{"id":167,"date":"2026-03-21T10:53:47","date_gmt":"2026-03-21T02:53:47","guid":{"rendered":"https:\/\/ph.listeningo.cn\/index.php\/2026\/03\/21\/2026-03-20\/"},"modified":"2026-03-21T10:53:47","modified_gmt":"2026-03-21T02:53:47","slug":"2026-03-20","status":"publish","type":"post","link":"https:\/\/ph.listeningo.cn\/index.php\/2026\/03\/21\/2026-03-20\/","title":{"rendered":"PH\u70ed\u699c | 2026-03-20"},"content":{"rendered":"


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\n Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-03-20<\/title><\/p>\n<style>\n \/* --- \u5168\u5c40\u91cd\u7f6e\u4e0e\u5b57\u4f53 --- *\/\n :root {\n --ph-orange: #FF6154;\n --text-main: #21293C;\n --text-secondary: #4B587C;\n --bg-ai: #F7F7F9;\n --border-color: #E6E6E6;\n }<\/p>\n<p> body {\n font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Helvetica, Arial, sans-serif;\n color: var(--text-main);\n background-color: #ffffff;\n line-height: 1.6;\n margin: 0;\n padding: 20px;\n }<\/p>\n<p> .container {\n max-width: 800px;\n margin: 0 auto;\n }<\/p>\n<p> \/* --- \u5361\u7247\u6837\u5f0f --- *\/\n .app-card {\n border-bottom: 1px solid var(--border-color);\n padding-bottom: 40px;\n margin-bottom: 40px;\n }<\/p>\n<p> \/* --- 1. \u5934\u90e8\u533a\u57df --- *\/\n .app-header {\n display: flex;\n align-items: flex-start;\n gap: 16px;\n margin-bottom: 20px;\n }<\/p>\n<p> .rank {\n font-size: 24px;\n font-weight: 300;\n color: #999;\n min-width: 30px;\n padding-top: 4px;\n }<\/p>\n<p> .title-group {\n flex: 1;\n }<\/p>\n<p> .app-title {\n font-size: 24px;\n font-weight: 800;\n margin: 0 0 4px 0;\n color: var(--text-main);\n text-decoration: none;\n display: inline-block;\n }<\/p>\n<p> .app-title:hover {\n color: var(--ph-orange);\n text-decoration: underline;\n }<\/p>\n<p> .vote-btn {\n display: flex;\n flex-direction: column;\n align-items: center;\n justify-content: center;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 8px 12px;\n background: #fff;\n min-width: 60px;\n box-shadow: 0 1px 2px rgba(0,0,0,0.05);\n }<\/p>\n<p> .vote-arrow {\n color: var(--ph-orange);\n font-size: 14px;\n margin-bottom: -2px;\n }<\/p>\n<p> .vote-count {\n font-weight: 600;\n font-size: 14px;\n }<\/p>\n<p> \/* --- 2. \u5347\u7ea7\u7248\u5a92\u4f53\u753b\u5eca (\u5173\u952e\u4fee\u6539) --- *\/\n .media-gallery {\n display: flex;\n gap: 16px;\n overflow-x: auto; \/* \u5141\u8bb8\u6a2a\u5411\u6eda\u52a8 *\/\n padding-bottom: 16px; \/* \u7559\u51fa\u6eda\u52a8\u7a7a\u95f4 *\/\n scroll-snap-type: x mandatory; \/* \u6eda\u52a8\u5438\u9644\u6548\u679c *\/\n -webkit-overflow-scrolling: touch; \/* iOS \u5e73\u6ed1\u6eda\u52a8 *\/\n margin-bottom: 20px;<\/p>\n<p> \/* \u9690\u85cf\u9ed8\u8ba4\u6eda\u52a8\u6761\u4f46\u4fdd\u7559\u529f\u80fd (Firefox) *\/\n scrollbar-width: thin;\n scrollbar-color: #ddd transparent;\n }<\/p>\n<p> \/* Webkit \u6eda\u52a8\u6761\u6837\u5f0f\u4f18\u5316 *\/\n .media-gallery::-webkit-scrollbar {\n height: 6px;\n }\n .media-gallery::-webkit-scrollbar-track {\n background: transparent;\n }\n .media-gallery::-webkit-scrollbar-thumb {\n background-color: #eee;\n border-radius: 10px;\n }<\/p>\n<p> .media-item-wrapper {\n flex: 0 0 auto; \/* \u9632\u6b62\u88ab\u538b\u7f29 *\/\n width: 80%; \/* \u79fb\u52a8\u7aef\u9ed8\u8ba4\u9732\u51fa\u4e00\u70b9\u4e0b\u4e00\u5f20\uff0c\u63d0\u793a\u53ef\u6ed1\u52a8 *\/\n max-width: 500px; \/* \u684c\u9762\u7aef\u6700\u5927\u5bbd\u5ea6 *\/\n aspect-ratio: 16\/9; \/* \u7edf\u4e00\u6bd4\u4f8b *\/<\/p>\n<p> position: relative;\n border-radius: 12px;\n overflow: hidden;\n border: 1px solid rgba(0,0,0,0.08);\n background-color: #f5f5f5;\n scroll-snap-align: center; \/* \u6eda\u52a8\u505c\u6b62\u65f6\u5c45\u4e2d *\/\n }<\/p>\n<p> .media-content {\n width: 100%;\n height: 100%;\n object-fit: cover; \/* \u586b\u5145\u5bb9\u5668 *\/\n display: block;\n cursor: pointer;\n }<\/p>\n<p> \/* \u89c6\u9891\u6807\u7b7e\u7279\u6b8a\u5904\u7406 *\/\n video.media-content {\n background-color: #000;\n cursor: pointer;\n }<\/p>\n<p> \/* \u5982\u679c\u53ea\u67091\u4e2a\u5a92\u4f53\uff0c\u4e0d\u8981\u6eda\u52a8\uff0c\u4e14\u5bbd\u5ea6\u81ea\u9002\u5e94 *\/\n .media-gallery.single-item .media-item-wrapper {\n width: 100%;\n max-width: 100%;\n }<\/p>\n<p> \/* --- 3. \u63cf\u8ff0\u4e0e\u6807\u7b7e --- *\/\n .one-liner {\n font-size: 18px;\n color: var(--text-secondary);\n margin-bottom: 12px;\n font-weight: 500;\n }<\/p>\n<p> .tags-container {\n display: flex;\n flex-wrap: wrap;\n gap: 8px;\n margin-bottom: 24px;\n }<\/p>\n<p> .tag {\n font-size: 12px;\n color: var(--text-secondary);\n background-color: #F2F2F2;\n padding: 4px 10px;\n border-radius: 20px;\n font-weight: 600;\n text-transform: uppercase;\n }<\/p>\n<p> \/* --- 4. AI \u6458\u8981\u533a --- *\/\n .ai-section {\n background-color: var(--bg-ai);\n border-radius: 12px;\n padding: 20px;\n margin-bottom: 20px;\n border-left: 4px solid var(--ph-orange);\n }<\/p>\n<p> .ai-title {\n font-size: 14px;\n font-weight: 700;\n color: var(--text-main);\n margin: 0 0 12px 0;\n display: flex;\n align-items: center;\n gap: 6px;\n }<\/p>\n<p> .ai-content {\n font-size: 15px;\n color: #333;\n margin-bottom: 0;\n line-height: 1.7;\n }<\/p>\n<p> \/* --- 5. \u8bc4\u8bba\u533a --- *\/\n .reviews-section {\n margin-top: 10px;\n }<\/p>\n<p> .review-item {\n display: flex;\n gap: 10px;\n margin-bottom: 12px;\n font-size: 14px;\n }<\/p>\n<p> .review-avatar {\n font-size: 18px;\n margin-top: 2px;\n min-width: 24px;\n }<\/p>\n<p> .review-bubble {\n background: #fff;\n border: 1px solid var(--border-color);\n padding: 8px 12px;\n border-radius: 0 12px 12px 12px;\n color: var(--text-secondary);\n line-height: 1.5;\n }<\/p>\n<p> .review-author {\n font-weight: 700;\n color: var(--text-main);\n margin-right: 4px;\n