4b\u8bd5\u3001\u53ef\u91cf\u5316\u7684\u6838\u5fc3\u58c1\u5792\uff0c\u800c\u975e\u505c\u7559\u5728\u53e3\u53f7\u3002\u5426\u5219\uff0c\u7c7b\u4f3cSunil\u8fd9\u6837\u7684\u6280\u672f\u5ba1\u89c6\u4f1a\u6301\u7eed\u529d\u9000\u4ed8\u8d39\u7528\u6237\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\">SignalLEMO – Ai Outreach Made Simple<\/span>\n <\/div>\n<div class=\"comment-content\">SignalLEMO gives MSPs, AV integrators, low-voltage contractors, and subcontractors pre-scored leads, AI-generated outreach emails, and an automated pipeline \u2014 all in one platform. No more cold calling. No more manual lead hunting. Just find your next client, send the email, and close the deal. Free to start. No credit card required. First 10 leads + 5 Emails FREE!<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! \ud83d\udc4b I’m Shaquille, founder of SignalLEMO.<br \/>\nI built this because I kept seeing the same problem \u2014 talented field service contractors losing work not because they weren’t good at what they do, but because they had no system for finding and landing clients. Cold calling, manual lead lists, generic outreach \u2014 it just doesn’t work anymore.<br \/>\nSignalLEMO gives contractors an unfair advantage. Pre-scored leads, AI emails that actually convert, and a pipeline to keep it all organized \u2014 all in one place.<br \/>\nWe’re free to start and already have contractors landing deals within their first two weeks on the platform.<br \/>\nWould love your feedback, questions, and honest thoughts. This community always makes products better \u2014 so don’t hold back. \ud83d\ude4f<br \/>\n\ud83d\udd17 signallemo.com<\/div>\n<div class=\"comment-actions\">\n<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\/@shaquille_adams\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shaquille_adams<\/a> <strong>Hi Shaquille,<\/strong><\/p>\n<p>Loved the product infrastructure behind SignalLEMO. Automating pre-vetted lead pipelines and scored outreach campaigns for low-voltage contractors and system integrators addresses a highly lucrative B2B niche.<\/p>\n<p>However, while evaluating your patient storefront acquisition funnel from an engineering perspective, I detected significant technical and structural deficits on your primary domain (<a href=\"http:\/\/signallemo.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">signallemo.com<\/a>) that are actively dropping your visitor-to-signup conversion metrics.<\/p>\n<p>According to a core programmatic audit, your platform\u2019s mobile interface scores <strong>65\/100<\/strong>, driven by a severe <strong>9.3-second Largest Contentful Paint (LCP)<\/strong> latency.<\/p>\n<p>When a prospective subcontractor clicks your link via a mobile viewport, they encounter a blank screen for over <strong>3.5 seconds<\/strong> before core text assets render. Based on standard mobile retention benchmarks, an interface delay of this magnitude typically triggers a 30%+ drop-off rate on inbound ad traffic.<\/p>\n<h3><strong>\ud83d\udea8 Critical Vulnerability Matrix:<\/strong><\/h3>\n<ul>\n<li>\n<p><strong>The Performance Leak:<\/strong> 854 KiB of uncompressed image payloads and 1,260ms of render-blocking script executions stall the rendering engine.<\/p>\n<\/li>\n<li>\n<p><strong>The Trust & Compliance Gap:<\/strong> Complete absence of mandatory Privacy Policy and Terms of Service links in your footer node, making your ad accounts highly vulnerable to algorithmic compliance bans.<\/p>\n<\/li>\n<li>\n<p><strong>The SEO & Authority Void:<\/strong> Zero strategic structural keyword targeting (e.g., <em>‘Low-Voltage Contractor CRM Software’<\/em>) combined with a weak backlink profile, keeping your platform invisible from free organic Google traffic.<\/p>\n<\/li>\n<li>\n<p><strong>The Analytics Blindspot:<\/strong> Missing granular behavior tracking, leaving you blind to exactly where warm leads drop off during signup cycles.<\/p>\n<\/li>\n<\/ul>\n<h3><strong>\ud83d\udee0\ufe0f The Core Engineering Fix (Tech Stack Infrastructure):<\/strong><\/h3>\n<p>To systematically overhaul the marketing storefront and convert traffic at peak efficiency, I will rebuild and scale your infrastructure using a modern production-grade stack:<\/p>\n<ul>\n<li>\n<p><strong>Next.js 14\/15 + Tailwind CSS:<\/strong> Transitioning to server-side rendering (SSR) to completely clear the browser rendering timeline, reducing load speed to <strong>sub-1.5 seconds (95+ Lighthouse Score)<\/strong> and permanently fixing mobile layout fractures.<\/p>\n<\/li>\n<li>\n<p><strong>Framer Motion + Lucide React:<\/strong> Introducing smooth, lightweight micro-animations and vector components to build high-ticket visual authority with <strong>0.00 Cumulative Layout Shift (CLS)<\/strong>.<\/p>\n<\/li>\n<li>\n<p><strong>Next-SEO Framework:<\/strong> Implementing clean semantic HTML nodes (, ) and embedding contextual B2B keywords into metadata arrays to accelerate Google indexation.<\/p>\n<\/li>\n<li>\n<p><strong>Google Analytics 4 + Microsoft Clarity:<\/strong> Instrumenting custom event trackers (pricing clicks, form focus times) along with visitor session video recordings and heatmaps to trace and fix user friction points live.<\/p>\n<\/li>\n<li>\n<p><strong>Targeted Organic Hub:<\/strong> Deploying 3 production-ready, search-optimized technical blogs (targeting top, middle, and bottom funnel intents) to capture competitive inbound contractor searches.<\/p>\n<\/li>\n<\/ul>\n<p>I have engineered a lightweight Next.js component blueprint of your hero interface that structurally solves these layout breaks and eliminates the 9.3s loading friction.<\/p>\n<\/p>\n<p>Best regards,<\/p>\n<p><strong>Sunil Mahato<\/strong><\/p>\n<p>(SaaS Frontend Systems Architect)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@shaquille_adams\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shaquille_adams<\/a> Congrats on the launch Shaquille \ud83c\udf89<\/p>\n<p>Niche-specific lead scoring for field service contractors is a sharp focus, going after MSPs and low-voltage pros specifically beats another generic outreach tool. Rooting for you \ud83e\udd1d<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Where are the leads coming from, and how do you decide the score is actually a fit for that niche?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@thamibenjelloun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thamibenjelloun<\/a> Great question. SignalLEMO aggregates publicly available business\/contact data from multiple sources and then filters\/enriches it based on niche relevance signals.<\/p>\n<p>The scoring system looks at factors like industry alignment, business activity, digital presence, contact completeness, engagement indicators, and how closely the lead matches the user\u2019s target profile.<\/p>\n<p>The goal isn\u2019t just \u201cmore leads\u201d \u2014 it\u2019s helping users prioritize the leads most likely to convert for their specific niche. We\u2019re also continuously refining the scoring model as more usage data and feedback come in.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">#14<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/YB4WPNMIXON452\" class=\"app-title\">Finderlock<\/a><\/p>\n<div class=\"one-liner\">Lock Mac files in Finder with Touch ID & AES-256<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">77<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Finderlock\u662f\u4e00\u6b3e\u539f\u751fmacOS\u5e94\u7528\uff0c\u901a\u8fc7Touch ID\u6216\u5bc6\u7801\u4e00\u952e\u9501\u5b9aFinder\u4e2d\u7684\u5355\u4e2a\u6587\u4ef6\u6216\u6587\u4ef6\u5939\uff0c\u91c7\u7528\u94f6\u884c\u7ea7AES-256\u52a0\u5bc6\uff0c\u89e3\u51b3macOS\u7f3a\u5c11\u4fbf\u6377\u3001\u672c\u5730\u5316\u6587\u4ef6\u7ea7\u52a0\u5bc6\u5de5\u5177\u7684\u95ee\u9898\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c7683dec-7976-4772-b993-7a824fbd1383.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/af253726-1515-4d5b-b2ab-28b617da3829.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5302f1ff-c68d-4639-903a-28e3405a33c5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/867fd658-6cea-43e1-8cbc-14f14ade1b7a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cd143b06-8053-4324-86c8-79e0c509aef0.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\/be249307-9239-4fed-8cea-422f956012e3.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=KmA8sSZixtg\"><source src=\"https:\/\/www.youtube.com\/watch?v=KmA8sSZixtg\" 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\">Mac<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Security<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">macOS\u6587\u4ef6\u52a0\u5bc6<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u52a0\u5bc6\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">Touch ID\u89e3\u9501<\/span><br \/>\n <span class=\"tag\">AES-256\u52a0\u5bc6<\/span><br \/>\n <span class=\"tag\">Finder\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u6587\u4ef6\u9501<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4fdd\u62a4<\/span><br \/>\n <span class=\"tag\">\u4e00\u6b21\u6027\u4ed8\u8d39<\/span><br \/>\n <span class=\"tag\">\u65e0\u8ba2\u9605<\/span><br \/>\n <span class=\"tag\">\u5b89\u5168\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>\u521b\u59cb\u4eba\u89e3\u91ca\u4e86\u5f00\u53d1\u521d\u8877\uff08macOS\u7f3a\u4e4f\u539f\u751f\u7b80\u4fbf\u65b9\u6848\uff09\u3002\u7528\u6237\u8be2\u95ee\u80fd\u5426\u5c55\u793aFinder\u4e2d\u7684\u5b9e\u9645\u4ea4\u4e92\u6f14\u793a\uff0c\u5e76\u4e0e\u201c\u7a00\u758f\u5305+\u78c1\u76d8\u5de5\u5177\u201d\u514d\u8d39\u65b9\u6848\u5bf9\u6bd4\uff1b\u5f00\u53d1\u8005\u56de\u5e94\u79f0\u7a00\u758f\u5305\u6302\u8f7d\/\u5378\u8f7d\u7e41\u7410\uff0c\u7528\u6237\u613f\u4e3a\u7b80\u6d01\u53cc\u70b9\u51fbUI\u4ed8\u8d39\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 Finderlock\u5728\u4ea7\u54c1\u5b9a\u4f4d\u4e0a\u786e\u5b9e\u7cbe\u51c6\u5207\u4e2d\u4e86\u201c\u4e2d\u95f4\u5730\u5e26\u201d\u2014\u2014\u6bd4FileVault\u7684\u5168\u76d8\u52a0\u5bc6\u66f4\u7075\u6d3b\uff0c\u6bd4Disk Utility\u6216\u547d\u4ee4\u884c\u7684\u6280\u672f\u64cd\u4f5c\u66f4\u4eb2\u6c11\u3002\u5b83\u7684\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u52a0\u5bc6\u6280\u672f\u672c\u8eab\uff08AES-256\u5df2\u662f\u884c\u4e1a\u6807\u914d\uff09\uff0c\u800c\u5728\u4e8e\u5c06\u52a0\u5bc6\u529f\u80fd\u201c\u539f\u751f\u5d4c\u5165Finder\u4ea4\u4e92\u201d\uff0c\u628a\u539f\u672c\u9700\u8981\u4e24\u6b65\u4ee5\u4e0a\u4e14\u53cd\u76f4\u89c9\u7684\u64cd\u4f5c\u538b\u7f29\u6210\u53cc\u51fb\u89e3\u9501\u3001\u81ea\u52a8\u4e0a\u9501\u7684\u76f4\u89c9\u5316\u6d41\u7a0b\u3002\u8fd9\u79cd\u201c\u964d\u7ef4\u6253\u51fb\u201d\u5f88\u806a\u660e\uff1a\u5b83\u4e0d\u6311\u6218\u82f9\u679c\u7684\u5e95\u5c42\u6846\u67b6\uff0c\u800c\u662f\u505a\u82f9\u679c\u6ca1\u505a\u4f46\u7528\u6237\u9700\u8981\u7684\u201c\u4f53\u9a8c\u8865\u4e01\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u51b7\u9759\u6765\u770b\uff0c\u8fd9\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u201c\u5fae\u521b\u65b0\u201d\u4ea7\u54c1\uff0c\u800c\u975e\u98a0\u8986\u6027\u5de5\u5177\u3002\u5b83\u7684\u62a4\u57ce\u6cb3\u5f88\u6d45\uff1a\u5982\u679c\u82f9\u679c\u5728\u672a\u6765macOS\u7248\u672c\u4e2d\u987a\u624b\u52a0\u5165Finder\u53f3\u952e\u52a0\u5bc6\u529f\u80fd\uff0c\u8fd9\u6b3e\u5e94\u7528\u7684\u5e02\u573a\u7a7a\u95f4\u5c06\u88ab\u5927\u5e45\u6324\u538b\u3002\u4e14\u76ee\u524d77\u7968\u7684\u6d4b\u8bd5\u6570\u636e\u5e76\u4e0d\u7b97\u9ad8\uff0c\u8bf4\u660e\u7528\u6237\u5bf9\u5176\u201c\u521a\u9700\u5c5e\u6027\u201d\u4ecd\u6709\u72b9\u8c6b\u3002\u8bc4\u8bba\u4e2d\u201c\u7a00\u758f\u5305+Keychain\u201d\u514d\u8d39\u65b9\u6848\u7684\u8d28\u7591\u76f4\u6307\u8981\u5bb3\u2014\u2014\u5bf9\u6280\u672f\u7528\u6237\u800c\u8a00\uff0cFinderlock\u63d0\u4f9b\u7684\u4fbf\u5229\u662f\u5426\u503c\u5f97\u4e00\u6b21\u6027\u4ed8\u8d39\uff08\u54ea\u6015\u534a\u4ef7\uff09\uff1f\n <\/p>\n<p class=\"ai-content\">\n \u66f4\u503c\u5f97\u8b66\u60d5\u7684\u662f\u201c\u672c\u5730\u3001\u65e0\u4e91\u3001\u65e0\u9065\u6d4b\u201d\u7684\u5ba3\u4f20\u70b9\uff0c\u8fd9\u65e2\u662f\u4eae\u70b9\u4e5f\u662f\u5c40\u9650\uff1a\u5b83\u65e0\u6cd5\u6ee1\u8db3\u8de8\u8bbe\u5907\u540c\u6b65\u6216\u4e91\u7aef\u534f\u4f5c\u573a\u666f\u3002\u7528\u6237\u5982\u679c\u5bfb\u6c42\u4e0eiCloud\u3001Dropbox\u914d\u5408\u7684\u52a0\u5bc6\u65b9\u6848\uff0cFinderlock\u4ea7\u54c1\u5f62\u6001\u4f1a\u7acb\u523b\u8131\u8282\u3002\u5b83\u66f4\u50cf\u4e00\u4e2a\u201c\u4e2a\u4eba\u9690\u79c1\u5b64\u5c9b\u201d\u7684\u5b88\u62a4\u8005\uff0c\u9002\u5408\u5bf9\u5b89\u5168\u6781\u5ea6\u654f\u611f\u4e14\u64cd\u4f5c\u9891\u6b21\u4e0d\u9ad8\u7684\u6781\u5ba2\uff0c\u4f46\u5bf9\u5927\u4f17\u4e3b\u6d41\u9700\u6c42\u800c\u8a00\uff0c\u5176\u4ef7\u503c\u9700\u8981\u5728\u201c\u4fbf\u5229\u201d\u4e0e\u201c\u529f\u80fd\u5b8c\u6574\u5ea6\u201d\u4e4b\u95f4\u53cd\u590d\u6382\u91cf\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\">Finderlock<\/span>\n <\/div>\n<div class=\"comment-content\">FinderLock is a native macOS app that lets you lock any file or folder in Finder with Touch ID or a password. AES-256 encryption \u2014 the same standard used by banks. Unlike FileVault (full-disk only), FinderLock protects individual files with one click. Double-click to unlock, auto-lock when idle, and lock icon badges right in Finder. Everything stays on your Mac. No accounts, no cloud, no telemetry. Free plan included. One-time purchase \u2014 no subscription.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\ud83d\udc4b Hey Product Hunt! I\u2019m Abdelhak, the founder of Finderlock.<\/p>\n<p>I built Finderlock because I always found it frustrating that macOS didn\u2019t offer a simple, native way to securely lock files or folders right inside Finder. Encrypting files usually meant using Disk Utility, command line, or third-party apps that felt too complex or relied on the cloud.<br \/>\nSo I made Finderlock:<\/p>\n<p>Native macOS app (feels like it should have shipped with your Mac).<\/p>\n<p>Lock\/unlock in 2 clicks with Touch ID or password.<\/p>\n<p>AES-256 encryption for peace of mind.<\/p>\n<p>Local-only \u2014 your files never leave your Mac.<\/p>\n<p>\ud83d\udc49 We\u2019re launching today with an early bird offer: 50% off for the first 100 users.<\/p>\n<p>I\u2019d love your feedback!<\/p>\n<p>What do you think of the Finder integration?<\/p>\n<p>Is there a feature you\u2019d like added?<\/p>\n<p>Would you use Finderlock for work, personal, or both?<\/p>\n<p>Thanks so much for checking it out. Your feedback means the world \ud83d\ude4f<\/p>\n<p>\ud83d\udd17 <a href=\"https:\/\/finderlock.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/finderlock.com<\/a><\/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\">Hey @abdelhak_akermi – congrats with the launch!<\/p>\n<p>Would be really great to see the demo of how it looks in Finder, because now screenshots or video only show the app, but for me the actual working logic is more interesting (you are likely to see that more often than changing settings).<\/p>\n<p>How does this app compare to just using a Sparse Bundle created with a Disk Utility for free? With Sparse Bundle can put it under protection and unlock with double-click and Touch ID too (if you save the bundle password to keychain), and then simply access from the Finder as an attached volume, all for free.<\/p>\n<p>Cheers!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abdelhak_akermi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abdelhak_akermi<\/a> <a href=\"https:\/\/www.producthunt.com\/@peter_samokhin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@peter_samokhin<\/a> honestly the sparse bundle trick works, but it’s such a pain to mount and unmount attached volumes every time. people will always pay a premium just to have a clean 2-click UI that skips the terminal or disk utility overhead.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/VFKOSYEQQV4HAF\" class=\"app-title\">Vibegrowing AI<\/a><\/p>\n<div class=\"one-liner\">You build the app. Vibegrowing handles growth.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">18<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Vibegrowing AI\u662f\u4e00\u4e2a\u4e3a\u72ec\u7acb\u5f00\u53d1\u8005\u6253\u9020\u7684\u4e00\u7ad9\u5f0fAI\u9762\u677f\uff0c\u5728App\u4e0a\u67b6\u524d\u96c6\u4e2d\u5904\u7406\u7ade\u54c1\u7814\u7a76\u3001ASO\u5143\u6570\u636e\u4f18\u5316\u3001\u56fe\u6807\u622a\u56fe\u751f\u6210\u3001\u843d\u5730\u9875\u5236\u4f5c\u53ca\u6cd5\u5f8b\u6587\u6863\u64b0\u5199\uff0c\u5e76\u652f\u6301\u4e00\u952e\u63a8\u9001\u81f3App Store Connect\uff0c\u89e3\u51b3\u53d1\u5e03\u524d\u7e41\u7410\u8017\u65f6\u7684\u51c6\u5907\u5de5\u4f5c\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\/797d0fe9-d4d7-48fe-aada-da755b6d9881.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ba2b52fc-1762-4f1b-897a-4b5382f1fb3f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/632cef0a-7b50-4ece-9b17-775d7ebf673f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1ed08f98-8822-433f-b72d-99de6a423c47.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b5f2907b-129c-4df4-acc5-cdeae284fd80.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/be44bc0e-7f40-48b5-a648-d3ada924e6b2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3ae75ad5-8a46-43ff-8952-aa36497763d5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b2efd7d3-e0d0-4f4c-add2-93ddf8a18a0a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/68c45c70-882e-47ab-8742-1f506780c057.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\/5ff92f00-943d-4a12-bdb7-c988f336b69b.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/jJlX-e-NZGM?si=QtT-y5iW_T0zE-gW\"><source src=\"https:\/\/youtu.be\/jJlX-e-NZGM?si=QtT-y5iW_T0zE-gW\" 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\">Growth Hacking<\/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\">ASO\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">AI\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u72ec\u7acb\u5f00\u53d1\u8005<\/span><br \/>\n <span class=\"tag\">App\u4e0a\u67b6<\/span><br \/>\n <span class=\"tag\">\u5e94\u7528\u589e\u957f<\/span><br \/>\n <span class=\"tag\">\u5143\u6570\u636e\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u7ade\u54c1\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u8425\u9500<\/span><br \/>\n <span class=\"tag\">AI\u9762\u677f<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176ASO\u5173\u952e\u8bcd\u548c\u5143\u6570\u636e\u751f\u6210\u529f\u80fd\uff0c\u5c24\u5176\u5173\u6ce8\u5b9e\u65f6\u641c\u7d22\u6570\u636e\u4e0eLLM\u7684\u7ed3\u5408\u3002\u6709\u8bc4\u8bba\u8d28\u7591\u5176\u662f\u5426\u53ea\u662f\u201c\u6548\u7387\u5de5\u5177\u201d\u800c\u975e\u771f\u6b63\u6539\u53d8\u589e\u957f\u7ed3\u679c\uff0c\u5f00\u53d1\u8005\u56de\u5e94\u79f0\u6570\u636e\u9a71\u52a8\u4e0eAI\u7ed3\u5408\u3002\u7528\u6237\u4e5f\u5173\u5fc3\u591aapp\u4e0a\u67b6\u7684\u8017\u65f6\u95ee\u9898\uff0c\u671f\u5f85\u8fdb\u4e00\u6b65\u51cf\u5c11\u91cd\u590d\u52b3\u52a8\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 Vibegrowing AI\u5207\u4e2d\u4e86\u72ec\u7acb\u5f00\u53d1\u8005\u201c\u5efaapp\u5bb9\u6613\uff0c\u53d1\u5e03\u96be\u201d\u7684\u771f\u5b9e\u75db\u70b9\u2014\u2014\u5c24\u5176\u5728AI\u5927\u5e45\u964d\u4f4e\u7f16\u7801\u95e8\u69db\u540e\uff0c\u4e0a\u67b6\u524d\u7684\u7410\u788e\u5de5\u4f5c\u6210\u4e86\u65b0\u7684\u6548\u7387\u74f6\u9888\u3002\u4ea7\u54c1\u6838\u5fc3\u5356\u70b9\u5728\u4e8e\u5c06\u7ade\u54c1\u7814\u7a76\u3001ASO\u5143\u6570\u636e\u3001\u89c6\u89c9\u7d20\u6750\u3001\u843d\u5730\u9875\u548c\u6cd5\u5f8b\u6587\u4e66\u6574\u5408\u5230\u4e00\u4e2a\u9762\u677f\uff0c\u5e76\u652f\u6301\u76f4\u8fbeApp Store Connect\uff0c\u8fd9\u786e\u5b9e\u80fd\u5927\u5e45\u7f29\u77ed\u4ece\u5b8c\u6210\u5f00\u53d1\u5230\u4e0a\u67b6\u7684\u65f6\u95f4\u5468\u671f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u5b83\u9762\u4e34\u4e00\u4e2a\u66f4\u6df1\u5c42\u7684\u8d28\u7591\uff1a\u5b83\u5230\u5e95\u662f\u4e00\u4e2a\u201c\u589e\u957f\u5de5\u5177\u201d\uff0c\u8fd8\u662f\u4e00\u4e2a\u201c\u53d1\u5e03\u5de5\u5177\u201d\uff1f\u4ece\u76ee\u524d\u529f\u80fd\u770b\uff0c\u5b83\u4e3b\u8981\u89e3\u51b3\u7684\u662f\u53d1\u5e03\u524d\u7684\u6807\u51c6\u5316\u3001\u6d41\u7a0b\u5316\u5de5\u4f5c\uff0c\u800c\u975e\u771f\u6b63\u7684\u7528\u6237\u83b7\u53d6\u6216\u957f\u671f\u589e\u957f\u7b56\u7565\u3002\u7ade\u54c1\u5206\u6790\u548cASO\u4f18\u5316\u662f\u589e\u957f\u7684\u57fa\u7840\uff0c\u4f46\u7edd\u975e\u5168\u90e8\u3002\u6ca1\u6709\u7528\u6237\u7559\u5b58\u673a\u5236\u3001\u4ed8\u8d39\u7b56\u7565\u3001\u5e94\u7528\u5185\u6d3b\u52a8\u6216\u88c2\u53d8\u652f\u6301\uff0c\u4ec5\u9760ASO\u548c\u6f02\u4eae\u622a\u56fe\u65e0\u6cd5\u8ba9\u4e00\u4e2a\u5e73\u5eb8\u7684\u5e94\u7528\u201c\u8d77\u98de\u201d\u3002\u8bc4\u8bba\u4e2d\u201c60-point efficiency play\u201d\u7684\u8d28\u95ee\u6233\u4e2d\u4e86\u8981\u5bb3\u2014\u2014\u5de5\u5177\u5305\u88f9\u5f97\u518d\u597d\u770b\uff0c\u5982\u679c\u53ea\u662f\u628a\u5206\u6563\u5de5\u4f5c\u96c6\u4e2d\u5316\uff0c\u800c\u6ca1\u6709\u63d0\u4f9b\u53ef\u91cf\u5316\u7684\u589e\u957f\u6982\u7387\u63d0\u5347\uff0c\u90a3\u5b83\u672c\u8d28\u4e0a\u4ecd\u662f\u201c\u6570\u5b57\u6742\u52a1\u6574\u5408\u5668\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5bf9\u72ec\u7acb\u5f00\u53d1\u8005\u800c\u8a00\uff0c\u4ef7\u503c\u662f\u771f\u5b9e\u7684\uff1a\u8282\u77013-5\u5929\u7684\u53d1\u5e03\u51c6\u5907\u65f6\u95f4\uff0c\u907f\u514d\u91cd\u590d\u52b3\u52a8\u3002\u4f46\u82e5\u8981\u6210\u4e3a\u771f\u6b63\u7684\u201c\u589e\u957f\u5f15\u64ce\u201d\uff0cVibegrowing\u8fd8\u9700\u4ece\u201c\u8f85\u52a9\u53d1\u5e03\u201d\u5411\u201c\u6570\u636e\u53cd\u9988\u5faa\u73af\u201d\u5ef6\u4f38\u2014\u2014\u4e0a\u7ebf\u540e\u7684\u5173\u952e\u8bcd\u8868\u73b0\u8ddf\u8e2a\u3001\u7528\u6237\u83b7\u53d6\u6210\u672c\u5206\u6790\u3001\u751a\u81f3A\/B\u6d4b\u8bd5\u5efa\u8bae\uff0c\u624d\u662f\u5b83\u4ece\u5de5\u5177\u5347\u7ef4\u4e3a\u201c\u589e\u957f\u4f19\u4f34\u201d\u7684\u5173\u952e\u4e00\u6b65\u3002\u76ee\u524d\uff0c\u5b83\u66f4\u50cf\u4e00\u4e2a\u7cbe\u81f4\u7684\u201c\u53d1\u5c04\u53f0\u201d\uff0c\u800c\u975e\u6301\u7eed\u7684\u201c\u63a8\u8fdb\u5668\u201d\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Vibegrowing AI<\/span>\n <\/div>\n<div class=\"comment-content\">Competitor research, ASO metadata, icon, screenshots, landing page, and legal docs, one AI-native panel. Write, refine, and push straight to App Store Connect.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey PH! I’m Bugrahan.<\/p>\n<p>Every time I launched an app, I’d spend days on the same things: researching competitors, writing metadata, generating screenshots, setting up a landing page, dealing with legal docs. All before a single user even saw my app.<\/p>\n<p>So I built vibegrowing one AI-native panel that handles all of it. You connect your app, run competitor analysis, generate keywords and metadata variants, create your icon and screenshots, build a landing page, and push everything straight to App Store Connect.<\/p>\n<p>I built it for myself first. Now it’s handling launches for other indie developers too.<\/p>\n<p>What feature would make this a must-have for you?<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bugrahannk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bugrahannk<\/a> <\/p>\n<p>For me it’s already the ASO metadata optimization the keyword scoring and competitor gap analysis saves me hours on every single launch. That’s the feature I kept rebuilding manually before vibegrowing existed. <\/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<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bugrahannk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bugrahannk<\/a> With AI lowering the barrier to build apps, even someone like me with zero technical background can vibe-code something real now. But the hard part isn’t building anymore \u2014 it’s getting discovered. Your product clearly addresses that gap. <\/p>\n<p>My question is: is Vibegrowing genuinely moving the neeedle on growth, or is it more of a 60-point efficiency play \u2014 wraping multiple tools into one workflow? Because real marketing is hard. Competitor research and optimized metadata alone don’t make an app take off. What’s the core value Vibegrowing brings that actually changes the outcome for an indie dev?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Generating keyword and metadata variants inside the same panel is super interesting. Does Vibegrowing pull real-time App Store search volume and competition metrics to suggest these keywords, or is it purely using semantic LLM generation based on our app description? great work <a href=\"https:\/\/www.producthunt.com\/@melek_kurnazarslan\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"melek_kurnazarslan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@melek_kurnazarslan<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@priya_kushwaha1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@priya_kushwaha1<\/a> <\/p>\n<p>Thank you! \ud83d\ude4f It’s both actually Vibegrowing pulls real-time App Store search volume and competition metrics, then combines that with semantic LLM generation to suggest keywords that are both relevant to your app and actually searchable. So you get data-backed suggestions, not just AI guesses. \ud83c\udfaf<\/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>Wow looks great. It chose the keywords very well. Also designed the logo and screenshots. It really deserves the name \u2705.<\/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\/@askintemel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@askintemel<\/a> the name really does say it all you vibe, it grows<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@askintemel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@askintemel<\/a> Thank you so much! That comment about the name really made my day \ud83d\ude04 The goal was always to make it feel like the tool actually does what it says \u2014 and clearly that’s coming through. Appreciate the support! \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Heyy PH! I’m Melek.<\/p>\n<p>I’m an indie iOS developer who has launched multiple apps on the App Store Gluten Scanner, CosmicSynastry, Breath, and others. <\/p>\n<p>Every launch taught me how painful and time-consuming ASO is when you’re doing it alone.<\/p>\n<p>We didn’t hire a team to build vibegrowing we built it myself using AI-native development workflows. <\/p>\n<p>That means I ship fast, stay lean, and deeply understand the pain I’m solving. I’ve lived this problem on every single launch.<\/p>\n<p>Quick question for the indie devs here: <br \/><strong>After finishing your app, how long does it actually take you to get it live on the App Store?<\/strong> (Counting metadata, screenshots, landing page, legal all of it.)<\/p>\n<p>Curious how much time vibegrowing could save your next launch.<\/p>\n<\/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\/@melek_kurnazarslan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@melek_kurnazarslan<\/a> I\u2019m sure doing ASO every time is repetitive and tiring, but doing it for the first time is also very scary. Looking forward to having a reliable companion\ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Pre-launch grind is the real killer for solo devs ..you’re solving the right bottleneck. How deep is the ASO keyword data? Pulling from App Store directly, or LLM + third-party?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@nelly_orlova\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nelly_orlova<\/a> the pre-launch grind is where most indie devs lose momentum before anyone even sees their app. On the data side: we pull real-time search volume and competition scores directly from the App Store, then layer LLM context on top to make the suggestions actually relevant to your specific app. So it’s not just raw data, and it’s not just AI hallucinations it’s both working together.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/AR2I67IFNJK3Q2\" class=\"app-title\">Krater<\/a><\/p>\n<div class=\"one-liner\">Every AI You Need. One Subscription.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">13<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Krater\u5c06ChatGPT\u3001\u56fe\u50cf\u751f\u6210\u3001\u89c6\u9891\u7f16\u8f91\u3001\u7f51\u7ad9\u53d1\u5e03\u7b49\u5206\u6563\u7684AI\u529f\u80fd\u6574\u5408\u5230\u4e00\u4e2a\u804a\u5929\u754c\u9762\uff0c\u5e76\u7531\u4e00\u4e2a\u667a\u80fd\u4ee3\u7406\u81ea\u52a8\u5b8c\u6210\u590d\u6742\u4efb\u52a1\uff0c\u89e3\u51b3\u7528\u6237\u5728\u591a\u5de5\u5177\u95f4\u5207\u6362\u5bfc\u81f4\u201c\u8bd5\u4e86\u4f46\u6ca1\u7528\u8d77\u6765\u201d\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/62698fde-5602-4f7e-a6a1-407d7f708d6c.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\/1d021a6c-f530-4683-882b-1ec8482d138c.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\/e7032165-77e7-4dfd-9b3c-434c2e8137c8.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\/01b7da3f-26d3-4c1f-8026-35bcc4597866.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\/584f2172-c7d3-43dd-802a-f96f0886d02b.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/7WlE3uDlcvM\"><source src=\"https:\/\/youtu.be\/7WlE3uDlcvM\" 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\">Marketing<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u805a\u5408\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u591a\u6a21\u6001<\/span><br \/>\n <span class=\"tag\">\u4efb\u52a1\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u8ba2\u9605\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u641c\u7d22\u5f15\u64ce\u66ff\u4ee3<\/span><br \/>\n <span class=\"tag\">\u6a21\u578b\u9009\u62e9<\/span><br \/>\n <span class=\"tag\">API<\/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\u4ea7\u54c1\u76f4\u89c2\u6613\u7528\uff08\u5982\/\u547d\u4ee4\uff09\u548c\u65e5\u7a0b\u5316\u4efb\u52a1\u80fd\u529b\u3002\u4e3b\u8981\u7591\u8651\uff1a\u4e0eOpenAI\u7684\u7ade\u4e89\u58c1\u5792\uff0c\u4ee3\u7406\u5728\u771f\u5b9e\u4efb\u52a1\u4e2d\u7684\u7aef\u5230\u7aef\u6210\u529f\u7387\u548c\u5931\u8d25\u7387\uff0c\u7f3a\u4e4fiOS\u5e94\u7528\u5bfc\u81f4\u9000\u6b3e\u9700\u6c42\uff0c\u4ee5\u53ca\u8ba1\u5212\u4efb\u52a1\u51fa\u73b0\u201c\u9759\u9ed8\u6545\u969c\u201d\u65f6\u7684\u76d1\u63a7\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 Krater\u7684\u91ce\u5fc3\u662f\u7528\u201c\u4e00\u4e2a\u4ee3\u7406+\u4e00\u4e2a\u8ba2\u9605\u201d\u7ec8\u7ed3AI\u5de5\u5177\u7684\u788e\u7247\u5316\u4e71\u5c40\uff0c\u5176\u65b9\u5411\u65e0\u7591\u662f\u6b63\u786e\u7684\u3002\u4f46\u95ee\u9898\u5728\u4e8e\uff0c\u5b83\u5728\u5927\u6a21\u578b\u5de8\u5934\uff08OpenAI\/Anthropic\uff09\u548c\u751f\u6001\u5e73\u53f0\uff08\u5fae\u4fe1\/\u9489\u9489\uff09\u7684\u5939\u7f1d\u4e2d\uff0c\u6838\u5fc3\u62a4\u57ce\u6cb3\u6781\u5176\u8106\u5f31\u3002\u521b\u59cb\u4ebaMalte\u5766\u8bda\u201c\u95ee\u9898\u4e0d\u5728\u6a21\u578b\uff0c\u5728\u4e8e\u6574\u5408\u201d\uff0c\u8fd9\u6070\u6070\u66b4\u9732\u4e86\u805a\u5408\u5668\u6a21\u5f0f\u7684\u672c\u8d28\u2014\u2014\u4ef7\u503c\u968f\u63a5\u53e3\u5f00\u653e\u800c\u589e\u957f\uff0c\u4e5f\u968f\u63a5\u53e3\u6536\u7d27\u6216\u81ea\u6709\u751f\u6001\u6210\u719f\u800c\u6d88\u4ea1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u503c\u5f97\u5173\u6ce8\u7684\u662f\u5176\u201c\u65e5\u7a0b\u5316\u4ee3\u7406\u201d\u80fd\u529b\uff1a\u8ba9AI\u4ece\u88ab\u52a8\u804a\u5929\u53d8\u4e3a\u4e3b\u52a8\u6267\u884c\uff08\u5982\u6bcf\u59298\u70b9\u6574\u7406\u6536\u4ef6\u7bb1\uff09\u3002\u8fd9\u4e2a\u5207\u5165\u70b9\u6bd4\u5355\u7eaf\u7684\u591a\u6a21\u578b\u5207\u6362\u66f4\u950b\u5229\uff0c\u56e0\u4e3a\u5b83\u7784\u51c6\u4e86\u7528\u6237\u201c\u77e5\u9053\u7528AI\u66f4\u597d\uff0c\u4f46\u61d2\u5f97\u6bcf\u6b21\u90fd\u64cd\u4f5c\u201d\u7684\u6df1\u5c42\u60f0\u6027\u3002\u4f46\u8bc4\u8bba\u4e2d\u201c\u5783\u573e\u6458\u8981\u8fde\u8dd1\u56db\u5468\u65e0\u4eba\u53d1\u73b0\u201d\u4e00\u9488\u89c1\u8840\uff1a\u7f3a\u5c11\u53ef\u4fe1\u7684\u76d1\u63a7\u4e0e\u56de\u6eda\u673a\u5236\uff0c\u81ea\u52a8\u5316\u53ea\u4f1a\u653e\u5927\u9519\u8bef\u3002\u6b64\u5916\uff0c\u6ca1\u6709\u79fb\u52a8\u7aef\u662f\u81f4\u547d\u7f3a\u9677\u2014\u2014\u667a\u80fd\u4ee3\u7406\u7684\u6838\u5fc3\u573a\u666f\u662f\u968f\u8eab\u7684\u3001\u9ad8\u9891\u7684\uff0c\u800c\u975e\u5c40\u9650\u4e8e\u684c\u9762\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f53\u524d70K\u7528\u6237\u662f\u65e9\u671f\u4fe1\u4ef0\u8005\u7684\u6295\u8d44\uff0c\u8981\u8de8\u8d8a\u9e3f\u6c9f\uff0cKrater\u9700\u8981\u8bc1\u660e\u4e24\u4ef6\u4e8b\uff1a\u7b2c\u4e00\uff0c\u5b83\u7684\u4ee3\u7406\u53ef\u9760\u5230\u80fd\u4ee3\u66ff\u4eba\u5de5\u6821\u9a8c\uff1b\u7b2c\u4e8c\uff0c\u5b83\u80fd\u5efa\u7acb\u6a21\u578b\u4e4b\u5916\u7684\u6570\u636e\u6216\u5de5\u4f5c\u6d41\u58c1\u5792\uff0c\u8ba9\u7528\u6237\u5207\u6362\u6210\u672c\u9ad8\u5230\u65e0\u6cd5\u5ffd\u89c6\u3002\u5426\u5219\uff0c\u5f53ChatGPT\u5185\u7f6eAgent\u5e76\u63a5\u5165Notion\u65f6\uff0cKrater\u7684\u6545\u4e8b\u5c31\u7ed3\u675f\u4e86\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\">Krater<\/span>\n <\/div>\n<div class=\"comment-content\">Krater turns AI from something you try into something you use. Every AI model, every modality, every app you use, combined into one chat and driven by one agent. Tell it what you need in plain language and it gets it done; whatever you’re building, studying, running or creating. The same agent that chats with you can generate an image, edit a video, produce a song, automate your apps, and publish a full website, all in one flow. 70K+ users. API access. Replaces $100+\/mo in subscriptions.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Four years ago I started building Krater alone, on the side, as a copywriting app with templates powered by an early GPT model. That was it. Output quality was rough, but it was the first time AI felt useful to me, so I kept going.<\/p>\n<p>I’m Malte, the founder. As the technology got better, the product grew with it. I added text to speech, then image generation, then video, then more models from every major provider as they came out. Every step was driven by user feedback and what was suddenly possible that month. You can actually see the journey in the older Krater launches below this one, going all the way back to 2023. Since the start of 2026 there have been four of us full time, and we’ve spent the year rebuilding everything around one realisation:<\/p>\n<p>The problem with AI isn’t the models. It’s the gap between trying AI and actually using it. People sign up to ChatGPT, get impressed, and a week later they’re back to doing things the old way, because using AI well means juggling five tools that don’t talk to each other.<\/p>\n<p>Krater is still the place where every AI model from every provider lives in one app. What’s new is the agent on top of them. It uses every model and your connected apps to actually finish the task, and it can run on a schedule so the work keeps happening without you. Research goes into your Notion every Monday morning. Images land in a website it just published. A daily summary of your inbox waits for you at 8am. Same chat box, completely different product.<\/p>\n<p>70,000+ people use it today. The description and images above covers what it does. What I’d actually love from you: tell me the task you keep avoiding because AI almost helps but not quite. That’s what we’re building toward next.<\/p>\n<p>Malte<\/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\/@maltepruser\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maltepruser<\/a> Started as a copywriting tool, now it’s an all-in-one AI platform with an agent on top \u2014 that’s a big evolution. Two things I’m wondering: <\/p>\n<p>First, with OpenAI and Anthropic both moving toward integrated, multi-modal experiences, how do you seee the competitive moat for an aggregator? <\/p>\n<p>Second \u2014 and this one I’m genuinely skeptical about \u2014 everyone is launching ‘AI agents’ right now but most of them falll apart on real tasks. What does Krater’s agent actually complete end-to-end without human intervention, and what’s the failure rate?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We are so happy to be launching today and seeing everyone’s support. Thank you so much!<\/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>Hey guys, thank you so much for checking out our launch! It means the world to us.<\/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>I have been using Krater for a little over 3 months now and i love it. It feels very intuitive even for non AI users with it\u2019s simple \/ commands. But also has features like API, Teams and Tasks for when you start learning more. So there is always something to unfold.<\/p>\n<\/p>\n<p>As of now i use krater daily. Mainly just for chats but also to get my news and email briefs with my morning coffee!<\/p>\n<\/p>\n<p>Amazing product <\/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>Thanks a ton for your comment <a href=\"https:\/\/www.producthunt.com\/@elin_gustafsson1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@elin_gustafsson1<\/a> ! We’re delighted that you love Krater \ud83d\ude4f\ud83c\udffc<\/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>Thank you all for checking out our launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Do you let people pick and pin their preferred models per task, or does the agent auto choose everything?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Of course <a href=\"https:\/\/www.producthunt.com\/@thamibenjelloun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thamibenjelloun<\/a>! You’ve got both options: Choose from 350 different AI models (we carry ALL you can think of) manually, or you can pick one of our “Auto Routers” that picks the model based on your prompt.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/099b6b9c-16e7-4e34-bae9-d55e54269f58.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>Four years building one problem \u2014 that’s how you hit 70K users. What kills retention most \u2014 habit pulling people back to ChatGPT, or missing features?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Yes it was <a href=\"https:\/\/www.producthunt.com\/@nelly_orlova\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nelly_orlova<\/a>! Great question: We generally implement new features based on feedback within a few days. So not that. The data is a bit blurry on why people leave \u2013 but we commonly see people staying that get the platform and tries it out for a few hours, they see the power. What kills retention is if people don’t get their “Aha” moment fast enough, so we’re on that as well \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Had I known there is no iOS app for Krater on my iPad (like there is for Perplexity, Grok, and others), I would not have bothered with the one year subscription. In fact, if there’s an option to cancel\/refund my subscription (it has been active for 2 days), I would do so.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Curious about silent failure. If a Monday research run quietly drops a garbage summary into Notion four weeks running before anyone checks, what catches it? All in all I think the scheduled-agent piece is the wedge here. Congrats on launching a decent product!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Damn guys! This is some amazing work, seems like something sorely needed in a market of cheap AI rip-offs. Something thoughtfully put together with a real purpose beyond just gobbling up people’s money!<\/p>\n<\/p>\n<p>What are the current limitations of your services, and is there any such one that’s harder to improve than others? <\/p>\n<\/p>\n<p>I’m not all too technically gifted but I would love to know more. I’ll be giving Krater a good run to learn more about how it works, looking forward to using your services!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks a ton for your comprehensive comment and your kind words <a href=\"https:\/\/www.producthunt.com\/@albin_ullstrom\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@albin_ullstrom<\/a>!<\/p>\n<p>There actually isn’t really a limitation so to speak, I would more say that comprehensive features like our \/build slash command that builds and publishes websites are more tricky to implement, as they need to not clutter anything and work as people expect it to \ud83d\ude42<\/p>\n<p>Let me know how you like Krater! We’re always here to help and listen to any feedback.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#17<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/4YAWNOBN6BAZV3\" class=\"app-title\">SemanticGuard<\/a><\/p>\n<div class=\"one-liner\">Cuts your LLM API costs by 40-70%. One line of code.<\/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>SemanticGuard \u901a\u8fc7\u5728\u5e94\u7528\u4e0eLLM\u4e4b\u95f4\u63d2\u5165\u8bed\u4e49\u7f13\u5b58\u5c42\uff0c\u81ea\u52a8\u8bc6\u522b\u5e76\u590d\u7528\u8bed\u4e49\u91cd\u590d\u7684\u8bf7\u6c42\uff0c\u5e2e\u52a9\u5f00\u53d1\u8005\u5728\u65e0\u9700\u4fee\u6539\u4ee3\u7801\u7684\u60c5\u51b5\u4e0b\uff0c\u5c06API\u8c03\u7528\u6210\u672c\u964d\u4f4e40%-70%\uff0c\u5e76\u4fdd\u8bc1\u7f13\u5b58\u7ed3\u679c\u7684\u51c6\u786e\u6027\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\/e203c4bc-2ef6-4e87-a540-0d49e14580c3.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\/1047ae78-d88e-4a05-af7c-7158c3dc0b7e.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\/f06e8df8-3e8c-4c65-a5a4-c06987e815a0.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\">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\">\u8bed\u4e49\u7f13\u5b58<\/span><br \/>\n <span class=\"tag\">LLM\u6210\u672c\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">API\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">AI\u7f51\u5173<\/span><br \/>\n <span class=\"tag\">\u91cd\u590d\u8bf7\u6c42\u6d88\u9664<\/span><br \/>\n <span class=\"tag\">\u5355\u884c\u63a5\u5165<\/span><br \/>\n <span class=\"tag\">\u5b89\u5168\u7f13\u5b58<\/span><br \/>\n <span class=\"tag\">AI\u9a8c\u8bc1<\/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\u8d5e\u8d4fShadow Mode\u964d\u4f4e\u4e86\u8bd5\u7528\u95e8\u69db\uff0c\u540c\u65f6\u6307\u51fa\u8bed\u4e49\u7f13\u5b58\u7684\u6f5c\u5728\u9677\u9631\uff1a\u8bed\u4e49\u76f8\u8fd1\u4f46\u610f\u56fe\u76f8\u53cd\uff08\u5982\u201c\u9ad8\u8840\u5727\u5b9c\u98df\u201d\u4e0e\u201c\u5fcc\u98df\u201d\uff09\u53ef\u80fd\u8fd4\u56de\u9519\u8bef\u7ed3\u679c\u3002\u5f00\u53d1\u8005\u627f\u8ba4\u8fd9\u662f\u5df2\u77e5\u8fb9\u754c\u60c5\u51b5\uff0c\u9700\u4ee5\u610f\u56fe\u4f5c\u4e3a\u95e8\u63a7\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 SemanticGuard \u6293\u4f4f\u4e86LLM\u5728\u751f\u4ea7\u73af\u5883\u4e2d\u4e00\u4e2a\u786c\u6838\u4e14\u666e\u904d\u7684\u6210\u672c\u75db\u70b9\u2014\u2014\u91cd\u590d\u8bf7\u6c42\u7684\u6d6a\u8d39\u3002\u4f20\u7edf\u63d0\u4f9b\u5546\u4fa7\u7f13\u5b58\u53ea\u80fd\u5339\u914d\u5b57\u8282\u7ea7\u76f8\u540c\u7684\u524d\u7f00\uff0c\u5bf9\u8bed\u4e49\u76f8\u4f3c\u6027\u675f\u624b\u65e0\u7b56\uff0c\u800cSemanticGuard\u7684\u8bed\u4e49\u7f13\u5b58\u76f4\u63a5\u5207\u5f00\u8fd9\u5757\u80a5\u8089\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u770140-70%\u201d\u8fd9\u4e2a\u6570\u5b57\uff0c\u800c\u5728\u4e8e\u5b83\u89e3\u51b3\u4e86\u201c\u964d\u672c\u201d\u4e0e\u201c\u53ef\u9760\u201d\u7684\u4e8c\u5143\u5bf9\u7acb\uff1a\u901a\u8fc7Shadow Mode\u8ba9\u7528\u6237\u5148\u770b\u89c1\u6536\u76ca\u518d\u51b3\u7b56\uff0c\u901a\u8fc7\u5185\u7f6e\u7684\u5ec9\u4ef7\u6a21\u578b\u9a8c\u8bc1\u5c42\u9632\u8303\u7f13\u5b58\u6c61\u67d3\u3002\u8fd9\u4e2a\u9a8c\u8bc1\u903b\u8f91\u662f\u5b83\u533a\u522b\u4e8e\u7b80\u5355\u201c\u5d4c\u5165\u76f8\u4f3c\u5ea6+LRU\u201d\u7684\u62a4\u57ce\u6cb3\u3002\u4e0d\u8fc7\uff0c\u4ea7\u54c1\u80fd\u5426\u771f\u6b63\u7ad9\u4f4f\u811a\uff0c\u53d6\u51b3\u4e8e\u4e24\u4e2a\u5b9e\u9645\u6311\u6218\uff1a\u7b2c\u4e00\uff0c\u7528\u6237\u8bc4\u8bba\u4e2d\u63d0\u5230\u7684\u201c\u8bed\u4e49\u76f8\u4f3c\u4f46\u610f\u56fe\u76f8\u53cd\u201d\u95ee\u9898\uff0c\u672c\u8d28\u4e0a\u4e0d\u662f\u5de5\u7a0b\u7f3a\u9677\u800c\u662f\u6570\u5b66\u8fb9\u754c\u2014\u2014\u5d4c\u5165\u7a7a\u95f4\u65e0\u6cd5\u4fdd\u8bc1\u5bf9\u53cd\u4e49\u8bcd\u8fdb\u884c\u6b63\u786e\u805a\u7c7b\uff0c\u5982\u679c\u53ea\u9760\u540e\u7f6e\u9a8c\u8bc1\uff0c\u5728\u67e5\u5168\u7387\u4e0e\u51c6\u786e\u7387\u4e4b\u95f4\u4f1a\u9762\u4e34\u6301\u7eed\u7684\u6210\u672c\u6743\u8861\uff1b\u7b2c\u4e8c\uff0c\u201c\u4e00\u884c\u4ee3\u7801\u5373\u63a5\u5165\u201d\u662f\u7f8e\u4e3d\u7684\u627f\u8bfa\uff0c\u751f\u4ea7\u73af\u5883\u4e2d\u7684\u7f51\u7edc\u5ef6\u8fdf\u3001\u5e76\u53d1\u63a7\u5236\u3001\u7f13\u5b58\u5931\u6548\u7b56\u7565\u4ee5\u53caOpenAI\/Anthropic\u7b49\u4e0d\u540c\u6a21\u578b\u7684\u54cd\u5e94\u683c\u5f0f\u5dee\u5f02\uff0c\u90fd\u53ef\u80fd\u5728\u89c4\u6a21\u5316\u540e\u66b4\u9732\u590d\u6742\u6027\u3002\u4ece\u5546\u4e1a\u89d2\u5ea6\u770b\uff0c\u5b83\u76ee\u524d\u7784\u51c6\u7684\u662f\u6709\u4e00\u5b9aLLM\u8c03\u7528\u91cf\u4f46\u5c1a\u672a\u5f15\u5165\u4f01\u4e1a\u7ea7\u7f51\u5173\u7684\u4e2d\u5c0f\u56e2\u961f\uff0c\u8fd9\u6070\u597d\u662f\u4e2a\u73b0\u91d1\u725b\u5207\u5165\u53e3\u3002\u5982\u679c\u672a\u6765\u80fd\u5411\u201c\u7f13\u5b58\u7b56\u7565\u81ea\u4f18\u5316\u201d\u548c\u201c\u591a\u6a21\u578b\u6210\u672c\u8def\u7531\u201d\u5ef6\u5c55\uff0c\u6709\u673a\u4f1a\u4ece\u201c\u7701\u94b1\u5de5\u5177\u201d\u8fdb\u5316\u4e3a\u201cAI\u8fd0\u7ef4\u63a7\u5236\u9762\u677f\u201d\u3002\u4f46\u5f53\u4e0b\uff0c\u901f\u5ea6\u5f88\u91cd\u8981\u2014\u2014\u56e0\u4e3a\u4e91\u5382\u5546\u6b63\u5728\u628a\u8bed\u4e49\u7f13\u5b58\u62ac\u8fdb\u7b2c\u4e00\u65b9\u670d\u52a1\uff0c\u7559\u7ed9SemanticGuard\u7684\u65f6\u95f4\u7a97\u53e3\u5e76\u6ca1\u6709\u4ea7\u54c1\u9875\u4e0a\u770b\u8d77\u6765\u90a3\u4e48\u5bbd\u88d5\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\">SemanticGuard<\/span>\n <\/div>\n<div class=\"comment-content\">Most LLM calls in production are repeats. Same questions, same prompts, sometimes worded slightly differently. SemanticGuard caches them. Sits between your app and OpenAI\/Anthropic\/Google, returns cache hits in <50ms, cuts costs 40-70%. One line of code to install. Shadow Mode shows your savings before you flip caching on. Every hit validated by your own AI so you never serve a wrong answer.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is such a neat idea, Shadow Mode especially. Really lowers the barrier to just trying it out.<\/p>\n<p>One thing I’m curious about though, how does it handle queries that are semantically close but mean the opposite? Like “<em>which foods are good for high blood pressure”<\/em> vs “<em>which foods should I avoid for high blood pressure<\/em>” these would probably sit pretty close in embedding space but serve completely different answers. Does the validator catch that, or is this a known edge case you’re still working 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@amit_kamat1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@amit_kamat1<\/a> it’s a known case and requires to use the intent as gatekeeper. good catch! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Built this because I was watching our own LLM bills climb. Most of our traffic was repeats: the same question worded differently, the same content-generation prompt with different inputs, the same lookup coming back the next day. Provider-side prompt and caching only fires within minutes on byte-identical prefixes, so it caught maybe a tenth of the waste.<br \/>\nSo I built a gateway that understands when two requests mean the same thing. The catch with semantic caching is correctness: if you serve a wrong answer once, trust is gone. So every cache hit is judged by your own cheapest model before it goes out.<br \/>\nFailures get flagged automatically.<br \/>\nIntegration was the other design constraint. If it takes more than one line, no one tries it. So it’s just fetch: withSemanticGuard() in your AI SDK config. Shadow Mode lets you see your savings without serving any cached responses and flip caching on when you trust the numbers.<br \/>\nWould love feedback from anyone running LLMs in production, especially where the validation layer falls short.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/OZBD2W7Q4IU24S\" class=\"app-title\">Agentype<\/a><\/p>\n<div class=\"one-liner\">Your real estate pipeline, on autopilot. Built for agents.<\/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>Agentype\u662f\u4e00\u6b3e\u4e13\u4e3a\u623f\u5730\u4ea7\u7ecf\u7eaa\u4eba\u8bbe\u8ba1\u7684AI\u9a71\u52a8CRM\uff0c\u901a\u8fc7\u81ea\u52a8\u89e3\u6790Gmail\u4e2d\u6765\u81eaZillow\u7b4923\u4e2a\u6e20\u9053\u7684\u6f5c\u5728\u5ba2\u6237\u7ebf\u7d22\uff0c\u81ea\u52a8\u751f\u6210\u8ddf\u8fdb\u90ae\u4ef6\u3001\u5339\u914d\u623f\u6e90\u5e76\u5b89\u6392\u770b\u623f\uff0c\u5c06\u7ecf\u7eaa\u4eba\u4ece\u7e41\u7410\u7684\u7ebf\u7d22\u7ba1\u7406\u4e2d\u89e3\u653e\u51fa\u6765\uff0c\u5b9e\u73b0\u9500\u552e\u6d41\u7a0b\u7684\u534a\u81ea\u52a8\u5316\u8fd0\u8425\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\/5a918df2-7d7b-4201-b664-4b8e344aff21.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\/2b40f254-151d-4b0a-978f-62df93d08325.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\/829a9d91-7c9e-4fe5-9a95-dd0f02cea096.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\/91926116-0aed-41af-84b5-f9c3336dbba0.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\">Email<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">CRM<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u623f\u5730\u4ea7CRM<\/span><br \/>\n <span class=\"tag\">AI\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u7ebf\u7d22\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">Gmail\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">Zillow<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u5339\u914d<\/span><br \/>\n <span class=\"tag\">\u770b\u623f\u8c03\u5ea6<\/span><br \/>\n <span class=\"tag\">ChatGPT\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u7ecf\u7eaa\u4eba\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u96c6\u4e2d\u5728\u4ea7\u54c1\u7406\u5ff5\u4e0a\uff0c\u8ba4\u4e3a\u5b83\u6bd4\u201c\u66f4\u597d\u7684CRM\u201d\u66f4\u6709\u7528\u3002\u5b9e\u9645\u95ee\u9898\u5305\u62ec\uff1a\u7ecf\u7eaa\u4eba\u4e3b\u8981\u4f7f\u7528\u804a\u5929\u754c\u9762\u8fd8\u662f\u4eea\u8868\u76d8\u6765\u7ba1\u7406\u5de5\u4f5c\u6d41\uff1f\u56de\u590d\u6307\u51fa\u4e24\u8005\u5e76\u7528\uff0c\u5e76\u5141\u8bb8\u9010\u6b65\u63d0\u5347\u81ea\u52a8\u5316\u7a0b\u5ea6\u4ee5\u5efa\u7acb\u4fe1\u4efb\u3002\u53e6\u6709\u7528\u6237\u5e0c\u671b\u5efa\u7acb\u76f4\u63a5\u8054\u7cfb\u4ee5\u4fbf\u8fdb\u4e00\u6b65\u4ea4\u6d41\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Agentype\u5728\u623f\u5730\u4ea7CRM\u7684\u7ea2\u6d77\u4e2d\u627e\u5230\u4e86\u4e00\u4e2a\u6781\u5176\u5201\u94bb\u4e14\u9ad8\u4ef7\u503c\u7684\u5207\u53e3\u2014\u2014\u5b83\u4e0d\u8bd5\u56fe\u505a\u53e6\u4e00\u4e2a\u201c\u66f4\u806a\u660e\u7684\u7ebf\u7d22\u8bc4\u5206\u7cfb\u7edf\u201d\uff0c\u800c\u662f\u76f4\u63a5\u6740\u624b\u950f\u5f0f\u5730\u6d88\u706d\u4e86\u7ecf\u7eaa\u4eba\u65e5\u5e38\u6700\u75db\u82e6\u7684\u201c\u6570\u636e\u642c\u8fd0\u201d\u73af\u8282\u3002\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8eAI\u591a\u70ab\u9177\uff0c\u800c\u5728\u4e8e\u5b83\u5bf9\u771f\u5b9e\u5de5\u4f5c\u6d41\u7684\u6df1\u5ea6\u54ac\u5408\uff1a\u89e3\u679023\u79cd\u901a\u77e5\u90ae\u4ef6\u683c\u5f0f\u3001\u5904\u7406Gmail\u901f\u7387\u9650\u5236\u3001\u4ece\u8349\u7a3f\u6a21\u5f0f\u9010\u6b65\u8fc7\u6e21\u5230\u81ea\u52a8\u53d1\u9001\uff0c\u8fd9\u4e9b\u201c\u810f\u6d3b\u7d2f\u6d3b\u201d\u624d\u662f\u4ea7\u54c1\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u52a1\u5fc5\u8b66\u60d5\u4e24\u4e2a\u98ce\u9669\u3002\u7b2c\u4e00\uff0c6\u4e2a\u6295\u7968\u7684\u65e9\u671f\u6570\u636e\u51e0\u4e4e\u53ef\u4ee5\u5ffd\u7565\u4e0d\u8ba1\uff0c\u8fd9\u66f4\u50cf\u662f\u521b\u59cb\u4eba\u7684\u201c\u81ea\u6211\u53d9\u4e8b\u201d\u800c\u975e\u5e02\u573a\u9a8c\u8bc1\u3002\u5ba3\u79f0\u201c\u66ff\u4ee3CRM\u201d\u5374\u53ea\u653679\u7f8e\u5143\/\u6708\uff0c\u5b9a\u4ef7\u7b56\u7565\u7565\u663e\u5c34\u5c2c\u2014\u2014\u5bf9\u4e8e\u771f\u6b63\u88ab\u9ad8\u4ef7CRM\u7ed1\u67b6\u7684\u5934\u90e8\u7ecf\u7eaa\u4eba\u6765\u8bf4\u4e0d\u591f\u201c\u9ad8\u7aef\u201d\uff0c\u5bf9\u4e8e\u666e\u901a\u7ecf\u7eaa\u4eba\u53c8\u53ef\u80fd\u56e0\u4fe1\u4efb\u95e8\u69db\u5bfc\u81f4\u4f7f\u7528\u7387\u6781\u4f4e\u3002\u7b2c\u4e8c\uff0c\u8fc7\u5ea6\u4f9d\u8d56Gmail\u4f5c\u4e3a\u5355\u4e00\u6570\u636e\u6293\u53d6\u6e90\u5177\u6709\u8106\u5f31\u6027\uff0c\u4e00\u65e6\u90ae\u4ef6\u683c\u5f0f\u53d1\u751f\u53d8\u5316\u6216API\u7b56\u7565\u8c03\u6574\uff0c\u6574\u4e2a\u7ba1\u7ebf\u5373\u523b\u505c\u6446\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u521b\u610f\u4e0a\u770b\uff0c\u5c06\u7ba1\u7406\u5165\u53e3\u5f00\u653e\u7ed9ChatGPT\/Claude\u662f\u4e00\u4e2a\u806a\u660e\u7684\u9002\u914d\u52a8\u4f5c\uff0c\u8fce\u5408\u4e86\u6280\u672f\u5c1d\u9c9c\u578b\u7ecf\u7eaa\u4eba\u7684\u4e60\u60ef\u3002\u4f46\u201c\u95eeAI\u8c01\u662f\u6700\u70ed\u7ebf\u7d22\u201d\u8fd9\u79cd\u529f\u80fd\u7684\u5b9e\u9645\u6548\u7528\u503c\u5f97\u5546\u69b7\uff0c\u56e0\u4e3a\u771f\u6b63\u963b\u788d\u6210\u4ea4\u7684\u5f80\u5f80\u4e0d\u662f\u4fe1\u606f\u83b7\u53d6\uff0c\u800c\u662f\u4fe1\u4efb\u5efa\u7acb\u4e0e\u4ef7\u683c\u8c08\u5224\u3002\u4ea7\u54c1\u76ee\u524d\u505c\u7559\u5728\u201c\u5de5\u5177\u6548\u7387\u201d\u5c42\u9762\uff0c\u5c1a\u672a\u89e6\u53ca\u4ea4\u6613\u64ae\u5408\u6216\u7cbe\u51c6\u8425\u9500\u7684\u66f4\u6df1\u4ef7\u503c\u3002\u603b\u800c\u8a00\u4e4b\uff0c\u8fd9\u662f\u4e00\u4e2a\u65b9\u5411\u6781\u4f73\u3001\u6267\u884c\u624e\u5b9e\u7684MVP\uff0c\u4f46\u8ddd\u79bb\u8dd1\u901a\u5546\u4e1a\u95ed\u73af\uff0c\u8fd8\u9700\u8981\u66f4\u591a\u771f\u5b9e\u7ecf\u7eaa\u4eba\u7684\u75db\u9a82\u4e0e\u6253\u78e8\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\">Agentype<\/span>\n <\/div>\n<div class=\"comment-content\">Other CRMs organize leads. Agentype runs your entire real estate pipeline. AI captures leads from Gmail (Zillow, Realtor.com, and 23 more sources), writes follow-ups, matches leads to listings with scored explanations, and schedules viewings. Manage it from ChatGPT or Claude. $79\/mo flat<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I kept hearing the same thing from realtor friends: their CRM was a glorified spreadsheet. Lead comes in, sits in a tab, gets cold, gets lost. So I built the opposite: a CRM where the AI does the work. A new Zillow lead hits Gmail, Agentype parses it within a minute, drafts a personalized follow-up, finds matching listings, suggests viewing times. The agent reviews and approves while they’re out showing properties.<\/p>\n<p>The hardest part wasn’t the AI. It was the boring stuff; parsing 23 different lead-notification email formats, surviving Gmail rate limits, and earning enough trust to send on someone’s behalf. So every automation starts in draft mode. You flip auto-send on once you trust it.<\/p>\n<p>Also wired up an OpenAPI spec so you can manage everything from ChatGPT or Claude. Ask “who are my hottest leads this week?” and it answers from your live pipeline.<br \/>Would love feedback from realtors and anyone building AI on top of messy real-world workflows.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@guykob\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@guykob<\/a> hi can i contact with u through a discord or any other social app<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This feels more useful than a \u201cbetter CRM\u201d pitch. Do agents mostly manage the pipeline through chat, or is the dashboard still the main workspace?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@dmitrii_volosatov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dmitrii_volosatov<\/a> well.. it’s both actually. You can review and approve every step, and increase the level of autopilot as you build trust with the system<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/VLIEQH346FCXLH\" class=\"app-title\">Tross<\/a><\/p>\n<div class=\"one-liner\">Secure, Autonomous Software Engineering<\/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>Tross \u662f\u4e00\u6b3e\u57fa\u4e8e\u8fdc\u7a0b\u9694\u79bb\u865a\u62df\u673a\u7684\u81ea\u4e3bAI\u7f16\u7a0b\u52a9\u624b\uff0c\u80fd\u5b89\u5168\u5730\u63a5\u7ba1\u4ee3\u7801\u91cd\u6784\u3001\u590d\u6742\u95ee\u9898\u4fee\u590d\u7b49\u6280\u672f\u4efb\u52a1\uff0c\u89e3\u51b3\u5f00\u53d1\u8005\u4e0d\u613f\u6216\u4e0d\u6562\u5c06\u5e95\u5c42\u4ee3\u7801\u64cd\u4f5c\u4ea4\u7ed9AI\u7684\u5b89\u5168\u4e0e\u4fe1\u4efb\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\/0e347913-b615-4345-8f15-87ab504129ca.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/Zab_KENIkz4?si=zdAkwu4IJvk9fwDD\"><source src=\"https:\/\/youtu.be\/Zab_KENIkz4?si=zdAkwu4IJvk9fwDD\" 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\/8794dffb-5004-4af0-8f93-88eefc6f363c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/973cd364-e3aa-4ba6-9cb1-c0cce10ed187.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\">Software Engineering<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Development<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7f16\u7a0b\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u81ea\u4e3b\u8f6f\u4ef6\u5de5\u7a0b<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u8fdc\u7a0b\u9694\u79bb<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u91cd\u6784<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u6280\u672f\u4efb\u52a1\u59d4\u6d3e<\/span><br \/>\n <span class=\"tag\">AI Agent<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">SaaS<\/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>\u4e00\u6761\u8bc4\u8bba\u8be2\u95ee\u4ea7\u54c1\u662f\u5426\u5728\u672c\u5730\u6216\u5bb9\u5668\u4e2d\u590d\u73b0\u95ee\u9898\u540e\u518d\u6539\u4ee3\u7801\uff1f\u5f00\u53d1\u8005\u56de\u5e94\u79f0Tross\u5728\u8fdc\u7a0b\u9694\u79bb\u865a\u62df\u673a\u8fd0\u884c\uff0c\u4ece\u4e0d\u89e6\u78b0\u672c\u5730\u4ee3\u7801\uff0c\u901a\u8fc7\u7d22\u5f15\u4ee3\u7801\u5e93\u751f\u6210\u8ba1\u5212\u5e76\u6267\u884c\uff0c\u4fdd\u8bc1\u5b89\u5168\u3002\u53e6\u6709\u4e24\u6761\u5c5e\u4e8e\u63a8\u5e7f\u548c\u8bf7\u6c42\u8bd5\u7528\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 Tross \u8bd5\u56fe\u89e3\u51b3AI\u7f16\u7a0b\u9886\u57df\u4e00\u4e2a\u6838\u5fc3\u77db\u76fe\uff1a\u5f00\u53d1\u8005\u65e2\u5e0c\u671bAI\u80fd\u6df1\u5165\u4ee3\u7801\u5e93\u6267\u884c\u590d\u6742\u91cd\u6784\uff0c\u53c8\u62c5\u5fc3AI\u76f4\u63a5\u64cd\u4f5c\u672c\u5730\u4ee3\u7801\u5e26\u6765\u7684\u5b89\u5168\u4e0e\u6570\u636e\u6cc4\u9732\u98ce\u9669\u3002\u5176\u201c\u8fdc\u7a0b\u9694\u79bb\u865a\u62df\u673a\u201d\u7684\u65b9\u6848\u5207\u4e2d\u4e86\u4f01\u4e1a\u7ea7\u7528\u6237\u7684\u9ad8\u654f\u611f\u9700\u6c42\u2014\u2014\u4ee3\u7801\u4e0d\u79bb\u5f00\u5b89\u5168\u8fb9\u754c\u5c31\u80fd\u5b8c\u6210\u81ea\u52a8\u4fee\u6539\uff0c\u8fd9\u6bd4Cursor\u3001GitHub Copilot\u7b49\u76f4\u63a5\u64cd\u4f5c\u672c\u5730\u6587\u4ef6\u7684\u5de5\u5177\u66f4\u5f3a\u8c03\u201c\u5b89\u5168\u81ea\u4e3b\u6743\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ec55\u7968\u7684\u51b7\u542f\u52a8\u73b0\u72b6\u66b4\u9732\u4e86\u4e24\u4e2a\u95ee\u9898\uff1a\u4e00\u662f\u4ea7\u54c1\u5c1a\u5904\u6781\u65e9\u671f\uff0c\u7f3a\u4e4f\u771f\u5b9e\u7528\u6237\u8bc1\u8a00\u548c\u72ec\u7acb\u8bc4\u6d4b\u6765\u9a8c\u8bc1\u201c\u81ea\u4e3b\u5de5\u7a0b\u201d\u7684\u53ef\u9760\u6027\uff1b\u4e8c\u662f\u201c\u5b89\u5168\u9694\u79bb\u201d\u867d\u597d\uff0c\u5374\u53ef\u80fd\u5e26\u6765\u5f00\u53d1\u6548\u7387\u7684\u6298\u635f\u2014\u2014\u8fdc\u7a0bVM\u7684\u542f\u52a8\u3001\u7d22\u5f15\u3001\u89c4\u5212\u3001\u6267\u884c\u5168\u94fe\u8def\u5ef6\u8fdf\uff0c\u5728\u5feb\u901f\u8fed\u4ee3\u4e2d\u80fd\u5426\u5ab2\u7f8e\u672c\u5730\u5de5\u5177\u7684\u5373\u65f6\u53cd\u9988\uff1f\u6b64\u5916\uff0c\u5982\u679cAI\u5728\u9694\u79bb\u73af\u5883\u4e2d\u51fa\u9519\u5bfc\u81f4\u4ee3\u7801\u7834\u574f\u6027\u6216\u903b\u8f91\u6df7\u4e71\uff0c\u7528\u6237\u65e0\u6cd5\u901a\u8fc7\u672c\u5730IDE\u5373\u65f6\u6253\u65ad\u548c\u4fee\u6b63\uff0c\u56de\u6eda\u6210\u672c\u53ef\u80fd\u66f4\u9ad8\u3002\n <\/p>\n<p class=\"ai-content\">\n Tross \u7684\u5dee\u5f02\u5316\u4ef7\u503c\u5728\u4e8e\u5b83\u5c06AI\u5b9a\u4f4d\u4e3a\u201c\u4efb\u52a1\u7ea7\u5408\u4f5c\u4f19\u4f34\u201d\u800c\u975e\u201c\u4ee3\u7801\u8865\u5168\u5de5\u5177\u201d\uff0c\u4f46\u8fd9\u7c7b\u9ad8\u81ea\u4e3b\u6027Agent\u82e5\u8981\u843d\u5730\uff0c\u5fc5\u987b\u89e3\u51b3\u4e09\u4e2a\u5173\u952e\u95ee\u9898\uff1a\u73af\u5883\u6a21\u62df\u7684\u51c6\u786e\u6027\uff08\u80fd\u5426\u5b8c\u7f8e\u590d\u73b0\u672c\u5730\u914d\u7f6e\u548c\u4f9d\u8d56\uff1f\uff09\u3001\u9519\u8bef\u884c\u4e3a\u7684\u53ef\u5ba1\u8ba1\u6027\uff08\u662f\u5426\u63d0\u4f9b\u5b8c\u6574\u64cd\u4f5c\u65e5\u5fd7\u548c\u7248\u672c\u56de\u9000\uff1f\uff09\u3001\u4ee5\u53ca\u591a\u8bed\u8a00\/\u6846\u67b6\u7684\u652f\u6301\u6df1\u5ea6\u3002\u82e5\u4ec5\u505c\u7559\u5728\u201c\u5b89\u5168\u58f3\u201d\u6982\u5ff5\uff0c\u5374\u62ff\u4e0d\u51fa\u6bd4\u73b0\u6709\u5de5\u5177\u66f4\u5f3a\u7684\u4ee3\u7801\u7406\u89e3\u548c\u751f\u6210\u8d28\u91cf\uff0c\u6050\u96be\u9003\u79bb\u201c\u53eb\u597d\u4e0d\u53eb\u5ea7\u201d\u7684\u56f0\u5883\u3002\u771f\u6b63\u7684\u7834\u5c40\u70b9\uff0c\u6216\u8bb8\u662f\u7ed3\u5408\u201c\u5b89\u5168\u9694\u79bb\u201d\u548c\u201c\u672c\u5730\u8f7b\u4ee3\u7406\u201d\u7684\u6df7\u5408\u6a21\u5f0f\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\">Tross<\/span>\n <\/div>\n<div class=\"comment-content\">Tross is your secure autonomous AI engineering partner. From deep codebase refactors to complex issue resolution, delegate total ownership of technical tasks.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey, I would request anyone who are seeing this launch, just give one try we hope you will like our product if not just tell us how can we improve, Thank you for your 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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Does Tross run the app locally or in a container to reproduce issues before it starts changing code?<\/div>\n<div class=\"comment-actions\">\n<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\/@othman_katim\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@othman_katim<\/a> Tross operates totally in a remote isolated virtual machine so it never touches the local codebase, hence keeping the code and secrets secure. It generates the context about the query by indexing the codebase, then builds a plan and then starts the execution where it might reproduce the issues based on the requirements and the generated plan.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We’ve been working on for months on Tross and now let’s go! Try and share your reviews please.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/4OCYKUY5FPB5LJ\" class=\"app-title\">TheLaTeXLab<\/a><\/p>\n<div class=\"one-liner\">Word to LaTex & Pdf to LaTex Conversion<\/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>TheLaTeXLab \u662f\u4e00\u6b3e\u5c06Word\u548cPDF\u6587\u6863\u7cbe\u51c6\u8f6c\u6362\u4e3a\u6295\u7a3f\u7ea7LaTeX\u6587\u4ef6\u7684\u4e13\u4e1a\u5de5\u5177\uff0c\u4e13\u4e3a\u7814\u7a76\u4eba\u5458\u3001\u5b66\u8005\u89e3\u51b3\u671f\u520a\u3001\u4f1a\u8bae\u53ca\u8bba\u6587\u6392\u7248\u4e2d\u7684\u516c\u5f0f\u3001\u5f15\u6587\u3001\u6a21\u677f\u9002\u914d\u7b49\u987d\u56fa\u75db\u70b9\uff0c\u5927\u5e45\u7f29\u77ed\u683c\u5f0f\u5316\u8017\u65f6\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\/f4172631-9f22-4157-9738-17f7d55d012d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e091ee00-d881-471f-964a-ef3979b1d1d0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/46225f16-39a3-4d54-becd-d838c22ee304.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\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">LaTeX\u8f6c\u6362<\/span><br \/>\n <span class=\"tag\">Word\u8f6cLaTeX<\/span><br \/>\n <span class=\"tag\">PDF\u8f6cLaTeX<\/span><br \/>\n <span class=\"tag\">\u5b66\u672f\u6392\u7248<\/span><br \/>\n <span class=\"tag\">\u671f\u520a\u6a21\u677f<\/span><br \/>\n <span class=\"tag\">\u8bba\u6587\u6295\u7a3f<\/span><br \/>\n <span class=\"tag\">\u53c2\u8003\u6587\u732e\u683c\u5f0f\u5316<\/span><br \/>\n <span class=\"tag\">\u79d1\u7814\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">Overleaf\u517c\u5bb9<\/span><br \/>\n <span class=\"tag\">\u8bba\u6587\u683c\u5f0f\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>\u521b\u59cb\u4eba\u5728\u8bc4\u8bba\u4e2d\uff08\u4ec5\u4e00\u6761\u5b98\u65b9\u8bf4\u660e\uff09\u4e3b\u8981\u4ecb\u7ecd\u4e86\u4ea7\u54c1\u80cc\u666f\u4e0e\u529f\u80fd\uff0c\u5f3a\u8c03\u89e3\u51b3\u6392\u7248\u75db\u70b9\u8fd9\u4e00\u6838\u5fc3\u4ef7\u503c\uff0c\u5e76\u5f00\u653e\u6027\u5730\u9080\u8bf7\u7528\u6237\u63d0\u51fa\u53cd\u9988\u3001\u95ee\u9898\u4e0e\u529f\u80fd\u5efa\u8bae\u3002\u76ee\u524d\u6682\u65e0\u5916\u90e8\u7528\u6237\u7684\u5177\u4f53\u53cd\u9988\uff0c\u4f46\u4ea7\u54c1\u8bc9\u6c42\u660e\u786e\u6307\u5411\u5b66\u672f\u793e\u533a\u7684\u521a\u9700\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 TheLaTeXLab\u5207\u5165\u7684\u662f\u4e00\u4e2a\u201c\u5c0f\u4f17\u4f46\u521a\u9700\u201d\u4e14\u201c\u4ed8\u8d39\u610f\u613f\u660e\u786e\u201d\u7684\u5e02\u573a\u2014\u2014\u5b66\u672f\u6392\u7248\u8f6c\u6362\u3002\u672c\u8d28\u4e0a\uff0c\u5b83\u89e3\u51b3\u7684\u4e0d\u662f\u5199\u8bba\u6587\uff0c\u800c\u662f\u201c\u8ba9\u8bba\u6587\u770b\u8d77\u6765\u50cf\u8bba\u6587\u201d\u7684\u82e6\u6d3b\u3002\u4ea7\u54c1\u601d\u8def\u6e05\u6670\uff1a\u4e0d\u505a\u4e07\u80fd\u8bed\u6cd5\u7f16\u8f91\u5668\uff0c\u800c\u662f\u505a\u5e26\u4eba\u5de5\u8d28\u68c0\u7684\u201c\u683c\u5f0f\u642c\u8fd0\u5de5\u201d\uff0c\u7784\u51c6Springer\u3001IEEE\u7b4920+\u6a21\u677f\u7684\u76f4\u63a5\u751f\u6210\uff0c\u59cb\u4e8e49\u7f8e\u5143\/72\u5c0f\u65f6\u4ea4\u4ed8\uff0c\u5b9a\u4ef7\u7b56\u7565\u7cbe\u51c6\u5361\u4f4d\u201c\u4e70\u65f6\u95f4\u201d\u7684\u5fc3\u7406\u8d26\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u4ece\u4ea7\u54c1\u672c\u8eab\u770b\uff0c\u6838\u5fc3\u80fd\u529b\u4ecd\u9ad8\u5ea6\u4f9d\u8d56\u4eba\u529bQA\u548c\u7f16\u8bd1\u4fdd\u969c\uff0c\u8fd9\u610f\u5473\u7740\u670d\u52a1\u96be\u4ee5\u89c4\u6a21\u5316\u30025\u7968\u7684\u5fae\u5f31\u793e\u533a\u70ed\u5ea6\uff0c\u8bf4\u660e\u5b83\u66f4\u50cf\u4e00\u4e2a\u8f7b\u91cf\u7ea7\u670d\u52a1\u800c\u975eSaaS\u4ea7\u54c1\uff0c\u7528\u6237\u4fe1\u4efb\u6765\u81ea\u6848\u4f8b\u800c\u975e\u53e3\u7891\u3002\u66f4\u503c\u5f97\u8b66\u60d5\u7684\u662f\uff0c\u5e02\u9762\u4e0a\u5df2\u6709GrindEQ\u3001Mathpix\u7b49\u81ea\u52a8\u5316\u5de5\u5177\uff0c\u4e14Overleaf\u7684\u5b98\u65b9\u6a21\u677f\u5e93\u8d8a\u6765\u8d8a\u5b8c\u5584\uff0c\u7528\u6237\u7684\u201c\u4ed8\u8d39\u4f53\u9a8c\u201d\u53ef\u80fd\u53ea\u5b58\u5728\u4e8e\u201c\u6700\u540e\u4e00\u6b65\u62fc\u6b7b\u6392\u7248\u201d\u7684\u7126\u8651\u671f\uff0c\u800c\u975e\u957f\u671f\u4f9d\u8d56\u3002\n <\/p>\n<p class=\"ai-content\">\n \u53e6\u5916\uff0c\u5176\u4e1a\u52a1\u672c\u8d28\u662f\u201c\u4eba\u5de5\u670d\u52a1+\u534a\u81ea\u52a8\u5316\u201d\uff0c\u8fd9\u51b3\u5b9a\u4e86\u6bdb\u5229\u7387\u7684\u5929\u82b1\u677f\u3002\u5982\u679c\u4e0d\u80fd\u901a\u8fc7\u79ef\u7d2f\u5927\u91cf\u6a21\u677f\u548c\u8bad\u7ec3AI\u6a21\u578b\u6765\u964d\u4f4e\u4eba\u5de5\u5e72\u9884\u6bd4\u4f8b\uff0c\u5b83\u5c06\u59cb\u7ec8\u505c\u7559\u5728\u201c\u8d5a\u8f9b\u82e6\u94b1\u201d\u7684\u52b3\u52a8\u5bc6\u96c6\u578b\u9636\u6bb5\u3002\u800c\u5728AI\u4ee3\u7801\u548cMarkdown\u8d8a\u6765\u8d8a\u6d41\u884c\u7684\u4eca\u5929\uff0cLaTeX\u672c\u8eab\u7684\u5b58\u5728\u611f\u662f\u5426\u4f1a\u88abWYSIWYG\u5de5\u5177\u7a00\u91ca\uff0c\u4e5f\u503c\u5f97\u957f\u671f\u89c2\u5bdf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e00\u53e5\u8bdd\u9510\u8bc4\uff1a\u89e3\u51b3\u4e86\u4e00\u4e2a\u771f\u5b9e\u4e14\u75db\u82e6\u7684\u95ee\u9898\uff0c\u4f46\u4ea7\u54c1\u5316\u6df1\u5ea6\u4e0d\u8db3\uff0c\u5c1a\u672a\u7ed9\u51fa\u201c\u81ea\u52a8\u5316+\u89c4\u6a21\u5316\u201d\u7684\u4ee4\u4eba\u4fe1\u670d\u7b54\u6848\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\">TheLaTeXLab<\/span>\n <\/div>\n<div class=\"comment-content\">Professional Word to LaTeX and PDF to LaTeX conversion service for researchers, professors, academic professionals, etc. We deliver submission-ready LaTeX files with compilation guarantee, accurate equations, bibliography handling, and template compliance for Springer, Elsevier, IEEE, ACM, arXiv, MDPI, and university thesis templates. Ideal for: – journal submissions, – research papers, – conference papers, – theses, dissertations Starting from $49 with 72-hour delivery.<\/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>We built The LaTeX Lab because academic formatting is still way more painful than it should be.<\/p>\n<p>Most Word to LaTeX and PDF to LaTeX converters struggle with:<br \/>\n\u2022 equations,<br \/>\n\u2022 citations,<br \/>\n\u2022 tables,<br \/>\n\u2022 figures,<br \/>\n\u2022 bibliography formatting,<br \/>\n\u2022 and journal templates.<\/p>\n<p>Researchers often spend days fixing formatting issues before journal submission.<\/p>\n<p>The LaTeX Lab helps researchers, students, professors, and academic teams convert Word documents and PDFs into publication-ready LaTeX and Overleaf projects.<\/p>\n<p>We currently support:<br \/>\n\u2022 Springer<br \/>\n\u2022 Elsevier<br \/>\n\u2022 IEEE<br \/>\n\u2022 ACM<br \/>\n\u2022 arXiv<br \/>\n\u2022 MDPI<br \/>\n\u2022 university thesis templates<br \/>\n\u2022 and custom journal formats<\/p>\n<p>Every project includes manual QA, compilation checks, and submission-ready delivery.<\/p>\n<p>Our goal is simple:<br \/>\nhelp researchers focus on research instead of fighting LaTeX formatting.<\/p>\n<p>Would genuinely love your feedback, questions, and feature ideas \ud83d\ude4c<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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 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{"id":231,"date":"2026-05-24T12:42:23","date_gmt":"2026-05-24T04:42:23","guid":{"rendered":"https:\/\/ph.listeningo.cn\/index.php\/2026\/05\/24\/2026-05-23\/"},"modified":"2026-05-24T12:42:23","modified_gmt":"2026-05-24T04:42:23","slug":"2026-05-23","status":"publish","type":"post","link":"https:\/\/ph.listeningo.cn\/index.php\/2026\/05\/24\/2026-05-23\/","title":{"rendered":"PH\u70ed\u699c | 2026-05-23"},"content":{"rendered":"