font-style: normal;\n }<\/p>\n<p> .comments-section {\n margin-top: 30px;\n border-top: 1px solid var(--border-color);\n padding-top: 20px;\n }<\/p>\n<p> .comments-toggle {\n background-color: #f8f9fa;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 12px 20px;\n cursor: pointer;\n display: flex;\n justify-content: space-between;\n align-items: center;\n width: 100%;\n font-size: 14px;\n font-weight: 600;\n color: var(--text-main);\n transition: all 0.3s ease;\n }<\/p>\n<p> .comments-toggle:hover {\n background-color: #e9ecef;\n }<\/p>\n<p> .comments-toggle .toggle-arrow {\n font-size: 18px;\n transition: transform 0.3s ease;\n }<\/p>\n<p> .comments-toggle.open .toggle-arrow {\n transform: rotate(180deg);\n }<\/p>\n<p> .comments-container {\n max-height: 0;\n overflow: hidden;\n transition: max-height 0.5s ease;\n margin-top: 15px;\n }<\/p>\n<p> .comments-container.open {\n max-height: 800px;\n overflow: auto;\n }<\/p>\n<p> .comment-item {\n background-color: #fff;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 16px;\n margin-bottom: 12px;\n font-size: 14px;\n }<\/p>\n<p> .comment-header {\n display: flex;\n justify-content: space-between;\n align-items: flex-start;\n margin-bottom: 8px;\n }<\/p>\n<p> .comment-author {\n font-weight: 600;\n color: var(--text-main);\n margin-right: 8px;\n }<\/p>\n<p> .comment-content {\n color: var(--text-secondary);\n line-height: 1.5;\n margin-bottom: 10px;\n word-break: break-word;\n word-wrap: break-word;\n overflow-wrap: anywhere;\n white-space: normal;\n }<\/p>\n<p> .comment-content p {\n margin: 0;\n word-break: break-word;\n word-wrap: break-word;\n overflow-wrap: anywhere;\n white-space: normal;\n }<\/p>\n<p> \/* \u4f18\u5316\u8868\u60c5\u7b26\u53f7\u663e\u793a *\/\n .emoji {\n display: inline;\n max-width: 15px;\n overflow-wrap: normal;\n }<\/p>\n<p> .comment-actions {\n display: flex;\n align-items: center;\n gap: 16px;\n font-size: 12px;\n color: var(--text-secondary);\n }<\/p>\n<p> .comment-vote {\n display: flex;\n align-items: center;\n gap: 4px;\n cursor: pointer;\n }<\/p>\n<p> .comment-replies {\n margin-top: 12px;\n margin-left: 20px;\n padding-left: 12px;\n border-left: 2px solid var(--border-color);\n }<\/p>\n<p> .reply-item {\n background-color: #f8f9fa;\n border: 1px solid var(--border-color);\n border-radius: 6px;\n padding: 12px;\n margin-bottom: 8px;\n font-size: 13px;\n }<\/p>\n<p> .reply-content {\n color: var(--text-secondary);\n line-height: 1.4;\n margin-bottom: 6px;\n }<\/p>\n<p> \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n @media (min-width: 600px) {\n .media-item-wrapper {\n width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n }\n }<\/p>\n<p> \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n @media (max-width: 599px) {\n \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n .modal-content {\n max-width: 95%;\n max-height: 85vh;\n margin: 10vh auto;\n }<\/p>\n<p> .close {\n top: 10px;\n right: 20px;\n font-size: 30px;\n \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n padding: 15px;\n }<\/p>\n<p> \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n .play-icon {\n width: 60px;\n height: 60px;\n font-size: 18px;\n }<\/p>\n<p> \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n .media-content {\n object-fit: cover;\n }\n }<\/p>\n<p> \/* --- \u56fe\u7247\u653e\u5927\u6a21\u6001\u6846\u6837\u5f0f --- *\/\n .modal {\n display: none;\n position: fixed;\n z-index: 1000;\n left: 0;\n top: 0;\n width: 100%;\n height: 100%;\n background-color: rgba(0, 0, 0, 0.9);\n overflow: auto;\n transition: opacity 0.3s ease;\n }<\/p>\n<p> .modal-content {\n display: block;\n max-width: 90%;\n max-height: 90vh;\n margin: 5vh auto;\n object-fit: contain;\n animation: zoom 0.3s;\n }<\/p>\n<p> @keyframes zoom {\n from {transform: scale(0.8); opacity: 0;}\n to {transform: scale(1); opacity: 1;}\n }<\/p>\n<p> .close {\n position: absolute;\n top: 20px;\n right: 35px;\n color: #fff;\n font-size: 40px;\n font-weight: bold;\n transition: 0.3s;\n cursor: pointer;\n \/* \u6dfb\u52a0\u89e6\u63a7\u4f18\u5316 *\/\n padding: 10px;\n line-height: 1;\n user-select: none;\n -webkit-user-select: none;\n }<\/p>\n<p> .close:hover,\n .close:focus {\n color: #bbb;\n text-decoration: none;\n }<\/p>\n<p> \/* \u89c6\u9891\u70b9\u51fb\u63d0\u793a\u6837\u5f0f *\/\n .video-overlay {\n position: absolute;\n top: 0;\n left: 0;\n width: 100%;\n height: 100%;\n display: flex;\n align-items: center;\n justify-content: center;\n background-color: rgba(0, 0, 0, 0.2);\n opacity: 0;\n transition: opacity 0.3s ease;\n \/* \u89e6\u63a7\u4f18\u5316 *\/\n touch-action: manipulation;\n cursor: pointer;\n }<\/p>\n<p> .media-item-wrapper:hover .video-overlay {\n opacity: 1;\n }<\/p>\n<p> \/* \u4e3a\u89e6\u6478\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u6548\u679c *\/\n .media-item-wrapper:active .video-overlay {\n opacity: 0.8;\n }<\/p>\n<p> .play-icon {\n width: 80px;\n height: 80px;\n background-color: rgba(255, 255, 255, 0.9);\n border-radius: 50%;\n display: flex;\n align-items: center;\n justify-content: center;\n color: var(--ph-orange);\n font-size: 24px;\n font-weight: bold;\n \/* \u89e6\u63a7\u4f18\u5316 *\/\n user-select: none;\n -webkit-user-select: none;\n }<\/p>\n<p> \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n @media (min-width: 600px) {\n .media-item-wrapper {\n width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n }\n }<\/p>\n<p> \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n @media (max-width: 599px) {\n \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n .modal-content {\n max-width: 95%;\n max-height: 85vh;\n margin: 10vh auto;\n }<\/p>\n<p> .close {\n top: 10px;\n right: 20px;\n font-size: 30px;\n \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n padding: 15px;\n }<\/p>\n<p> \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n .play-icon {\n width: 60px;\n height: 60px;\n font-size: 18px;\n }<\/p>\n<p> \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n .media-content {\n object-fit: cover;\n }\n }\n <\/style>\n<p><\/head><br \/>\n<body><\/p>\n<div class=\"container\">\n<h1 style=\"text-align:center; margin-bottom:40px; font-weight:900;\">PH\u70ed\u699c | 2026-03-20<\/h1>\n<p> <!-- \u5c55\u793aapp\u5361\u7247 --><\/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\/TCL62HT47VLBOH\" class=\"app-title\">ProductBridge<\/a><\/p>\n<div class=\"one-liner\">Agent that collects feedback across multiple platforms<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">452<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3eAI\u9a71\u52a8\u7684\u53cd\u9988\u805a\u5408\u4e0e\u7ba1\u7406\u5e73\u53f0\uff0c\u901a\u8fc7\u81ea\u52a8\u6536\u96c6\u3001\u6574\u7406\u3001\u53bb\u91cd\u6765\u81eaSlack\u3001Intercom\u3001\u8bc4\u8bba\u7f51\u7ad9\u7b49\u591a\u6e20\u9053\u7684\u7528\u6237\u53cd\u9988\uff0c\u5e2e\u52a9\u4ea7\u54c1\u56e2\u961f\u57fa\u4e8e\u6570\u636e\u5236\u5b9a\u8def\u7ebf\u56fe\u5e76\u81ea\u52a8\u95ed\u73af\u901a\u77e5\u7528\u6237\uff0c\u89e3\u51b3\u4e86\u53cd\u9988\u5206\u6563\u3001\u6574\u7406\u8017\u65f6\u3001\u51b3\u7b56\u7f3a\u4e4f\u4f9d\u636e\u4ee5\u53ca\u7528\u6237\u611f\u77e5\u7f3a\u5931\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/015010d0-d8d4-4e20-a2b1-d512e9778711.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9db428ed-7137-491d-9372-a96debd76171.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/01198cbf-615b-430e-92cc-11aab2854371.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9c3d8076-d95c-403e-bc7c-93c9ee229c3a.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\/41f8138e-e39b-4101-a4fb-bfc70578a4d4.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=PkVprE3auoc\"><source src=\"https:\/\/www.youtube.com\/watch?v=PkVprE3auoc\" 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\">Customer Communication<\/span><br \/>\n <span class=\"tag\">SaaS<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u7528\u6237\u53cd\u9988\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">AI\u4ea7\u54c1\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u53cd\u9988\u805a\u5408<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u53bb\u91cd<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u8def\u7ebf\u56fe<\/span><br \/>\n <span class=\"tag\">\u53d8\u66f4\u65e5\u5fd7<\/span><br \/>\n <span class=\"tag\">\u5ba2\u6237\u6c9f\u901a<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u6241\u5e73\u5316\u5b9a\u4ef7<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u51b3\u7b56<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3\u53cd\u9988\u5206\u6563\u548c\u95ed\u73af\u901a\u77e5\u7684\u75db\u70b9\uff0c\u5e76\u5bf9\u6241\u5e73\u5b9a\u4ef7\u8868\u793a\u8d5e\u8d4f\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\uff1aAI\u53bb\u91cd\u4e0e\u610f\u56fe\u8bc6\u522b\u7684\u51c6\u786e\u6027\u3001\u5982\u4f55\u5904\u7406\u6a21\u7cca\u6216\u60c5\u7eea\u5316\u53cd\u9988\u3001\u4e0e\u7ade\u54c1\uff08\u5982ProductBoard\uff09\u7684\u5dee\u5f02\u5316\u3001\u4ee5\u53ca\u5982\u4f55\u907f\u514d\u53cd\u9988\u6837\u672c\u504f\u5dee\u5f71\u54cd\u51b3\u7b56\u4f18\u5148\u7ea7\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 ProductBridge\u5207\u5165\u4e86\u4e00\u4e2a\u771f\u5b9e\u4e14\u6df7\u4e71\u7684\u5e02\u573a\u2014\u2014\u7528\u6237\u53cd\u9988\u7ba1\u7406\u3002\u5176\u5ba3\u79f0\u7684\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u7684\u4fe1\u606f\u805a\u5408\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u7528AI\u91cd\u6784\u201c\u53cd\u9988-\u51b3\u7b56-\u53d1\u5e03-\u901a\u77e5\u201d\u7684\u5168\u94fe\u8def\uff0c\u5c06\u4ea7\u54c1\u7ecf\u7406\u4ece\u7e41\u91cd\u7684\u624b\u5de5\u6574\u7406\u3001\u53bb\u91cd\u548c\u6c9f\u901a\u4e2d\u89e3\u653e\u51fa\u6765\u3002\u8fd9\u76f4\u6307\u73b0\u6709\u5de5\u5177\uff08\u5982Canny\u3001ProductBoard\uff09\u7684\u8f6f\u808b\uff1a\u5b83\u4eec\u63d0\u4f9b\u4e86\u6846\u67b6\uff0c\u4f46\u586b\u5145\u548c\u7ba1\u7406\u6846\u67b6\u4f9d\u7136\u4f9d\u8d56\u5927\u91cf\u4eba\u5de5\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8bc4\u8bba\u770b\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u4e0e\u4ef7\u503c\u90fd\u9690\u85cf\u5728\u201cAI\u667a\u80fd\u201d\u7684\u9ed1\u7bb1\u4e4b\u4e2d\u3002\u9996\u5148\uff0c\u610f\u56fe\u7ea7\u53bb\u91cd\u548c\u60c5\u611f\u5206\u6790\u7684\u6280\u672f\u53ef\u9760\u6027\u662f\u57fa\u77f3\u3002\u7528\u6237\u5c16\u9510\u5730\u63d0\u95ee\uff1a\u5982\u4f55\u533a\u5206\u8868\u9762\u76f8\u540c\u4f46\u6839\u6e90\u4e0d\u540c\u7684\u53cd\u9988\uff1f\u5982\u4f55\u5904\u7406\u60c5\u7eea\u5316\u7684\u62b1\u6028\uff1f\u8fd9\u8003\u9a8c\u7684\u4e0d\u662f\u7b80\u5355\u7684\u6587\u672c\u5339\u914d\uff0c\u800c\u662f\u5bf9\u4e1a\u52a1\u4e0a\u4e0b\u6587\u548c\u7528\u6237\u771f\u5b9e\u9700\u6c42\u7684\u7406\u89e3\u6df1\u5ea6\u3002\u5176\u6b21\uff0c\u5176\u8bd5\u56fe\u7528\u201c\u7528\u6237\u4ef7\u503c\u6743\u91cd\u201d\uff08\u5982MRR\uff09\u6765\u7ea0\u6b63\u201c\u6c11\u4e3b\u6295\u7968\u201d\u7684\u5f0a\u7aef\uff0c\u662f\u4e00\u4e2a\u6b63\u786e\u7684\u65b9\u5411\uff0c\u4f46\u8fd9\u4f9d\u8d56\u4e8e\u5ba2\u6237\u6570\u636e\u4f53\u7cfb\u7684\u5b8c\u6574\u6027\u548c\u51c6\u786e\u6027\uff0c\u53ef\u80fd\u6210\u4e3a\u4e2d\u5c0f\u56e2\u961f\u7684\u4f7f\u7528\u95e8\u69db\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6241\u5e73\u5316\u5b9a\u4ef7\u662f\u806a\u660e\u7684\u589e\u957f\u7b56\u7565\uff0c\u5728\u666e\u904d\u6309\u5e2d\u4f4d\u6536\u8d39\u7684\u8d5b\u9053\u4e2d\u964d\u4f4e\u4e86\u51b3\u7b56\u6210\u672c\uff0c\u4f46\u9700\u8b66\u60d5\u5176\u662f\u5426\u80fd\u652