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\n Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-05-23<\/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. 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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 | 2026-05-23<\/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\/2VVOKDD4COMAK2\" class=\"app-title\">Google Antigravity CLI<\/a><\/p>\n<div class=\"one-liner\">Run coding agents directly from your terminal<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">213<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Antigravity CLI \u5c06\u591a\u6b65\u9aa4\u63a8\u7406\u3001\u591a\u6587\u4ef6\u7f16\u8f91\u3001\u5de5\u5177\u8c03\u7528\u7b49\u529f\u80fd\u5f15\u5165\u7ec8\u7aef\uff0c\u4e13\u4e3aSSH\u8fdc\u7a0b\u4f1a\u8bdd\u548c\u952e\u76d8\u4f18\u5148\u5de5\u4f5c\u6d41\u8bbe\u8ba1\uff0c\u89e3\u51b3\u5f00\u53d1\u8005\u5728\u65e0\u56fe\u5f62\u754c\u9762\u73af\u5883\u4e0b\u4f7f\u7528\u667a\u80fd\u7f16\u7801\u4ee3\u7406\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\/b0db295a-609b-4f52-8c04-c7223ac5ff02.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/aaa30ffb-778f-4a87-9e7c-1892e96ba917.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/96e5f7fd-efa2-4934-a0fe-b914728cf240.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\/caa959c1-20ab-447d-89ea-600c33dc5be6.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=am0lg5-ofvQ\"><source src=\"https:\/\/www.youtube.com\/watch?v=am0lg5-ofvQ\" 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\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Tech<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7f16\u7801\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u547d\u4ee4\u884c\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u7ec8\u7aefAI<\/span><br \/>\n <span class=\"tag\">SSH\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u591a\u6587\u4ef6\u7f16\u8f91<\/span><br \/>\n <span class=\"tag\">\u952e\u76d8\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8fdc\u7a0b\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u8c37\u6b4c\u51fa\u54c1<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u7f16\u7801\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\u53cd\u9988\u4e24\u6781\u5206\u5316\uff1a\u5c11\u6570\u80af\u5b9a\u5176\u586b\u8865\u8fdc\u7a0b\u7ec8\u7aef\u667a\u80fd\u7f16\u7801\u7a7a\u767d\uff1b\u4f46\u5927\u91cf\u8d1f\u9762\u8bc4\u8bba\u96c6\u4e2d\u4e8eGemini 3.5\u6a21\u578b\u6027\u80fd\u5783\u573e\u3001\u95ed\u6e90\u540e\u8d28\u91cf\u4e0b\u964d\u3001IDE\u529f\u80fd\u5206\u88c2\u3001\u865a\u5047\u5ba3\u4f203\u500d\u989d\u5ea6\u4f46\u5b9e\u9645\u4e00\u6b21\u63d0\u793a\u5373\u8017\u5c3d\uff0c\u4e14\u6ee5\u7528\u8d44\u6e90\u751f\u6210\u65e0\u7528\u5185\u5bb9\uff0c\u6000\u7591\u8c37\u6b4c\u6545\u610f\u52a3\u5316\u4ee5\u907f\u514d\u53cd\u5784\u65ad\u5ba1\u67e5\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 Antigravity CLI \u8868\u9762\u4e0a\u662f\u4e00\u4e2a\u201c\u7ec8\u7aef\u91cc\u7684AI\u7f16\u7801\u4ee3\u7406\u201d\uff0c\u8bd5\u56fe\u89e3\u51b3\u5f00\u53d1\u8005SSH\u573a\u666f\u4e0b\u65e0\u6cd5\u4f7f\u7528\u56fe\u5f62\u5316AI\u5de5\u5177\u7684\u75db\u70b9\u3002\u8fd9\u4e2a\u4ea7\u54c1\u65b9\u5411\u672c\u8eab\u662f\u6709\u4ef7\u503c\u7684\u2014\u2014\u6bd5\u7adf\u7a0b\u5e8f\u5458\u7fa4\u4f53\u4e2d\u786e\u5b9e\u5b58\u5728\u4e00\u6279\u201c\u952e\u76d8\u6559\u201d\u4fe1\u5f92\uff0c\u4ed6\u4eec\u8ba8\u538c\u9891\u7e41\u5207\u6362\u7a97\u53e3\u3002\u4f46\u4ea7\u54c1\u672c\u8eab\u7684\u6838\u5fc3\u95ee\u9898\uff0c\u5e76\u4e0d\u662f\u201c\u5728\u7ec8\u7aef\u91cc\u8dd1AI\u4ee3\u7406\u201d\u8fd9\u4e2a\u5f62\u5f0f\uff0c\u800c\u662f\u5b83\u80cc\u540e\u7684AI\u6a21\u578b\u548c\u914d\u989d\u7b56\u7565\u6b63\u5728\u4e25\u91cd\u62c9\u80ef\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u6700\u9ad8\u8d5e\u7684\u7528\u6237\u5486\u54ee\u53ef\u4ee5\u770b\u51fa\uff0c\u6574\u4e2aAntigravity\u751f\u6001\u5df2\u7ecf\u9677\u5165\u4e86\u5178\u578b\u7684\u201c\u5927\u516c\u53f8\u521b\u65b0\u56f0\u5883\u201d\uff1a\u66fe\u7ecf\u5f00\u6e90\u7684\u4f18\u79c0\u9879\u76ee\u88ab\u95ed\u6e90\u540e\uff0c\u6a21\u578b\u80fd\u529b\u4e0d\u8fdb\u53cd\u9000\uff1bGemini 3.5\u88ab\u7528\u6237\u75db\u65a5\u4e3a\u201c\u6700\u5feb\u751f\u6210\u5783\u573e\u7684\u6a21\u578b\u201d\uff1b\u53f7\u79f0\u7684\u201c3\u500d\u989d\u5ea6\u201d\u5f62\u540c\u865a\u8bbe\uff0c\u4e00\u6b21\u63d0\u793a\u5c31\u80fd\u8017\u5c3d\uff1b\u5f3a\u884c\u6346\u7ed1\u4e24\u4e2a\u5e94\u7528\uff08\u4e00\u4e2aIDE\u548c\u4e00\u4e2aCodex\u514b\u9686\u4f53\uff09\uff0c\u903c\u7528\u6237\u53bb\u625b\u4e24\u4efd\u81c3\u80bf\u3002\u66f4\u8bbd\u523a\u7684\u662f\uff0c\u8fd9\u4e2a\u201c\u9ed1\u79d1\u6280\u201d\u516c\u53f8\u4e00\u8fb9\u5439\u5618\u81ea\u5df1\u201cquadrillion tokens\u201d\u7684\u7b97\u529b\u50a8\u5907\uff0c\u4e00\u8fb9\u5374\u628a\u7b97\u529b\u6d6a\u8d39\u5728\u6beb\u65e0\u610f\u4e49\u7684\u9ed1\u76d2\u6a21\u62df\u548c\u4fe1\u606f\u52a0\u5e7f\u544a\u7684Agent\u4e0a\uff0c\u800c\u6838\u5fc3\u5f00\u53d1\u8005\u8fde\u4e00\u6b21\u9760\u8c31\u7684Sonnet\u8c03\u7528\u90fd\u7528\u4e0d\u6ee1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6700\u503c\u5f97\u8b66\u60d5\u7684\u662f\u7528\u6237\u7684\u6700\u540e\u4e00\u53e5\u731c\u6d4b\u2014\u2014\u201c\u8fd9\u662f\u4e0d\u662f\u6545\u610f\u52a3\u5316\u4ee5\u907f\u514d\u88ab\u53cd\u5784\u65ad\u4f20\u5524\uff1f\u201d \u5982\u679c\u5c5e\u5b9e\uff0c\u8fd9\u5c31\u662f\u5178\u578b\u7684\u6280\u672f\u6e23\u64cd\u4f5c\uff1a\u624b\u63e1\u5b87\u5b99\u7ea7\u7b97\u529b\uff0c\u5374\u6545\u610f\u7ed9\u81ea\u5bb6\u4ea7\u54c1\u5582\u5269\u996d\uff0c\u4ee5\u7ef4\u6301\u201c\u7ade\u4e89\u6fc0\u70c8\u201d\u7684\u5047\u8c61\u3002\u8fd9\u79cd\u5927\u516c\u53f8\u5728\u521b\u65b0\u4e0a\u7684\u865a\u4f2a\u548c\u4fdd\u5b88\uff0c\u5f80\u5f80\u6bd4\u5c0f\u516c\u53f8\u7684\u4e0d\u6210\u719f\u66f4\u4ee4\u4eba\u5931\u671b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e00\u53e5\u8bdd\u603b\u7ed3\uff1aAntigravity CLI \u7684\u65b9\u5411\u6b63\u786e\uff0c\u4f46\u6267\u884c\u7cdf\u7cd5\u3002\u5982\u679c\u4f60\u53ea\u662f\u9700\u8981\u4e00\u4e2a\u80fd\u5728SSH\u91cc\u8dd1AI\u4ee3\u7801\u8865\u5168\u7684\u5de5\u5177\uff0c\u5e02\u9762\u4e0a\u5df2\u6709\u591a\u4e2a\u66f4\u8f7b\u91cf\u3001\u66f4\u4e13\u6ce8\u7684\u66ff\u4ee3\u65b9\u6848\uff08\u5982aider\u3001codeium\u7684\u7ec8\u7aef\u5b9e\u73b0\uff09\u3002\u8c37\u6b4c\u8fd9\u6b21\u7684\u201c\u95ed\u6e90+\u5272\u97ed\u83dc\u201d\u7b56\u7565\uff0c\u914d\u4e0a\u865a\u5e7b\u7684\u914d\u989d\u5439\u5618\uff0c\u6700\u7ec8\u4f24\u5bb3\u7684\u53ea\u4f1a\u662f\u90a3\u4e9b\u771f\u6b63\u5728\u7ec8\u7aef\u91cc\u5199\u4ee3\u7801\u7684\u786c\u6838\u7528\u6237\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\">Google Antigravity CLI<\/span>\n <\/div>\n<div class=\"comment-content\">Antigravity CLI brings multi-step reasoning, multi-file editing, tool calling, and persistent history to the terminal. Optimised for SSH sessions and keyboard-first workflows. For developers who live in the command line.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>RANT ALERT <\/strong><\/p>\n<p>The whole <strong>GEMINI 3.5 (trash)<\/strong> is SO Bloody DISAPPOINTING, I<strong> used to be<\/strong> such a MASSIVE Antigravity lover.<\/p>\n<p>I was honestly excited leading up to I\/O to see how they take their solid foundation and build on top of it. But look where we’re now.<\/p>\n<p>It’s <strong>honestly a Joke that with all these resources<\/strong>, they <strong>CHOSE<\/strong> to make <strong>the Fastest Slop Generating model.<\/strong><br \/>Don’t get me started on Antigrav CLI, it <strong>used to be good as a Open-source project<\/strong> and i had faith, <strong>until they close sourced it and made it astronomically shittier<\/strong> and broke most of the developers hearts.<\/p>\n<p><em>With the way the Input box dances around when generating, <\/em><strong><em>makes me think they used 3.5 Flash for it :’)<\/em><\/strong><\/p>\n<p>They didn’t leave AntiGravity IDE Alone either, and <strong>chose<\/strong> to take a <strong>fat shit on it too<\/strong>. <strong>WHY DO I NEED 2 APPS? One Codex clone (But worse) and an IDE Which is just mid. <\/strong><\/p>\n<p>What can we expect from <strong>sellouts like windsurf founders,<\/strong> who dropped being one of the only innovative competitors to cursor, to <strong>JOIN the DARK SIDE OF TRUST ME BRO BENCHMARKS and STAGED DEMOS (like running doom) <\/strong>[IF they’re spear-heading this they’re the ones to take the blame for it]<\/p>\n<p>ON TOP OF <strong>THIS SHIT SHOW<\/strong>, <strong>They have the Audacity to LIE ABOUT 3x Limits in the IDE,<\/strong> they<strong> removed the PERFECTLY FUNCTIONAL Browser use <\/strong>which gave <strong>video walkthroughs and Debugged (GOATED FEATURE)<\/strong><br \/>and replaced it with \/browser which needs to be configured separately and <strong>STILL doesn’t work.<\/strong><\/p>\n<p>And wait, THE <strong>SLIMIEST<\/strong> THING YET, <strong>this boils my Blood<\/strong> as a Die hard Anti Grav user. <strong>They CLAIM 3X limits<\/strong>, and <strong>STILL CLAUDE Doesn’t last a SINGLE PROMPT<\/strong> and being on the <strong>pro plan doesn’t really mean much<\/strong>. <\/p>\n<p>Also, <strong>Can someone from <\/strong><a href=\"https:\/\/www.producthunt.com\/products\/google-antigravity\" target=\"_blank\" rel=\"noopener\"><strong>@Google Antigravity<\/strong><\/a><strong> tell me WHY<\/strong> Does the <strong>GPT Model and other ancillary models<\/strong> offered by AntiGravity, <strong>run out when i’ve never used it?<\/strong> <em>(Eg: I never touch sonnet, but after one prompt to opus; GPT sonnet and G3.1 Pro run out)<\/em><\/p>\n<p>IF YOU <strong>HAVE SUCH A SURPLUS OF TPUs AND MONEY TO DISH OUT TOKENS<\/strong> on SLOP <em>WHICH MOST SERIOUS USERS NEVER ASKED FOR.<\/em><strong> Rather allocate more tokens to developers \/ creators \/ entrepreneurs who actually use your tools, INSTEAD OF BURNING THEM ON A F*CKING BLACK HOLE SIMULATION<\/strong> and Information agents which is going to serve me ADS and not REAL information…<\/p>\n<p><strong>Such a Disgrace and waste of resources and a borderline act of bad faith to its users…<\/strong><\/p>\n<p>One more thing i cant understand is HOW DOES A TRILLION DOLLAR COMPANY BOASTING ABOUT A QUADRILLION TOKENS SPENT doesn’t make good use of it and Blow every competitor out of the water? <em>(Total BS number btw cuz its all being force fed to people with AI MODE which is a Hallucination and machine) <\/em><br \/><strong>Almost makes me think that its a choice, so they don’t get summoned by the Senate <\/strong>for having a Monopoly on<strong> this Market too<\/strong><em> (then its a 5D Chess move)<\/em><\/p>\n<p>Most people are gonna be out here glazing google, and i might get banned or flagged for being honest and real. My only question is, <strong><em>Who’s to be blamed for this?<\/em><\/strong><\/p>\n<p><strong><em>AI psychosis is real, and the state of the frontiers is a GREAT EXAMPLE OF IT.<\/em><\/strong><\/p>\n<p>and yes i’m calm, and <strong>this is not hate, but frustration and pain from a REAL USER.<\/strong><br \/><strong><em>Thank you for your attention to this matter <\/em><\/strong><a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong><em>@rohanrecommends<\/em><\/strong><\/a><strong><em> <\/em><\/strong><a href=\"https:\/\/www.producthunt.com\/@joshtwoodward\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong><em>@joshtwoodward<\/em><\/strong><\/a><strong><em> <\/em><\/strong><a href=\"https:\/\/www.producthunt.com\/@logankilpatrick\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong><em>@logankilpatrick<\/em><\/strong><\/a><strong><em> <\/em><\/strong><a href=\"https:\/\/www.producthunt.com\/@sundar_pichai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong><em>@sundar_pichai<\/em><\/strong><\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>13<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">no wonder why there\u2019s only 3 comments on this and still it\u2019s on the top of the leaderboard<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@rohanrecommends and this isn\u2019t directed towards you in anyway, the rest of the I\/O was sick overall but this really struck a nerve.<\/p>\n<p>Thanks for your understanding<\/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<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@aakashpuri thank you. I was going to spend sometime on this. You saved me. \ud83d\ude4c\ud83d\ude4f<\/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>Antigravity CLI brings full agentic coding capability to the command line, running on the same core engine as the Antigravity 2.0 desktop platform.<\/p>\n<\/p>\n<p>Agentic coding tools have mostly been designed around visual interfaces. That works until you’re on a remote server or running SSH-heavy workflows where a GUI simply isn’t in the picture. The CLI closes that gap without asking you to change how you work.<\/p>\n<ul>\n<li>\n<p>Multi-file editing and multi-step reasoning directly in your terminal, handling complex tasks without a graphical layer<\/p>\n<\/li>\n<li>\n<p>Shared agent engine with Antigravity 2.0, so improvements to the platform apply automatically to the CLI too<\/p>\n<\/li>\n<li>\n<p>Keyboard-first and optimised for remote sessions, with minimal resource overhead<\/p>\n<\/li>\n<li>\n<p>Bidirectional settings sync and session export, letting you pick up terminal work in the desktop app when needed<\/p>\n<\/li>\n<li>\n<p>Auth via system keyring with SSH-aware fallback built in<\/p>\n<\/li>\n<li>\n<p>macOS, Linux, and Windows support<\/p>\n<\/li>\n<\/ul>\n<p>Built for developers who primarily work in the terminal and want agentic capability without switching surfaces. Give it a try and drop your experience in the comments below. <\/p>\n<\/p>\n<p>P.S. I hunt the latest and greatest launches in tech, SaaS and AI, follow to be notified <strong>\u2192<\/strong> <a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> <\/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\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> As a Senior AI Product Designer, seeing developer workflows transition from complex commands to raw intention is beautiful. Tools like Antigravity CLI prove that AI-native execution is erasing traditional technical bottlenecks at elite speed. The real game-changer now is pairing this hyper-fast terminal power with institutional-grade UI\/UX architecture. When back-end execution becomes this seamless, the visual product design must look like a million bucks on Day 1. Stellar launch\u2014this is exactly the kind of startup energy that changes how we build software!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> Agreed, terminals are becoming intent-driven rather than command-driven. This CLI fills a real gap for remote-first workflows.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> Very interesting approach, especially for developers working heavily with SSH and remote servers.<br \/>Does it also support autonomous codebase analysis and multi-repo workflows?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Developer workflows are moving from commands to intentions. Interesting glimpse of where terminals are heading.<\/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>I dont get it. How is this different from just normal antigravity? i download it i get antigravity. is there a curl to instlal the antigravity cli or smth? Found it. its bellow normal antigravity download area. anyways here is the curl: curl -fsSL <a href=\"https:\/\/antigravity.google\/cli\/install.sh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/antigravity.google\/cli\/install.sh<\/a> | bash<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Fixed half a duplication bug then this: “Individual quota reached. Contact your administrator to enable overages. Resets in 167h39m7s.” \ud83d\ude05 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/LBMOK2KFA74TNE\" class=\"app-title\">Memdex<\/a><\/p>\n<div class=\"one-liner\">Turn every AI conversation into reusable local memory<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">210<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Memdex\u662f\u4e00\u6b3eChrome\u6269\u5c55\uff0c\u5b83\u81ea\u52a8\u6355\u83b7\u5e76\u52a0\u5bc6\u4fdd\u5b58\u4f60\u5728ChatGPT\u3001Claude\u7b49AI\u5de5\u5177\u4e2d\u7684\u5bf9\u8bdd\uff0c\u5e76\u5728\u4f60\u65b0\u5f00\u804a\u5929\u65f6\u50cf\u8bed\u6cd5\u68c0\u67e5\u5668\u4e00\u6837\u667a\u80fd\u63d0\u793a\u76f8\u5173\u5386\u53f2\u4e0a\u4e0b\u6587\uff0c\u4e00\u952e\u6ce8\u5165\uff0c\u5f7b\u5e95\u544a\u522b\u91cd\u590d\u89e3\u91ca\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\/5feec5bc-1dc4-4f7f-a0b9-13bc092e7142.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/659f4087-37ea-4d90-8673-14cbb454645f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a8ceba43-65a5-410f-9535-b80a1fdb281e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/500fe9e3-65f9-42a7-bcf6-3de84ad4f492.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\/0e31ae7f-c25e-41a2-a058-82047537b6b0.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=mW9p-jnundk\"><source src=\"https:\/\/www.youtube.com\/watch?v=mW9p-jnundk\" 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>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u804a\u5929\u8bb0\u5fc6<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u5b58\u50a8<\/span><br \/>\n <span class=\"tag\">Chrome\u6269\u5c55<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u6ce8\u5165<\/span><br \/>\n <span class=\"tag\">\u8de8\u6a21\u578b\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5bf9\u8bdd\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u63d0\u793a<\/span><br \/>\n <span class=\"tag\">Grammarly-for-context<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u4e3b\u8981\u5173\u6ce8\uff081\uff09\u80fd\u5426\u5904\u7406\u957f\u4efb\u52a1\u4e2d\u65ad\u540e\u7684\u4e0a\u4e0b\u6587\u6062\u590d\uff08\u53ef\u884c\uff09\uff1b\uff082\uff09\u201c\u672c\u5730\u5b58\u50a8\u4f46\u4e91\u7aef\u6ce8\u5165\u201d\u7684\u9690\u79c1\u6096\u8bba\uff0c\u5efa\u8bae\u589e\u52a0\u8bb0\u5fc6\u5206\u7c7b\uff08\u5982\u5de5\u4f5c\/\u79c1\u5bc6\uff09\u548c\u6c38\u4e0d\u6ce8\u5165\u5f00\u5173\uff1b\uff083\uff09DOM\u7ed3\u6784\u53d8\u5316\u5bfc\u81f4\u6293\u53d6\u5931\u6548\u7684\u957f\u671f\u7a33\u5b9a\u6027\u95ee\u9898\uff1b\uff084\uff09\u9700\u533a\u5206\u201c\u6c38\u4e45\u8bb0\u5fc6\u201d\u4e0e\u201c\u4e34\u65f6\u4efb\u52a1\u72b6\u6001\u201d\uff0c\u5efa\u8bae\u8f7b\u91cf\u7ea7\u6807\u8bb0\u548c\u8fc7\u671f\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 Memdex\u5207\u4e2d\u7684\u662f\u4e00\u4e2a\u771f\u5b9e\u4e14\u5de8\u5927\u7684\u75db\u70b9\uff1a\u5728\u591aAI\u6a21\u578b\u95f4\u8f97\u8f6c\u7684\u7528\u6237\uff0c\u6b63\u88ab\u201c\u96f6\u548c\u4f1a\u8bdd\u201d\u7684\u91cd\u590d\u52b3\u52a8\u538b\u57ae\u3002\u5b83\u7684\u6838\u5fc3\u521b\u65b0\u5728\u4e8e\u5c06\u201c\u8bb0\u5fc6\u201d\u4ece\u4e91\u7aef\u62c9\u56de\u672c\u5730\uff0c\u5e76\u501f\u9274\u4e86Grammarly\u7684\u201c\u88ab\u52a8\u611f\u77e5+\u4e3b\u52a8\u6ce8\u5165\u201d\u4ea4\u4e92\u8303\u5f0f\uff0c\u6781\u5927\u964d\u4f4e\u4e86\u8bb0\u5fc6\u7ba1\u7406\u7684\u6469\u64e6\u6210\u672c\u3002\u8fd9\u6bd4\u90a3\u4e9b\u9700\u8981\u7528\u6237\u624b\u52a8\u521b\u5efa\/\u8c03\u7528\u201c\/remember\u201d\u547d\u4ee4\u7684\u5de5\u5177\u4f18\u96c5\u5f97\u591a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u5b58\u50a8\u201d\uff0c\u800c\u5728\u4e8e\u201c\u68c0\u7d22\u4e0e\u5173\u8054\u201d\u7684\u667a\u80fd\u5ea6\u3002\u82e5\u4ec5\u9760\u5173\u952e\u8bcd\u5339\u914d\uff0c\u5f88\u5feb\u5c31\u4f1a\u6df9\u6ca1\u5728\u566a\u97f3\u4e2d\uff0c\u4ece\u201c\u795e\u52a9\u653b\u201d\u6ca6\u4e3a\u201c\u795e\u70e6\u201d\u3002\u76ee\u524d\u5b98\u65b9\u63d0\u5230\u7684\u201c\u8f7b\u91cf\u7d22\u5f15\u548c\u60c5\u8282\u8bb0\u5fc6\u63d0\u53d6\u201d\u662f\u89e3\u51b3\u8fd9\u4e00\u95ee\u9898\u7684\u5173\u952e\uff0c\u4f46\u6280\u672f\u7ec6\u8282\u8bed\u7109\u4e0d\u8be6\uff0c\u8fd9\u5f88\u53ef\u80fd\u6210\u4e3a\u51b3\u5b9a\u5176\u5929\u82b1\u677f\u7684\u5173\u952e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u540c\u65f6\uff0c\u6211\u4eec\u5fc5\u987b\u7280\u5229\u5730\u6307\u51fa\uff0c\u9664\u975eMemdex\u5728\u5ba2\u6237\u7aef\u672c\u5730\u5b8c\u6210\u8bed\u4e49\u5d4c\u5165\u548c\u68c0\u7d22\uff08\u5982\u7c7b\u4f3c\u672c\u5730\u5411\u91cf\u6570\u636e\u5e93\uff09\uff0c\u5426\u5219\u201c\u672c\u5730\u5b58\u50a8\u3001\u672c\u5730\u7d22\u5f15\u201d\u7684\u627f\u8bfa\u5728\u9700\u8981\u8de8\u6a21\u578b\u6ce8\u5165\u65f6\uff0c\u4f9d\u7136\u9762\u4e34\u5c06\u7528\u6237\u9690\u79c1\u6570\u636e\u66b4\u9732\u7ed9\u7b2c\u4e09\u65b9API\u7684\u7070\u7280\u725b\u98ce\u9669\u3002\u7528\u6237\u8bc4\u8bba\u4e2d\u63d0\u5230\u7684\u201c\u5de5\u4f5cvs\u79c1\u5bc6\u201d\u6807\u8bb0\u548c\u201c\u6c38\u4e0d\u6ce8\u5165\u201d\u5f00\u5173\uff0c\u662f\u5176\u4ece\u201c\u770b\u8d77\u6765\u672c\u5730\u201d\u5230\u201c\u771f\u6b63\u79c1\u5bc6\u201d\u7684\u5fc5\u7ecf\u4e4b\u8def\uff0c\u8fd9\u4e0d\u4ec5\u662f\u529f\u80fd\u95ee\u9898\uff0c\u66f4\u662f\u4fe1\u4efb\u57fa\u77f3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u4f9d\u8d56DOM\u6293\u53d6\u7684\u8106\u5f31\u6027\u662f\u6b64\u7c7b\u6269\u5c55\u7684\u201c\u963f\u5580\u7409\u65af\u4e4b\u8e35\u201d\u3002AI\u5927\u5382\u4e00\u65e6\u4e3a\u9632\u722c\u866b\u6216\u6539\u7248\u800c\u8c03\u6574\u524d\u7aef\u7ed3\u6784\uff0c\u7ef4\u62a4\u6210\u672c\u5c06\u6025\u5267\u4e0a\u5347\u3002\u5efa\u8bae\u56e2\u961f\u5c3d\u5feb\u63a2\u7d22\u66f4\u7a33\u5b9a\u7684API\u96c6\u6210\u65b9\u6848\uff0c\u6216\u63d0\u4f9b\u53ef\u81ea\u5b9a\u4e49\u7684\u6293\u53d6\u89c4\u5219\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u7684\u6765\u8bf4\uff0cMemdex\u65b9\u5411\u6b63\u786e\uff0c\u4ea4\u4e92\u6709\u5de7\u601d\uff0c\u4f46\u524d\u65b9\u6280\u672f\u8346\u68d8\u5bc6\u5e03\u3002\u5b83\u9700\u8981\u5728\u68c0\u7d22\u7cbe\u5ea6\u3001\u9690\u79c1\u5b89\u5168\u673a\u5236\u548c\u53cd\u8106\u5f31\u6027\u4e0a\u4e09\u7ebf\u4f5c\u6218\uff0c\u624d\u80fd\u4ece\u201c\u60ca\u8273\u7684\u6f14\u793a\u201d\u8fdb\u5316\u4e3a\u201c\u4e0d\u53ef\u6216\u7f3a\u7684\u57fa\u5efa\u201d\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Memdex<\/span>\n <\/div>\n<div class=\"comment-content\">Memdex is a Chrome extension that turns every AI conversation into reusable memory. It auto-captures your chats across ChatGPT, Claude, and Gemini, stores them encrypted on your laptop (IndexedDB, never uploaded), and underlines reusable context in your next prompt like Grammarly underlines typos. One click to inject when you need it just like grammarly. Free for your 10 most recent chats. Pro for unlimited.<\/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 Andrew. After spending most of last year jumping between ChatGPT, Claude, and Gemini, three things wore me down:<\/p>\n<p>1. Every new chat starts at zero. I keep re-explaining the same project, the same constraints, the same voice.<br \/>\n2. My “memory” lives in someone else’s cloud \u2014 locked to one model, invisible, unmovable.<br \/>\n3. The existing fixes are heavier than the problem: vector DBs, accounts, settings panels, prompts called \/remember.<\/p>\n<p>So I built Memdex.<\/p>\n<p>Memdex is a browser extension that does three things, automatically:<\/p>\n<p>\u2022 Saves every chat on ChatGPT, Claude, Gemini, Perplexity, and Grok to encrypted files on your laptop. Never uploaded, never trained on.<br \/>\n\u2022 Detects when something you already discussed is relevant to what you’re typing now \u2014 like Grammarly, but for context.<br \/>\n\u2022 Injects that memory into any AI tool with one click. No copy-paste. No re-explaining.<\/p>\n<p>The aha is the second tab: you open a fresh Claude window and it already knows your project, because last week’s ChatGPT thread is on your disk and Memdex just pulled it in.<\/p>\n<p>It’s local-first (memory never leaves your machine), cross-model (one memory, every tool), and zero-ritual (no \/remember, no DB, no signup to start). Free tier auto-saves your 10 most recent chats; Pro is unlimited.<\/p>\n<p>\ud83d\udc49 Add to Chrome: <a href=\"https:\/\/chromewebstore.google.co\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/chromewebstore.google.co<\/a>…<br \/>\n\ud83d\udc49 Site: <a href=\"https:\/\/memdex.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/memdex.ai<\/a><\/p>\n<p>What I’d love feedback on:<br \/>\n– Where “detect” feels noisy vs. genuinely useful<br \/>\n– Which tools you want next (Cursor, Windsurf, v0, Lovable are on the list)<br \/>\n– Anything that makes you not believe “local-first” \u2014 I want to fix the perception, not just the reality<\/p>\n<p>Building in public from here \u2014 happy to answer anything in the thread.<\/p>\n<p>\u2014 Andrew<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@xeasonchan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@xeasonchan<\/a> I use Claude with a browser automation extension to handle long tasks. The problem is the context window fills up mid-task, and I have to star a new conversation \u2014 but the job isn’t done yet. Every time I restart, I have to re-explaiin everything from scratch: what I was doing, how far I got, what’s next. <\/p>\n<p>Does Memdex handle this kind of scenario? Can it capture and resume that kind of task context, not just regular chat conversations?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@dora_lin2 Thanks for your interest, and we do support this kind of scenario. You can just click the Memdex icon in the other chatbox that you startover again and append the past conversation in 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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@xeasonchan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@xeasonchan<\/a> “never uploaded” and “injected into Claude on every relevant prompt” are both on your page, and both true. that’s the part I’d want addressed head-on, Andrew.<\/p>\n<p>the memory rests on my machine, sure. but the second it’s useful, it travels into someone else’s model. local-first storage, cloud-first exposure.<\/p>\n<p>do users get to mark certain memories as never-inject? the work-stuff-yes, the therapy-session-no kind of split? feels like that toggle is what separates “encrypted on disk” from actually private.<\/p>\n<p>congrats on the launch either way, this is a real problem worth getting right.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 just woke up and opened Product Hunt to see what\u2019s launching today. Memdex caught my eye so I went through the homepage, and the way you described the context detection flow felt clean. Great work! By the way I lose my best AI chats all the time. Scrolling through the history is a nightmare. So this idea… I like it. I have a question though. Since everything stays on my device, how does the matching actually work? Is it just looking for the same words, or does it understand the meaning behind them? Either way, cool product. Rooting for you.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@taimur_haider1 @taimur_haider1 Hey there, thank you for supporting us!<\/p>\n<p>Our product basically records every conversation locally. Then, for specific projects, we summarize and learn from those conversations \u2014 your context, preferences, and working style \u2014 and index them into project memory.<\/p>\n<p>Everything happens behind the scenes. When you prompt anywhere, Memdex can inject the relevant markdown file, just like Grammarly. The magic just happens in the background.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The idea of memory is extremely helpful. I use many AIs, yet heavy on Claude. instead of copying and pasting prompts or ask it to summarize it then paste it in a different AI, phew!!! this alone is brilliant “you open a fresh Claude window and it already knows your project”.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">Interesting product. One thing I\u2019m curious about from a technical standpoint though, I\u2019m guessing Memdex relies on scraping data from ChatGPT\/Claude\/Gemini web apps, doesn\u2019t that become fragile over time?<\/p>\n<p>I built a small chrome extension for myself a while ago that scraped linkedin job descriptions, and it kept breaking whenever linkedin changed their dom structure. From what I have seen, a lot of companies intentionally change frontend structures specifically to make scraping harder.<\/p>\n<p>Did you think about this problem while building Memdex? Curious how you\u2019re making the integrations stable long-term.