f\u6491\u8d77\u6301\u7eed\u7684\u9ad8\u8d28\u91cfAI\u5904\u7406\u6210\u672c\u3002\u4ea7\u54c1\u6700\u5927\u7684\u98ce\u9669\u5728\u4e8e\u53ef\u80fd\u9677\u5165\u201c\u4e2d\u95f4\u9677\u9631\u201d\uff1a\u5bf9\u4e8e\u6781\u7b80\u56e2\u961f\uff0c\u624b\u52a8\u5904\u7406\u6216\u8bb8\u591f\u7528\uff1b\u5bf9\u4e8e\u8d85\u5927\u578b\u4f01\u4e1a\uff0c\u590d\u6742\u7684\u53cd\u9988\u6cbb\u7406\u6d41\u7a0b\u53c8\u53ef\u80fd\u8d85\u51fa\u5176\u5f53\u524d\u80fd\u529b\u3002\u5b83\u7684\u6210\u529f\u5c06\u53d6\u51b3\u4e8e\u5176AI\u80fd\u5426\u5728\u591a\u6837\u5316\u7684\u5b9e\u9645\u573a\u666f\u4e2d\u6301\u7eed\u3001\u7a33\u5b9a\u5730\u4ea4\u4ed8\u201c\u663e\u800c\u6613\u89c1\u7684\u667a\u80fd\u201d\uff0c\u771f\u6b63\u8ba9\u56e2\u961f\u611f\u5230\u201c\u518d\u4e5f\u56de\u4e0d\u53bb\u201d\uff0c\u800c\u4e0d\u662f\u6210\u4e3a\u53e6\u4e00\u4e2a\u9700\u8981\u88ab\u7ba1\u7406\u7684\u5de5\u5177\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6700\u7ec8\uff0cProductBridge\u5356\u7684\u662f\u4e00\u79cd\u201c\u786e\u5b9a\u6027\u201d\u2014\u2014\u786e\u5b9a\u6ca1\u6709\u91cd\u590d\u5de5\u4f5c\uff0c\u786e\u5b9a\u4f18\u5148\u7ea7\u6709\u636e\u53ef\u4f9d\uff0c\u786e\u5b9a\u7528\u6237\u80fd\u88ab\u542c\u89c1\u3002\u5982\u679c\u5b83\u80fd\u5151\u73b0\u627f\u8bfa\uff0c\u5176\u4ef7\u503c\u5c06\u8fdc\u8d85\u5de5\u5177\u672c\u8eab\uff0c\u800c\u6210\u4e3a\u4ea7\u54c1\u51b3\u7b56\u7684\u795e\u7ecf\u4e2d\u67a2\u3002\u4f46\u76ee\u524d\uff0c\u5b83\u4ecd\u9700\u5728\u771f\u5b9e\u4e16\u754c\u7684\u590d\u6742\u4e0e\u6df7\u4e71\u4e2d\uff0c\u8bc1\u660e\u5176AI\u7684\u6210\u719f\u5ea6\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\">ProductBridge<\/span>\n <\/div>\n<div class=\"comment-content\">Your feedback is everywhere \u2014 Slack threads, Intercom support tickets, review sites, DMs. ProductBridge’s AI agent collects it all automatically, organizes it, deduplicates, and helps your team ship what users actually want. Users request features, upvote, and watch ideas move through your public roadmap. Teams prioritize with data, publish changelogs, and auto-notify users when their feature ships. One platform. Complete feedback loop. Flat pricing. No seat fees. No surprises. Ever.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! \ud83d\udc4b<\/p>\n<p>We built ProductBridge because we were drowning in our own feedback.<\/p>\n<p>Slack threads, Intercom tickets, G2 reviews, Trustpilot, customer calls \u2014 feedback was everywhere, but our roadmap decisions felt like guesswork. We’d miss patterns, duplicate effort, and users never knew what happened to their ideas. Sound familiar?<\/p>\n<p>So we built an AI-agentic feedback platform that:<\/p>\n<p>\ud83d\udd04 Collects automatically from Intercom, Slack, Trustpilot, G2, ProductHunt & more<br \/>\n\ud83e\udde0 Organizes with AI \u2014 categories, deduplication, sentiment scoring, trend analysis<br \/>\n\ud83d\uddfa\ufe0f Roadmap built on data \u2014 prioritize by user demand, not gut feel<br \/>\n\ud83d\ude80 Auto-changelog \u2014 AI writes your changelog entry when you ship<br \/>\n\ud83d\udce3 Closes the loop \u2014 users get notified the moment their requested feature ships<\/p>\n<p>You don’t need multiple tools. Setup takes under 30 minutes.<\/p>\n<p>And then there’s the pricing.<br \/>\nStarts at $24\/mo. Flat. No per-seat fees. No feature unlocks. No bill shock.<\/p>\n<p>Try ProductBridge now!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>38<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hareesh_vemasani\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hareesh_vemasani<\/a> Interesting space especially around how users move from landing into actually setting things up.<\/p>\n<\/p>\n<p>With tools like this, that first setup moment usually determines whether people follow through or drop off.<\/p>\n<\/p>\n<p>Have you noticed if users tend to complete that initial flow smoothly, or is there some hesitation early on?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@hareesh_vemasani\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hareesh_vemasani<\/a> Looks super promising, Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hareesh_vemasani\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hareesh_vemasani<\/a> The dedup at intent level makes sense for structured feedback. But what about the edge case where two users describe the same surface behavior but for completely different underlying reasons — one wants it for compliance, another for UX? Does the AI group those together or keep them separate?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Happy launch team! Quick question: How do you handle context and prioritization when aggregating feedback from so many different sources? For example, how do you distinguish between loud but low-impact requests and signals that actually represent broader customer demand, and how reliable is the deduplication when similar feedback is phrased differently across channels?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>16<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks for the kind words, and great questions,<a href=\"https:\/\/www.producthunt.com\/@davitausberlin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@davitausberlin<\/a><\/p>\n<\/p>\n<p><strong>On prioritization<\/strong>: we don’t just count votes. Every user in ProductBridge can be tagged with properties \u2014 like the MRR they bring in, their plan type, or any custom attribute. So when feedback comes in, you’re not just seeing how many people asked \u2014 you’re seeing the weight behind who asked. A request from 3 high-MRR customers can and should outrank 20 requests from free users.