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@itsnitinraj Yes, that’s definitely a time consuming thing, and we do need to keep our eye on the any updates of OpenAI, Claude and Gemini frontend<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>“Reusable local memory” is the part most AI tools paper over with “your data is private” wording without actually solving the locality problem. Curious which decision was harder \u2014 the storage shape or deciding what NOT to capture. That second one usually defines how a memory tool ages.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@deswzuniga Hey, thank you for your great question! This was one of the hardest parts for us too.<\/p>\n<p>We store the full conversations locally, then do lightweight indexing and episodic memory extraction per project. For aging, we separate things into long-term memory, project memory, and changelog\/source history, instead of surfacing everything forever.<\/p>\n<p>Totally agree that what NOT to capture is what makes memory age well. Would love to learn more about your use case too.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Andrew! Sounds obvious but it actually isn’t. Also jumped between all of them and know how hard is to set again the context. I’m sure ti’s gonna change the game. Wish you all the best!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Reusable conversational memory is one of the biggest unlocks for practical AI workflows.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Good idea and implementation! Congrats on this launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>First of all congrats on your launch!<br \/>I just checked your website and landing page storytelling is great which is usually first thing that caught my eye in any new tool and something i spent good time to deliver it in my own tool as it is the first impression for any new user.<br \/>I use Claude a lot and many times it misses the past convos even though i ask it to update the memory but in fact it still repeats the same old information. Does Memdex helps solving this issue?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@ayhamr Yeah! I think what Memdex right now could solve your problem. please have a try and let us know if you got any 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The Grammarly-for-context framing is strong. The place I\u2019d be careful is separating durable memory from stale task state.<\/p>\n<\/p>\n<p>Some things really should follow me everywhere: product constraints, preferred wording, customer language, recurring project facts. Other things are only useful for this week\u2019s thread and become confusing later. I\u2019d love a lightweight way to mark injected context as \u201ckeep reusing this\u201d vs \u201conly for this task\/session,\u201d plus a small preview of why Memdex thinks a prior chat is relevant before it inserts it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jim_jeffers\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jim_jeffers<\/a> Good question, I was wondering the same thing. The “keep this forever” vs “only for this task” distinction is exactly the kind of UX detail that makes or breaks a memory tool long-term. Curious if the maker will chime in on this \u2014 a simple tagging or expiry mechanism would go a long way.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">@jim_jeffers Jim, that’s a very important question and our solution on that is to maintain the long term memory file just like what OpenClaw is doing like soul.md, Index them into the project category as well. so when you want to continue your past conversation across different model, we just inject the recent and relavant few section of it, but not sending all of the noise into the model.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">I literally had a discussion with Claude about this and few days ago and wanted to build something. <\/p>\n<p>No the issue remains: how do I get my mobile conversations tracked as well?<\/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\">@nico Nico, thank you for your question.I’m the short answer is we could not inject your memory in mobile version because we are in the Chrome extension. But once you open the Chrome extension, we could reload the past session history that you chat in the mobile phone, and save that locally in memdex<\/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<\/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\/AZUQKGQVS44MYZ\" class=\"app-title\">note.md<\/a><\/p>\n<div class=\"one-liner\">Local-first markdown based workspace for research writings<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">190<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>note.md \u662f\u4e00\u6b3e\u57fa\u4e8e\u672c\u5730\u4f18\u5148\u7684Markdown\u5de5\u4f5c\u7a7a\u95f4\uff0c\u4e13\u4e3amacOS\u8bbe\u8ba1\uff0c\u65e8\u5728\u89e3\u51b3\u7814\u7a76\u4eba\u5458\u5728\u8bba\u6587\u5199\u4f5c\u65f6\u6587\u732e\u3001\u7b14\u8bb0\u3001\u5f15\u7528\u5206\u6563\u4e8e\u591a\u4e2a\u5de5\u5177\u4e2d\u7684\u788e\u7247\u5316\u75db\u70b9\uff0c\u5e76\u901a\u8fc7\u672c\u5730AI\u5b9e\u73b0\u8bc1\u636e\u63d0\u53d6\u4e0e\u8bed\u4e49\u68c0\u7d22\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\/c1fef98f-4091-4086-a3fd-f8ee5c5faae3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0c978961-e80d-400d-a81a-190d7d684df2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d7156dd4-e96e-48de-a41c-378e23b8b338.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/550fb927-ef48-40f9-9289-09e0bf072283.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/14ef22c6-a46c-40a6-b11c-3eb18a9be0aa.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3ad5c6a0-8738-45ab-9dd7-e2cd6e5a963b.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\">Writing<\/span><br \/>\n <span class=\"tag\">Notes<\/span><br \/>\n <span class=\"tag\">Education<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u672c\u5730\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">\u5b66\u672f\u5199\u4f5c<\/span><br \/>\n <span class=\"tag\">Markdown\u7b14\u8bb0<\/span><br \/>\n <span class=\"tag\">\u7814\u7a76\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6587\u732e\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">AI\u8f85\u52a9\u5f15\u7528<\/span><br \/>\n <span class=\"tag\">macOS\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u5e93<\/span><br \/>\n <span class=\"tag\">\u601d\u7ef4\u6574\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\u597d\u5947\u5de5\u5177\u5982\u4f55\u533a\u522b\u4e8e\u76f4\u63a5\u4e22PDF\u7ed9ChatGPT\u7684\u901a\u7528\u65b9\u6848\uff1b\u6709\u7528\u6237\u8be2\u95eeWindows\u7248\u672c\u8ba1\u5212\uff1b\u4e00\u4f4d\u7528\u6237\u5c16\u9510\u63d0\u95eeAI\u5982\u4f55\u533a\u5206\u8bc1\u636e\u8d28\u91cf\uff08\u652f\u6301\u3001\u77db\u76fe\u3001\u65e0\u5173\u8054\uff09\uff0c\u5f00\u53d1\u8005\u56de\u5e94\u79f0\u91c7\u7528AI\u5bf9\u6587\u672c\u5757\u8fdb\u884c\u56db\u7c7b\u5206\u7c7b\u5e76\u6253\u5206\uff0c\u4f46\u7ed3\u679c\u4f9d\u8d56\u4e8e\u9879\u76ee\u5185\u5df2\u6709\u6587\u732e\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 note.md\u7684\u5b9a\u4f4d\u5728\u201c\u5de5\u5177\u5806\u53e0\u7126\u8651\u201d\u4e0e\u201cAI\u4e07\u80fd\u8bba\u201d\u4e4b\u95f4\u6495\u5f00\u4e86\u4e00\u4e2a\u7f3a\u53e3\u3002\u5b83\u7684\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u672c\u5730AI\u672c\u8eab\u2014\u2014\u6bd5\u7adfChatGPT\u3001Claude\u540c\u6837\u80fd\u8bfbPDF\uff0c\u800c\u662f\u201c\u5c06\u8bc1\u636e\u94fe\u95ed\u73af\u4e8e\u672c\u5730\u5de5\u4f5c\u6d41\u201d\u7684\u601d\u7ef4\u6a21\u5f0f\uff1a\u9605\u8bfb\u3001\u7b14\u8bb0\u3001\u7ed3\u6784\u3001\u5f15\u7528\u3001AI\u68c0\u7d22\u88ab\u786c\u585e\u8fdb\u540c\u4e00\u4e2aMarkdown\u6587\u6863\u4f53\u7cfb\uff0c\u800c\u975e\u591a\u4e2aAI\u5bf9\u8bdd\u7a97\u53e3\u7684\u70df\u56f1\u3002\u4ece\u7528\u6237\u8bc4\u8bba\u4e5f\u80fd\u770b\u51fa\uff0c\u771f\u6b63\u7684\u6311\u6218\u4e0d\u5728\u4e8e\u201c\u591a\u4e86AI\u201d\uff0c\u800c\u5728\u4e8e\u201cAI\u5982\u4f55\u533a\u5206\u8bc1\u636e\u7684\u5f3a\u5f31\u4e0e\u77db\u76fe\u201d\uff0c\u8fd9\u662f\u6240\u6709\u77e5\u8bc6\u7ba1\u7406\u5de5\u5177\u81f3\u4eca\u672a\u89e3\u51b3\u7684\u96be\u9898\u2014\u2014note.md\u752812\u4e2a\u6587\u672c\u5757\u52a0\u5c0f\u6a21\u578b\u56db\u5206\u7c7b\u7684\u65b9\u6848\u662f\u52a1\u5b9e\u4f46\u4e0d\u5b8c\u7f8e\u7684\u6298\u4e2d\uff0c\u4f9d\u8d56\u7528\u6237\u5bfc\u5165\u7684\u6587\u732e\u8d28\u91cf\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002\u9057\u61be\u7684\u662f\u5b83\u5f53\u524d\u53ea\u62e5\u62b1macOS\/Swift\u751f\u6001\uff0c\u8fd9\u66b4\u9732\u4e86\u521b\u59cb\u4eba\u7684\u5b66\u751f\u80cc\u666f\u4e0e\u521d\u671fMVP\u7684\u52a1\u5b9e\u59a5\u534f\uff0c\u4f46\u4e5f\u9650\u5236\u4e86\u5b83\u5bf9\u6297Obsidian\u3001Notion\u8fd9\u7c7b\u8de8\u5e73\u53f0\u5de8\u5934\u7684\u6f5c\u529b\u3002\u603b\u4f53\u800c\u8a00\uff0cnote.md\u662f\u4e00\u4e2a\u4ece\u771f\u5b9e\u75db\u5904\u957f\u51fa\u7684\u3001\u6709\u5b66\u672f\u6d01\u7656\u7684\u5de5\u5177\uff0c\u4f46\u82e5\u4e0d\u80fd\u5728\u8bc1\u636e\u8d28\u91cf\u3001\u8de8\u5e73\u53f0\u53ca\u5f00\u653e\u63d2\u4ef6\u4e0a\u6301\u7eed\u6f14\u8fdb\uff0c\u5b83\u53ef\u80fd\u4f1a\u505c\u7559\u5728\u201c\u4f18\u79c0\u4f46\u5c0f\u4f17\u201d\u7684\u7f13\u51b2\u533a\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\">note.md<\/span>\n <\/div>\n<div class=\"comment-content\">note.md is a private, local-first markdown based workspace for macOS built for focused writing, research, and structured thought.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \ud83d\udc4b<br \/>\nI\u2019m a master\u2019s student, and notemd started as something I wanted for myself.<br \/>\nWhen I began preparing for my thesis, I realized my research workflow was spread across too many places: PDFs in one tool, notes somewhere else, citations in another app, and half my thinking hidden across browser tabs.<br \/>\nAt first, I just wanted to build my own local version of Confluence. I always liked the structured workspace feeling, but Confluence never felt designed for a single person building their own academic knowledge base.<br \/>\nThen, while writing papers for university, the project kept growing. I didn\u2019t just want a place to write notes anymore. I wanted one workspace where I could read literature, manage sources, write articles, cite directly from PDFs, and keep the whole project structured.<br \/>\nOver time, that evolved into notemd: an all-in-one academic workspace for reading, writing, citing, and organizing research.<br \/>\nThe newest step has been integrating local AI models to automate some of the repetitive research work, like extracting charts, tables, and images from papers, searching semantically through literature, or finding a supporting source for a claim without manually digging through dozens of PDFs.<br \/>\nI built notemd because I wanted research to feel less fragmented and more focused. I\u2019d love to hear what you think.<\/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\/@andreaigner\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andreaigner<\/a> with AI assistants like Claude or ChatGPT now able to read PDFs and answer questions about them directly, I’m curious \u2014 what does <a href=\"http:\/\/note.md\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">note.md<\/a> offer that you can’t just get by dropping your papers into a chat? Is the core value the local storage and privacy, or is there something else the dedicated toool does better?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Writers and researchers don\u2019t want more features. They want less friction between thinking and writing.<\/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\/@hellovidya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hellovidya<\/a> Thank you, that\u2019s exactly the point we\u2019re trying to address \ud83d\ude00<\/p>\n<\/p>\n<p>From the beginning, our goal with note.md was not to add more features for the sake of it, but to reduce the friction between thinking, researching, and actually writing. A lot of the work behind thesis writing happens before the final text appears: collecting sources, structuring ideas, checking claims, finding citations, and keeping everything connected.<\/p>\n<\/p>\n<p>We\u2019re trying to bring that process into one focused workspace, so writers and researchers can spend less time switching contexts and more time developing their ideas.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey <a href=\"https:\/\/www.producthunt.com\/@andreaigner\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"andreaigner\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andreaigner<\/a> This is really an intuitive product. I\u2019ve actually struggled with this a lot myself, so I\u2019d love to try it out. Any plans for a Windows 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bluefloyd\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bluefloyd<\/a> Thank you for your comment \ud83d\ude42 Right now, note.md is developed in Swift because Apple\u2019s hardware architecture makes implementing and testing local AI models much easier.<\/p>\n<p>That said, we\u2019re definitely open to bringing note.md to Windows and Linux at some point in the future.<\/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>feels like a very real pain point for anyone doing deep research. The work gets fragmented across PDFs, notes, citations, browser tabs, and scattered thoughts. The local AI angle is especially interesting because research needs trust and grounding, not just fast summaries.how notemd handles evidence quality when finding a source for a claim, does it distinguish between strong support, weak support, contradictory findings, and loosely related papers?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@harshalvc_ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@harshalvc_ai<\/a> Currently, it works like this: a search algorithm identifies the 12 text chunks that are most likely to be relevant to your claim. These chunks are then passed to a small language model, which compares each one against the claim and categorizes it as <strong>Supports<\/strong>, <strong>Contradicts<\/strong>, <strong>Nuanced<\/strong>, or <strong>Irrelevant<\/strong>.<\/p>\n<\/p>\n<p>It also assigns a percentage score to indicate how likely each text chunk is to be a good fit for your claim.<\/p>\n<p>From there, you can simply review the suggested evidence and insert the citation if it works for you.<\/p>\n<\/p>\n<p>One important note: the quality of the results depends on whether your project already contains sources that are relevant to the claim.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b2335850-36f2-4f3a-b81d-8dcf74411c92.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>Congrats on the launch!! This feels clean and useful for people who want seamless and free writing. A local first setup also makes it more trustworthy for focused work and research.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@thamibenjelloun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thamibenjelloun<\/a> Thank you so much, really appreciate it!<\/p>\n<\/p>\n<p>That\u2019s exactly what we were aiming for with note.md: a clean writing environment that feels seamless, but still gives researchers and writers the structure they need in the background.<\/p>\n<\/p>\n<p>And yes, local-first was very important to us from the beginning. Especially for focused work and research, we believe your notes, sources, and ideas should stay yours \u2014 and yours alone.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">#4<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/27JQOVR64H4XQZ\" class=\"app-title\">RetroMac<\/a><\/p>\n<div class=\"one-liner\">Turn your Mac into a time machine.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">156<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>RetroMac \u662f\u4e00\u6b3e\u5c06\u73b0\u4ee3 Mac \u5b9e\u65f6\u6a21\u62df\u6210 CRT\u3001\u590d\u53e4 Mac\u3001VHS \u7b49\u7ecf\u5178\u663e\u793a\u6548\u679c\u7684\u684c\u9762\u5de5\u5177\uff0c\u8ba9\u7528\u6237\u5728\u9ad8\u6548\u5de5\u4f5c\u6d41\u7684\u7f1d\u9699\u4e2d\uff0c\u627e\u56de\u88ab\u6570\u5b57\u65f6\u4ee3\u62b9\u53bb\u7684\u89c6\u89c9\u6e29\u5ea6\u4e0e\u6000\u65e7\u6c1b\u56f4\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\/e7d120d9-7038-42f4-9ff5-69be4234ea05.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ad522d0d-4c87-4dbf-9219-528fb0c538f9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d1581bdc-46e0-4620-ac2b-7c10f6c15b76.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0a0acf46-58dd-4e2f-a7f2-64501510ec1b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8caab9ef-1103-49d2-8f39-8f0ee652fb93.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\">Mac<\/span><br \/>\n <span class=\"tag\">Funny<\/span><br \/>\n <span class=\"tag\">Menu Bar Apps<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Mac \u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u590d\u53e4\u6ee4\u955c<\/span><br \/>\n <span class=\"tag\">CRT \u6a21\u62df<\/span><br \/>\n <span class=\"tag\">\u684c\u9762\u7f8e\u5316<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u7740\u8272\u5668<\/span><br \/>\n <span class=\"tag\">\u6000\u65e7\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u7a97\u53e3\u6548\u679c<\/span><br \/>\n <span class=\"tag\">\u7cfb\u7edf\u63d2\u4ef6<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u6000\u65e7<\/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\u88ab\u6000\u65e7\u611f\u4e0e\u6c1b\u56f4\u6253\u52a8\uff0c\u79f0\u8d5e\u201c\u6709\u6027\u683c\u201d\u3001\u201c\u4e0d\u82b1\u54e8\u201d\u3002\u5f00\u53d1\u8005\u4e3b\u52a8\u5f81\u96c6\u7f3a\u5c11\u7684\u590d\u53e4\u98ce\u683c\u3001\u591a\u5c4f\u6027\u80fd\u8868\u73b0\u53ca\u521b\u610f\u4f7f\u7528\u573a\u666f\uff08\u5982\u6d41\u5a92\u4f53\u3001\u5199\u4ee3\u7801\uff09\u3002\u5176\u4ed6\u7528\u6237\u597d\u5947\u6700\u96be\u7684\u590d\u53e4\u6548\u679c\u5982\u4f55\u5e73\u8861\u6027\u80fd\uff0c\u5e76\u671f\u5f85\u66f4\u591a\u9884\u8bbe\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 RetroMac \u672c\u8d28\u4e0a\u662f\u4e00\u6b3e\u201c\u6000\u65e7\u60c5\u7eea\u6e32\u67d3\u5f15\u64ce\u201d\uff0c\u800c\u975e\u7b80\u5355\u7684\u89c6\u89c9\u6ee4\u955c\u3002\u5b83\u7684\u5de7\u5999\u4e4b\u5904\u5728\u4e8e\uff0c\u4e0d\u903c\u8feb\u7528\u6237\u629b\u5f03\u73b0\u4ee3\u6548\u7387\u53bb\u8fd0\u884c\u865a\u62df\u673a\u6216\u65e7\u786c\u4ef6\uff0c\u800c\u662f\u901a\u8fc7\u7740\u8272\u5668\u5728\u73b0\u6709\u5de5\u4f5c\u6d41\u4e4b\u4e0a\u8f7b\u8f7b\u53e0\u52a0\u4e00\u5c42\u8bb0\u5fc6\u6ee4\u955c\u2014\u2014\u628a\u5199\u4ee3\u7801\u7684\u7a97\u53e3\u53d8\u6210\u7425\u73c0\u8272\u663e\u793a\u5668\uff0c\u628a\u684c\u9762\u53d8\u6210\u7ecf\u5178\u7684 Mac OS 9 \u6216 Windows 95 \u98ce\u683c\u3002\u8fd9\u79cd\u201c\u8868\u9762\u590d\u53e4\uff0c\u5185\u6838\u73b0\u4ee3\u201d\u7684\u8bbe\u8ba1\uff0c\u7cbe\u51c6\u523a\u4e2d\u4e86\u6570\u5b57\u539f\u4f4f\u6c11\u4e00\u4ee3\u5bf9\u201c\u6570\u5b57\u6e29\u5ea6\u201d\u7684\u6e34\u6c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u4ece\u5b9e\u9645\u4f53\u9a8c\u770b\uff0c\u4ea7\u54c1\u4ecd\u5904\u4e8e\u201c\u770b\u7740\u7f8e\u597d\u201d\u7684\u9636\u6bb5\u3002\u7528\u6237\u6700\u5927\u7684\u6f5c\u5728\u75db\u70b9\u662f\u6027\u80fd\u53d6\u820d\uff1a30+ \u7740\u8272\u5668\u9884\u8bbe\u8986\u76d6 CRT \u626b\u63cf\u7ebf\u3001NTSC \u8272\u5dee\u3001VHS \u6a21\u7cca\u7b49\uff0c\u5728 Apple Silicon \u4e0a\u6216\u8bb8\u6d41\u7545\uff0c\u4f46\u5728 Intel Mac \u6216\u5916\u63a5\u591a\u4e2a\u9ad8\u5206\u8fa8\u7387\u663e\u793a\u5668\u65f6\uff0c\u5b9e\u65f6\u5168\u5c4f\u6e32\u67d3\u7684\u5f00\u9500\u4e0d\u5bb9\u4f4e\u4f30\u2014\u2014\u201cEco mode\u201d\u542c\u7740\u50cf\u662f\u964d\u7ea7\u65b9\u6848\u800c\u975e\u4f18\u5316\u65b9\u6848\u3002\u6b64\u5916\uff0c\u514d\u8d39\u7248\u4ec5\u5305\u542b 8 \u4e2a\u9884\u8bbe\uff0c\u60f3\u8981\u5b8c\u6574\u4f53\u9a8c\u9700\u652f\u4ed8 \u20ac8.88 \u89e3\u9501\uff0c\u5b9a\u4ef7\u5408\u7406\u4f46\u201c\u514d\u8d39\u201d\u7684\u5b9a\u4e49\u7565\u663e\u9e21\u808b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6700\u8010\u4eba\u5bfb\u5473\u7684\u662f\u7528\u6237\u8bc4\u8bba\u4e2d\u90a3\u53e5\u201c\u6539\u53d8\u65e5\u5e38\u5de5\u4f5c\u6d41\u201d\uff1f\u2014\u2014\u8fd9\u6070\u6070\u63ed\u793a\u51fa RetroMac \u7684\u53cc\u5203\u5251\u5c5e\u6027\uff1a\u5b83\u8ba9\u4f60\u6c89\u6d78\u4e8e\u6000\u65e7\u6c1b\u56f4\uff0c\u5374\u4e5f\u53ef\u80fd\u5206\u6563\u6ce8\u610f\u529b\u3002\u5b83\u66f4\u50cf\u662f\u4e00\u4e2a\u201c\u6c1b\u56f4\u6a21\u5f0f\u201d\uff0c\u9002\u5408\u975e\u9ad8\u5ea6\u4e13\u6ce8\u7684\u5199\u4f5c\u3001\u7f16\u7a0b\u6216\u6d41\u5a92\u4f53\u573a\u666f\uff0c\u800c\u4e0d\u662f\u51c6\u751f\u4ea7\u529b\u73af\u5883\u3002\u5982\u679c\u5f00\u53d1\u8005\u540e\u7eed\u80fd\u56f4\u7ed5\u201c\u5355\u7a97\u53e3\u7740\u8272\u201d\u548c\u201c\u6309\u5e94\u7528\u81ea\u52a8\u5207\u6362\u9884\u8bbe\u201d\u505a\u6df1\u5ea6\u5b9a\u5236\uff0c\u5c06\u6709\u673a\u4f1a\u4ece\u624b\u673a\u58f3\u5f0f\u7684\u4e00\u6b21\u6027\u60c5\u6000\u54c1\uff0c\u8fdb\u5316\u4e3a\u771f\u6b63\u7684\u684c\u9762\u6548\u7387\u4f34\u4fa3\u3002\u5426\u5219\uff0c\u5b83\u6ce8\u5b9a\u53ea\u662f\u6536\u85cf\u5728\u83dc\u5355\u680f\u91cc\u7684\u90a3\u4e00\u62b9\u98d8\u5ffd\u7684\u201cVHS \u96ea\u82b1\u201d\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">RetroMac<\/span>\n <\/div>\n<div class=\"comment-content\">RetroMac turns your modern Mac into a live retro machine: CRT, classic Macintosh, VHS, Game Boy and more. Apply 30+ shader presets to your whole screen or a single window, swap your Dock for classic Mac and Windows looks, and capture themed screenshots. Free with optional extra presets.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hello Product Hunt \ud83d\udc4b <\/p>\n<p>I built RetroMac because I missed how old computers felt. The glow of a CRT, the blur of a VHS tape, the chunky docks. But I did not miss crashes, fan noise and weird drivers. I wanted those vibes back on a fast, modern Mac.<\/p>\n<p>RetroMac lives in your menu bar and turns your Mac into a time machine: CRT TV from 1985, classic Macintosh, VHS tape, Game Boy screen and more. All in real time, with one click. You can apply effects to your whole screen, just one display or even a single window. <\/p>\n<p>Under the hood, RetroMac uses shader presets (CRT, PAL, NTSC, VHS, retro LCD and others) plus classic Mac and Windows-inspired themes and docks. Eco modes keep things smooth so your Mac doesn\u2019t melt when you go full retro on a big monitor.<\/p>\n<p>RetroMac is completely free. Only additional shader presets beyond the included 8 and custom preset saving require a one-time \u20ac8.88 upgrade. No subscription, no account.<\/p>\n<p>I\u2019d love your feedback on:<br \/>\n\u2013 Which retro looks you\u2019re missing (specific monitors, consoles, OS versions)<br \/>\n\u2013 How it performs on your setup (Intel vs. Apple Silicon, 1 vs. 3 displays, etc.)<br \/>\n\u2013 The weird use cases you come up with (streaming, screenshots, writing, coding in amber, you name it)<\/p>\n<p>If you recreate your first computer setup with RetroMac, please share a screenshot in the comments That\u2019s the stuff I\u2019m doing this for \ud83d\ude43 And remember… its the first release. More is coming soon!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@maik_klotz This has the kind of personality most tools miss. The \u201cmissed the old computers, not the crashes\u201d line instantly sells the feeling. I\u2019m curious though – what part are users reacting to most so far: the nostalgia itself, or the way it changes their everyday workflow experience?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>There\u2019s real craft in making nostalgia feel modern instead of gimmicky<\/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>Love this idea. I can’t live without music, you hit the nail!<\/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 scratches a weirdly nostalgic itch \ud83d\ude04 Curious, what was the hardest retro effect to recreate authentically without hurting performance too much?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019d turn this on just for the atmosphere while working!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">#5<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/Z53TFCEI3FRGGB\" class=\"app-title\">Bulkmark<\/a><\/p>\n<div class=\"one-liner\">Transform your Twitter\/X Bookmarks into real knowledge<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">141<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Bulkmark \u662f\u4e00\u6b3eAI\u9a71\u52a8\u7684X\u4e66\u7b7e\u7ba1\u7406\u5de5\u5177\uff0c\u89e3\u51b3\u7528\u6237\u6536\u85cf\u7684\u63a8\u6587\u88ab\u9057\u5fd8\u3001\u65e0\u6cd5\u6709\u6548\u6574\u7406\u548c\u5229\u7528\u7684\u75db\u70b9\uff0c\u5c06\u788e\u7247\u5316\u4fe1\u606f\u8f6c\u5316\u4e3a\u53ef\u68c0\u7d22\u3001\u53ef\u5206\u4eab\u3001\u53ef\u5b9a\u671f\u56de\u987e\u7684\u77e5\u8bc6\u5e93\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\/177081f5-eed8-44a3-9b79-ba65e78c51eb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9e9a30ae-338c-4cca-a82e-3ea7a1c01036.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8fc8fd78-dd71-4ab8-a317-6cb46b1df322.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/30726c83-66cf-445c-be80-2461f1736220.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a420aadc-2c8d-46a6-b504-40c18bb5a724.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\/cfcbf157-42a8-4463-9a59-bfd066617d24.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=1vAn90o03KU\"><source src=\"https:\/\/www.youtube.com\/watch?v=1vAn90o03KU\" 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\">Newsletters<\/span><br \/>\n <span class=\"tag\">Social Media<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4e66\u7b7e\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">AI\u81ea\u52a8\u5206\u7c7b<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u4fe1\u606f\u6574\u7406<\/span><br \/>\n <span class=\"tag\">Twitter\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u7b56\u5c55<\/span><br \/>\n <span class=\"tag\">AI\u95ee\u7b54<\/span><br \/>\n <span class=\"tag\">\u90ae\u4ef6\u6458\u8981<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u793e\u4ea4\u9605\u8bfb<\/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\u201c\u5468\u4e94\u6458\u8981\u201d\u548c\u201cAI\u5206\u7c7b\u201d\u7684\u4ef7\u503c\uff0c\u8ba4\u4e3a\u540e\u8005\u5c06\u4e66\u7b7e\u4ece\u201c\u5b58\u50a8\u201d\u53d8\u4e3a\u201c\u590d\u4e60\u4e60\u60ef\u201d\u3002\u6838\u5fc3\u8bc9\u6c42\u96c6\u4e2d\u5728\uff1a1\uff09\u671f\u5f85\u201c\u91cd\u65b0\u6d6e\u73b0\u201d\u529f\u80fd\uff0c\u6309\u65f6\u673a\u63a8\u9001\u65e7\u4e66\u7b7e\uff1b2\uff09\u5e0c\u671b\u589e\u52a0\u201c\u4e00\u952e\u8f6c\u4e3a\u8349\u7a3f\u201d\u7684\u521b\u4f5c\u95ed\u73af\uff1b3\uff09\u8ffd\u95ee\u201c\u4e3a\u4ec0\u4e48\u73b0\u5728\u770b\u8fd9\u4e2a\uff1f\u201d\u7684\u667a\u80fd\u5173\u8054\uff0c\u800c\u975e\u7b80\u5355\u63d0\u9192\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 Bulkmark\u5207\u4e2d\u4e86\u4e00\u4e2a\u6781\u5176\u666e\u904d\u4f46\u5c1a\u672a\u88ab\u5b8c\u7f8e\u89e3\u51b3\u7684\u75db\u70b9\uff1a\u793e\u4ea4\u4fe1\u606f\u5783\u573e\u573a\u7684\u201c\u6d88\u5316\u56f0\u96be\u75c7\u201d\u3002\u4ece\u4ea7\u54c1\u8bbe\u8ba1\u770b\uff0c\u5b83\u806a\u660e\u5730\u5c06\u4ef7\u503c\u4ea4\u4ed8\u70b9\u4ece\u201c\u6253\u5f00App\u201d\u8f6c\u79fb\u5230\u201c\u90ae\u4ef6\u63a8\u9001\u201d\uff0c\u8bd5\u56fe\u7ed5\u5f00\u7528\u6237\u5bf9\u53c8\u4e00\u4e2a\u5f85\u529e\u9762\u677f\u7684\u5fc3\u7406\u6297\u62d2\u3002AI\u81ea\u52a8\u6807\u7b7e\u548c\u5bf9\u8bdd\u5f0f\u68c0\u7d22\u867d\u662f\u8d8b\u52bf\uff0c\u4f46\u8fd9\u7c7b\u529f\u80fd\u5728\u5176\u4ed6\u7b14\u8bb0\u5de5\u5177\u4e2d\u5df2\u6709\u96cf\u5f62\uff0c\u771f\u6b63\u6709\u58c1\u5792\u7684\u53ef\u80fd\u662f\u201cX\u5e73\u53f0\u4e13\u5c5e\u7684\u4e66\u7b7e\u6df1\u5ea6\u96c6\u6210\u201d\u548c\u201c\u81ea\u52a8\u5316\u56de\u6eaf\u7b97\u6cd5\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8bc4\u8bba\u4e2d\u53cd\u590d\u63d0\u53ca\u7684\u201c\u91cd\u65b0\u6d6e\u73b0\u201d\u548c\u201c\u521b\u4f5c\u95ed\u73af\u201d\u662f\u4ef7\u503c\u5206\u6c34\u5cad\u3002\u5982\u679c\u80fd\u505a\u5230\u201c\u5728\u7528\u6237\u5199\u5b9a\u4ef7\u7b56\u7565\u65f6\uff0c\u63a8\u56de\u534a\u5e74\u524d\u6536\u85cf\u7684\u4ef7\u683c\u5206\u6790\u5e16\u201d\uff0c\u800c\u975e\u7b80\u5355\u6309\u65e5\u671f\u63d0\u9192\uff0c\u8fd9\u4e00\u5b9a\u4f4d\u5c06\u8d85\u8d8a\u201c\u5de5\u5177\u201d\u6210\u4e3a\u201c\u7b2c\u4e8c\u5927\u8111\u201d\u3002\u7136\u800c\uff0c\u8fd9\u4e5f\u5bf9\u5176AI\u80fd\u529b\u63d0\u51fa\u6781\u9ad8\u8981\u6c42\uff1a\u4e0d\u80fd\u4ec5\u505a\u5173\u952e\u8bcd\u5339\u914d\uff0c\u800c\u9700\u7406\u89e3\u5185\u5bb9\u610f\u56fe\u4e0e\u65f6\u95f4\u8bed\u5883\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6f5c\u5728\u98ce\u9669\u5728\u4e8e\uff1a1\uff09\u8fc7\u5ea6\u4f9d\u8d56X\u5e73\u53f0\uff0cAPI\u53d8\u66f4\u6216\u5546\u4e1a\u6a21\u5f0f\u8c03\u6574\u53ef\u80fd\u81f4\u547d\uff1b2\uff09AI\u6458\u8981\u7684\u51c6\u786e\u6027\u4e0e\u7528\u6237\u957f\u671f\u4fe1\u4efb\u76f4\u63a5\u6302\u94a9\uff0c\u4e00\u4e2a\u9519\u8bef\u6807\u7b7e\u53ef\u80fd\u6467\u6bc1\u6574\u7406\u610f\u613f\uff1b3\uff09\u514d\u8d39\u8bd5\u7528\u540e\uff0c\u82e5\u7528\u6237\u672a\u517b\u6210\u201c\u6bcf\u5468\u67e5\u770b\u6458\u8981\u201d\u7684\u5fae\u4e60\u60ef\uff0c\u4ed8\u8d39\u8f6c\u5316\u582a\u5fe7\u3002\u5efa\u8bae\u5c3d\u5feb\u8865\u5145\u201c\u76f4\u63a8\u7b14\u8bb0\/\u8349\u7a3f\u201d\u529f\u80fd\uff0c\u6253\u901a\u521b\u4f5c\u5de5\u5177\u94fe\uff0c\u8fd9\u5bf9\u5185\u5bb9\u521b\u4f5c\u8005\u800c\u8a00\u662f\u6781\u4f73\u7684\u4ed8\u8d39\u7406\u7531\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\">Bulkmark<\/span>\n <\/div>\n<div class=\"comment-content\">Stop losing saved tweets. Bulkmark organizes your X bookmarks with AI, builds shareable lists, and delivers a weekly email digest.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! \ud83d\udc4b<\/p>\n<p>I’m Alex, the maker behind Bulkmark.<\/p>\n<p>Like most of you, I’m a chronic bookmarker on X. Every interesting thread, every useful tip, every “I’ll read this later” tweet\u2026 saved. And then? <strong>Never opened again. <\/strong><\/p>\n<p>My bookmarks folder became <strong>a graveyard of good intentions.<\/strong><\/p>\n<p>I tried Notion exports, read-it-later apps, even spreadsheets. Nothing stuck. The friction was always too high.<\/p>\n<\/p>\n<p><strong>So I built Bulkmark<\/strong>, the tool I wish existed.<\/p>\n<p>Here’s what it does:<\/p>\n<ol>\n<li>\n<p>\ud83d\udd04<strong> One-click sync + auto-tagging<\/strong><\/p>\n<p>Connect your X account and Bulkmark imports every bookmark you’ve ever saved, then tags each one by topic automatically. No manual sorting. Ever.<\/p>\n<\/li>\n<li>\n<p>\ud83d\udcac<strong> Chat with your bookmarks<\/strong><\/p>\n<p>Ask anything. “What did I save about pricing?” “Show me everything on AI agents.” Your bookmarks finally answer back, with the original tweets cited.<\/p>\n<\/li>\n<li>\n<p><strong>\ud83d\udccb Curated lists you can share (or not)<\/strong><\/p>\n<p>Group your best finds into public lists. A reading playlist, a founder collection, a launch playbook. Build it, name it, share the link.<\/p>\n<\/li>\n<li>\n<p><strong>\ud83d\udce9 Friday digest in your inbox<\/strong><\/p>\n<p>Every Friday, a clean email with the best of your week worth revisiting. No app to open. No feed to scroll.<\/p>\n<\/li>\n<\/ol>\n<p>—<\/p>\n<p>Why I built it this way:<\/p>\n<\/p>\n<p>I didn’t want another dashboard begging for attention. Bulkmark is designed to feel like a quiet reading room. Warm, focused, calm. It works in the background, then delivers value when you actually have time to read.<\/p>\n<\/p>\n<p>What’s next:<\/p>\n<p>– Notion export<\/p>\n<p>– Resurfacing (bookmarks you saved 6 months ago, brought back at the right moment)<\/p>\n<p>– More integrations (LinkedIn saves, Reddit saves…)<\/p>\n<p>—<\/p>\n<p>I’d love your feedback. \ud83d\ude4f<\/p>\n<p>Specifically:<\/p>\n<ul>\n<li>\n<p>What’s missing for you to ditch your current bookmark workflow?<\/p>\n<\/li>\n<li>\n<p>Would you pay for resurfacing? (re-reading saved content on a smart schedule)<\/p>\n<\/li>\n<li>\n<p>Any integrations you’re dying to see?<\/p>\n<\/li>\n<\/ul>\n<p>Trying Bulkmark is free for 7 days. No credit card upfront. If you find a bug, ping me directly, I’ll fix it the same day.<\/p>\n<p>Thanks for checking it out.<\/p>\n<p>Let’s clean up those bookmarks together.<\/p>\n<p>\u2014 Alex<\/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\/@0x_alx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@0x_alx<\/a> Hey bro If you want lets do collab with your Bulkmark its perfect for Indian Audience and Business owners we can get more traffic.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@0x_alx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@0x_alx<\/a> Hey Alex \ud83d\udc4b congrats on the launch.<\/p>\n<p>“graveyard of good intentions” really landed. I handle growth and content across a couple of products and my X bookmarks are exactly that, hundreds of threads I saved meaning to turn them into posts, never reopened once.<\/p>\n<p>The resurfacing feature on your roadmap is the one I’d actually pay for. Saving is the easy part. The value is something pulling a thread back up at the moment it’s relevant to what I’m writing that week, not me remembering it exists.<\/p>\n<p>One ask from the content side: any plan to push a saved bookmark straight into a draft? Half my saves are raw material for posts, and the gap between “saved this” and “actually wrote something from it” is where it all dies. Closing that loop would make this sticky for anyone doing content seriously.<\/p>\n<p>Rooting for it \ud83e\udd1d<\/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>The Friday digest feels like the most important part to me, because it changes bookmarks from storage into a review habit.<\/p>\n<\/p>\n<p>For resurfacing, I\u2019d pay more for \u201cwhy now?\u201d than for pure scheduling. If Bulkmark can say \u201cyou saved three posts about pricing, one about packaging, and this older thread contradicts the new one,\u201d that\u2019s much more useful than reminding me a bookmark exists. A small \u201cuse this for\u2026\u201d note when saving could also help the AI sort inspiration, reference, competitor intel, and action items differently.<\/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\/@jim_jeffers\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jim_jeffers<\/a> it’s almost what Bulkmark do actually. Here is a preview of the friday weekly digest \u263a\ufe0f<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/18b9d600-f192-49ea-a4dc-9c7f15f2a7d7.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\">This is kinda sick. Like the only kinda email newsletter worth looking at cuz it\u2019s directly curated by me lol. I like this<\/div>\n<div class=\"comment-actions\">\n<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\/@prafull_sharma2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@prafull_sharma2<\/a> that exactly the plan ahaa !<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Finally! Thank you<\/div>\n<div class=\"comment-actions\">\n<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\/@panphilov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@panphilov<\/a> \ud83e\udef6<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/2COYNUBDZ74L4C\" class=\"app-title\">Command A+<\/a><\/p>\n<div class=\"one-liner\">Cohere\u2019s open enterprise workhorse<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">111<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Command A+ \u662f Cohere \u63a8\u51fa\u7684\u5f00\u6e90\u4f01\u4e1a\u7ea7\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u4e13\u4e3a\u9700\u8981\u590d\u6742\u63a8\u7406\u3001\u5de5\u5177\u8c03\u7528\u3001\u591a\u6a21\u6001\u548c\u591a\u8bed\u8a00\u652f\u6301\u7684\u667a\u80fd\u4f53\u5de5\u4f5c\u6d41\u8bbe\u8ba1\uff0c\u89e3\u51b3\u4f01\u4e1a\u5728\u672c\u5730\u9ad8\u6548\u90e8\u7f72\u9ad8\u6027\u80fd AI \u4ee3\u7406\u65f6\u9762\u4e34\u7684\u7b97\u529b\u6210\u672c\u548c\u751f\u6001\u5c01\u95ed\u96be\u9898\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\/f1d0e21c-0b14-4de6-856e-ceace003252a.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=Ban1YvSbVPg\"><source src=\"https:\/\/www.youtube.com\/watch?v=Ban1YvSbVPg\" 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\/9c221d39-8b56-469a-baca-043154ae27b6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a0ce635f-81d3-4759-b062-46ec8c7337a4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5fd7b3b7-aa87-40d3-8e74-1d7dc35b7f1a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5426d1e8-7543-4ba7-b0e0-f97659838aef.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c59a786e-b99c-4c71-af89-8ba5d0c87ae3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7f4b7097-c0b7-4502-bb5b-bbe04dd57a55.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\">Open Source<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Development<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4f01\u4e1a\u7ea7AI<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u5927\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u6df7\u5408\u4e13\u5bb6\u6a21\u578b\uff08MoE\uff09<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\uff08Agent\uff09<\/span><br \/>\n <span class=\"tag\">\u591a\u6a21\u6001<\/span><br \/>\n <span class=\"tag\">\u591a\u8bed\u8a00<\/span><br \/>\n <span class=\"tag\">\u63a8\u7406\u80fd\u529b<\/span><br \/>\n <span class=\"tag\">\u9ad8\u6027\u80fd\u8ba1\u7b97<\/span><br \/>\n <span class=\"tag\">\u4f4e\u91cf\u5316\u90e8\u7f72<\/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>\u7528\u6237\u8d5e\u8d4f Apache 2.0 \u5f00\u6e90\u534f\u8bae\uff0c\u8ba4\u4e3a\u8fd9\u5bf9\u751f\u6001\u662f\u91cd\u5927\u5229\u597d\uff1b\u63d0\u51fa\u6a21\u578b\u4e0d\u4ec5\u9700\u8981\u6280\u672f\u5f3a\u5927\uff0cUI\/UX \u5e94\u5339\u914d\u5176\u4f01\u4e1a\u7ea7\u5b9a\u4f4d\uff1b\u6838\u5fc3\u7591\u95ee\u805a\u7126\u4e8e\u957f\u671f\u590d\u6742\u4ee3\u7406\u5de5\u4f5c\u6d41\u4e2d\uff0cCohere \u5728\u63a8\u7406\u8d28\u91cf\u3001\u5ef6\u8fdf\u3001\u6210\u672c\u548c\u53ef\u9760\u6027\u4e0a\u7684\u771f\u5b9e\u8868\u73b0\u5982\u4f55\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 Command A+ \u7684\u53d1\u5e03\uff0c\u8868\u9762\u4e0a\u662f Cohere \u79c0\u51fa\u4e86\u201c218B MoE\/25B \u6d3b\u8dc3\u53c2\u6570\u201d\u8fd9\u5f20\u9ad8\u6027\u4ef7\u6bd4\u7b97\u529b\u724c\uff0c\u5b9e\u5219\u662f\u4e00\u573a\u9488\u5bf9\u4f01\u4e1a AI \u5e02\u573a\u7684\u7cbe\u51c6\u7a81\u56f4\u3002\u5176\u6700\u5927\u4eae\u70b9\u5e76\u975e\u5355\u7eaf\u7684\u6027\u80fd\u6570\u636e\uff0c\u800c\u662f\u201c\u4e24\u5361 H100 \u53ef\u8dd1\u6ee1\u8840\u667a\u80fd\u4f53\u201d\u8fd9\u4e00\u5de5\u7a0b\u5316\u6210\u5c31\u2014\u2014\u5b83\u76f4\u63a5\u6253\u5411\u4e86 OpenAI\u3001Anthropic \u7b49\u4e91\u5de8\u5934\u628a\u6301\u7684\u201cAPI \u9501\u5b9a\u201d\u4e0e\u201c\u7b97\u529b\u6210\u672c\u9ed1\u6d1e\u201d\u75db\u70b9\u3002Apache 2.0 \u5f00\u6e90\u66f4\u662f\u91dc\u5e95\u62bd\u85aa\uff0c\u8ba9\u201c\u4f01\u4e1a\u7ea7 Agent\u201d\u4ece\u9ed1\u76d2\u670d\u52a1\u53d8\u6210\u53ef\u81ea\u6301\u3001\u53ef\u5b9a\u5236\u7684\u8d44\u4ea7\uff0c\u8fd9\u5bf9\u91d1\u878d\u3001\u533b\u7597\u7b49\u9ad8\u5408\u89c4\u884c\u4e1a\u6781\u5177\u8bf1\u60d1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5149\u9c9c\u4e4b\u4e0b\u5b58\u9690\u5fe7\u3002\u7528\u6237\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u957f\u671f\u590d\u6742\u5de5\u4f5c\u6d41\u7a33\u5b9a\u6027\u201d\u7684\u8ffd\u95ee\uff0c\u76f4\u6307 MoE \u67b6\u6784\u5728\u975e\u57fa\u51c6\u573a\u666f\u4e0b\u7684\u8c03\u5ea6\u4e00\u81f4\u6027\u96be\u9898\uff0c\u8fd9\u662f\u76ee\u524d\u4e1a\u754c\u901a\u75c5\uff0cCohere \u5e76\u672a\u7ed9\u51fa\u201c\u5b9e\u6218\u6570\u636e\u201d\u80cc\u4e66\u3002\u6b64\u5916\uff0c\u5b83\u770b\u4f3c\u5bf9\u6807 Llama 3 \u6216 Mistral \u7684\u201c\u9ad8\u6027\u4ef7\u6bd4\u201d\uff0c\u4f46\u5728\u751f\u6001\u6210\u719f\u5ea6\u3001\u5f00\u53d1\u8005\u5de5\u5177\u94fe\u548c\u793e\u533a\u8d21\u732e\u6d3b\u8dc3\u5ea6\u4e0a\uff0cCohere \u4ecd\u5904\u8ffd\u8d76\u4f4d\u3002\u6700\u540e\uff0c\u90a3\u53e5\u201c\u5f00\u53d1\u8005\u76f4\u63a5\u83b7\u53d6\u4f01\u4e1a\u7ea7\u80fd\u529b\u201d\u662f\u4e00\u628a\u53cc\u5203\u5251\uff1a\u5982\u679c\u6a21\u578b\u5728\u957f\u4e0a\u4e0b\u6587\u7684\u63a8\u7406\u81ea\u6d3d\u6027\u3001\u591a\u8f6e\u5de5\u5177\u8c03\u7528\u7684\u9c81\u68d2\u6027\u4e0a\u7ffb\u8f66\uff0c\u90a3\u5bf9\u4f01\u4e1a\u7684\u4f24\u5bb3\u8fdc\u8d85\u670d\u52a1\u4e2d\u65ad\u3002\n <\/p>\n<p class=\"ai-content\">\n Command A+ \u662f\u4e00\u624b\u597d\u724c\uff0c\u4f46\u522b\u53ea\u76ef\u7740\u201c\u5f00\u6e90 + \u9ad8\u6548\u201d\u7684\u5671\u5934\u3002\u5b83\u7684\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u7ed9\u4e86\u4f01\u4e1a\u4e00\u4e2a\u201c\u6709\u53ef\u80fd\u6446\u8131 API \u4f9d\u8d56\u201d\u7684\u9009\u62e9\u6743\uff0c\u800c\u80fd\u5426\u5151\u73b0\u201c\u5de5\u4f5c\u9a6c\u201d\u7684\u627f\u8bfa\uff0c\u8981\u770b Cohere \u5728\u751f\u6001\u5efa\u8bbe\u548c\u590d\u6742\u573a\u666f\u6253\u78e8\u4e0a\u80fd\u5426\u62ff\u51fa\u771f\u6b63\u7ecf\u5f97\u8d77\u8003\u9a8c\u7684\u6570\u636e\uff0c\u800c\u4e0d\u662f\u505c\u7559\u5728\u7eaf\u6280\u672f\u8425\u9500\u7684\u751c\u871c\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\">Command A+<\/span>\n <\/div>\n<div class=\"comment-content\">Cohere\u2019s fastest and most powerful language model yet: an open-source model for running high-performance enterprise agents with maximum efficiency.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone!<\/p>\n<p>Apache 2.0 on Command A+ is a big deal!<\/p>\n<p>This is <a href=\"https:\/\/www.producthunt.com\/products\/cohere-2\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"cohere-2\" target=\"_blank\" rel=\"noopener\">@Cohere<\/a>\u2019s fastest and most powerful model yet. It uses a 218B MoE architecture with 25B active parameters, built for enterprise agents that need reasoning, tool use, vision, long context, and multilingual workflows.<\/p>\n<p>Command A+ can run on as little as two H100 GPUs with <a href=\"https:\/\/huggingface.co\/CohereLabs\/command-a-plus-05-2026-w4a4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">W4A4 quantization<\/a>, which is pretty impressive considering its overall performance across agentic, multimodal, and multilingual tasks.<\/p>\n<p>Love how they put it:<\/p>\n<blockquote>\n<p>We want to give developers direct access to enterprise-grade agentic capabilities from experimentation to production.<\/p>\n<\/blockquote>\n<p>Kudos!<\/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\/@zaczuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaczuo<\/a> As a Senior AI Product Designer, seeing enterprise-grade models like Command A+ go open-source is a massive win for the ecosystem. The ability to run high-performance enterprise agents with maximum efficiency solves huge infrastructure bottlenecks. But when the underlying AI architecture becomes this powerful and scalable, the user layer cannot remain ordinary. To truly dominate, these world-class backend capabilities must be paired with institutional-grade UI\/UX design. Exceptional launch by Cohere\u2014this is exactly the foundation needed to build the next generation of premium AI products!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Open source AI workspaces feel like an important counterbalance in the ecosystem.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>how does Cohere perform on long-running agent workflows, not just isolated benchmarks. When an enterprise agent has large context, tool calls, retries, vision inputs, and multilingual reasoning in the same run, where do you see the biggest strength, reasoning quality, latency, cost efficiency, or reliability?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/A2U7PH6SGMMNIE\" class=\"app-title\">Forsy<\/a><\/p>\n<div class=\"one-liner\">Capture and sell your AI agent workflow data<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">104<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Forsy\u80fd\u81ea\u52a8\u6355\u83b7\u4f60\u4f7f\u7528\u7684AI\u4ee3\u7406\uff08\u5982OpenClaw\u3001Claude\u7b49\uff09\u7684\u5de5\u4f5c\u6d41\u6570\u636e\uff0c\u5e76\u5c06\u5176\u8f6c\u5316\u4e3a\u53ef\u51fa\u552e\u7684\u6807\u51c6\u5316\u6570\u636e\u96c6\uff0c\u5e2e\u4f60\u5728\u9690\u79c1\u5408\u89c4\u7684\u524d\u63d0\u4e0b\uff0c\u628aAI\u5de5\u4f5c\u4e2d\u7684\u9690\u6027\u6570\u636e\u8d44\u4ea7\u53d8\u73b0\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\/58e28533-88ca-44ee-8fa0-507fe9b747f0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8a65decc-495e-4c72-abeb-c6f2938ef3c6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/58693cf4-bb33-4727-a43a-be67b3721efa.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c8009146-0759-408d-9b4f-20781e9aea3f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/eb11e70b-a15e-4857-a1dd-b2f1cbdc73dc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1b0caf83-eb24-4c95-8184-2c87567903a5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8a2d4135-8b8c-4961-9aaa-5a9d19520b45.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4c66bab7-7ab4-4c4e-8d59-97c09a1c37c1.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\/e854dd8a-97cf-48b1-afcb-120e6dae9bd0.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/7Cut13slOf4?si=RmZ9v6DvakNwzPMi\"><source src=\"https:\/\/youtu.be\/7Cut13slOf4?si=RmZ9v6DvakNwzPMi\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Data<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4ee3\u7406\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u6355\u83b7<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u5e02\u573a<\/span><br \/>\n <span class=\"tag\">RL\u8bad\u7ec3\u6570\u636e<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u5408\u89c4<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u8d44\u4ea7\u5316<\/span><br \/>\n <span class=\"tag\">Agent\u6570\u636e\u7ecf\u6d4e<\/span><br \/>\n <span class=\"tag\">\u7ed3\u6784\u5316\u6570\u636e<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u6570\u636e\u53d8\u73b0<\/span><br \/>\n <span class=\"tag\">AI\u57fa\u7840\u8bbe\u65bd<\/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\u4e86\u6982\u5ff5\u7684\u521b\u65b0\u6027\uff0c\u4f46\u6838\u5fc3\u7591\u95ee\u96c6\u4e2d\u5728\u4e70\u65b9\u662f\u8c01\uff08\u5927\u6a21\u578b\u516c\u53f8\u8fd8\u662f\u666e\u901a\u4f01\u4e1a\uff09\uff0c\u4ee5\u53ca\u6570\u636e\u4ea4\u6613\u4e2d\u7684\u201c\u540c\u610f\u5c42\u201d\u5982\u4f55\u8bbe\u8ba1\u624d\u80fd\u4e0d\u6ca6\u4e3a\u7e41\u7410\u7684\u52fe\u9009\u6846\u3002\u5f00\u53d1\u56e2\u961f\u56de\u5e94\u79f0\u4e70\u5bb6\u662f\u4efb\u4f55\u9700\u8981\u8bad\u7ec3\u66f4\u4f18\u4ee3\u7406\u7684\u673a\u6784\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 Forsy\u7784\u51c6\u4e86\u4e00\u4e2a\u5fae\u5999\u4e14\u771f\u5b9e\u7684\u75db\u70b9\uff1a\u5f53AI\u4ee3\u7406\u5f00\u59cb\u627f\u62c5\u4e25\u8083\u7684\u65e5\u5e38\u5de5\u4f5c\uff0c\u5176\u8fd0\u884c\u8f68\u8ff9\u4e2d\u8574\u542b\u7684\u201c\u9690\u6027\u6570\u636e\u201d\u7684\u786e\u6bd4\u9759\u6001\u7684Prompt\u66f4\u6709\u4ef7\u503c\u3002\u5b83\u5c06\u4e2a\u4eba\u6216\u5c0f\u56e2\u961f\u201c\u5076\u7136\u7684\u4ee3\u7406\u4ea4\u4e92\u201d\u5546\u54c1\u5316\uff0c\u8bd5\u56fe\u642d\u5efa\u4e00\u4e2a\u4e3a\u5f3a\u5316\u5b66\u4e60\uff08RL\uff09\u63d0\u4f9b\u8bad\u7ec3\u517b\u6599\u7684\u4e8c\u7ea7\u5e02\u573a\u2014\u2014\u8fd9\u5207\u4e2d\u4e86AI\u884c\u4e1a\u5bf9\u9ad8\u8d28\u91cf\u3001\u9ad8\u4fdd\u771f\u5de5\u4f5c\u6d41\u6570\u636e\u7684\u9965\u6e34\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u8fd9\u4e2a\u5546\u4e1a\u903b\u8f91\u5b58\u5728\u4e24\u4e2a\u81f4\u547d\u7684\u201c\u5148\u6709\u9e21\u8fd8\u662f\u5148\u6709\u86cb\u201d\u96be\u9898\u3002\u7b2c\u4e00\uff0c\u4f9b\u7ed9\u4fa7\uff1a\u7528\u6237\u51ed\u4ec0\u4e48\u8981\u628a\u81ea\u5df1\u7684\u804c\u4e1a\u5de5\u4f5c\u6d41\u6570\u636e\u62f1\u624b\u5356\u51fa\uff1f\u5373\u4fbf\u662f\u7ecf\u8fc7\u53bb\u6807\u8bc6\u5316\u5904\u7406\uff0c\u5de5\u4f5c\u6d41\u5f80\u5f80\u5305\u542b\u5546\u4e1a\u673a\u5bc6\u548c\u72ec\u7279\u65b9\u6cd5\u8bba\uff0c\u4f4e\u989d\u552e\u4ef7\u6839\u672c\u65e0\u6cd5\u5bf9\u51b2\u6570\u636e\u6cc4\u9732\u548c\u7ade\u4e89\u52a3\u52bf\u7684\u98ce\u9669\u3002\u7b2c\u4e8c\uff0c\u9700\u6c42\u4fa7\uff1a\u5982\u8bc4\u8bba\u6240\u8a00\uff0c\u4e70\u65b9\u7a76\u7adf\u662f\u6a21\u578b\u8bad\u7ec3\u65b9\uff08\u8ffd\u6c42\u6d77\u91cf\u591a\u6837\u6027\u6570\u636e\uff09\u8fd8\u662f\u4f01\u4e1a\u5ba2\u6237\uff08\u8ffd\u6c42\u7279\u5b9a\u5782\u76f4\u573a\u666f\u6570\u636e\uff09\uff1f\u5982\u679c\u662f\u524d\u8005\uff0cForsy\u5982\u4f55\u4e0eDeepMind\u7b49\u5b9e\u9a8c\u5ba4\u5185\u90e8\u5df2\u7ecf\u6210\u5f62\u7684\u3001\u57fa\u4e8e\u6d77\u91cf\u7528\u6237\u4ea4\u4e92\u7684\u95ed\u73af\u6570\u636e\u7ba1\u9053\u7ade\u4e89\uff1f\u5982\u679c\u662f\u540e\u8005\uff0c\u96f6\u6563\u7684\u3001\u6765\u81ea\u4e0d\u540c\u4ee3\u7406\uff08Claude vs. OpenClaw\uff09\u7684\u5f02\u6784\u6570\u636e\uff0c\u5176\u6e05\u6d17\u4e0e\u6807\u51c6\u5316\u7684\u6210\u672c\uff0c\u5f88\u53ef\u80fd\u8fdc\u8d85\u6570\u636e\u672c\u8eab\u7684\u4ef7\u503c\u3002\n <\/p>\n<p class=\"ai-content\">\n Forsy\u7684\u201c\u57fa\u7840\u8bbe\u65bd\u201d\u53d9\u4e8b\u542c\u8d77\u6765\u5b8f\u5927\uff0c\u4f46\u66f4\u50cf\u662f\u5728\u8d4cAI\u4ee3\u7406\u7684\u788e\u7247\u5316\u4f1a\u957f\u671f\u6301\u7eed\uff0c\u4e14\u4e2a\u4f53\u6570\u636e\u7684\u805a\u5408\u80fd\u4ea7\u751f\u8d85\u8d8a\u5927\u5382\u5185\u90e8\u6570\u636e\u7684\u201c\u957f\u5c3e\u4ef7\u503c\u201d\u3002\u66f4\u73b0\u5b9e\u7684\u8def\u5f84\u6216\u8bb8\u662f\uff0c\u5b83\u4e0d\u5e94\u8be5\u53ea\u505a\u201cC2C\u201d\u7684\u96c6\u5e02\uff0c\u800c\u5e94\u53d1\u5c55\u4e3a\u201cB2B\u201d\u7684\u5408\u89c4\u6570\u636e\u4e2d\u53f0\u2014\u2014\u4e3a\u4e2d\u5c0f\u4f01\u4e1a\u63d0\u4f9b\u5185\u90e8\u4ee3\u7406\u5de5\u4f5c\u6d41\u7684\u5ba1\u8ba1\u3001\u590d\u76d8\u53ca\u6570\u636e\u6c89\u6dc0\u5de5\u5177\uff0c\u800c\u5c06\u201c\u51fa\u552e\u201d\u4f5c\u4e3a\u589e\u503c\u800c\u975e\u552f\u4e00\u529f\u80fd\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u4e00\u4e2a\u6f02\u4eae\u7684\u7406\u5ff5\uff0c\u6700\u7ec8\u6ca6\u4e3a\u6ca1\u6709\u4e70\u5bb6\u7684\u5b64\u82b3\u81ea\u8d4f\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\">Forsy<\/span>\n <\/div>\n<div class=\"comment-content\">Forsy captures workflow data from the agents you already use (OpenClaw, Claude, Codex, Hermes, etc.) and turns it into sellable structured data. It creates a marketplace for authentic, high-fidelity workflow data with licensing and privacy built in. Forsy is building the infrastructure for a new agent data economy, where real agent workflows become training data for RL and more capable future agents.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We built Forsy after seeing how quickly AI agents are becoming part of serious everyday work.<\/p>\n<p>But most of the data created inside that work is never captured as a useful asset. People are still trying to sell prompts, when the real value is in the workflow data behind the run.<\/p>\n<p>Forsy captures workflow data from the agents you already use (OpenClaw, Claude, Codex, Hermes, etc.) and turns it into sellable structured data. It creates a marketplace for authentic, high-fidelity workflow data with licensing and privacy built in. <\/p>\n<p>We want to help people get more value from the agents they already use, while building the infra for a new agent data economy where authentic, high-fidelity workflow data can be discovered, licensed, and sold.<\/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>Forsy Works Everywhere — Across the agents you already use!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Forsy Works Everywhere — Across the agents you already use!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Interesting concept. The one thing I’m trying to wrap my head around, who’s actually buying this workflow data? The big AI labs training their models, or regular companies? Curious who’s on the other side of the marketplace.<\/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>Thanks! Yes, the demand side will be anyone building or training better agents!<\/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>The “sell your workflow data” framing is interesting because the bottleneck has never been “is the data valuable” \u2014 it’s “what’s the consent layer that doesn’t feel like 17 dark-pattern checkboxes.” Curious how you landed on the buyer-side flow.<\/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>Thanks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/I7KXQ2JJX74MTI\" class=\"app-title\">Vibedock<\/a><\/p>\n<div class=\"one-liner\">Toggle Claude Code MCP servers from your menu bar<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">93<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Vibedock \u662f\u4e00\u6b3e macOS \u83dc\u5355\u680f\u5de5\u5177\uff0c\u8ba9\u7528\u6237\u4e00\u952e\u5f00\u5173Claude Code\u7684MCP\u670d\u52a1\u5668\uff0c\u89e3\u51b3\u56e0\u6240\u6709MCP\u670d\u52a1\u5e38\u5f00\u5bfc\u81f4\u4e0a\u4e0b\u6587\u7a97\u53e3\u81a8\u80c0\u3001Token\u6d6a\u8d39\u548c\u6a21\u578b\u6ce8\u610f\u529b\u5206\u6563\u7684\u95ee\u9898\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7b5244c1-91d3-468f-beb7-50c9e85d8f4d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ceaae6a5-10e0-43f5-88a0-e19e51bb81ae.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f4d363fa-67ea-4807-9151-9bce8fb2470f.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\">Mac<\/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\">MCP\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u83dc\u5355\u680f\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">Claude Code<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u7a97\u53e3<\/span><br \/>\n <span class=\"tag\">Token\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u6548\u7387<\/span><br \/>\n <span class=\"tag\">AI\u7f16\u7a0b<\/span><br \/>\n <span class=\"tag\">\u5de5\u5177\u94fe\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">macOS<\/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\u8be5\u5de5\u5177\u89e3\u51b3\u4e86\u4e0a\u4e0b\u6587\u81a8\u80c0\u7684\u75db\u70b9\uff0c\u5e76\u8d5e\u5176\u4e3a\u201c\u5de5\u4f5c\u6d41QoL\u4fee\u590d\u201d\u3002\u6838\u5fc3\u5efa\u8bae\u662f\u80fd\u5426\u652f\u6301\u66f4\u7ec6\u7c92\u5ea6\u7684\u201c\u5de5\u5177\u7ea7\u201d\u5f00\u5173\uff0c\u800c\u975e\u4ec5\u4e3a\u201c\u670d\u52a1\u5668\u7ea7\u201d\uff0c\u4ee5\u4fbf\u8fdb\u4e00\u6b65\u8282\u7701\u4e0a\u4e0b\u6587\u7a7a\u95f4\u548c\u9650\u5236\u4ee3\u7406\u53ef\u8bbf\u95ee\u8303\u56f4\u3002\u6709\u7528\u6237\u8be2\u95ee\u662f\u5426\u652f\u6301\u8de8\u591a\u4e2a\u7ec8\u7aef\u548c\u684c\u9762\u5e94\u7528\u7684\u4f1a\u8bdd\u611f\u77e5\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 Vibedock\u5207\u4e2d\u4e86\u4e00\u4e2a\u975e\u5e38\u5fae\u5999\u4f46\u6781\u5ea6\u771f\u5b9e\u7684\u75db\u70b9\u2014\u2014MCP\u670d\u52a1\u5668\u7684\u201c\u88ab\u52a8\u4fe1\u606f\u6c61\u67d3\u201d\u3002\u5bf9\u4e8e\u91cd\u5ea6\u4f7f\u7528Claude Code\u7684\u5f00\u53d1\u8005\u6765\u8bf4\uff0c\u6bcf\u4e2aMCP\u670d\u52a1\u5668\u6ce8\u5165\u7684\u5de5\u5177\u5b9a\u4e49\u5728\u6bcf\u4e00\u4e2a\u6d88\u606f\u4e2d\u90fd\u4f1a\u6d88\u8017\u5b9d\u8d35\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\uff0c\u8fd9\u4e0d\u4ec5\u662fToken\u7684\u9690\u5f62\u6d6a\u8d39\uff0c\u66f4\u4f1a\u7a00\u91ca\u6a21\u578b\u7684\u6ce8\u610f\u529b\uff0c\u5bfc\u81f4\u5173\u952e\u4fe1\u606f\u88ab\u6df9\u6ca1\u3002\u4ece\u8fd9\u4e2a\u89d2\u5ea6\u770b\uff0cVibedock\u7684\u201c\u4e00\u952e\u5f00\u5173\u201d\u786e\u5b9e\u5177\u5907\u7acb\u7aff\u89c1\u5f71\u7684\u4ef7\u503c\uff0c\u5b83\u8ba9\u672c\u5e94\u9ad8\u6548\u7684AI\u7f16\u7a0b\u5de5\u5177\u6062\u590d\u6e05\u9192\uff0c\u662f\u4e00\u6b3e\u5178\u578b\u7684\u201c\u5143\u5de5\u5177\u201d\u521b\u65b0\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u8be5\u4ea7\u54c1\u7684\u4ef7\u503c\u76ee\u524d\u88ab\u5176\u529f\u80fd\u5e7f\u5ea6\u9501\u6b7b\u4e86\u3002\u6700\u7280\u5229\u7684\u8bc4\u8bba\u76f4\u6307\u201c\u5de5\u5177\u7ea7\u201d\u800c\u975e\u201c\u670d\u52a1\u5668\u7ea7\u201d\u7684\u63a7\u5236\u7c92\u5ea6\u2014\u2014\u8fd9\u662f\u771f\u6b63\u7684\u5927\u6740\u5668\u3002\u5f53\u524d\u53ea\u80fd\u7c97\u66b4\u5730\u7981\u7528\u4e00\u6574\u4e2aMCP\u670d\u52a1\u5668\uff0c\u4f46\u4e00\u4e2a\u670d\u52a1\u5668\u53ef\u80fd\u5305\u542b20\u4e2a\u5de5\u5177\uff0c\u7528\u6237\u53ef\u80fd\u4ec5\u9700\u5176\u4e2d2\u4e2a\u3002\u5982\u679c\u80fd\u5b9e\u73b0\u201c\u5728\u4f1a\u8bdd\u5185\u52a8\u6001\u88c1\u526a\u5de5\u5177\u96c6\u201d\uff0cVibedock\u5c06\u4e0d\u6b62\u662f\u4e00\u4e2a\u5f00\u5173\uff0c\u800c\u662f\u4e00\u4e2a\u201c\u4e0a\u4e0b\u6587\u9884\u7b97\u7ba1\u7406\u5668\u201d\uff0c\u5176\u5546\u4e1a\u4ef7\u503c\u548c\u6280\u672f\u58c1\u5792\u5c06\u6307\u6570\u7ea7\u63d0\u5347\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u591a\u4f1a\u8bdd\u573a\u666f\u4e0b\u7684\u201c\u667a\u80fd\u611f\u77e5\u201d\u662f\u53e6\u4e00\u4e2a\u751f\u6b7b\u7ebf\u3002\u5982\u679c\u5f00\u53d1\u8005\u540c\u65f6\u6253\u5f00\u591a\u4e2aClaude Code\u5b9e\u4f8b\uff08\u5982Warp\u7ec8\u7aef\u548c\u684c\u9762App\uff09\uff0cVibedock\u9700\u8981\u7cbe\u51c6\u8bc6\u522b\u5e76\u91cd\u542f\u5bf9\u5e94\u4f1a\u8bdd\uff0c\u5426\u5219\u4f1a\u9020\u6210\u6df7\u4e71\u3002\u76ee\u524d\u7684\u5b9e\u73b0\u4f3c\u4e4e\u66f4\u591a\u4f9d\u8d56\u5e95\u5c42\u8fdb\u7a0b\u5173\u8054\uff0c\u4f46\u5728\u590d\u6742\u7684\u73b0\u4ee3\u5f00\u53d1\u73af\u5883\u4e2d\uff0c\u8fd9\u79cd\u5173\u8054\u7684\u8106\u5f31\u6027\u53ef\u80fd\u5bfc\u81f4\u9891\u7e41\u8bef\u64cd\u4f5c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e00\u53e5\u8bdd\uff1aVibedock\u89e3\u51b3\u4e86\u201c\u6709\u201d\u7684\u95ee\u9898\uff0c\u4f46\u53ea\u6709\u505a\u5230\u201c\u7cbe\u201d\uff0c\u624d\u6709\u53ef\u80fd\u4ece\u4e00\u4e2a\u63d2\u4ef6\u5347\u683c\u4e3aClaude\u751f\u6001\u4e2d\u4e0d\u53ef\u6216\u7f3a\u7684\u67a2\u7ebd\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\">Vibedock<\/span>\n <\/div>\n<div class=\"comment-content\">Every MCP server you have configured injects its tool definitions into your context window on every single message \u2014 whether you use it that session or not. Vibedock sits in your macOS menu bar and lets you toggle MCPs on and off in one click. It automatically kills and relaunches your Claude sessions so the change actually takes effect.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Built this because I kept all my MCPs enabled and wondered why my context was always bloated. Turns out every configured server injects tokens on every message, whether you use it or not.<\/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\/@theowtmn\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@theowtmn<\/a> letting context windows get bloated by passive mcp tool definitions is a silent killer for token usage and model attention. i’m a software dev using cursor and ai tools heavily for my own app build right now, and the context drift from lazy tools is so real. a quick menu bar toggle is exactly the kind of workflow quality-of-life fix i love. good luck with the launch 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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@theowtmn\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@theowtmn<\/a> Hey Theo, congrats on shipping \ud83c\udf89<\/p>\n<p>The context-bloat problem is real and underrated. Most people do not realize every enabled server injects its full tool list on every message whether they use it or not.<\/p>\n<p>Question on granularity: right now Vibedock toggles servers on or off whole. But the bloat is often inside a single server. One MCP server can inject 20+ tool definitions when the task only needs two of them. Any plan to go tool-level rather than server-level, so I could keep a server enabled but trim it to the three tools I actually use this session? That is where the real context savings live, and it would also tighten what the agent can reach, which is a nice side effect.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Actually useful. Is it contextual? Like, does it know when you’re working on project 1 to use MCP 1 and on project 2 MCP 2?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@robert_douglass\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@robert_douglass<\/a> Yes it does, it shows you what MCP is active in which project, and will restart only the related claude sessions.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">@theowtmn but how does it detect which Claude Code session to configure if I have several going in Warp and the desktop Claude app?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#9<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/HHW2Z6WJLC5ELD\" class=\"app-title\">Spantop<\/a><\/p>\n<div class=\"one-liner\">Turn any Mac into a real second monitor<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">92<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Spantop\u8ba9Mac\u7528\u6237\u65e0\u9700\u989d\u5916\u786c\u4ef6\uff0c\u901a\u8fc7Thunderbolt\u6216WiFi\u5c06\u53e6\u4e00\u53f0Mac\u77ac\u95f4\u53d8\u6210\u96f6\u5ef6\u8fdf\u7684\u6269\u5c55\u526f\u5c4f\uff0c\u89e3\u51b3\u79fb\u52a8\u529e\u516c\u6216\u684c\u9762\u7a7a\u95f4\u4e0d\u8db3\u65f6\u7684\u591a\u5c4f\u521a\u9700\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\/ce4da396-8445-4e4b-9fc3-339b9142a8d2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0987c374-eab1-4136-ba82-eadbfcc320b0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4f2d455b-97dd-4f2d-88ed-422f17a3de2f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c4e93b37-1789-4626-996e-ca6516445a46.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/08351abb-dd89-4aeb-bcfa-fbe0683bcbbd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ba25a7cb-80d0-4288-980f-de006c1c9acf.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\">Mac<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Remote Work<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Mac\u526f\u5c4f<\/span><br \/>\n <span class=\"tag\">\u6269\u5c55\u663e\u793a\u5668<\/span><br \/>\n <span class=\"tag\">\u65e0\u7ebf\u6295\u5c4f<\/span><br \/>\n <span class=\"tag\">Thunderbolt\u8fde\u63a5<\/span><br \/>\n <span class=\"tag\">\u96f6\u5ef6\u8fdf\u663e\u793a<\/span><br \/>\n <span class=\"tag\">\u79fb\u52a8\u529e\u516c<\/span><br \/>\n <span class=\"tag\">\u591a\u8bbe\u5907\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">Mac\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5c4f\u5e55\u6269\u5c55<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u4e3b\u8981\u5173\u5fc3\u662f\u5426\u652f\u6301\u624b\u673a\u548cWindows\u8bbe\u5907\uff1b\u540c\u65f6\u5efa\u8bae\u5c55\u793aApp\u5b9e\u6d4b\u89c6\u9891\u4ee5\u63d0\u5347\u8f6c\u5316\uff0c\u5e76\u8be2\u95ee\u514d\u8d39\u4e0e\u4ed8\u8d39\u529f\u80fd\u7684\u5177\u4f53\u5212\u5206\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 Spantop\u5207\u4e2d\u4e86\u4e00\u4e2a\u5c0f\u800c\u786e\u5207\u7684\u75db\u70b9\uff1aMac\u7528\u6237\u60f3\u968f\u8eab\u591a\u5e26\u4e00\u4e2a\u663e\u793a\u5668\uff0c\u4f46\u7269\u7406\u786c\u4ef6\u7b28\u91cd\u4e14\u6602\u8d35\u3002\u5b83\u5229\u7528\u82f9\u679c\u751f\u6001\u5185\u7684Thunderbolt\u6216WiFi\uff0c\u5c06\u53e6\u4e00\u53f0Mac\u96f6\u6210\u672c\u8f6c\u5316\u4e3a\u526f\u5c4f\uff0c\u5e76\u5ba3\u79f0\u201cLZ4\u65e0\u635f\u3001\u96f6\u5ef6\u8fdf\u201d\uff0c\u8fd9\u5957\u6280\u672f\u65b9\u6848\u672c\u8eab\u5c31\u503c\u5f97\u6000\u7591\u2014\u2014WiFi\u73af\u5883\u4e0b\u7684\u201c\u96f6\u5ef6\u8fdf\u201d\u51e0\u4e4e\u4e0d\u53ef\u80fd\uff0c\u5373\u4f7f\u662fThunderbolt\u76f4\u8fde\uff0c\u8de8\u8bbe\u5907\u6e32\u67d3\u7684\u5ef6\u8fdf\u4e5f\u96be\u4ee5\u7b49\u540c\u4e8e\u7269\u7406\u663e\u793a\u5668\u7684\u786c\u76f4\u8fde\u3002\u4ece\u4ea7\u54c1\u672c\u8d28\u770b\uff0c\u5b83\u5e76\u975e\u98a0\u8986\u6027\u521b\u65b0\uff0c\u800c\u662f\u5bf9Mac\u539f\u751f\u201c\u5c4f\u5e55\u955c\u50cf\u201d\u548c\u201c\u968f\u822a\u201d\u529f\u80fd\u7684\u53d6\u5de7\u8865\u5145\uff1a\u968f\u822a\u5c40\u9650\u4e8eiPad\uff0c\u4e14WiFi\u5ef6\u8fdf\u660e\u663e\uff1bSpantop\u5219\u9488\u5bf9Mac-to-Mac\u573a\u666f\uff0c\u4e14\u58f0\u79f0\u6027\u80fd\u66f4\u5f3a\u3002\u4f46\u771f\u6b63\u7684\u9690\u60a3\u5728\u4e8e\uff1a\u5b83\u4f1a\u5927\u91cf\u6d88\u8017\u526f\u5c4fMac\u7684\u8ba1\u7b97\u548c\u7535\u6c60\u8d44\u6e90\uff0c\u5e76\u975e\u201c\u8f7b\u91cf\u201d\u4f53\u9a8c\uff1b\u540c\u65f6\uff0c92\u7968\u7684\u793e\u533a\u70ed\u5ea6\u4e5f\u8bf4\u660e\u5b83\u5c1a\u5c5e\u5c0f\u4f17\u5de5\u5177\uff0c\u4ed8\u8d39\u6a21\u5f0f\u82e5\u4e0d\u5230\u4f4d\uff0c\u5f88\u5bb9\u6613\u88ab\u514d\u8d39\u65b9\u6848\uff08\u5982Deskreen\u3001Twomon\uff09\u66ff\u4ee3\u3002\u7528\u6237\u8bc4\u8bba\u4e2d\u5173\u4e8e\u624b\u673a\u548cWindows\u7684\u652f\u6301\u7f3a\u5931\uff0c\u76f4\u63a5\u66b4\u9732\u4e86\u5176\u751f\u6001\u5c01\u95ed\u7684\u77ed\u677f\uff0c\u8de8\u754c\u80fd\u529b\u5f31\u5c06\u4e25\u91cd\u9650\u5236\u5176\u4f7f\u7528\u573a\u666f\u3002\u56e0\u6b64\uff0cSpantop\u6700\u5927\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u6280\u672f\u591a\u725b\uff0c\u800c\u5728\u4e8e\u5b83\u7cbe\u51c6\u670d\u52a1\u4e8e\u201c\u53ccMac\u7528\u6237\u201d\u7684\u4e34\u65f6\u591a\u5c4f\u9700\u6c42\u2014\u2014\u6bd4\u5982\u8bbe\u8ba1\u5e08\u5728\u5496\u5561\u9986\u7528MacBook Pro\u6269\u5c55\u4e00\u53f0MacBook Air\u3002\u5b83\u66f4\u50cf\u4e00\u4e2a\u201c\u5e94\u6025\u89e3\u51b3\u65b9\u6848\u201d\uff0c\u800c\u975e\u957f\u671f\u751f\u4ea7\u529b\u5de5\u5177\u3002\u82e5\u80fd\u4f4e\u6210\u672c\u6253\u5f00\u4f01\u4e1a\u5185\u53cc\u673a\u534f\u4f5c\u573a\u666f\uff0c\u6216\u8bb8\u80fd\u8d70\u51fa\u5dee\u5f02\u5316\u3002\u4f46\u82e5\u5b9a\u4ef7\u8fc7\u9ad8\u6216\u4f18\u5316\u4e0d\u8db3\uff0c\u5f88\u5bb9\u6613\u6ca6\u4e3a\u4e00\u4e2a\u201c\u60f3\u6cd5\u4e0d\u9519\u4f46\u7528\u8d77\u6765\u9ebb\u70e6\u201d\u7684\u9e21\u808b\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\">Spantop<\/span>\n <\/div>\n<div class=\"comment-content\">Spantop turns another mac into a real second monitor for your Mac. Instead of buying extra hardware, you can extend your workspace to a nearby screen over Thunderbolt or WiFi. Lossless LZ4 display. 