<\/p>\n<\/p>\n<p><strong>On dedup across channels<\/strong>: we use advanced RAG + LLM, so matching happens at the intent level, not keyword level. And the AI already knows your full context \u2014 knowledge base, existing feedback, roadmap, and changelog. So the same problem phrased differently across Slack, Intercom, and email gets grouped correctly.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>15<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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! But how is it different from, say, ProductBoard, Canny, airfocus, and the likes?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>15<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks <a href=\"https:\/\/www.producthunt.com\/@janeph\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@janeph<\/a>! Great question.<\/p>\n<p>ProductBoard, Canny, airfocus \u2014 they’re solid tools. But they’re mostly built around manually organizing feedback. You still do a lot of the heavy lifting.<\/p>\n<\/p>\n<p>We’re built AI-first, from the ground up. Here’s what that looks like in practice:<\/p>\n<\/p>\n<p>\u2014 When someone submits feedback, AI flags similar posts in real time before it’s even created<\/p>\n<p>\u2014 Incoming feedback gets auto-tagged and categorized, no manual sorting<\/p>\n<p>\u2014 When feedback comes in from Slack, Intercom, or support tickets, AI deduplicates it against everything already in your knowledgebase, feedback boards, roadmap, and changelog<\/p>\n<p>\u2014 When you ship, AI writes your changelog for you<\/p>\n<\/p>\n<p>The goal is simple: your team should never have to deal with a duplicate request, a messy board, or a blank changelog again. That’s the gap we’re filling.<\/p>\n<\/p>\n<p>And flat pricing. Whole team, no per seat pricing, no surprises. Ever. \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>14<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 “closing the loop” part is what I care about most here. We’ve tried a couple feedback tools before and the collection part is usually fine, but actually telling users “hey we shipped the thing you asked for” always falls through the cracks.<\/p>\n<p>$24\/mo flat is solid too. Most tools in this space charge per seat which gets painful fast when you want the whole team to have access.<\/p>\n<p>How does the AI handle feedback that’s more of a rant vs an actual feature request though? That’s always been the tricky part for us.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>15<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mihir_kanzariya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mihir_kanzariya<\/a> The loop-closing problem is exactly why we built the changelog + notifications the way we did \u2014 it’s automatic. Ship a feature, every user who asked gets notified. Zero manual effort.<\/p>\n<\/p>\n<p>On rants: the AI reads the frustration and pulls out the real problem underneath. Actionable signal, not noise.<\/p>\n<p>And yes \u2014 flat pricing, whole team, no surprises unlike most of the feedback management platforms out there.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>16<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! How does ProductBridge handle conflicting signals? (example: when a feature is largely recommended by free users but paying customers never mention it). Does AI score accounts by revenue impact, or is prioritization purely vote-based?<\/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\">\n<p>Thanks for the support, <a href=\"https:\/\/www.producthunt.com\/@alina_petrova3\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"alina_petrova3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alina_petrova3<\/a> <\/p>\n<\/p>\n<p>Pure vote counts are honestly one of the most misleading signals in product.<\/p>\n<\/p>\n<p>ProductBridge is not just vote-based. When you collect feedback, you can attach user properties like MRR or revenue to each user. So when a feature gets 50 votes from free users and very few votes from your top paying customers, you see that context clearly \u2014 and can weigh it accordingly.<\/p>\n<\/p>\n<p>The goal is to make sure your roadmap reflects business impact, not just headcount. As a product manager, you can sort by both upvotes and revenue to make better decisions. \ud83d\ude4c<\/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<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@hareesh_vemasani hey<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>One of my biggest challenges with customer feedback is trying to filter out which ones were real feedback and which ones were from bots\/fake. Are there ways that ProductBridge help with this?<\/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\">\n<p>Great question <a href=\"https:\/\/www.producthunt.com\/@lienchueh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lienchueh<\/a> \u2014 and a real problem more teams face than they admit.<\/p>\n<\/p>\n<p>Our AI is trained to tell the difference between genuine feedback and noise \u2014 bots, spam, or just random chatter that sneaked in. In most cases it flags and filters automatically. When it’s not confident enough to decide on its own, it puts it in a manual review queue so nothing gets wrongly discarded.<\/p>\n<\/p>\n<p>So your board stays clean without you having to babysit every submission. \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>15<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 collect client feedback across several channels at once \u2014 and deduplication is what interests me most. The same request often arrives three times, worded differently, and it’s hard to tell if it’s one problem or three. How does ProductBridge decide two pieces of feedback actually belong together?