0 latency. It is built for people who travel, work from caf\u00e9s, use multiple devices, or want a quick second display without a bulky monitor. Simple setup, real extended desktop, and a lightweight Mac-first experience.<\/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 built Spantop because I often wanted a second monitor without carrying one around.<\/p>\n<p>Spantop lets you turn another computer or device into a real second monitor for your Mac over Thunderbolt or WiFi. It is made for people who travel, work from caf\u00e9s, use multiple screens, or just want more space without buying extra hardware.<\/p>\n<p>The goal was simple: open the app, connect another screen, and extend your Mac workspace.<\/p>\n<p>Would love your feedback \u2014 especially from Mac users who use multi-monitor setups, travel often, or work across multiple devices.<\/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\">Can I use this with my phone then basically<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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! does it work with windows? I mainly use mac for work, but still sometimes switch to windows for creative work, and connecting mac as a second monitor was always difficult with third party software.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">@aditya_dewaskar congrats with the launch!<\/p>\n<p>What features are free and what require a paid update?<\/p>\n<p>It would be nice to see the app in action somehow, maybe even captured from your POV using an iPhone, I think that might boost interest\/conversion for you.<\/p>\n<p>Good luck!<\/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<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\/Q576PUC4HHUXQE\" class=\"app-title\">Kosshi<\/a><\/p>\n<div class=\"one-liner\">Simple, fast outliner for Mac and iPhone.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">91<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Kosshi\u662f\u4e00\u6b3e\u4e3aMac\u548ciPhone\u6253\u9020\u7684\u6781\u901f\u539f\u751f\u5927\u7eb2\u7f16\u8f91\u5668\uff0c\u5e2e\u52a9\u5199\u4f5c\u8005\u4e0e\u9879\u76ee\u7ba1\u7406\u8005\u5728\u8de8\u8bbe\u5907\u95f4\u4e13\u6ce8\u68b3\u7406\u7ed3\u6784\u3001\u5d4c\u5165\u56fe\u50cf\uff0c\u5e76\u786e\u4fdd\u6570\u636e\u5b8c\u5168\u79c1\u6709\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\/3f2460ef-6c6a-4ce9-84bd-da6b87ff6f14.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/403c4466-b4c2-4f50-bb93-6f699214cc69.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d07d4aa2-da9d-428b-84d8-3822a65920a9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a41fa2fa-2ac5-41d2-a2be-d591f4f3611a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1a739932-83ab-4085-9712-4f1181a5bded.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\/697b720e-cf57-4f1a-adb0-e9c8527696f0.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=99kCim-fQdk\"><source src=\"https:\/\/www.youtube.com\/watch?v=99kCim-fQdk\" 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\">Mac<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Writing<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5927\u7eb2\u7f16\u8f91\u5668<\/span><br \/>\n <span class=\"tag\">macOS<\/span><br \/>\n <span class=\"tag\">iOS<\/span><br \/>\n <span class=\"tag\">\u8de8\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">iCloud\u540c\u6b65<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">Markdown<\/span><br \/>\n <span class=\"tag\">\u5199\u4f5c\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u539f\u751f\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u65e0\u8d26\u6237<\/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\u5206\u4eab\u81ea\u8ff0\uff1a\u56e0\u5199\u6280\u672f\u4e66\u548c\u9879\u76ee\u6df7\u4e71\u800c\u81ea\u9020\u3002\u7528\u6237\u8d5e\u8d4f\u5176\u65e0\u8d26\u6237\/\u65e0\u670d\u52a1\u5668\u7684\u9690\u79c1\u8bbe\u8ba1\uff0c\u5e76\u8be2\u95ee\u5927\u578b\u56fe\u50cf\u5927\u7eb2\u7684\u6027\u80fd\u4e0e\u8de8\u5e73\u53f0\u7b80\u5316\u96be\u5ea6\u3002\u5f00\u53d1\u8005\u56de\u5e94\u8de8\u5e73\u53f0\u6e32\u67d3\u5f15\u64ce\u662f\u6700\u5927\u6311\u6218\uff0c\u4f46\u786e\u4fdd\u79bb\u5c4f\u884c\u65e0\u6e32\u67d3\u5f00\u9500\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 Kosshi\u662f\u4e00\u4e2a\u5178\u578b\u7684\u201c\u72ec\u7acb\u5f00\u53d1\u8005\u89e3\u51b3\u81ea\u8eab\u75db\u70b9\u201d\u7684\u4ea7\u7269\uff0c\u4f46\u5b83\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u53c8\u4e00\u4e2a\u5927\u7eb2\u5de5\u5177\u201d\uff0c\u800c\u5728\u4e8e\u5b83\u5bf9\u201c\u4e13\u6ce8\u201d\u548c\u201c\u9690\u79c1\u201d\u7684\u56fa\u6267\u3002\u5728Notion\u3001Roam\u7b49\u91cd\u578b\u7b14\u8bb0\u548c\u6742\u4e71SaaS\u6a2a\u884c\u7684\u65f6\u4ee3\uff0cKosshi\u523b\u610f\u505a\u51cf\u6cd5\uff1a\u539f\u751f\u3001\u79bb\u7ebf\u4f18\u5148\u3001iCloud\u76f4\u8fde\u3001\u65e0\u8d26\u6237\u3002\u8fd9\u5207\u4e2d\u4e86\u4e00\u90e8\u5206\u6838\u5fc3\u7528\u6237\u7684\u771f\u5b9e\u6050\u60e7\u2014\u2014\u6570\u636e\u88ab\u5382\u5546\u7ed1\u67b6\uff0c\u4ee5\u53ca\u601d\u7ef4\u88ab\u5de5\u5177\u590d\u6742\u5316\u3002\u4ece\u6280\u672f\u4e0a\u770b\uff0c\u81ea\u7814\u6e32\u67d3\u5f15\u64ce\u5e76\u575a\u6301\u8de8\u5e73\u53f0\u5171\u4eab\u4ee3\u7801\uff0c\u8bf4\u660e\u5b83\u4e0d\u662f\u5957\u4e2aWebView\u7684\u6295\u673a\u4ea7\u54c1\uff0c\u8fd9\u503c\u5f97\u5c0a\u91cd\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c90\u591a\u7968\u7684\u51b7\u542f\u52a8\u4e5f\u66b4\u9732\u4e86\u786c\u4f24\uff1a\u5b83\u529f\u80fd\u592a\u201c\u7d20\u201d\u4e86\u3002\u56fe\u50cf\u5d4c\u5165\u3001\u5927\u7eb2\u6298\u53e0\u4e0e\u6392\u5e8f\u51e0\u4e4e\u662f\u57fa\u7840\u6807\u914d\uff0c\u7f3a\u4e4f\u53cc\u5411\u94fe\u63a5\u3001\u6807\u7b7e\u4f53\u7cfb\u3001\u751a\u81f3\u6a21\u677f\u7b49\u8fdb\u9636\u80fd\u529b\u3002\u5bf9\u4e8e\u5927\u591a\u6570\u7528\u6237\uff0c\u5b83\u53ef\u80fd\u66f4\u50cf\u4e00\u4e2a\u201c\u6f02\u4eae\u7684\u601d\u7ef4\u8349\u7a3f\u672c\u201d\uff0c\u800c\u975e\u80fd\u957f\u671f\u6258\u4ed8\u7684\u201c\u7b2c\u4e8c\u5927\u8111\u201d\u3002\u5173\u952e\u5728\u4e8e\uff0c\u5b83\u7684\u7528\u6237\u589e\u957f\u4f1a\u505c\u7559\u5728\u201c\u6280\u672f\u5199\u4f5c\u8005\u201d\u548c\u201c\u6781\u7b80\u4e3b\u4e49\u8005\u201d\u8fd9\u4e2a\u5c0f\u5708\u5c42\u5185\uff0c\u5f88\u96be\u7834\u5708\u3002\u5982\u679c\u4e0d\u5c3d\u5feb\u52a0\u5165\u53ef\u9009\u7684\u201c\u589e\u503c\u529f\u80fd\u201d\uff08\u5982\u5bfc\u51fa\u683c\u5f0f\u4e30\u5bcc\u5316\u3001\u8de8\u5927\u7eb2\u641c\u7d22\u3001\u6216\u4ed8\u8d39\u8ba2\u9605\u7684AI\u6da6\u8272\uff09\uff0cKosshi\u53ef\u80fd\u6c38\u8fdc\u53ea\u662f\u5f00\u53d1\u8005\u4e2a\u4eba\u7684\u9a84\u50b2\uff0c\u800c\u975e\u5e02\u573a\u7684\u9009\u62e9\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\">Kosshi<\/span>\n <\/div>\n<div class=\"comment-content\">Kosshi is a simple native outliner for macOS and iOS. Fast and focused outline editing.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hello \u2014 I’m Junichi, and I made Kosshi.<\/p>\n<p>A few years ago I was writing a technical book and noticed that sketching the structure first made the writing go much more smoothly. Around the same time I was juggling several personal projects, with information drifting apart across different tools, and I started to want an outliner of my own.<\/p>\n<p>What I was after was something that worked the same way on Mac and iPhone, could place images alongside text, and kept its data on my own devices. I couldn’t find it, so I made one. That’s Kosshi.<\/p>\n<p>It’s a native Mac and iOS app, with a rendering engine written from scratch, designed to stay smooth even with large outlines. Sync is over iCloud \u2014 no account, no server I run; your data lives only on your devices and in your iCloud.<\/p>\n<p>If you live in an outliner, I’d love to hear what you find.<\/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\">Congrats on your launch. Wishing you the best today!!<\/div>\n<div class=\"comment-actions\">\n<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\/@othman_katim\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@othman_katim<\/a> <\/p>\n<p>Thanks, really appreciate it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>feels like a very honest builder story, you needed a calm, private outliner that worked the same way across Mac and iPhone, so you made one.I like the no-account\/no-server approach. Outlines often hold unfinished thinking, not just polished notes.what was harder to get right: performance with large image-heavy outlines, or keeping the experience simple across both Mac and iOS?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@harshalvc_ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@harshalvc_ai<\/a> <\/p>\n<p>Thanks, that’s a kind read.<\/p>\n<\/p>\n<p>Of the two, cross-platform was the harder one. The hard part wasn’t really keeping the UX simple. It was one layer deeper. The rendering engine handles layout, text, Markdown, and images in one pipeline, and getting it to run cleanly through a single shared codebase across Mac and iOS is what took the most time. A change on Mac shows up on iPhone too.<\/p>\n<\/p>\n<p>Honestly, image-heavy outlines aren’t something I’ve pushed hard on. Kosshi is built for outlines that are mostly thinking, with images as occasional anchors. One thing I did spend time on, though, is making sure rows off-screen pay no rendering cost, and that applies to images too. So having a lot of them spread across a large outline shouldn’t really be a problem.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/AVEQS74CBD23KS\" class=\"app-title\">Coca 2.0<\/a><\/p>\n<div class=\"one-liner\">Keep Your Mac and Apps Awake!<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">85<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Coca 2.0\u662f\u4e00\u6b3eMac\u83dc\u5355\u680f\u5de5\u5177\uff0c\u901a\u8fc7\u4e00\u952e\u9632\u6b62\u7535\u8111\u4f11\u7720\u5e76\u5728\u4f60\u79bb\u5f00\u65f6\u865a\u62df\u79fb\u52a8\u9f20\u6807\uff0c\u8ba9\u529e\u516c\u4e0e\u901a\u8baf\u8f6f\u4ef6\u4fdd\u6301\u5728\u7ebf\u72b6\u6001\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\/b9f9050a-368c-4bf7-a5fd-75b50f57f5bc.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/WZwUuc8iadA?si=LzW3-a4VqH4UckOz\"><source src=\"https:\/\/youtu.be\/WZwUuc8iadA?si=LzW3-a4VqH4UckOz\" 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\/9f80cfae-14a9-4df5-8d51-da6701789e81.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\/f86a7f17-becb-4cb3-a30c-12eb01cb8b27.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f386c378-2886-4608-bc5f-3b44c6397820.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/47c47b75-1919-4efa-b512-44345adc1049.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b26d9960-c3fd-4825-8d95-a9aa863a7052.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4e95ad27-aa72-43b5-9d7d-e221b0fc6bf3.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\">Mac<\/span><br \/>\n <span class=\"tag\">Menu Bar Apps<\/span><br \/>\n <span class=\"tag\">Remote Work<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Mac\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u9632\u4f11\u7720<\/span><br \/>\n <span class=\"tag\">\u4fdd\u6301\u5728\u7ebf<\/span><br \/>\n <span class=\"tag\">\u83dc\u5355\u680f\u8f6f\u4ef6<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u529e\u516c\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u6d88\u606f\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u9f20\u6807\u6a21\u62df<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39\u66f4\u65b0<\/span><br \/>\n <span class=\"tag\">macOS<\/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\u9700\u6c42\u521a\u6027\uff08\u201c\u6838\u5fc3\u529f\u80fd\u672c\u8be5\u5185\u7f6e\u201d\uff09\uff0c\u5e76\u63d0\u53ca\u8fb9\u5de5\u4f5c\u8fb9\u4fdd\u6301\u901a\u8baf\u8f6f\u4ef6\u5728\u7ebf\u7684\u5b9e\u7528\u573a\u666f\u3002\u521b\u59cb\u4eba\u8865\u5145\u4e86\u201c\u6df1\u63a7\u201d\u529f\u80fd\u901a\u8fc7\u5c0f\u5e45\u79fb\u52a8\u9f20\u6807\u4fdd\u6301\u72b6\u6001\uff0c\u4e14\u6240\u6709\u529f\u80fd\u514d\u8d39\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 Coca 2.0\u7684\u672c\u8d28\u662f\u4e00\u4e2a\u201c\u53cd\u793e\u4ea4\u804c\u573a\u8f6f\u4ef6\u201d\u7684\u8ba8\u5de7\u5de5\u5177\u3002\u4e4d\u770b\u662f\u9632\u4f11\u7720\uff0c\u5b9e\u5219\u76f4\u51fb\u6570\u5b57\u5316\u529e\u516c\u4e2d\u201c\u5728\u7ebf\u72b6\u6001\u5373\u5fe0\u8bda\u5ea6\u201d\u7684\u8352\u8c2c\u5185\u5377\u3002\u5176\u201c\u6df1\u63a7\u201d\u529f\u80fd\u7cbe\u51c6\u5207\u5165\u4e86\u5458\u5de5\u88ab\u8feb\u5728Teams\u3001Slack\u4e0a\u4fdd\u6301\u201c\u7eff\u8272\u5728\u7ebf\u201d\u7684\u9690\u6027\u7126\u8651\uff0c\u662f\u4e00\u79cd\u5bf9\u804c\u573a\u76d1\u63a7\u7684\u65e0\u58f0\u5bf9\u6297\u3002\u4ece\u6280\u672f\u89d2\u5ea6\u770b\uff0c\u529f\u80fd\u7b80\u5355\u76f4\u63a5\uff0c\u65e0\u6280\u672f\u58c1\u5792\uff08\u865a\u62df\u9f20\u6807\u79fb\u52a8\u3001\u7535\u6e90\u7ba1\u7406\u914d\u7f6e\uff09\uff0c\u4f46\u80dc\u5728\u573a\u666f\u7406\u89e3\u6781\u6df1\u3002\u7528\u6237\u8bc4\u8bba\u4e2d\u201c\u4e3a\u4ec0\u4e48\u4e0d\u662fmacOS\u539f\u751f\u529f\u80fd\u201d\u7684\u611f\u53f9\uff0c\u6070\u6070\u8bf4\u660e\u82f9\u679c\u7f3a\u4e4f\u5bf9\u529e\u516c\u5c0f\u751f\u6001\u7ec6\u5fae\u75db\u70b9\u7684\u6d1e\u5bdf\u3002\u4e0d\u8fc7\uff0c\u8be5\u4ea7\u54c1\u5341\u5e74\u540e\u201c\u56de\u7089\u91cd\u9020\u201d\u6697\u793a\u5176\u6b64\u524d\u53d1\u5c55\u4e4f\u529b\uff0c\u5982\u4eca\u4f9d\u8d56\u514d\u8d39\u6a21\u5f0f\uff0c\u5546\u4e1a\u5316\u5929\u82b1\u677f\u660e\u663e\u2014\u2014\u8fd9\u7c7b\u5de5\u5177\u6781\u6613\u88ab\u7cfb\u7edf\u66f4\u65b0\u6216\u66f4\u5f3a\u5927\u7684\u7b2c\u4e09\u65b9\u81ea\u52a8\u5316\u5de5\u5177\u53d6\u4ee3\uff08\u5982Hammerspoon\u6216BetterTouchTool\u7684\u7ec4\u5408\u811a\u672c\uff09\u3002\u4f18\u70b9\u5728\u4e8e\u5f00\u7bb1\u5373\u7528\uff0c\u7f3a\u70b9\u5728\u4e8e\u4ef7\u503c\u5355\u4e00\u4e14\u53ef\u66ff\u4ee3\u6027\u6781\u5f3a\u3002\u80fd\u5728Product Hunt\u62ff\u523085\u7968\uff0c\u66f4\u591a\u662f\u60c5\u611f\u5171\u9e23\uff0c\u800c\u975e\u6280\u672f\u4f18\u8d8a\u6027\u3002\u5bf9\u91cd\u5ea6\u201c\u7eff\u8272\u7126\u8651\u201d\u7528\u6237\u503c\u5f97\u63a8\u8350\uff0c\u4f46\u5bf9\u8ffd\u6c42\u9ad8\u6548\u7ba1\u7406\u7684\u56e2\u961f\u800c\u8a00\uff0c\u601d\u8003\u5982\u4f55\u7ec8\u7ed3\u201c\u5728\u7ebf\u5047\u8c61\u201d\u800c\u975e\u7ef4\u6301\u5b83\uff0c\u624d\u662f\u66f4\u6839\u672c\u7684\u89e3\u6cd5\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\">Coca 2.0<\/span>\n <\/div>\n<div class=\"comment-content\">Keep your Mac from falling asleep, with one click! With Coca in your Mac’s menu bar, you stay green in all your messengers. \ud83d\udfe2<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I needed something like this. Why isn\u2019t this part of the core Mac features? \ud83d\ude05\ud83d\ude2d<\/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>Very timely launch. Every mac is half open 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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Coca launched 10 years ago with the goal to keep your Mac awake! It is back with a revamped UI and new features. One main focus in addition to keeping your Mac awake is the addition of Deep Control, intended to keep you green in messengers like Teams, Slack or similar apps. This works by moving your mouse a little bit when you are idle but doing nothing while you are present. You probably can not even see it do that. <\/p>\n<p>Coca always tried to be easy to setup, no complicated setup of powerful features. Even features like keeping awake with the MacBook lid closed require only one checkbox. All features are available for free in the new update!<\/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<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\/FQYUWSLEDTQSL5\" class=\"app-title\">Area Contrast Checker<\/a><\/p>\n<div class=\"one-liner\">Drag, Select, Know. A new way to check A11y contrast<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">81<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Area Contrast Checker \u662f\u4e00\u6b3e\u901a\u8fc7\u62d6\u62fd\u9009\u533a\u76f4\u63a5\u5206\u6790\u6d4f\u89c8\u5668\u6e32\u67d3\u50cf\u7d20\u7684Chrome\u6269\u5c55\uff0c\u5e2e\u52a9\u65e0\u969c\u788d\u5ba1\u6838\u5458\u5feb\u901f\u89e3\u51b3\u590d\u6742\u89c6\u89c9\u573a\u666f\uff08\u5982\u6e10\u53d8\u3001\u80cc\u666f\u56fe\u3001\u6df7\u5408\u6a21\u5f0f\uff09\u4e0b\u7684\u989c\u8272\u5bf9\u6bd4\u5ea6\u68c0\u6d4b\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\/3f1f19bf-72cd-4963-beb8-c95206c652b0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/10902b5d-f590-45df-98c6-5e18c04a9b73.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/efec62c8-1411-4ace-a7fa-52b24ff31bfd.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\/25f3df95-468a-4a19-a1a7-188bbec668e0.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/E5gjhc6-2qk\"><source src=\"https:\/\/youtu.be\/E5gjhc6-2qk\" 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\">Chrome Extensions<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Inclusivity<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Chrome\u6269\u5c55<\/span><br \/>\n <span class=\"tag\">\u65e0\u969c\u788d\u68c0\u6d4b<\/span><br \/>\n <span class=\"tag\">\u989c\u8272\u5bf9\u6bd4\u5ea6<\/span><br \/>\n <span class=\"tag\">\u50cf\u7d20\u7ea7\u5206\u6790<\/span><br \/>\n <span class=\"tag\">a11y\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8bbe\u8ba1\u5ba1\u6838<\/span><br \/>\n <span class=\"tag\">\u62d6\u62fd\u9009\u533a<\/span><br \/>\n <span class=\"tag\">\u89c6\u89c9\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u7528\u6237\u4f53\u9a8c\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u524d\u7aef\u5f00\u53d1<\/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\u4e3b\u8981\u6765\u81ea\u521b\u4f5c\u8005\uff08WAS\u8ba4\u8bc1\u4e13\u5bb6\uff09\u7684\u6df1\u5ea6\u8bf4\u660e\uff0c\u6307\u51fa\u5f53\u524d\u81ea\u52a8\u626b\u63cf\u3001\u53d6\u8272\u5668\u3001\u5143\u7d20\u68c0\u6d4b\u4e09\u79cd\u65b9\u6cd5\u7684\u5c40\u9650\u6027\uff0c\u5e76\u5f3a\u8c03\u672c\u5de5\u5177\u901a\u8fc7\u6e32\u67d3\u50cf\u7d20\u5206\u6790\u89e3\u51b3\u590d\u6742\u80cc\u666f\u68c0\u6d4b\u95ee\u9898\u3002\u6682\u65e0\u5176\u4ed6\u7528\u6237\u5177\u4f53\u95ee\u9898\u6216\u5efa\u8bae\u53cd\u9988\uff0c\u6574\u4f53\u4ee5\u53d1\u5e03\u4ecb\u7ecd\u4e3a\u4e3b\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 Area Contrast Checker \u7684\u5b9a\u4f4d\u975e\u5e38\u7cbe\u51c6\uff0c\u76f4\u51fb\u4e86\u5f53\u524d A11y \u68c0\u6d4b\u5de5\u5177\u94fe\u4e2d\u7684\u4e00\u4e2a\u771f\u5b9e\u75db\u70b9\uff1a\u5373\u9762\u5bf9\u771f\u5b9e\u4e16\u754c\u4e2d\u590d\u6742\u7684\u6e32\u67d3\u6548\u679c\uff08\u6e10\u53d8\u3001\u534a\u900f\u660e\u3001\u6df7\u5408\u6a21\u5f0f\uff09\uff0c\u4f20\u7edf\u65b9\u6cd5\u8981\u4e48\u201c\u770b\u4e0d\u89c1\u201d\uff08\u81ea\u52a8\u626b\u63cf\u5ffd\u7565\u80cc\u666f\u56fe\uff09\uff0c\u8981\u4e48\u201c\u7d2f\u6b7b\u4eba\u201d\uff08\u624b\u52a8\u53d6\u8272\u70b9\u9009\uff09\u3002\u5b83\u63d0\u51fa\u7684\u201c\u9009\u533a\u50cf\u7d20\u5206\u6790\u201d\u770b\u4f3c\u7b80\u5355\uff0c\u5b9e\u5219\u89e3\u51b3\u4e86\u201c\u6240\u89c1\u5373\u6240\u5f97\u201d\u7684\u68c0\u6d4b\u6807\u51c6\u95ee\u9898\u2014\u2014\u76f4\u63a5\u4ece\u7528\u6237\u5c4f\u5e55\u4e0a\u7684\u6700\u7ec8\u50cf\u7d20\u91c7\u6837\uff0c\u800c\u975e\u4ece\u4ee3\u7801\u62bd\u8c61\u5c42\u63a8\u65ad\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u5fc5\u987b\u6307\u51fa\uff0c\u8fd9\u6b3e\u5de5\u5177\u7684\u201c\u65b0\u201d\u66f4\u591a\u662f\u5e94\u7528\u573a\u666f\u7684\u5fae\u521b\u65b0\uff0c\u800c\u975e\u5e95\u5c42\u6280\u672f\u7a81\u7834\u3002\u50cf\u7d20\u91c7\u6837\u548c\u53d6\u8272\u5668\u672c\u8d28\u90fd\u662f\u57fa\u4e8e\u989c\u8272\u6570\u503c\uff0c\u5b83\u7684\u6838\u5fc3\u4f18\u52bf\u5728\u4e8e\u201c\u81ea\u52a8\u5316\u533a\u57df\u91c7\u6837\u201d\u548c\u6a21\u62df\u89c6\u89c9\u611f\u77e5\u8303\u56f4\uff08\u4f8b\u5982\u53d6\u4e00\u4e2a\u533a\u57df\u7684\u5bf9\u6bd4\u5ea6\u5e73\u5747\u503c\u6216\u6700\u5c0f\u503c\uff09\u3002\u8fd9\u6070\u6070\u9700\u8981\u7b97\u6cd5\u8db3\u591f\u806a\u660e\uff0c\u4ee5\u907f\u514d\u5728\u6e10\u53d8\u8fb9\u7f18\u3001\u9ad8\u566a\u58f0\u533a\u57df\u7ed9\u51fa\u8bef\u5bfc\u6027\u6570\u636e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u76ee\u524d\u6295\u7968\u6570\u548c\u8bc4\u8bba\u6570\u636e\u5747\u6765\u81ea\u521b\u59cb\u4eba\u7684\u81ea\u8ff0\uff0c\u5c1a\u672a\u83b7\u5f97\u5927\u91cf\u7528\u6237\u771f\u5b9e\u53cd\u9988\u3002\u5b83\u6700\u5927\u7684\u98ce\u9669\u5728\u4e8e\uff1a\u5982\u679c\u5b9a\u4f4d\u4e3a\u7ed9\u4e13\u4e1a\u5ba1\u6838\u5458\u4f7f\u7528\u7684\u201c\u7cbe\u786e\u201d\u5de5\u5177\uff0c\u5c31\u5fc5\u987b\u8bc1\u660e\u5176\u91c7\u6837\u7cbe\u5ea6\u548c\u7b97\u6cd5\u53ef\u9760\u6027\uff1b\u5982\u679c\u5b9a\u4f4d\u4e3a\u7ed9\u8bbe\u8ba1\u5e08\u7684\u201c\u5feb\u901f\u201d\u5de5\u5177\uff0c\u5219\u8981\u6743\u8861\u6613\u7528\u6027\u4e0e\u51c6\u786e\u5ea6\u4e4b\u95f4\u7684\u53d6\u820d\u3002\u6b64\u5916\uff0cChrome \u6269\u5c55\u7684\u6c99\u76d2\u73af\u5883\u5bf9\u6d4f\u89c8\u5668\u6e32\u67d3\u7684\u50cf\u7d20\u7ea7\u8bbf\u95ee\u662f\u5426\u5b58\u5728\u6027\u80fd\u635f\u8017\u6216\u6743\u9650\u9650\u5236\uff0c\u662f\u957f\u671f\u4f7f\u7528\u4e2d\u4e0d\u53ef\u5ffd\u89c6\u7684\u6697\u5751\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u7684\u6765\u8bf4\uff0c\u8fd9\u662f\u4e00\u4e2a\u201c\u65b9\u5411\u6b63\u786e\u201d\u7684\u5b9e\u7528\u5c0f\u4f17\u5de5\u5177\uff0c\u586b\u8865\u4e86\u5feb\u901f\u68c0\u6d4b\u4e0e\u7cbe\u51c6\u68c0\u6d4b\u4e4b\u95f4\u7684\u7a7a\u9699\uff0c\u4f46\u80fd\u5426\u6210\u4e3a A11y \u6d41\u7a0b\u7684\u6807\u914d\uff0c\u53d6\u51b3\u4e8e\u5b83\u5728\u771f\u5b9e\u590d\u6742\u9875\u9762\u4e0a\u7684\u7a33\u5b9a\u6027\u4e0e\u6548\u7387\uff0c\u800c\u4e0d\u662f\u5b83\u6709\u591a\u201c\u65b0\u201d\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Area Contrast Checker<\/span>\n <\/div>\n<div class=\"comment-content\">1.Auto scan, 2.Eyedropper, or 3.Element-based? Meet the 4th approach: Selection-based pixel analysis. This Chrome extension sees what users see, delivering reliable contrast ratios for complex visuals. No more relying solely on tedious manual picking. Just drag and know.<\/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 the creator of Area Contrast Checker. As an IAAP WAS (Certified Web Accessibility Specialist), I\u2019ve spent years auditing websites. Over time, I realized that current contrast checking methods have clear limitations.<\/p>\n<p>We usually rely on three methods:<\/p>\n<p>1. Auto-scanners: Fast, but they often miss background images or complex visuals.<br \/>\n2. Eyedroppers: Precise, but a tedious and time-consuming pixel-hunt.<br \/>\n3. Element-based code inspection: Reliable for simple CSS, but fails on overlays, gradients, and blending modes.<\/p>\n<p>I wanted a “4th approach” that combines speed with what the user actually sees.<\/p>\n<p>Area Contrast Checker analyzes the rendered pixels directly from your browser. No matter how complex the CSS or background image is, if a user can see it, this tool can measure it.<\/p>\n<p>“Just drag and know.” It\u2019s designed to make A11y audits faster, more objective, and closer to the real user experience.<\/p>\n<p>I\u2019d love to hear from you:<br \/>\nWhat is your biggest frustration with current A11y tools?<\/p>\n<p>Thank you for your support! \ud83d\ude80<\/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<\/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\/PQ4FEOKVCPB4VU\" class=\"app-title\">SignalLEMO – Ai Outreach Made Simple<\/a><\/p>\n<div class=\"one-liner\">AI-powered lead outreach for field service contractors<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">79<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>SignalLEMO\u4e3a\u73b0\u573a\u670d\u52a1\u627f\u5305\u5546\u63d0\u4f9bAI\u9a71\u52a8\u7684\u83b7\u5ba2\u5e73\u53f0\uff0c\u901a\u8fc7\u9884\u8bc4\u5206\u7ebf\u7d22\u548c\u81ea\u52a8\u751f\u6210\u7684\u5916\u8054\u90ae\u4ef6\uff0c\u89e3\u51b3\u4ed6\u4eec\u624b\u52a8\u641c\u5bfb\u5ba2\u6237\u548c\u51b7\u547c\u53eb\u7684\u4f4e\u6548\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\/a13dd26e-5248-4503-bde6-beee980ad419.jpeg?auto=format\" data-video-url=\"https:\/\/youtube.com\/shorts\/EpWr4dF6DtQ?feature=share\"><source src=\"https:\/\/youtube.com\/shorts\/EpWr4dF6DtQ?feature=share\" 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\/955fa282-4255-4ec3-a77f-20ae93031b85.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/52097938-fc75-47af-85b0-53bc04e56ee5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/40032310-cbee-434b-a239-4c24596f5397.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/be911b5c-4025-4966-9a2d-7a456b6013db.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9ebc9b11-fefd-472a-b208-4852fead7ff4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c44ddc40-8fce-4c67-9a1a-acc0c87263b0.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\">Sales<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u83b7\u5ba2<\/span><br \/>\n <span class=\"tag\">\u7ebf\u7d22\u8bc4\u5206<\/span><br \/>\n <span class=\"tag\">\u5916\u8054\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u73b0\u573a\u670d\u52a1\u627f\u5305\u5546<\/span><br \/>\n <span class=\"tag\">MSP<\/span><br \/>\n <span class=\"tag\">AV\u96c6\u6210\u5546<\/span><br \/>\n <span class=\"tag\">\u4f4e\u538b\u627f\u5305\u5546<\/span><br \/>\n <span class=\"tag\">B2B\u9500\u552e<\/span><br \/>\n <span class=\"tag\">\u6f5c\u5ba2\u7ba1\u9053<\/span><br \/>\n <span class=\"tag\">\u51b7\u547c\u53eb\u66ff\u4ee3<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u521b\u59cb\u4eba\u56de\u5e94\u4e86\u6f5c\u5728\u5ba2\u6237\u5173\u4e8e\u7ebf\u7d22\u6765\u6e90\u548c\u8bc4\u5206\u903b\u8f91\u7684\u63d0\u95ee\uff0c\u5f3a\u8c03\u6570\u636e\u805a\u5408\u4e0e\u884c\u4e1a\u5bf9\u9f50\u3002\u7528\u6237Sunil\u6307\u51fa\u7f51\u7ad9\u52a0\u8f7d\u6162\uff08\u79fb\u52a8\u7aef\u5f97\u520665\uff0cLCP\u8fbe9.3\u79d2\uff09\u3001\u7f3a\u9690\u79c1\u653f\u7b56\u4e0eSEO\u4f18\u5316\uff0c\u5efa\u8bae\u5347\u7ea7\u6280\u672f\u6808\u3002\u53e6\u4e00\u7528\u6237\u8ba4\u53ef\u4ea7\u54c1\u5782\u76f4\u805a\u7126\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 SignalLEMO\u7684\u5b9a\u4f4d\u7cbe\u51c6\u2014\u2014\u7784\u51c6\u201c\u73b0\u573a\u670d\u52a1\u627f\u5305\u5546\u201d\u8fd9\u4e00\u88ab\u4e3b\u6d41CRM\u548c\u9500\u552e\u5de5\u5177\u5ffd\u89c6\u7684\u5229\u57fa\u5e02\u573a\uff0c\u901a\u8fc7\u9884\u8bc4\u5206\u7ebf\u7d22\u548cAI\u751f\u6210\u90ae\u4ef6\u89e3\u51b3\u4e86\u4f20\u7edf\u51b7\u547c\u53eb\u6548\u7387\u4f4e\u548c\u624b\u52a8\u6316\u6398\u8d39\u65f6\u7684\u95ee\u9898\u3002\u4f46\u4ea7\u54c1\u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u4e8eAI\u90ae\u4ef6\u672c\u8eab\uff08\u5e02\u9762\u5df2\u6709\u5927\u91cf\u7c7b\u4f3c\u5de5\u5177\uff09\uff0c\u800c\u5728\u4e8e\u201c\u7ebf\u7d22\u8bc4\u5206\u201d\u73af\u8282\u7684\u5782\u76f4\u5316\u6570\u636e\u6a21\u578b\uff1a\u80fd\u5426\u771f\u6b63\u7406\u89e3\u4f4e\u7535\u538b\u3001AV\u3001MSP\u7b49\u7ec6\u5206\u751f\u610f\u6a21\u5f0f\uff0c\u800c\u975e\u7b80\u5355\u5957\u7528B2B\u901a\u7528\u8bc4\u5206\u903b\u8f91\u3002\u8bc4\u8bba\u4e2d\u7528\u6237Sunil\u7684\u5ba1\u8ba1\u867d\u663e\u504f\u6fc0\uff0c\u4f46\u6307\u51fa\u4e86\u81f4\u547d\u77ed\u677f\uff1a\u6280\u672f\u57fa\u7840\u8584\u5f31\u3002\u79fb\u52a8\u7aef9.3\u79d2\u52a0\u8f7d\u5728\u7528\u6237\u8010\u5fc3\u4ec53\u79d2\u7684\u4eca\u5929\uff0c\u610f\u5473\u7740\u5e7f\u544a\u9884\u7b97\u5728\u70e7\u94b1\uff1b\u7f3a\u5931\u9690\u79c1\u653f\u7b56\u76f4\u63a5\u5f71\u54cd\u5408\u89c4\u4e0e\u5e7f\u544a\u8d26\u6237\u5b58\u7eed\uff1b\u65e0SEO\u7b56\u7565\u5219\u8ba9\u81ea\u7136\u6d41\u91cf\u51e0\u4e4e\u4e3a\u96f6\u3002\u8fd9\u610f\u5473\u7740\uff0c\u4ea7\u54c1\u5728\u83b7\u5ba2\u6f0f\u6597\u524d\u7aef\uff08\u7f51\u7ad9\u4f53\u9a8c\u3001\u53ef\u53d1\u73b0\u6027\uff09\u5b58\u5728\u7cfb\u7edf\u65ad\u5c42\uff0c\u5373\u4f7f\u540e\u7aef\u7ebf\u7d22\u7cbe\u51c6\u4e5f\u65e0\u6cd5\u653e\u5927\u89c4\u6a21\u3002\u521b\u59cb\u4ebaShaquille\u7684\u56de\u590d\u8868\u660e\u4ed6\u4eec\u5173\u6ce8\u8bc4\u5206\u6a21\u578b\u8fed\u4ee3\uff0c\u4f46\u663e\u7136\u5ffd\u89c6\u4e86\u57fa\u5efa\u2014\u2014\u4e00\u4e2a\u52a0\u8f7d\u6162\u3001\u65e0\u6cd5\u5f8b\u9875\u9762\u7684\u5e73\u53f0\uff0c\u5728B2B\u51b3\u7b56\u8005\u773c\u4e2d\u662f\u4fe1\u4efb\u8d64\u5b57\u3002\u5982\u679cSignalLEMO\u60f3\u4ece\u201c\u6709\u8da3\u7684\u5c0f\u5de5\u5177\u201d\u8fdb\u5316\u4e3a\u201c\u627f\u5305\u5546\u5fc5\u7528\u7684\u9500\u552e\u5f15\u64ce\u201d\uff0c\u77ed\u671f\u9700\u7d27\u6025\u4fee\u590d\u6027\u80fd\u4e0e\u5408\u89c4\uff0c\u4e2d\u671f\u5219\u9700\u5c06\u201c\u5782\u76f4\u5316\u7ebf\u7d22\u8bc4\u5206\u201d\u505a\u6210\u53ef\u6d4b\u8bd5\u3001\u53ef\u91cf\u5316\u7684\u6838\u5fc3\u58c1\u5792\uff0c\u800c\u975e\u505c\u7559\u5728\u53e3\u53f7\u3002\u5426\u5219\uff0c\u7c7b\u4f3cSunil\u8fd9\u6837\u7684\u6280\u672f\u5ba1\u89c6\u4f1a\u6301\u7eed\u529d\u9000\u4ed8\u8d39\u7528\u6237\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\">SignalLEMO – Ai Outreach Made Simple<\/span>\n <\/div>\n<div class=\"comment-content\">SignalLEMO gives MSPs, AV integrators, low-voltage contractors, and subcontractors pre-scored leads, AI-generated outreach emails, and an automated pipeline \u2014 all in one platform. No more cold calling. No more manual lead hunting. Just find your next client, send the email, and close the deal. Free to start. No credit card required. First 10 leads + 5 Emails FREE!<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! \ud83d\udc4b I’m Shaquille, founder of SignalLEMO.<br \/>\nI built this because I kept seeing the same problem \u2014 talented field service contractors losing work not because they weren’t good at what they do, but because they had no system for finding and landing clients. Cold calling, manual lead lists, generic outreach \u2014 it just doesn’t work anymore.<br \/>\nSignalLEMO gives contractors an unfair advantage. Pre-scored leads, AI emails that actually convert, and a pipeline to keep it all organized \u2014 all in one place.<br \/>\nWe’re free to start and already have contractors landing deals within their first two weeks on the platform.<br \/>\nWould love your feedback, questions, and honest thoughts. This community always makes products better \u2014 so don’t hold back. \ud83d\ude4f<br \/>\n\ud83d\udd17 signallemo.com<\/div>\n<div class=\"comment-actions\">\n<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\/@shaquille_adams\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shaquille_adams<\/a> <strong>Hi Shaquille,<\/strong><\/p>\n<p>Loved the product infrastructure behind SignalLEMO. Automating pre-vetted lead pipelines and scored outreach campaigns for low-voltage contractors and system integrators addresses a highly lucrative B2B niche.<\/p>\n<p>However, while evaluating your patient storefront acquisition funnel from an engineering perspective, I detected significant technical and structural deficits on your primary domain (<a href=\"http:\/\/signallemo.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">signallemo.com<\/a>) that are actively dropping your visitor-to-signup conversion metrics.<\/p>\n<p>According to a core programmatic audit, your platform\u2019s mobile interface scores <strong>65\/100<\/strong>, driven by a severe <strong>9.3-second Largest Contentful Paint (LCP)<\/strong> latency.<\/p>\n<p>When a prospective subcontractor clicks your link via a mobile viewport, they encounter a blank screen for over <strong>3.5 seconds<\/strong> before core text assets render. Based on standard mobile retention benchmarks, an interface delay of this magnitude typically triggers a 30%+ drop-off rate on inbound ad traffic.<\/p>\n<h3><strong>\ud83d\udea8 Critical Vulnerability Matrix:<\/strong><\/h3>\n<ul>\n<li>\n<p><strong>The Performance Leak:<\/strong> 854 KiB of uncompressed image payloads and 1,260ms of render-blocking script executions stall the rendering engine.<\/p>\n<\/li>\n<li>\n<p><strong>The Trust & Compliance Gap:<\/strong> Complete absence of mandatory Privacy Policy and Terms of Service links in your footer node, making your ad accounts highly vulnerable to algorithmic compliance bans.<\/p>\n<\/li>\n<li>\n<p><strong>The SEO & Authority Void:<\/strong> Zero strategic structural keyword targeting (e.g., <em>‘Low-Voltage Contractor CRM Software’<\/em>) combined with a weak backlink profile, keeping your platform invisible from free organic Google traffic.<\/p>\n<\/li>\n<li>\n<p><strong>The Analytics Blindspot:<\/strong> Missing granular behavior tracking, leaving you blind to exactly where warm leads drop off during signup cycles.<\/p>\n<\/li>\n<\/ul>\n<h3><strong>\ud83d\udee0\ufe0f The Core Engineering Fix (Tech Stack Infrastructure):<\/strong><\/h3>\n<p>To systematically overhaul the marketing storefront and convert traffic at peak efficiency, I will rebuild and scale your infrastructure using a modern production-grade stack:<\/p>\n<ul>\n<li>\n<p><strong>Next.js 14\/15 + Tailwind CSS:<\/strong> Transitioning to server-side rendering (SSR) to completely clear the browser rendering timeline, reducing load speed to <strong>sub-1.5 seconds (95+ Lighthouse Score)<\/strong> and permanently fixing mobile layout fractures.<\/p>\n<\/li>\n<li>\n<p><strong>Framer Motion + Lucide React:<\/strong> Introducing smooth, lightweight micro-animations and vector components to build high-ticket visual authority with <strong>0.00 Cumulative Layout Shift (CLS)<\/strong>.<\/p>\n<\/li>\n<li>\n<p><strong>Next-SEO Framework:<\/strong> Implementing clean semantic HTML nodes (, ) and embedding contextual B2B keywords into metadata arrays to accelerate Google indexation.<\/p>\n<\/li>\n<li>\n<p><strong>Google Analytics 4 + Microsoft Clarity:<\/strong> Instrumenting custom event trackers (pricing clicks, form focus times) along with visitor session video recordings and heatmaps to trace and fix user friction points live.<\/p>\n<\/li>\n<li>\n<p><strong>Targeted Organic Hub:<\/strong> Deploying 3 production-ready, search-optimized technical blogs (targeting top, middle, and bottom funnel intents) to capture competitive inbound contractor searches.<\/p>\n<\/li>\n<\/ul>\n<p>I have engineered a lightweight Next.js component blueprint of your hero interface that structurally solves these layout breaks and eliminates the 9.3s loading friction.<\/p>\n<\/p>\n<p>Best regards,<\/p>\n<p><strong>Sunil Mahato<\/strong><\/p>\n<p>(SaaS Frontend Systems Architect)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@shaquille_adams\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shaquille_adams<\/a> Congrats on the launch Shaquille \ud83c\udf89<\/p>\n<p>Niche-specific lead scoring for field service contractors is a sharp focus, going after MSPs and low-voltage pros specifically beats another generic outreach tool. Rooting for you \ud83e\udd1d<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Where are the leads coming from, and how do you decide the score is actually a fit for that niche?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@thamibenjelloun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thamibenjelloun<\/a> Great question. SignalLEMO aggregates publicly available business\/contact data from multiple sources and then filters\/enriches it based on niche relevance signals.<\/p>\n<p>The scoring system looks at factors like industry alignment, business activity, digital presence, contact completeness, engagement indicators, and how closely the lead matches the user\u2019s target profile.<\/p>\n<p>The goal isn\u2019t just \u201cmore leads\u201d \u2014 it\u2019s helping users prioritize the leads most likely to convert for their specific niche. We\u2019re also continuously refining the scoring model as more usage data and feedback come in.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">#14<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/YB4WPNMIXON452\" class=\"app-title\">Finderlock<\/a><\/p>\n<div class=\"one-liner\">Lock Mac files in Finder with Touch ID & AES-256<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">77<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Finderlock\u662f\u4e00\u6b3e\u539f\u751fmacOS\u5e94\u7528\uff0c\u901a\u8fc7Touch ID\u6216\u5bc6\u7801\u4e00\u952e\u9501\u5b9aFinder\u4e2d\u7684\u5355\u4e2a\u6587\u4ef6\u6216\u6587\u4ef6\u5939\uff0c\u91c7\u7528\u94f6\u884c\u7ea7AES-256\u52a0\u5bc6\uff0c\u89e3\u51b3macOS\u7f3a\u5c11\u4fbf\u6377\u3001\u672c\u5730\u5316\u6587\u4ef6\u7ea7\u52a0\u5bc6\u5de5\u5177\u7684\u95ee\u9898\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c7683dec-7976-4772-b993-7a824fbd1383.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/af253726-1515-4d5b-b2ab-28b617da3829.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5302f1ff-c68d-4639-903a-28e3405a33c5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/867fd658-6cea-43e1-8cbc-14f14ade1b7a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cd143b06-8053-4324-86c8-79e0c509aef0.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\/be249307-9239-4fed-8cea-422f956012e3.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=KmA8sSZixtg\"><source src=\"https:\/\/www.youtube.com\/watch?v=KmA8sSZixtg\" 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\">Mac<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Security<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">macOS\u6587\u4ef6\u52a0\u5bc6<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u52a0\u5bc6\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">Touch ID\u89e3\u9501<\/span><br \/>\n <span class=\"tag\">AES-256\u52a0\u5bc6<\/span><br \/>\n <span class=\"tag\">Finder\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u6587\u4ef6\u9501<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4fdd\u62a4<\/span><br \/>\n <span class=\"tag\">\u4e00\u6b21\u6027\u4ed8\u8d39<\/span><br \/>\n <span class=\"tag\">\u65e0\u8ba2\u9605<\/span><br \/>\n <span class=\"tag\">\u5b89\u5168\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>\u521b\u59cb\u4eba\u89e3\u91ca\u4e86\u5f00\u53d1\u521d\u8877\uff08macOS\u7f3a\u4e4f\u539f\u751f\u7b80\u4fbf\u65b9\u6848\uff09\u3002\u7528\u6237\u8be2\u95ee\u80fd\u5426\u5c55\u793aFinder\u4e2d\u7684\u5b9e\u9645\u4ea4\u4e92\u6f14\u793a\uff0c\u5e76\u4e0e\u201c\u7a00\u758f\u5305+\u78c1\u76d8\u5de5\u5177\u201d\u514d\u8d39\u65b9\u6848\u5bf9\u6bd4\uff1b\u5f00\u53d1\u8005\u56de\u5e94\u79f0\u7a00\u758f\u5305\u6302\u8f7d\/\u5378\u8f7d\u7e41\u7410\uff0c\u7528\u6237\u613f\u4e3a\u7b80\u6d01\u53cc\u70b9\u51fbUI\u4ed8\u8d39\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 Finderlock\u5728\u4ea7\u54c1\u5b9a\u4f4d\u4e0a\u786e\u5b9e\u7cbe\u51c6\u5207\u4e2d\u4e86\u201c\u4e2d\u95f4\u5730\u5e26\u201d\u2014\u2014\u6bd4FileVault\u7684\u5168\u76d8\u52a0\u5bc6\u66f4\u7075\u6d3b\uff0c\u6bd4Disk Utility\u6216\u547d\u4ee4\u884c\u7684\u6280\u672f\u64cd\u4f5c\u66f4\u4eb2\u6c11\u3002\u5b83\u7684\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u52a0\u5bc6\u6280\u672f\u672c\u8eab\uff08AES-256\u5df2\u662f\u884c\u4e1a\u6807\u914d\uff09\uff0c\u800c\u5728\u4e8e\u5c06\u52a0\u5bc6\u529f\u80fd\u201c\u539f\u751f\u5d4c\u5165Finder\u4ea4\u4e92\u201d\uff0c\u628a\u539f\u672c\u9700\u8981\u4e24\u6b65\u4ee5\u4e0a\u4e14\u53cd\u76f4\u89c9\u7684\u64cd\u4f5c\u538b\u7f29\u6210\u53cc\u51fb\u89e3\u9501\u3001\u81ea\u52a8\u4e0a\u9501\u7684\u76f4\u89c9\u5316\u6d41\u7a0b\u3002\u8fd9\u79cd\u201c\u964d\u7ef4\u6253\u51fb\u201d\u5f88\u806a\u660e\uff1a\u5b83\u4e0d\u6311\u6218\u82f9\u679c\u7684\u5e95\u5c42\u6846\u67b6\uff0c\u800c\u662f\u505a\u82f9\u679c\u6ca1\u505a\u4f46\u7528\u6237\u9700\u8981\u7684\u201c\u4f53\u9a8c\u8865\u4e01\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u51b7\u9759\u6765\u770b\uff0c\u8fd9\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u201c\u5fae\u521b\u65b0\u201d\u4ea7\u54c1\uff0c\u800c\u975e\u98a0\u8986\u6027\u5de5\u5177\u3002\u5b83\u7684\u62a4\u57ce\u6cb3\u5f88\u6d45\uff1a\u5982\u679c\u82f9\u679c\u5728\u672a\u6765macOS\u7248\u672c\u4e2d\u987a\u624b\u52a0\u5165Finder\u53f3\u952e\u52a0\u5bc6\u529f\u80fd\uff0c\u8fd9\u6b3e\u5e94\u7528\u7684\u5e02\u573a\u7a7a\u95f4\u5c06\u88ab\u5927\u5e45\u6324\u538b\u3002\u4e14\u76ee\u524d77\u7968\u7684\u6d4b\u8bd5\u6570\u636e\u5e76\u4e0d\u7b97\u9ad8\uff0c\u8bf4\u660e\u7528\u6237\u5bf9\u5176\u201c\u521a\u9700\u5c5e\u6027\u201d\u4ecd\u6709\u72b9\u8c6b\u3002\u8bc4\u8bba\u4e2d\u201c\u7a00\u758f\u5305+Keychain\u201d\u514d\u8d39\u65b9\u6848\u7684\u8d28\u7591\u76f4\u6307\u8981\u5bb3\u2014\u2014\u5bf9\u6280\u672f\u7528\u6237\u800c\u8a00\uff0cFinderlock\u63d0\u4f9b\u7684\u4fbf\u5229\u662f\u5426\u503c\u5f97\u4e00\u6b21\u6027\u4ed8\u8d39\uff08\u54ea\u6015\u534a\u4ef7\uff09\uff1f\n <\/p>\n<p class=\"ai-content\">\n \u66f4\u503c\u5f97\u8b66\u60d5\u7684\u662f\u201c\u672c\u5730\u3001\u65e0\u4e91\u3001\u65e0\u9065\u6d4b\u201d\u7684\u5ba3\u4f20\u70b9\uff0c\u8fd9\u65e2\u662f\u4eae\u70b9\u4e5f\u662f\u5c40\u9650\uff1a\u5b83\u65e0\u6cd5\u6ee1\u8db3\u8de8\u8bbe\u5907\u540c\u6b65\u6216\u4e91\u7aef\u534f\u4f5c\u573a\u666f\u3002\u7528\u6237\u5982\u679c\u5bfb\u6c42\u4e0eiCloud\u3001Dropbox\u914d\u5408\u7684\u52a0\u5bc6\u65b9\u6848\uff0cFinderlock\u4ea7\u54c1\u5f62\u6001\u4f1a\u7acb\u523b\u8131\u8282\u3002\u5b83\u66f4\u50cf\u4e00\u4e2a\u201c\u4e2a\u4eba\u9690\u79c1\u5b64\u5c9b\u201d\u7684\u5b88\u62a4\u8005\uff0c\u9002\u5408\u5bf9\u5b89\u5168\u6781\u5ea6\u654f\u611f\u4e14\u64cd\u4f5c\u9891\u6b21\u4e0d\u9ad8\u7684\u6781\u5ba2\uff0c\u4f46\u5bf9\u5927\u4f17\u4e3b\u6d41\u9700\u6c42\u800c\u8a00\uff0c\u5176\u4ef7\u503c\u9700\u8981\u5728\u201c\u4fbf\u5229\u201d\u4e0e\u201c\u529f\u80fd\u5b8c\u6574\u5ea6\u201d\u4e4b\u95f4\u53cd\u590d\u6382\u91cf\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\">Finderlock<\/span>\n <\/div>\n<div class=\"comment-content\">FinderLock is a native macOS app that lets you lock any file or folder in Finder with Touch ID or a password. AES-256 encryption \u2014 the same standard used by banks. Unlike FileVault (full-disk only), FinderLock protects individual files with one click. Double-click to unlock, auto-lock when idle, and lock icon badges right in Finder. Everything stays on your Mac. No accounts, no cloud, no telemetry. Free plan included. One-time purchase \u2014 no subscription.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\ud83d\udc4b Hey Product Hunt! I\u2019m Abdelhak, the founder of Finderlock.<\/p>\n<p>I built Finderlock because I always found it frustrating that macOS didn\u2019t offer a simple, native way to securely lock files or folders right inside Finder. Encrypting files usually meant using Disk Utility, command line, or third-party apps that felt too complex or relied on the cloud.<br \/>\nSo I made Finderlock:<\/p>\n<p>Native macOS app (feels like it should have shipped with your Mac).<\/p>\n<p>Lock\/unlock in 2 clicks with Touch ID or password.<\/p>\n<p>AES-256 encryption for peace of mind.<\/p>\n<p>Local-only \u2014 your files never leave your Mac.<\/p>\n<p>\ud83d\udc49 We\u2019re launching today with an early bird offer: 50% off for the first 100 users.<\/p>\n<p>I\u2019d love your feedback!<\/p>\n<p>What do you think of the Finder integration?<\/p>\n<p>Is there a feature you\u2019d like added?<\/p>\n<p>Would you use Finderlock for work, personal, or both?<\/p>\n<p>Thanks so much for checking it out. Your feedback means the world \ud83d\ude4f<\/p>\n<p>\ud83d\udd17 <a href=\"https:\/\/finderlock.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/finderlock.com<\/a><\/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\">Hey @abdelhak_akermi – congrats with the launch!<\/p>\n<p>Would be really great to see the demo of how it looks in Finder, because now screenshots or video only show the app, but for me the actual working logic is more interesting (you are likely to see that more often than changing settings).<\/p>\n<p>How does this app compare to just using a Sparse Bundle created with a Disk Utility for free? With Sparse Bundle can put it under protection and unlock with double-click and Touch ID too (if you save the bundle password to keychain), and then simply access from the Finder as an attached volume, all for free.<\/p>\n<p>Cheers!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abdelhak_akermi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abdelhak_akermi<\/a> <a href=\"https:\/\/www.producthunt.com\/@peter_samokhin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@peter_samokhin<\/a> honestly the sparse bundle trick works, but it’s such a pain to mount and unmount attached volumes every time. people will always pay a premium just to have a clean 2-click UI that skips the terminal or disk utility overhead.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/VFKOSYEQQV4HAF\" class=\"app-title\">Vibegrowing AI<\/a><\/p>\n<div class=\"one-liner\">You build the app. Vibegrowing handles growth.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">18<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Vibegrowing AI\u662f\u4e00\u4e2a\u4e3a\u72ec\u7acb\u5f00\u53d1\u8005\u6253\u9020\u7684\u4e00\u7ad9\u5f0fAI\u9762\u677f\uff0c\u5728App\u4e0a\u67b6\u524d\u96c6\u4e2d\u5904\u7406\u7ade\u54c1\u7814\u7a76\u3001ASO\u5143\u6570\u636e\u4f18\u5316\u3001\u56fe\u6807\u622a\u56fe\u751f\u6210\u3001\u843d\u5730\u9875\u5236\u4f5c\u53ca\u6cd5\u5f8b\u6587\u6863\u64b0\u5199\uff0c\u5e76\u652f\u6301\u4e00\u952e\u63a8\u9001\u81f3App Store Connect\uff0c\u89e3\u51b3\u53d1\u5e03\u524d\u7e41\u7410\u8017\u65f6\u7684\u51c6\u5907\u5de5\u4f5c\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\/797d0fe9-d4d7-48fe-aada-da755b6d9881.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ba2b52fc-1762-4f1b-897a-4b5382f1fb3f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/632cef0a-7b50-4ece-9b17-775d7ebf673f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1ed08f98-8822-433f-b72d-99de6a423c47.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b5f2907b-129c-4df4-acc5-cdeae284fd80.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/be44bc0e-7f40-48b5-a648-d3ada924e6b2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3ae75ad5-8a46-43ff-8952-aa36497763d5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b2efd7d3-e0d0-4f4c-add2-93ddf8a18a0a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/68c45c70-882e-47ab-8742-1f506780c057.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\/5ff92f00-943d-4a12-bdb7-c988f336b69b.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/jJlX-e-NZGM?si=QtT-y5iW_T0zE-gW\"><source src=\"https:\/\/youtu.be\/jJlX-e-NZGM?si=QtT-y5iW_T0zE-gW\" 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\">Growth Hacking<\/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\">ASO\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">AI\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u72ec\u7acb\u5f00\u53d1\u8005<\/span><br \/>\n <span class=\"tag\">App\u4e0a\u67b6<\/span><br \/>\n <span class=\"tag\">\u5e94\u7528\u589e\u957f<\/span><br \/>\n <span class=\"tag\">\u5143\u6570\u636e\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u7ade\u54c1\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u8425\u9500<\/span><br \/>\n <span class=\"tag\">AI\u9762\u677f<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176ASO\u5173\u952e\u8bcd\u548c\u5143\u6570\u636e\u751f\u6210\u529f\u80fd\uff0c\u5c24\u5176\u5173\u6ce8\u5b9e\u65f6\u641c\u7d22\u6570\u636e\u4e0eLLM\u7684\u7ed3\u5408\u3002\u6709\u8bc4\u8bba\u8d28\u7591\u5176\u662f\u5426\u53ea\u662f\u201c\u6548\u7387\u5de5\u5177\u201d\u800c\u975e\u771f\u6b63\u6539\u53d8\u589e\u957f\u7ed3\u679c\uff0c\u5f00\u53d1\u8005\u56de\u5e94\u79f0\u6570\u636e\u9a71\u52a8\u4e0eAI\u7ed3\u5408\u3002\u7528\u6237\u4e5f\u5173\u5fc3\u591aapp\u4e0a\u67b6\u7684\u8017\u65f6\u95ee\u9898\uff0c\u671f\u5f85\u8fdb\u4e00\u6b65\u51cf\u5c11\u91cd\u590d\u52b3\u52a8\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 Vibegrowing AI\u5207\u4e2d\u4e86\u72ec\u7acb\u5f00\u53d1\u8005\u201c\u5efaapp\u5bb9\u6613\uff0c\u53d1\u5e03\u96be\u201d\u7684\u771f\u5b9e\u75db\u70b9\u2014\u2014\u5c24\u5176\u5728AI\u5927\u5e45\u964d\u4f4e\u7f16\u7801\u95e8\u69db\u540e\uff0c\u4e0a\u67b6\u524d\u7684\u7410\u788e\u5de5\u4f5c\u6210\u4e86\u65b0\u7684\u6548\u7387\u74f6\u9888\u3002\u4ea7\u54c1\u6838\u5fc3\u5356\u70b9\u5728\u4e8e\u5c06\u7ade\u54c1\u7814\u7a76\u3001ASO\u5143\u6570\u636e\u3001\u89c6\u89c9\u7d20\u6750\u3001\u843d\u5730\u9875\u548c\u6cd5\u5f8b\u6587\u4e66\u6574\u5408\u5230\u4e00\u4e2a\u9762\u677f\uff0c\u5e76\u652f\u6301\u76f4\u8fbeApp Store Connect\uff0c\u8fd9\u786e\u5b9e\u80fd\u5927\u5e45\u7f29\u77ed\u4ece\u5b8c\u6210\u5f00\u53d1\u5230\u4e0a\u67b6\u7684\u65f6\u95f4\u5468\u671f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u5b83\u9762\u4e34\u4e00\u4e2a\u66f4\u6df1\u5c42\u7684\u8d28\u7591\uff1a\u5b83\u5230\u5e95\u662f\u4e00\u4e2a\u201c\u589e\u957f\u5de5\u5177\u201d\uff0c\u8fd8\u662f\u4e00\u4e2a\u201c\u53d1\u5e03\u5de5\u5177\u201d\uff1f\u4ece\u76ee\u524d\u529f\u80fd\u770b\uff0c\u5b83\u4e3b\u8981\u89e3\u51b3\u7684\u662f\u53d1\u5e03\u524d\u7684\u6807\u51c6\u5316\u3001\u6d41\u7a0b\u5316\u5de5\u4f5c\uff0c\u800c\u975e\u771f\u6b63\u7684\u7528\u6237\u83b7\u53d6\u6216\u957f\u671f\u589e\u957f\u7b56\u7565\u3002\u7ade\u54c1\u5206\u6790\u548cASO\u4f18\u5316\u662f\u589e\u957f\u7684\u57fa\u7840\uff0c\u4f46\u7edd\u975e\u5168\u90e8\u3002\u6ca1\u6709\u7528\u6237\u7559\u5b58\u673a\u5236\u3001\u4ed8\u8d39\u7b56\u7565\u3001\u5e94\u7528\u5185\u6d3b\u52a8\u6216\u88c2\u53d8\u652f\u6301\uff0c\u4ec5\u9760ASO\u548c\u6f02\u4eae\u622a\u56fe\u65e0\u6cd5\u8ba9\u4e00\u4e2a\u5e73\u5eb8\u7684\u5e94\u7528\u201c\u8d77\u98de\u201d\u3002\u8bc4\u8bba\u4e2d\u201c60-point efficiency play\u201d\u7684\u8d28\u95ee\u6233\u4e2d\u4e86\u8981\u5bb3\u2014\u2014\u5de5\u5177\u5305\u88f9\u5f97\u518d\u597d\u770b\uff0c\u5982\u679c\u53ea\u662f\u628a\u5206\u6563\u5de5\u4f5c\u96c6\u4e2d\u5316\uff0c\u800c\u6ca1\u6709\u63d0\u4f9b\u53ef\u91cf\u5316\u7684\u589e\u957f\u6982\u7387\u63d0\u5347\uff0c\u90a3\u5b83\u672c\u8d28\u4e0a\u4ecd\u662f\u201c\u6570\u5b57\u6742\u52a1\u6574\u5408\u5668\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5bf9\u72ec\u7acb\u5f00\u53d1\u8005\u800c\u8a00\uff0c\u4ef7\u503c\u662f\u771f\u5b9e\u7684\uff1a\u8282\u77013-5\u5929\u7684\u53d1\u5e03\u51c6\u5907\u65f6\u95f4\uff0c\u907f\u514d\u91cd\u590d\u52b3\u52a8\u3002\u4f46\u82e5\u8981\u6210\u4e3a\u771f\u6b63\u7684\u201c\u589e\u957f\u5f15\u64ce\u201d\uff0cVibegrowing\u8fd8\u9700\u4ece\u201c\u8f85\u52a9\u53d1\u5e03\u201d\u5411\u201c\u6570\u636e\u53cd\u9988\u5faa\u73af\u201d\u5ef6\u4f38\u2014\u2014\u4e0a\u7ebf\u540e\u7684\u5173\u952e\u8bcd\u8868\u73b0\u8ddf\u8e2a\u3001\u7528\u6237\u83b7\u53d6\u6210\u672c\u5206\u6790\u3001\u751a\u81f3A\/B\u6d4b\u8bd5\u5efa\u8bae\uff0c\u624d\u662f\u5b83\u4ece\u5de5\u5177\u5347\u7ef4\u4e3a\u201c\u589e\u957f\u4f19\u4f34\u201d\u7684\u5173\u952e\u4e00\u6b65\u3002\u76ee\u524d\uff0c\u5b83\u66f4\u50cf\u4e00\u4e2a\u7cbe\u81f4\u7684\u201c\u53d1\u5c04\u53f0\u201d\uff0c\u800c\u975e\u6301\u7eed\u7684\u201c\u63a8\u8fdb\u5668\u201d\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Vibegrowing AI<\/span>\n <\/div>\n<div class=\"comment-content\">Competitor research, ASO metadata, icon, screenshots, landing page, and legal docs, one AI-native panel. Write, refine, and push straight to App Store Connect.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey PH! I’m Bugrahan.<\/p>\n<p>Every time I launched an app, I’d spend days on the same things: researching competitors, writing metadata, generating screenshots, setting up a landing page, dealing with legal docs. All before a single user even saw my app.<\/p>\n<p>So I built vibegrowing one AI-native panel that handles all of it. You connect your app, run competitor analysis, generate keywords and metadata variants, create your icon and screenshots, build a landing page, and push everything straight to App Store Connect.<\/p>\n<p>I built it for myself first. Now it’s handling launches for other indie developers too.<\/p>\n<p>What feature would make this a must-have for you?<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bugrahannk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bugrahannk<\/a> <\/p>\n<p>For me it’s already the ASO metadata optimization the keyword scoring and competitor gap analysis saves me hours on every single launch. That’s the feature I kept rebuilding manually before vibegrowing existed. <\/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<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bugrahannk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bugrahannk<\/a> With AI lowering the barrier to build apps, even someone like me with zero technical background can vibe-code something real now. But the hard part isn’t building anymore \u2014 it’s getting discovered. Your product clearly addresses that gap. <\/p>\n<p>My question is: is Vibegrowing genuinely moving the neeedle on growth, or is it more of a 60-point efficiency play \u2014 wraping multiple tools into one workflow? Because real marketing is hard. Competitor research and optimized metadata alone don’t make an app take off. What’s the core value Vibegrowing brings that actually changes the outcome for an indie dev?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Generating keyword and metadata variants inside the same panel is super interesting. Does Vibegrowing pull real-time App Store search volume and competition metrics to suggest these keywords, or is it purely using semantic LLM generation based on our app description? great work <a href=\"https:\/\/www.producthunt.com\/@melek_kurnazarslan\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"melek_kurnazarslan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@melek_kurnazarslan<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@priya_kushwaha1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@priya_kushwaha1<\/a> <\/p>\n<p>Thank you! \ud83d\ude4f It’s both actually Vibegrowing pulls real-time App Store search volume and competition metrics, then combines that with semantic LLM generation to suggest keywords that are both relevant to your app and actually searchable. So you get data-backed suggestions, not just AI guesses. \ud83c\udfaf<\/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>Wow looks great. It chose the keywords very well. Also designed the logo and screenshots. It really deserves the name \u2705.<\/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\/@askintemel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@askintemel<\/a> the name really does say it all you vibe, it grows<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@askintemel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@askintemel<\/a> Thank you so much! That comment about the name really made my day \ud83d\ude04 The goal was always to make it feel like the tool actually does what it says \u2014 and clearly that’s coming through. Appreciate the support! \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Heyy PH! I’m Melek.<\/p>\n<p>I’m an indie iOS developer who has launched multiple apps on the App Store Gluten Scanner, CosmicSynastry, Breath, and others. <\/p>\n<p>Every launch taught me how painful and time-consuming ASO is when you’re doing it alone.<\/p>\n<p>We didn’t hire a team to build vibegrowing we built it myself using AI-native development workflows. <\/p>\n<p>That means I ship fast, stay lean, and deeply understand the pain I’m solving. I’ve lived this problem on every single launch.<\/p>\n<p>Quick question for the indie devs here: <br \/><strong>After finishing your app, how long does it actually take you to get it live on the App Store?<\/strong> (Counting metadata, screenshots, landing page, legal all of it.)<\/p>\n<p>Curious how much time vibegrowing could save your next launch.<\/p>\n<\/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\/@melek_kurnazarslan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@melek_kurnazarslan<\/a> I\u2019m sure doing ASO every time is repetitive and tiring, but doing it for the first time is also very scary. Looking forward to having a reliable companion\ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Pre-launch grind is the real killer for solo devs ..you’re solving the right bottleneck. How deep is the ASO keyword data? Pulling from App Store directly, or LLM + third-party?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@nelly_orlova\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nelly_orlova<\/a> the pre-launch grind is where most indie devs lose momentum before anyone even sees their app. On the data side: we pull real-time search volume and competition scores directly from the App Store, then layer LLM context on top to make the suggestions actually relevant to your specific app. So it’s not just raw data, and it’s not just AI hallucinations it’s both working together.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/AR2I67IFNJK3Q2\" class=\"app-title\">Krater<\/a><\/p>\n<div class=\"one-liner\">Every AI You Need. One Subscription.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">13<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Krater\u5c06ChatGPT\u3001\u56fe\u50cf\u751f\u6210\u3001\u89c6\u9891\u7f16\u8f91\u3001\u7f51\u7ad9\u53d1\u5e03\u7b49\u5206\u6563\u7684AI\u529f\u80fd\u6574\u5408\u5230\u4e00\u4e2a\u804a\u5929\u754c\u9762\uff0c\u5e76\u7531\u4e00\u4e2a\u667a\u80fd\u4ee3\u7406\u81ea\u52a8\u5b8c\u6210\u590d\u6742\u4efb\u52a1\uff0c\u89e3\u51b3\u7528\u6237\u5728\u591a\u5de5\u5177\u95f4\u5207\u6362\u5bfc\u81f4\u201c\u8bd5\u4e86\u4f46\u6ca1\u7528\u8d77\u6765\u201d\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/62698fde-5602-4f7e-a6a1-407d7f708d6c.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\/1d021a6c-f530-4683-882b-1ec8482d138c.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\/e7032165-77e7-4dfd-9b3c-434c2e8137c8.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\/01b7da3f-26d3-4c1f-8026-35bcc4597866.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\/584f2172-c7d3-43dd-802a-f96f0886d02b.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/7WlE3uDlcvM\"><source src=\"https:\/\/youtu.be\/7WlE3uDlcvM\" 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\">Marketing<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u805a\u5408\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u591a\u6a21\u6001<\/span><br \/>\n <span class=\"tag\">\u4efb\u52a1\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u8ba2\u9605\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u641c\u7d22\u5f15\u64ce\u66ff\u4ee3<\/span><br \/>\n <span class=\"tag\">\u6a21\u578b\u9009\u62e9<\/span><br \/>\n <span class=\"tag\">API<\/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\u4ea7\u54c1\u76f4\u89c2\u6613\u7528\uff08\u5982\/\u547d\u4ee4\uff09\u548c\u65e5\u7a0b\u5316\u4efb\u52a1\u80fd\u529b\u3002\u4e3b\u8981\u7591\u8651\uff1a\u4e0eOpenAI\u7684\u7ade\u4e89\u58c1\u5792\uff0c\u4ee3\u7406\u5728\u771f\u5b9e\u4efb\u52a1\u4e2d\u7684\u7aef\u5230\u7aef\u6210\u529f\u7387\u548c\u5931\u8d25\u7387\uff0c\u7f3a\u4e4fiOS\u5e94\u7528\u5bfc\u81f4\u9000\u6b3e\u9700\u6c42\uff0c\u4ee5\u53ca\u8ba1\u5212\u4efb\u52a1\u51fa\u73b0\u201c\u9759\u9ed8\u6545\u969c\u201d\u65f6\u7684\u76d1\u63a7\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 Krater\u7684\u91ce\u5fc3\u662f\u7528\u201c\u4e00\u4e2a\u4ee3\u7406+\u4e00\u4e2a\u8ba2\u9605\u201d\u7ec8\u7ed3AI\u5de5\u5177\u7684\u788e\u7247\u5316\u4e71\u5c40\uff0c\u5176\u65b9\u5411\u65e0\u7591\u662f\u6b63\u786e\u7684\u3002\u4f46\u95ee\u9898\u5728\u4e8e\uff0c\u5b83\u5728\u5927\u6a21\u578b\u5de8\u5934\uff08OpenAI\/Anthropic\uff09\u548c\u751f\u6001\u5e73\u53f0\uff08\u5fae\u4fe1\/\u9489\u9489\uff09\u7684\u5939\u7f1d\u4e2d\uff0c\u6838\u5fc3\u62a4\u57ce\u6cb3\u6781\u5176\u8106\u5f31\u3002\u521b\u59cb\u4ebaMalte\u5766\u8bda\u201c\u95ee\u9898\u4e0d\u5728\u6a21\u578b\uff0c\u5728\u4e8e\u6574\u5408\u201d\uff0c\u8fd9\u6070\u6070\u66b4\u9732\u4e86\u805a\u5408\u5668\u6a21\u5f0f\u7684\u672c\u8d28\u2014\u2014\u4ef7\u503c\u968f\u63a5\u53e3\u5f00\u653e\u800c\u589e\u957f\uff0c\u4e5f\u968f\u63a5\u53e3\u6536\u7d27\u6216\u81ea\u6709\u751f\u6001\u6210\u719f\u800c\u6d88\u4ea1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u503c\u5f97\u5173\u6ce8\u7684\u662f\u5176\u201c\u65e5\u7a0b\u5316\u4ee3\u7406\u201d\u80fd\u529b\uff1a\u8ba9AI\u4ece\u88ab\u52a8\u804a\u5929\u53d8\u4e3a\u4e3b\u52a8\u6267\u884c\uff08\u5982\u6bcf\u59298\u70b9\u6574\u7406\u6536\u4ef6\u7bb1\uff09\u3002\u8fd9\u4e2a\u5207\u5165\u70b9\u6bd4\u5355\u7eaf\u7684\u591a\u6a21\u578b\u5207\u6362\u66f4\u950b\u5229\uff0c\u56e0\u4e3a\u5b83\u7784\u51c6\u4e86\u7528\u6237\u201c\u77e5\u9053\u7528AI\u66f4\u597d\uff0c\u4f46\u61d2\u5f97\u6bcf\u6b21\u90fd\u64cd\u4f5c\u201d\u7684\u6df1\u5c42\u60f0\u6027\u3002\u4f46\u8bc4\u8bba\u4e2d\u201c\u5783\u573e\u6458\u8981\u8fde\u8dd1\u56db\u5468\u65e0\u4eba\u53d1\u73b0\u201d\u4e00\u9488\u89c1\u8840\uff1a\u7f3a\u5c11\u53ef\u4fe1\u7684\u76d1\u63a7\u4e0e\u56de\u6eda\u673a\u5236\uff0c\u81ea\u52a8\u5316\u53ea\u4f1a\u653e\u5927\u9519\u8bef\u3002\u6b64\u5916\uff0c\u6ca1\u6709\u79fb\u52a8\u7aef\u662f\u81f4\u547d\u7f3a\u9677\u2014\u2014\u667a\u80fd\u4ee3\u7406\u7684\u6838\u5fc3\u573a\u666f\u662f\u968f\u8eab\u7684\u3001\u9ad8\u9891\u7684\uff0c\u800c\u975e\u5c40\u9650\u4e8e\u684c\u9762\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f53\u524d70K\u7528\u6237\u662f\u65e9\u671f\u4fe1\u4ef0\u8005\u7684\u6295\u8d44\uff0c\u8981\u8de8\u8d8a\u9e3f\u6c9f\uff0cKrater\u9700\u8981\u8bc1\u660e\u4e24\u4ef6\u4e8b\uff1a\u7b2c\u4e00\uff0c\u5b83\u7684\u4ee3\u7406\u53ef\u9760\u5230\u80fd\u4ee3\u66ff\u4eba\u5de5\u6821\u9a8c\uff1b\u7b2c\u4e8c\uff0c\u5b83\u80fd\u5efa\u7acb\u6a21\u578b\u4e4b\u5916\u7684\u6570\u636e\u6216\u5de5\u4f5c\u6d41\u58c1\u5792\uff0c\u8ba9\u7528\u6237\u5207\u6362\u6210\u672c\u9ad8\u5230\u65e0\u6cd5\u5ffd\u89c6\u3002\u5426\u5219\uff0c\u5f53ChatGPT\u5185\u7f6eAgent\u5e76\u63a5\u5165Notion\u65f6\uff0cKrater\u7684\u6545\u4e8b\u5c31\u7ed3\u675f\u4e86\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\">Krater<\/span>\n <\/div>\n<div class=\"comment-content\">Krater turns AI from something you try into something you use. Every AI model, every modality, every app you use, combined into one chat and driven by one agent. Tell it what you need in plain language and it gets it done; whatever you’re building, studying, running or creating. The same agent that chats with you can generate an image, edit a video, produce a song, automate your apps, and publish a full website, all in one flow. 70K+ users. API access. Replaces $100+\/mo in subscriptions.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Four years ago I started building Krater alone, on the side, as a copywriting app with templates powered by an early GPT model. That was it. Output quality was rough, but it was the first time AI felt useful to me, so I kept going.<\/p>\n<p>I’m Malte, the founder. As the technology got better, the product grew with it. I added text to speech, then image generation, then video, then more models from every major provider as they came out. Every step was driven by user feedback and what was suddenly possible that month. You can actually see the journey in the older Krater launches below this one, going all the way back to 2023. Since the start of 2026 there have been four of us full time, and we’ve spent the year rebuilding everything around one realisation:<\/p>\n<p>The problem with AI isn’t the models. It’s the gap between trying AI and actually using it. People sign up to ChatGPT, get impressed, and a week later they’re back to doing things the old way, because using AI well means juggling five tools that don’t talk to each other.<\/p>\n<p>Krater is still the place where every AI model from every provider lives in one app. What’s new is the agent on top of them. It uses every model and your connected apps to actually finish the task, and it can run on a schedule so the work keeps happening without you. Research goes into your Notion every Monday morning. Images land in a website it just published. A daily summary of your inbox waits for you at 8am. Same chat box, completely different product.<\/p>\n<p>70,000+ people use it today. The description and images above covers what it does. What I’d actually love from you: tell me the task you keep avoiding because AI almost helps but not quite. That’s what we’re building toward next.<\/p>\n<p>Malte<\/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\/@maltepruser\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maltepruser<\/a> Started as a copywriting tool, now it’s an all-in-one AI platform with an agent on top \u2014 that’s a big evolution. Two things I’m wondering: <\/p>\n<p>First, with OpenAI and Anthropic both moving toward integrated, multi-modal experiences, how do you seee the competitive moat for an aggregator? <\/p>\n<p>Second \u2014 and this one I’m genuinely skeptical about \u2014 everyone is launching ‘AI agents’ right now but most of them falll apart on real tasks. What does Krater’s agent actually complete end-to-end without human intervention, and what’s the failure rate?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We are so happy to be launching today and seeing everyone’s support. Thank you so much!<\/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>Hey guys, thank you so much for checking out our launch! It means the world to us.<\/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>I have been using Krater for a little over 3 months now and i love it. It feels very intuitive even for non AI users with it\u2019s simple \/ commands. But also has features like API, Teams and Tasks for when you start learning more. So there is always something to unfold.<\/p>\n<\/p>\n<p>As of now i use krater daily. Mainly just for chats but also to get my news and email briefs with my morning coffee!