<\/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>Great question <a href=\"https:\/\/www.producthunt.com\/@klara_minarikova\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"klara_minarikova\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@klara_minarikova<\/a> \u2014 this is core to how ProductBridge works.<\/p>\n<\/p>\n<p>We use advanced RAG + LLM to match feedback by intent, not just wording. But the real differentiator is context \u2014 our AI already knows your full board. Knowledgebase, existing feedback posts, what’s on your roadmap, what you’ve already shipped in the changelog.<\/p>\n<\/p>\n<p>So if someone requests something you launched 2 months ago, it knows. If 3 people describe the same problem differently, it groups them.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! <a href=\"https:\/\/www.producthunt.com\/@hareesh_vemasani\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"hareesh_vemasani\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hareesh_vemasani<\/a> <a href=\"https:\/\/www.producthunt.com\/@rohithreddy\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"rohithreddy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohithreddy<\/a> <br \/>Honestly, this is something most teams just deal with instead of solving.<br \/>Feedback keeps coming in, but it rarely turns into clear product decisions.<\/p>\n<p>Really like how you\u2019ve made it more structured and usable.<\/p>\n<p>Curious, what kind of feedback patterns surprised you the most so far?<\/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>Thank you so much! \ud83d\ude4c <a href=\"https:\/\/www.producthunt.com\/@bhavyasree\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"bhavyasree\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bhavyasree<\/a> <\/p>\n<\/p>\n<p>Biggest surprise: teams discovering that the same problem had been reported 12+ times \u2014 just never connected. Different words, different channels, different teammates receiving it. Once it’s all in one place, the priorities become obvious really fast.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great work <a href=\"https:\/\/www.producthunt.com\/@hareesh_vemasani\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"hareesh_vemasani\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hareesh_vemasani<\/a> \ud83d\udc4creally love how you\u2019ve tackled such a real and messy problem. As someone working in growth and SEO, I\u2019ve seen how scattered feedback across channels often leads to weak prioritization and missed insights. What stands out here is the full loop from collecting feedback to actually closing it with users through changelogs and notifications, that\u2019s where real trust and retention are built. Also the flat pricing is a smart move in a space crowded with seat based models. Curious to see how it performs at scale, but this looks genuinely useful for product teams…<\/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>Thank you so much \u2014 this genuinely means a lot! \ud83d\ude4c<a href=\"https:\/\/www.producthunt.com\/@satyaranjan1999\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@satyaranjan1999<\/a><\/p>\n<\/p>\n<p>The closed loop is what we’re most proud of. Collecting feedback is easy. Making users feel heard is the hard part \u2014 and that’s where retention actually lives.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>really like this because feedback usually ends up scattered everywhere and teams lose a lot of time just trying to piece it together. the closed-loop part stood out to me since users rarely know what happened after sharing feedback. which source is giving you the most valuable insights so far: support tickets, reviews, or slack conversations?<\/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\/@nayan_surya98\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nayan_surya98<\/a> Thank you! \ud83d\ude4c<\/p>\n<\/p>\n<p>Honestly, support tickets tend to have the richest signal. Written when someone is stuck, so the pain is real and specific. Slack catches things early. Reviews are good for sentiment but rarely actionable on their own.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Hey Hareesh, congrats on the launch! Interesting tool solving a real problem. <\/p>\n<p>Question: Feedback online is highly skewed and biased (as it takes particular types of personas to post, with no proper way to ‘control’ via experimental design). Is a product roadmap built on online feedback the best path forward for builders?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@harryzhangs\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@harryzhangs<\/a> Thanks for the support! and honestly, it’s a fair challenge!<\/p>\n<\/p>\n<p>ProductBridge helps in two ways: user tagging with MRR and revenue data means you weigh who’s asking, not just how many. And pulling from multiple channels \u2014 tickets, Slack, emails \u2014 broadens the signal beyond just the people who bother to post.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">Good luck with your launch guys!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thank you so much <a href=\"https:\/\/www.producthunt.com\/@dmitry_zakharov_ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dmitry_zakharov_ai<\/a>! Means a lot \ud83d\ude80\ud83e\udd1d<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I like the direction of the product. As a PM, I always use Dovetail to aggregate user reviews from different channels. But the “feature brainstorming” and “prioritization” part I do with my co-pilot, but it’s a second surface (outside Dovetail) so I have to switch between them. Kudos for solving these problems as I see it and both important parts can be done with the same tool.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Bringing feedback from multiple channels into one place and actually turning it into roadmap decisions sounds really useful. I like the focus on closing the loop with users after features ship. How does ProductBridge detect and merge duplicate feedback across different sources without losing important context?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! <\/p>\n<p>Quick one: Most feedback tools assume users know what they want and can express it clearly, but that’s rarely true for non-technical users. What does your product do when the feedback is vague, emotional, or indirect? How do you turn ‘this is confusing’ into an actionable roadmap item?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Love the Idea behind Product Bridge \ud83d\udc4d<\/p>\n<p>Great work to the team!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sukhmani_kaur123\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sukhmani_kaur123<\/a>Thank you so much for the support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great product which solves a real pain point! Congratulations on your launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@avz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@avz<\/a> Thank you so much for the support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congrats on the launch, team! I saw the ability for users to add context to their request but are teams able to directly follow up for user interviews? Also can teams invite users to try beta versions based on their feedback\/requests?<\/div>\n<div class=\"comment-actions\">\n<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\/@artsci00\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@artsci00<\/a> Thank you! Great questions.<\/p>\n<\/p>\n<p>Teams can directly chat with users on the feedback post itself. The user gets notified via email, so the conversation actually happens. You can dig deeper, ask follow-up questions, or invite them for a user interview \u2014 all in context of the feedback they submitted.<\/p>\n<\/p>\n<p>And once a feature is built, you can reach back out on the same thread, let them know it’s ready, and invite them to try it out. The whole conversation lives in one place from request to resolution.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>How does the deduplication work when users describe the same issue in completely different words? Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@borrellr_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@borrellr_<\/a> Thanks! \ud83d\ude4c<\/p>\n<\/p>\n<p>Our dedup works at the intent level, not keywords. We use advanced RAG + LLM, so “the app is slow” and “keeps timing out” get grouped correctly even though they share zero common words.<\/p>\n<\/p>\n<p>The AI also has full context \u2014 your existing feedback, roadmap, and changelog \u2014 so it’s matching against everything, not just other incoming posts. And nothing merges without your review. \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a very interesting idea. In our business, we receive a lot of feedback from multiple channels that never really gets processed as data as such, so this idea could actually be relevant, but I have a couple of doubts that came to mind:<\/p>\n<p>The actionable insights sound great, but how does the app process contradictory feedback from clients to decide which side to lean to? Is there a process of prioritizing certain types of feedback over others? It would be super interesting to get a bit more info about this.<\/p>\n<p>Anyways, congratulations for the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@carlos_alfredo_davila_aguilar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@carlos_alfredo_davila_aguilar<\/a> Thank you! Really glad it resonates.<\/p>\n<\/p>\n<p>On contradictory feedback: ProductBridge doesn’t pick a side automatically. Instead it shows you the full picture \u2014 how many people said what, and who they are. That context is what helps you make the call.<\/p>\n<\/p>\n<p>On prioritization: it’s not just vote counts. You can tag users with properties like MRR or plan type. So if 10 free users want one thing and 3 paying customers want the opposite, you can see that clearly and decide what actually matters for your business.<\/p>\n<\/p>\n<p>The goal is to give you better information. \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Feedbacks are like goldmine, just curious how will ProductBridge will filter out feedbacks from tons of other contents. Congratulations on the launch. This looks a great product that will genuinely help businesses.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@bhu_1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bhu_1<\/a> Love that analogy \u2014 goldmine is exactly right. The problem is most teams are digging with their bare hands! \ud83d\ude42<\/p>\n<\/p>\n<p>ProductBridge uses AI to separate real feedback from noise at every step. When feedback comes in from any channel \u2014 Slack, support tickets, emails \u2014 the AI classifies it automatically. Duplicates get grouped.<\/p>\n<\/p>\n<p>What’s left is clean, structured, actionable signal. No manual sorting needed. \ud83d\ude4c Thank you for the kind words!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the launch \ud83c\udf89 \ud83c\udf89 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@shubham_pratap\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shubham_pratap<\/a> Really appreciate that! Thanks for the support! \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>a great product <a href=\"https:\/\/www.producthunt.com\/@hareesh_vemasani\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"hareesh_vemasani\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hareesh_vemasani<\/a> and team. much needed today!