<\/p>\n<\/p>\n<p>Amazing product <\/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>Thanks a ton for your comment <a href=\"https:\/\/www.producthunt.com\/@elin_gustafsson1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@elin_gustafsson1<\/a> ! We’re delighted that you love Krater \ud83d\ude4f\ud83c\udffc<\/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>Thank you all for checking out our launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Do you let people pick and pin their preferred models per task, or does the agent auto choose everything?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Of course <a href=\"https:\/\/www.producthunt.com\/@thamibenjelloun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thamibenjelloun<\/a>! You’ve got both options: Choose from 350 different AI models (we carry ALL you can think of) manually, or you can pick one of our “Auto Routers” that picks the model based on your prompt.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/099b6b9c-16e7-4e34-bae9-d55e54269f58.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>Four years building one problem \u2014 that’s how you hit 70K users. What kills retention most \u2014 habit pulling people back to ChatGPT, or missing features?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Yes it was <a href=\"https:\/\/www.producthunt.com\/@nelly_orlova\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nelly_orlova<\/a>! Great question: We generally implement new features based on feedback within a few days. So not that. The data is a bit blurry on why people leave \u2013 but we commonly see people staying that get the platform and tries it out for a few hours, they see the power. What kills retention is if people don’t get their “Aha” moment fast enough, so we’re on that as well \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Had I known there is no iOS app for Krater on my iPad (like there is for Perplexity, Grok, and others), I would not have bothered with the one year subscription. In fact, if there’s an option to cancel\/refund my subscription (it has been active for 2 days), I would do so.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Curious about silent failure. If a Monday research run quietly drops a garbage summary into Notion four weeks running before anyone checks, what catches it? All in all I think the scheduled-agent piece is the wedge here. Congrats on launching a decent product!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Damn guys! This is some amazing work, seems like something sorely needed in a market of cheap AI rip-offs. Something thoughtfully put together with a real purpose beyond just gobbling up people’s money!<\/p>\n<\/p>\n<p>What are the current limitations of your services, and is there any such one that’s harder to improve than others? <\/p>\n<\/p>\n<p>I’m not all too technically gifted but I would love to know more. I’ll be giving Krater a good run to learn more about how it works, looking forward to using your services!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks a ton for your comprehensive comment and your kind words <a href=\"https:\/\/www.producthunt.com\/@albin_ullstrom\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@albin_ullstrom<\/a>!<\/p>\n<p>There actually isn’t really a limitation so to speak, I would more say that comprehensive features like our \/build slash command that builds and publishes websites are more tricky to implement, as they need to not clutter anything and work as people expect it to \ud83d\ude42<\/p>\n<p>Let me know how you like Krater! We’re always here to help and listen to any feedback.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#17<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/4YAWNOBN6BAZV3\" class=\"app-title\">SemanticGuard<\/a><\/p>\n<div class=\"one-liner\">Cuts your LLM API costs by 40-70%. One line of code.<\/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>SemanticGuard \u901a\u8fc7\u5728\u5e94\u7528\u4e0eLLM\u4e4b\u95f4\u63d2\u5165\u8bed\u4e49\u7f13\u5b58\u5c42\uff0c\u81ea\u52a8\u8bc6\u522b\u5e76\u590d\u7528\u8bed\u4e49\u91cd\u590d\u7684\u8bf7\u6c42\uff0c\u5e2e\u52a9\u5f00\u53d1\u8005\u5728\u65e0\u9700\u4fee\u6539\u4ee3\u7801\u7684\u60c5\u51b5\u4e0b\uff0c\u5c06API\u8c03\u7528\u6210\u672c\u964d\u4f4e40%-70%\uff0c\u5e76\u4fdd\u8bc1\u7f13\u5b58\u7ed3\u679c\u7684\u51c6\u786e\u6027\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\/e203c4bc-2ef6-4e87-a540-0d49e14580c3.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\/1047ae78-d88e-4a05-af7c-7158c3dc0b7e.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\/f06e8df8-3e8c-4c65-a5a4-c06987e815a0.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\">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\">\u8bed\u4e49\u7f13\u5b58<\/span><br \/>\n <span class=\"tag\">LLM\u6210\u672c\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">API\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">AI\u7f51\u5173<\/span><br \/>\n <span class=\"tag\">\u91cd\u590d\u8bf7\u6c42\u6d88\u9664<\/span><br \/>\n <span class=\"tag\">\u5355\u884c\u63a5\u5165<\/span><br \/>\n <span class=\"tag\">\u5b89\u5168\u7f13\u5b58<\/span><br \/>\n <span class=\"tag\">AI\u9a8c\u8bc1<\/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\u8d5e\u8d4fShadow Mode\u964d\u4f4e\u4e86\u8bd5\u7528\u95e8\u69db\uff0c\u540c\u65f6\u6307\u51fa\u8bed\u4e49\u7f13\u5b58\u7684\u6f5c\u5728\u9677\u9631\uff1a\u8bed\u4e49\u76f8\u8fd1\u4f46\u610f\u56fe\u76f8\u53cd\uff08\u5982\u201c\u9ad8\u8840\u5727\u5b9c\u98df\u201d\u4e0e\u201c\u5fcc\u98df\u201d\uff09\u53ef\u80fd\u8fd4\u56de\u9519\u8bef\u7ed3\u679c\u3002\u5f00\u53d1\u8005\u627f\u8ba4\u8fd9\u662f\u5df2\u77e5\u8fb9\u754c\u60c5\u51b5\uff0c\u9700\u4ee5\u610f\u56fe\u4f5c\u4e3a\u95e8\u63a7\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 SemanticGuard \u6293\u4f4f\u4e86LLM\u5728\u751f\u4ea7\u73af\u5883\u4e2d\u4e00\u4e2a\u786c\u6838\u4e14\u666e\u904d\u7684\u6210\u672c\u75db\u70b9\u2014\u2014\u91cd\u590d\u8bf7\u6c42\u7684\u6d6a\u8d39\u3002\u4f20\u7edf\u63d0\u4f9b\u5546\u4fa7\u7f13\u5b58\u53ea\u80fd\u5339\u914d\u5b57\u8282\u7ea7\u76f8\u540c\u7684\u524d\u7f00\uff0c\u5bf9\u8bed\u4e49\u76f8\u4f3c\u6027\u675f\u624b\u65e0\u7b56\uff0c\u800cSemanticGuard\u7684\u8bed\u4e49\u7f13\u5b58\u76f4\u63a5\u5207\u5f00\u8fd9\u5757\u80a5\u8089\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u770140-70%\u201d\u8fd9\u4e2a\u6570\u5b57\uff0c\u800c\u5728\u4e8e\u5b83\u89e3\u51b3\u4e86\u201c\u964d\u672c\u201d\u4e0e\u201c\u53ef\u9760\u201d\u7684\u4e8c\u5143\u5bf9\u7acb\uff1a\u901a\u8fc7Shadow Mode\u8ba9\u7528\u6237\u5148\u770b\u89c1\u6536\u76ca\u518d\u51b3\u7b56\uff0c\u901a\u8fc7\u5185\u7f6e\u7684\u5ec9\u4ef7\u6a21\u578b\u9a8c\u8bc1\u5c42\u9632\u8303\u7f13\u5b58\u6c61\u67d3\u3002\u8fd9\u4e2a\u9a8c\u8bc1\u903b\u8f91\u662f\u5b83\u533a\u522b\u4e8e\u7b80\u5355\u201c\u5d4c\u5165\u76f8\u4f3c\u5ea6+LRU\u201d\u7684\u62a4\u57ce\u6cb3\u3002\u4e0d\u8fc7\uff0c\u4ea7\u54c1\u80fd\u5426\u771f\u6b63\u7ad9\u4f4f\u811a\uff0c\u53d6\u51b3\u4e8e\u4e24\u4e2a\u5b9e\u9645\u6311\u6218\uff1a\u7b2c\u4e00\uff0c\u7528\u6237\u8bc4\u8bba\u4e2d\u63d0\u5230\u7684\u201c\u8bed\u4e49\u76f8\u4f3c\u4f46\u610f\u56fe\u76f8\u53cd\u201d\u95ee\u9898\uff0c\u672c\u8d28\u4e0a\u4e0d\u662f\u5de5\u7a0b\u7f3a\u9677\u800c\u662f\u6570\u5b66\u8fb9\u754c\u2014\u2014\u5d4c\u5165\u7a7a\u95f4\u65e0\u6cd5\u4fdd\u8bc1\u5bf9\u53cd\u4e49\u8bcd\u8fdb\u884c\u6b63\u786e\u805a\u7c7b\uff0c\u5982\u679c\u53ea\u9760\u540e\u7f6e\u9a8c\u8bc1\uff0c\u5728\u67e5\u5168\u7387\u4e0e\u51c6\u786e\u7387\u4e4b\u95f4\u4f1a\u9762\u4e34\u6301\u7eed\u7684\u6210\u672c\u6743\u8861\uff1b\u7b2c\u4e8c\uff0c\u201c\u4e00\u884c\u4ee3\u7801\u5373\u63a5\u5165\u201d\u662f\u7f8e\u4e3d\u7684\u627f\u8bfa\uff0c\u751f\u4ea7\u73af\u5883\u4e2d\u7684\u7f51\u7edc\u5ef6\u8fdf\u3001\u5e76\u53d1\u63a7\u5236\u3001\u7f13\u5b58\u5931\u6548\u7b56\u7565\u4ee5\u53caOpenAI\/Anthropic\u7b49\u4e0d\u540c\u6a21\u578b\u7684\u54cd\u5e94\u683c\u5f0f\u5dee\u5f02\uff0c\u90fd\u53ef\u80fd\u5728\u89c4\u6a21\u5316\u540e\u66b4\u9732\u590d\u6742\u6027\u3002\u4ece\u5546\u4e1a\u89d2\u5ea6\u770b\uff0c\u5b83\u76ee\u524d\u7784\u51c6\u7684\u662f\u6709\u4e00\u5b9aLLM\u8c03\u7528\u91cf\u4f46\u5c1a\u672a\u5f15\u5165\u4f01\u4e1a\u7ea7\u7f51\u5173\u7684\u4e2d\u5c0f\u56e2\u961f\uff0c\u8fd9\u6070\u597d\u662f\u4e2a\u73b0\u91d1\u725b\u5207\u5165\u53e3\u3002\u5982\u679c\u672a\u6765\u80fd\u5411\u201c\u7f13\u5b58\u7b56\u7565\u81ea\u4f18\u5316\u201d\u548c\u201c\u591a\u6a21\u578b\u6210\u672c\u8def\u7531\u201d\u5ef6\u5c55\uff0c\u6709\u673a\u4f1a\u4ece\u201c\u7701\u94b1\u5de5\u5177\u201d\u8fdb\u5316\u4e3a\u201cAI\u8fd0\u7ef4\u63a7\u5236\u9762\u677f\u201d\u3002\u4f46\u5f53\u4e0b\uff0c\u901f\u5ea6\u5f88\u91cd\u8981\u2014\u2014\u56e0\u4e3a\u4e91\u5382\u5546\u6b63\u5728\u628a\u8bed\u4e49\u7f13\u5b58\u62ac\u8fdb\u7b2c\u4e00\u65b9\u670d\u52a1\uff0c\u7559\u7ed9SemanticGuard\u7684\u65f6\u95f4\u7a97\u53e3\u5e76\u6ca1\u6709\u4ea7\u54c1\u9875\u4e0a\u770b\u8d77\u6765\u90a3\u4e48\u5bbd\u88d5\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\">SemanticGuard<\/span>\n <\/div>\n<div class=\"comment-content\">Most LLM calls in production are repeats. Same questions, same prompts, sometimes worded slightly differently. SemanticGuard caches them. Sits between your app and OpenAI\/Anthropic\/Google, returns cache hits in <50ms, cuts costs 40-70%. One line of code to install. Shadow Mode shows your savings before you flip caching on. Every hit validated by your own AI so you never serve a wrong answer.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is such a neat idea, Shadow Mode especially. Really lowers the barrier to just trying it out.<\/p>\n<p>One thing I’m curious about though, how does it handle queries that are semantically close but mean the opposite? Like “<em>which foods are good for high blood pressure”<\/em> vs “<em>which foods should I avoid for high blood pressure<\/em>” these would probably sit pretty close in embedding space but serve completely different answers. Does the validator catch that, or is this a known edge case you’re still working 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@amit_kamat1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@amit_kamat1<\/a> it’s a known case and requires to use the intent as gatekeeper. good catch! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Built this because I was watching our own LLM bills climb. Most of our traffic was repeats: the same question worded differently, the same content-generation prompt with different inputs, the same lookup coming back the next day. Provider-side prompt and caching only fires within minutes on byte-identical prefixes, so it caught maybe a tenth of the waste.<br \/>\nSo I built a gateway that understands when two requests mean the same thing. The catch with semantic caching is correctness: if you serve a wrong answer once, trust is gone. So every cache hit is judged by your own cheapest model before it goes out.<br \/>\nFailures get flagged automatically.<br \/>\nIntegration was the other design constraint. If it takes more than one line, no one tries it. So it’s just fetch: withSemanticGuard() in your AI SDK config. Shadow Mode lets you see your savings without serving any cached responses and flip caching on when you trust the numbers.<br \/>\nWould love feedback from anyone running LLMs in production, especially where the validation layer falls short.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/OZBD2W7Q4IU24S\" class=\"app-title\">Agentype<\/a><\/p>\n<div class=\"one-liner\">Your real estate pipeline, on autopilot. Built for agents.<\/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>Agentype\u662f\u4e00\u6b3e\u4e13\u4e3a\u623f\u5730\u4ea7\u7ecf\u7eaa\u4eba\u8bbe\u8ba1\u7684AI\u9a71\u52a8CRM\uff0c\u901a\u8fc7\u81ea\u52a8\u89e3\u6790Gmail\u4e2d\u6765\u81eaZillow\u7b4923\u4e2a\u6e20\u9053\u7684\u6f5c\u5728\u5ba2\u6237\u7ebf\u7d22\uff0c\u81ea\u52a8\u751f\u6210\u8ddf\u8fdb\u90ae\u4ef6\u3001\u5339\u914d\u623f\u6e90\u5e76\u5b89\u6392\u770b\u623f\uff0c\u5c06\u7ecf\u7eaa\u4eba\u4ece\u7e41\u7410\u7684\u7ebf\u7d22\u7ba1\u7406\u4e2d\u89e3\u653e\u51fa\u6765\uff0c\u5b9e\u73b0\u9500\u552e\u6d41\u7a0b\u7684\u534a\u81ea\u52a8\u5316\u8fd0\u8425\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\/5a918df2-7d7b-4201-b664-4b8e344aff21.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\/2b40f254-151d-4b0a-978f-62df93d08325.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\/829a9d91-7c9e-4fe5-9a95-dd0f02cea096.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\/91926116-0aed-41af-84b5-f9c3336dbba0.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\">Email<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">CRM<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u623f\u5730\u4ea7CRM<\/span><br \/>\n <span class=\"tag\">AI\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u7ebf\u7d22\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">Gmail\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">Zillow<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u5339\u914d<\/span><br \/>\n <span class=\"tag\">\u770b\u623f\u8c03\u5ea6<\/span><br \/>\n <span class=\"tag\">ChatGPT\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u7ecf\u7eaa\u4eba\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u96c6\u4e2d\u5728\u4ea7\u54c1\u7406\u5ff5\u4e0a\uff0c\u8ba4\u4e3a\u5b83\u6bd4\u201c\u66f4\u597d\u7684CRM\u201d\u66f4\u6709\u7528\u3002\u5b9e\u9645\u95ee\u9898\u5305\u62ec\uff1a\u7ecf\u7eaa\u4eba\u4e3b\u8981\u4f7f\u7528\u804a\u5929\u754c\u9762\u8fd8\u662f\u4eea\u8868\u76d8\u6765\u7ba1\u7406\u5de5\u4f5c\u6d41\uff1f\u56de\u590d\u6307\u51fa\u4e24\u8005\u5e76\u7528\uff0c\u5e76\u5141\u8bb8\u9010\u6b65\u63d0\u5347\u81ea\u52a8\u5316\u7a0b\u5ea6\u4ee5\u5efa\u7acb\u4fe1\u4efb\u3002\u53e6\u6709\u7528\u6237\u5e0c\u671b\u5efa\u7acb\u76f4\u63a5\u8054\u7cfb\u4ee5\u4fbf\u8fdb\u4e00\u6b65\u4ea4\u6d41\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Agentype\u5728\u623f\u5730\u4ea7CRM\u7684\u7ea2\u6d77\u4e2d\u627e\u5230\u4e86\u4e00\u4e2a\u6781\u5176\u5201\u94bb\u4e14\u9ad8\u4ef7\u503c\u7684\u5207\u53e3\u2014\u2014\u5b83\u4e0d\u8bd5\u56fe\u505a\u53e6\u4e00\u4e2a\u201c\u66f4\u806a\u660e\u7684\u7ebf\u7d22\u8bc4\u5206\u7cfb\u7edf\u201d\uff0c\u800c\u662f\u76f4\u63a5\u6740\u624b\u950f\u5f0f\u5730\u6d88\u706d\u4e86\u7ecf\u7eaa\u4eba\u65e5\u5e38\u6700\u75db\u82e6\u7684\u201c\u6570\u636e\u642c\u8fd0\u201d\u73af\u8282\u3002\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8eAI\u591a\u70ab\u9177\uff0c\u800c\u5728\u4e8e\u5b83\u5bf9\u771f\u5b9e\u5de5\u4f5c\u6d41\u7684\u6df1\u5ea6\u54ac\u5408\uff1a\u89e3\u679023\u79cd\u901a\u77e5\u90ae\u4ef6\u683c\u5f0f\u3001\u5904\u7406Gmail\u901f\u7387\u9650\u5236\u3001\u4ece\u8349\u7a3f\u6a21\u5f0f\u9010\u6b65\u8fc7\u6e21\u5230\u81ea\u52a8\u53d1\u9001\uff0c\u8fd9\u4e9b\u201c\u810f\u6d3b\u7d2f\u6d3b\u201d\u624d\u662f\u4ea7\u54c1\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u52a1\u5fc5\u8b66\u60d5\u4e24\u4e2a\u98ce\u9669\u3002\u7b2c\u4e00\uff0c6\u4e2a\u6295\u7968\u7684\u65e9\u671f\u6570\u636e\u51e0\u4e4e\u53ef\u4ee5\u5ffd\u7565\u4e0d\u8ba1\uff0c\u8fd9\u66f4\u50cf\u662f\u521b\u59cb\u4eba\u7684\u201c\u81ea\u6211\u53d9\u4e8b\u201d\u800c\u975e\u5e02\u573a\u9a8c\u8bc1\u3002\u5ba3\u79f0\u201c\u66ff\u4ee3CRM\u201d\u5374\u53ea\u653679\u7f8e\u5143\/\u6708\uff0c\u5b9a\u4ef7\u7b56\u7565\u7565\u663e\u5c34\u5c2c\u2014\u2014\u5bf9\u4e8e\u771f\u6b63\u88ab\u9ad8\u4ef7CRM\u7ed1\u67b6\u7684\u5934\u90e8\u7ecf\u7eaa\u4eba\u6765\u8bf4\u4e0d\u591f\u201c\u9ad8\u7aef\u201d\uff0c\u5bf9\u4e8e\u666e\u901a\u7ecf\u7eaa\u4eba\u53c8\u53ef\u80fd\u56e0\u4fe1\u4efb\u95e8\u69db\u5bfc\u81f4\u4f7f\u7528\u7387\u6781\u4f4e\u3002\u7b2c\u4e8c\uff0c\u8fc7\u5ea6\u4f9d\u8d56Gmail\u4f5c\u4e3a\u5355\u4e00\u6570\u636e\u6293\u53d6\u6e90\u5177\u6709\u8106\u5f31\u6027\uff0c\u4e00\u65e6\u90ae\u4ef6\u683c\u5f0f\u53d1\u751f\u53d8\u5316\u6216API\u7b56\u7565\u8c03\u6574\uff0c\u6574\u4e2a\u7ba1\u7ebf\u5373\u523b\u505c\u6446\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u521b\u610f\u4e0a\u770b\uff0c\u5c06\u7ba1\u7406\u5165\u53e3\u5f00\u653e\u7ed9ChatGPT\/Claude\u662f\u4e00\u4e2a\u806a\u660e\u7684\u9002\u914d\u52a8\u4f5c\uff0c\u8fce\u5408\u4e86\u6280\u672f\u5c1d\u9c9c\u578b\u7ecf\u7eaa\u4eba\u7684\u4e60\u60ef\u3002\u4f46\u201c\u95eeAI\u8c01\u662f\u6700\u70ed\u7ebf\u7d22\u201d\u8fd9\u79cd\u529f\u80fd\u7684\u5b9e\u9645\u6548\u7528\u503c\u5f97\u5546\u69b7\uff0c\u56e0\u4e3a\u771f\u6b63\u963b\u788d\u6210\u4ea4\u7684\u5f80\u5f80\u4e0d\u662f\u4fe1\u606f\u83b7\u53d6\uff0c\u800c\u662f\u4fe1\u4efb\u5efa\u7acb\u4e0e\u4ef7\u683c\u8c08\u5224\u3002\u4ea7\u54c1\u76ee\u524d\u505c\u7559\u5728\u201c\u5de5\u5177\u6548\u7387\u201d\u5c42\u9762\uff0c\u5c1a\u672a\u89e6\u53ca\u4ea4\u6613\u64ae\u5408\u6216\u7cbe\u51c6\u8425\u9500\u7684\u66f4\u6df1\u4ef7\u503c\u3002\u603b\u800c\u8a00\u4e4b\uff0c\u8fd9\u662f\u4e00\u4e2a\u65b9\u5411\u6781\u4f73\u3001\u6267\u884c\u624e\u5b9e\u7684MVP\uff0c\u4f46\u8ddd\u79bb\u8dd1\u901a\u5546\u4e1a\u95ed\u73af\uff0c\u8fd8\u9700\u8981\u66f4\u591a\u771f\u5b9e\u7ecf\u7eaa\u4eba\u7684\u75db\u9a82\u4e0e\u6253\u78e8\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\">Agentype<\/span>\n <\/div>\n<div class=\"comment-content\">Other CRMs organize leads. Agentype runs your entire real estate pipeline. AI captures leads from Gmail (Zillow, Realtor.com, and 23 more sources), writes follow-ups, matches leads to listings with scored explanations, and schedules viewings. Manage it from ChatGPT or Claude. $79\/mo flat<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I kept hearing the same thing from realtor friends: their CRM was a glorified spreadsheet. Lead comes in, sits in a tab, gets cold, gets lost. So I built the opposite: a CRM where the AI does the work. A new Zillow lead hits Gmail, Agentype parses it within a minute, drafts a personalized follow-up, finds matching listings, suggests viewing times. The agent reviews and approves while they’re out showing properties.<\/p>\n<p>The hardest part wasn’t the AI. It was the boring stuff; parsing 23 different lead-notification email formats, surviving Gmail rate limits, and earning enough trust to send on someone’s behalf. So every automation starts in draft mode. You flip auto-send on once you trust it.<\/p>\n<p>Also wired up an OpenAPI spec so you can manage everything from ChatGPT or Claude. Ask “who are my hottest leads this week?” and it answers from your live pipeline.<br \/>Would love feedback from realtors and anyone building AI on top of messy real-world workflows.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@guykob\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@guykob<\/a> hi can i contact with u through a discord or any other social app<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This feels more useful than a \u201cbetter CRM\u201d pitch. Do agents mostly manage the pipeline through chat, or is the dashboard still the main workspace?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@dmitrii_volosatov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dmitrii_volosatov<\/a> well.. it’s both actually. You can review and approve every step, and increase the level of autopilot as you build trust with the system<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/VLIEQH346FCXLH\" class=\"app-title\">Tross<\/a><\/p>\n<div class=\"one-liner\">Secure, Autonomous Software Engineering<\/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>Tross \u662f\u4e00\u6b3e\u57fa\u4e8e\u8fdc\u7a0b\u9694\u79bb\u865a\u62df\u673a\u7684\u81ea\u4e3bAI\u7f16\u7a0b\u52a9\u624b\uff0c\u80fd\u5b89\u5168\u5730\u63a5\u7ba1\u4ee3\u7801\u91cd\u6784\u3001\u590d\u6742\u95ee\u9898\u4fee\u590d\u7b49\u6280\u672f\u4efb\u52a1\uff0c\u89e3\u51b3\u5f00\u53d1\u8005\u4e0d\u613f\u6216\u4e0d\u6562\u5c06\u5e95\u5c42\u4ee3\u7801\u64cd\u4f5c\u4ea4\u7ed9AI\u7684\u5b89\u5168\u4e0e\u4fe1\u4efb\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\/0e347913-b615-4345-8f15-87ab504129ca.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/Zab_KENIkz4?si=zdAkwu4IJvk9fwDD\"><source src=\"https:\/\/youtu.be\/Zab_KENIkz4?si=zdAkwu4IJvk9fwDD\" 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\/8794dffb-5004-4af0-8f93-88eefc6f363c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/973cd364-e3aa-4ba6-9cb1-c0cce10ed187.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\">Software Engineering<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Development<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7f16\u7a0b\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u81ea\u4e3b\u8f6f\u4ef6\u5de5\u7a0b<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u8fdc\u7a0b\u9694\u79bb<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u91cd\u6784<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u6280\u672f\u4efb\u52a1\u59d4\u6d3e<\/span><br \/>\n <span class=\"tag\">AI Agent<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">SaaS<\/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>\u4e00\u6761\u8bc4\u8bba\u8be2\u95ee\u4ea7\u54c1\u662f\u5426\u5728\u672c\u5730\u6216\u5bb9\u5668\u4e2d\u590d\u73b0\u95ee\u9898\u540e\u518d\u6539\u4ee3\u7801\uff1f\u5f00\u53d1\u8005\u56de\u5e94\u79f0Tross\u5728\u8fdc\u7a0b\u9694\u79bb\u865a\u62df\u673a\u8fd0\u884c\uff0c\u4ece\u4e0d\u89e6\u78b0\u672c\u5730\u4ee3\u7801\uff0c\u901a\u8fc7\u7d22\u5f15\u4ee3\u7801\u5e93\u751f\u6210\u8ba1\u5212\u5e76\u6267\u884c\uff0c\u4fdd\u8bc1\u5b89\u5168\u3002\u53e6\u6709\u4e24\u6761\u5c5e\u4e8e\u63a8\u5e7f\u548c\u8bf7\u6c42\u8bd5\u7528\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 Tross \u8bd5\u56fe\u89e3\u51b3AI\u7f16\u7a0b\u9886\u57df\u4e00\u4e2a\u6838\u5fc3\u77db\u76fe\uff1a\u5f00\u53d1\u8005\u65e2\u5e0c\u671bAI\u80fd\u6df1\u5165\u4ee3\u7801\u5e93\u6267\u884c\u590d\u6742\u91cd\u6784\uff0c\u53c8\u62c5\u5fc3AI\u76f4\u63a5\u64cd\u4f5c\u672c\u5730\u4ee3\u7801\u5e26\u6765\u7684\u5b89\u5168\u4e0e\u6570\u636e\u6cc4\u9732\u98ce\u9669\u3002\u5176\u201c\u8fdc\u7a0b\u9694\u79bb\u865a\u62df\u673a\u201d\u7684\u65b9\u6848\u5207\u4e2d\u4e86\u4f01\u4e1a\u7ea7\u7528\u6237\u7684\u9ad8\u654f\u611f\u9700\u6c42\u2014\u2014\u4ee3\u7801\u4e0d\u79bb\u5f00\u5b89\u5168\u8fb9\u754c\u5c31\u80fd\u5b8c\u6210\u81ea\u52a8\u4fee\u6539\uff0c\u8fd9\u6bd4Cursor\u3001GitHub Copilot\u7b49\u76f4\u63a5\u64cd\u4f5c\u672c\u5730\u6587\u4ef6\u7684\u5de5\u5177\u66f4\u5f3a\u8c03\u201c\u5b89\u5168\u81ea\u4e3b\u6743\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ec55\u7968\u7684\u51b7\u542f\u52a8\u73b0\u72b6\u66b4\u9732\u4e86\u4e24\u4e2a\u95ee\u9898\uff1a\u4e00\u662f\u4ea7\u54c1\u5c1a\u5904\u6781\u65e9\u671f\uff0c\u7f3a\u4e4f\u771f\u5b9e\u7528\u6237\u8bc1\u8a00\u548c\u72ec\u7acb\u8bc4\u6d4b\u6765\u9a8c\u8bc1\u201c\u81ea\u4e3b\u5de5\u7a0b\u201d\u7684\u53ef\u9760\u6027\uff1b\u4e8c\u662f\u201c\u5b89\u5168\u9694\u79bb\u201d\u867d\u597d\uff0c\u5374\u53ef\u80fd\u5e26\u6765\u5f00\u53d1\u6548\u7387\u7684\u6298\u635f\u2014\u2014\u8fdc\u7a0bVM\u7684\u542f\u52a8\u3001\u7d22\u5f15\u3001\u89c4\u5212\u3001\u6267\u884c\u5168\u94fe\u8def\u5ef6\u8fdf\uff0c\u5728\u5feb\u901f\u8fed\u4ee3\u4e2d\u80fd\u5426\u5ab2\u7f8e\u672c\u5730\u5de5\u5177\u7684\u5373\u65f6\u53cd\u9988\uff1f\u6b64\u5916\uff0c\u5982\u679cAI\u5728\u9694\u79bb\u73af\u5883\u4e2d\u51fa\u9519\u5bfc\u81f4\u4ee3\u7801\u7834\u574f\u6027\u6216\u903b\u8f91\u6df7\u4e71\uff0c\u7528\u6237\u65e0\u6cd5\u901a\u8fc7\u672c\u5730IDE\u5373\u65f6\u6253\u65ad\u548c\u4fee\u6b63\uff0c\u56de\u6eda\u6210\u672c\u53ef\u80fd\u66f4\u9ad8\u3002\n <\/p>\n<p class=\"ai-content\">\n Tross \u7684\u5dee\u5f02\u5316\u4ef7\u503c\u5728\u4e8e\u5b83\u5c06AI\u5b9a\u4f4d\u4e3a\u201c\u4efb\u52a1\u7ea7\u5408\u4f5c\u4f19\u4f34\u201d\u800c\u975e\u201c\u4ee3\u7801\u8865\u5168\u5de5\u5177\u201d\uff0c\u4f46\u8fd9\u7c7b\u9ad8\u81ea\u4e3b\u6027Agent\u82e5\u8981\u843d\u5730\uff0c\u5fc5\u987b\u89e3\u51b3\u4e09\u4e2a\u5173\u952e\u95ee\u9898\uff1a\u73af\u5883\u6a21\u62df\u7684\u51c6\u786e\u6027\uff08\u80fd\u5426\u5b8c\u7f8e\u590d\u73b0\u672c\u5730\u914d\u7f6e\u548c\u4f9d\u8d56\uff1f\uff09\u3001\u9519\u8bef\u884c\u4e3a\u7684\u53ef\u5ba1\u8ba1\u6027\uff08\u662f\u5426\u63d0\u4f9b\u5b8c\u6574\u64cd\u4f5c\u65e5\u5fd7\u548c\u7248\u672c\u56de\u9000\uff1f\uff09\u3001\u4ee5\u53ca\u591a\u8bed\u8a00\/\u6846\u67b6\u7684\u652f\u6301\u6df1\u5ea6\u3002\u82e5\u4ec5\u505c\u7559\u5728\u201c\u5b89\u5168\u58f3\u201d\u6982\u5ff5\uff0c\u5374\u62ff\u4e0d\u51fa\u6bd4\u73b0\u6709\u5de5\u5177\u66f4\u5f3a\u7684\u4ee3\u7801\u7406\u89e3\u548c\u751f\u6210\u8d28\u91cf\uff0c\u6050\u96be\u9003\u79bb\u201c\u53eb\u597d\u4e0d\u53eb\u5ea7\u201d\u7684\u56f0\u5883\u3002\u771f\u6b63\u7684\u7834\u5c40\u70b9\uff0c\u6216\u8bb8\u662f\u7ed3\u5408\u201c\u5b89\u5168\u9694\u79bb\u201d\u548c\u201c\u672c\u5730\u8f7b\u4ee3\u7406\u201d\u7684\u6df7\u5408\u6a21\u5f0f\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\">Tross<\/span>\n <\/div>\n<div class=\"comment-content\">Tross is your secure autonomous AI engineering partner. From deep codebase refactors to complex issue resolution, delegate total ownership of technical tasks.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey, I would request anyone who are seeing this launch, just give one try we hope you will like our product if not just tell us how can we improve, Thank you for your 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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Does Tross run the app locally or in a container to reproduce issues before it starts changing code?<\/div>\n<div class=\"comment-actions\">\n<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\/@othman_katim\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@othman_katim<\/a> Tross operates totally in a remote isolated virtual machine so it never touches the local codebase, hence keeping the code and secrets secure. It generates the context about the query by indexing the codebase, then builds a plan and then starts the execution where it might reproduce the issues based on the requirements and the generated plan.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We’ve been working on for months on Tross and now let’s go! Try and share your reviews please.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/4OCYKUY5FPB5LJ\" class=\"app-title\">TheLaTeXLab<\/a><\/p>\n<div class=\"one-liner\">Word to LaTex & Pdf to LaTex Conversion<\/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>TheLaTeXLab \u662f\u4e00\u6b3e\u5c06Word\u548cPDF\u6587\u6863\u7cbe\u51c6\u8f6c\u6362\u4e3a\u6295\u7a3f\u7ea7LaTeX\u6587\u4ef6\u7684\u4e13\u4e1a\u5de5\u5177\uff0c\u4e13\u4e3a\u7814\u7a76\u4eba\u5458\u3001\u5b66\u8005\u89e3\u51b3\u671f\u520a\u3001\u4f1a\u8bae\u53ca\u8bba\u6587\u6392\u7248\u4e2d\u7684\u516c\u5f0f\u3001\u5f15\u6587\u3001\u6a21\u677f\u9002\u914d\u7b49\u987d\u56fa\u75db\u70b9\uff0c\u5927\u5e45\u7f29\u77ed\u683c\u5f0f\u5316\u8017\u65f6\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\/f4172631-9f22-4157-9738-17f7d55d012d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e091ee00-d881-471f-964a-ef3979b1d1d0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/46225f16-39a3-4d54-becd-d838c22ee304.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\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">LaTeX\u8f6c\u6362<\/span><br \/>\n <span class=\"tag\">Word\u8f6cLaTeX<\/span><br \/>\n <span class=\"tag\">PDF\u8f6cLaTeX<\/span><br \/>\n <span class=\"tag\">\u5b66\u672f\u6392\u7248<\/span><br \/>\n <span class=\"tag\">\u671f\u520a\u6a21\u677f<\/span><br \/>\n <span class=\"tag\">\u8bba\u6587\u6295\u7a3f<\/span><br \/>\n <span class=\"tag\">\u53c2\u8003\u6587\u732e\u683c\u5f0f\u5316<\/span><br \/>\n <span class=\"tag\">\u79d1\u7814\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">Overleaf\u517c\u5bb9<\/span><br \/>\n <span class=\"tag\">\u8bba\u6587\u683c\u5f0f\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>\u521b\u59cb\u4eba\u5728\u8bc4\u8bba\u4e2d\uff08\u4ec5\u4e00\u6761\u5b98\u65b9\u8bf4\u660e\uff09\u4e3b\u8981\u4ecb\u7ecd\u4e86\u4ea7\u54c1\u80cc\u666f\u4e0e\u529f\u80fd\uff0c\u5f3a\u8c03\u89e3\u51b3\u6392\u7248\u75db\u70b9\u8fd9\u4e00\u6838\u5fc3\u4ef7\u503c\uff0c\u5e76\u5f00\u653e\u6027\u5730\u9080\u8bf7\u7528\u6237\u63d0\u51fa\u53cd\u9988\u3001\u95ee\u9898\u4e0e\u529f\u80fd\u5efa\u8bae\u3002\u76ee\u524d\u6682\u65e0\u5916\u90e8\u7528\u6237\u7684\u5177\u4f53\u53cd\u9988\uff0c\u4f46\u4ea7\u54c1\u8bc9\u6c42\u660e\u786e\u6307\u5411\u5b66\u672f\u793e\u533a\u7684\u521a\u9700\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 TheLaTeXLab\u5207\u5165\u7684\u662f\u4e00\u4e2a\u201c\u5c0f\u4f17\u4f46\u521a\u9700\u201d\u4e14\u201c\u4ed8\u8d39\u610f\u613f\u660e\u786e\u201d\u7684\u5e02\u573a\u2014\u2014\u5b66\u672f\u6392\u7248\u8f6c\u6362\u3002\u672c\u8d28\u4e0a\uff0c\u5b83\u89e3\u51b3\u7684\u4e0d\u662f\u5199\u8bba\u6587\uff0c\u800c\u662f\u201c\u8ba9\u8bba\u6587\u770b\u8d77\u6765\u50cf\u8bba\u6587\u201d\u7684\u82e6\u6d3b\u3002\u4ea7\u54c1\u601d\u8def\u6e05\u6670\uff1a\u4e0d\u505a\u4e07\u80fd\u8bed\u6cd5\u7f16\u8f91\u5668\uff0c\u800c\u662f\u505a\u5e26\u4eba\u5de5\u8d28\u68c0\u7684\u201c\u683c\u5f0f\u642c\u8fd0\u5de5\u201d\uff0c\u7784\u51c6Springer\u3001IEEE\u7b4920+\u6a21\u677f\u7684\u76f4\u63a5\u751f\u6210\uff0c\u59cb\u4e8e49\u7f8e\u5143\/72\u5c0f\u65f6\u4ea4\u4ed8\uff0c\u5b9a\u4ef7\u7b56\u7565\u7cbe\u51c6\u5361\u4f4d\u201c\u4e70\u65f6\u95f4\u201d\u7684\u5fc3\u7406\u8d26\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u4ece\u4ea7\u54c1\u672c\u8eab\u770b\uff0c\u6838\u5fc3\u80fd\u529b\u4ecd\u9ad8\u5ea6\u4f9d\u8d56\u4eba\u529bQA\u548c\u7f16\u8bd1\u4fdd\u969c\uff0c\u8fd9\u610f\u5473\u7740\u670d\u52a1\u96be\u4ee5\u89c4\u6a21\u5316\u30025\u7968\u7684\u5fae\u5f31\u793e\u533a\u70ed\u5ea6\uff0c\u8bf4\u660e\u5b83\u66f4\u50cf\u4e00\u4e2a\u8f7b\u91cf\u7ea7\u670d\u52a1\u800c\u975eSaaS\u4ea7\u54c1\uff0c\u7528\u6237\u4fe1\u4efb\u6765\u81ea\u6848\u4f8b\u800c\u975e\u53e3\u7891\u3002\u66f4\u503c\u5f97\u8b66\u60d5\u7684\u662f\uff0c\u5e02\u9762\u4e0a\u5df2\u6709GrindEQ\u3001Mathpix\u7b49\u81ea\u52a8\u5316\u5de5\u5177\uff0c\u4e14Overleaf\u7684\u5b98\u65b9\u6a21\u677f\u5e93\u8d8a\u6765\u8d8a\u5b8c\u5584\uff0c\u7528\u6237\u7684\u201c\u4ed8\u8d39\u4f53\u9a8c\u201d\u53ef\u80fd\u53ea\u5b58\u5728\u4e8e\u201c\u6700\u540e\u4e00\u6b65\u62fc\u6b7b\u6392\u7248\u201d\u7684\u7126\u8651\u671f\uff0c\u800c\u975e\u957f\u671f\u4f9d\u8d56\u3002\n <\/p>\n<p class=\"ai-content\">\n \u53e6\u5916\uff0c\u5176\u4e1a\u52a1\u672c\u8d28\u662f\u201c\u4eba\u5de5\u670d\u52a1+\u534a\u81ea\u52a8\u5316\u201d\uff0c\u8fd9\u51b3\u5b9a\u4e86\u6bdb\u5229\u7387\u7684\u5929\u82b1\u677f\u3002\u5982\u679c\u4e0d\u80fd\u901a\u8fc7\u79ef\u7d2f\u5927\u91cf\u6a21\u677f\u548c\u8bad\u7ec3AI\u6a21\u578b\u6765\u964d\u4f4e\u4eba\u5de5\u5e72\u9884\u6bd4\u4f8b\uff0c\u5b83\u5c06\u59cb\u7ec8\u505c\u7559\u5728\u201c\u8d5a\u8f9b\u82e6\u94b1\u201d\u7684\u52b3\u52a8\u5bc6\u96c6\u578b\u9636\u6bb5\u3002\u800c\u5728AI\u4ee3\u7801\u548cMarkdown\u8d8a\u6765\u8d8a\u6d41\u884c\u7684\u4eca\u5929\uff0cLaTeX\u672c\u8eab\u7684\u5b58\u5728\u611f\u662f\u5426\u4f1a\u88abWYSIWYG\u5de5\u5177\u7a00\u91ca\uff0c\u4e5f\u503c\u5f97\u957f\u671f\u89c2\u5bdf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e00\u53e5\u8bdd\u9510\u8bc4\uff1a\u89e3\u51b3\u4e86\u4e00\u4e2a\u771f\u5b9e\u4e14\u75db\u82e6\u7684\u95ee\u9898\uff0c\u4f46\u4ea7\u54c1\u5316\u6df1\u5ea6\u4e0d\u8db3\uff0c\u5c1a\u672a\u7ed9\u51fa\u201c\u81ea\u52a8\u5316+\u89c4\u6a21\u5316\u201d\u7684\u4ee4\u4eba\u4fe1\u670d\u7b54\u6848\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\">TheLaTeXLab<\/span>\n <\/div>\n<div class=\"comment-content\">Professional Word to LaTeX and PDF to LaTeX conversion service for researchers, professors, academic professionals, etc. We deliver submission-ready LaTeX files with compilation guarantee, accurate equations, bibliography handling, and template compliance for Springer, Elsevier, IEEE, ACM, arXiv, MDPI, and university thesis templates. Ideal for: – journal submissions, – research papers, – conference papers, – theses, dissertations Starting from $49 with 72-hour delivery.<\/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>We built The LaTeX Lab because academic formatting is still way more painful than it should be.<\/p>\n<p>Most Word to LaTeX and PDF to LaTeX converters struggle with:<br \/>\n\u2022 equations,<br \/>\n\u2022 citations,<br \/>\n\u2022 tables,<br \/>\n\u2022 figures,<br \/>\n\u2022 bibliography formatting,<br \/>\n\u2022 and journal templates.<\/p>\n<p>Researchers often spend days fixing formatting issues before journal submission.<\/p>\n<p>The LaTeX Lab helps researchers, students, professors, and academic teams convert Word documents and PDFs into publication-ready LaTeX and Overleaf projects.<\/p>\n<p>We currently support:<br \/>\n\u2022 Springer<br \/>\n\u2022 Elsevier<br \/>\n\u2022 IEEE<br \/>\n\u2022 ACM<br \/>\n\u2022 arXiv<br \/>\n\u2022 MDPI<br \/>\n\u2022 university thesis templates<br \/>\n\u2022 and custom journal formats<\/p>\n<p>Every project includes manual QA, compilation checks, and submission-ready delivery.<\/p>\n<p>Our goal is simple:<br \/>\nhelp researchers focus on research instead of fighting LaTeX formatting.<\/p>\n<p>Would genuinely love your feedback, questions, and feature ideas \ud83d\ude4c<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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 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