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@srikanth_ravinutala\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@srikanth_ravinutala<\/a> Really appreciate that! \ud83d\ude80 Feedback chaos is something every product team deals with and just… accepts.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">great to something like this coming to help founders manage better product 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ishwarjha\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ishwarjha<\/a> Thank you! \ud83d\ude80 This is exactly who we built it for. Founders shouldn’t be spending time piecing together feedback from 5 different places \u2014 they should be building. Hope it helps! \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Excellent looking app for building a customer feedback loop & offering transparency! <\/p>\n<\/p>\n<p>Congrats on the launch! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@anthony_latona\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anthony_latona<\/a> Thank you so much! \ud83d\ude4c Transparency is at the heart of what we built \u2014 users deserve to know their feedback actually went somewhere. Really appreciate the kind words on launch day! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 for the support,<a href=\"https:\/\/www.producthunt.com\/@madalina_barbu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@madalina_barbu<\/a> \ud83c\udf89 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Feedback is everywhere \u2014 support tickets, Slack, emails, user calls, but turning it into <strong>clear, actionable insights<\/strong> is still a big challenge for most teams.<\/p>\n<\/p>\n<p>ProductBridge seems to be tackling exactly that gap. If done well, this could really help teams prioritize better and build what users actually need.<\/p>\n<\/p>\n<p>Curious, how does ProductBridge handle <strong>deduplicating and prioritizing feedback across different sources?<\/strong><\/p>\n<\/p>\n<p>Congrats on the launch and excited to see how this evolves \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Thank you, <a href=\"https:\/\/www.producthunt.com\/@dharmikp1908\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dharmikp1908<\/a>! \ud83d\ude4c You’ve described the problem perfectly.<\/p>\n<\/p>\n<p><strong>On dedup<\/strong>: we use advanced RAG + LLM, so matching happens at the intent level, not keywords. The AI already knows your full context \u2014 knowledgebase, existing feedback boards, roadmap, and changelog. So the same problem coming in from Slack, a support ticket, and an email gets grouped correctly, even if the wording is completely different.<\/p>\n<\/p>\n<p><strong>On prioritization<\/strong>: it’s not just vote counts. Users can be tagged with properties like MRR and revenue tier, so you’re always seeing who is asking, not just how many. <\/p>\n<\/p>\n<p>Really excited to build this out further \u2014 appreciate the support! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! The closed-loop piece, auto-notifying users when their feature ships, is something most feedback tools completely ignore. Smart move on flat pricing too. Rooting for you guys<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@david_jeremiah2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@david_jeremiah2<\/a> Thank you so much. Appreciate your support! \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#2<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/W6MILE5FBCMQDM\" class=\"app-title\">AdsTurbo<\/a><\/p>\n<div class=\"one-liner\">Create ads with AI actors that look truly human<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">336<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>AdsTurbo\u662f\u4e00\u6b3eAI\u89c6\u9891\u5e7f\u544a\u751f\u6210\u5de5\u5177\uff0c\u901a\u8fc7\u4f7f\u7528\u57fa\u4e8e\u771f\u5b9e\u521b\u4f5c\u8005\u8bad\u7ec3\u7684AI\u6570\u5b57\u4eba\u6f14\u5458\uff0c\u5728\u7535\u5546\u8425\u9500\u3001\u793e\u5a92\u5e7f\u544a\u7b49\u573a\u666f\u4e2d\uff0c\u89e3\u51b3\u4e86AI\u751f\u6210\u5e7f\u544a\u5185\u5bb9\u8868\u60c5\u50f5\u786c\u3001\u7f3a\u4e4f\u771f\u4eba\u611f\u3001\u4ece\u800c\u635f\u5bb3\u7528\u6237\u4fe1\u4efb\u4e0e\u8f6c\u5316\u7387\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c1f80108-2d39-432d-9957-8750b90bffb6.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\/9fb6022a-556f-49e5-887e-1c0c5b1691b5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/002884af-db07-47ab-9e4c-1431801b64e5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fbd0ba5f-9960-4785-afd9-d1840f6f241d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3598d826-7f82-4b91-88f4-7566b5f7da17.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/963e4b49-3f2c-479e-afeb-655d1ffbce97.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/af52ae8f-6e68-46e0-aab9-4b13d896cbec.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">Advertising<\/span><br \/>\n <span class=\"tag\">Video<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u89c6\u9891\u751f\u6210<\/span><br \/>\n <span class=\"tag\">AI\u6570\u5b57\u4eba<\/span><br \/>\n <span class=\"tag\">\u5e7f\u544a\u7d20\u6750<\/span><br \/>\n <span class=\"tag\">UGC\u98ce\u683c<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u521b\u610f\u6d4b\u8bd5<\/span><br \/>\n <span class=\"tag\">\u6027\u80fd\u8425\u9500<\/span><br \/>\n <span class=\"tag\">AI\u5e7f\u544a\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u89c6\u9891\u5236\u4f5c<\/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>\u7528\u6237\u53cd\u9988\u96c6\u4e2d\u4e8e\u51e0\u4e2a\u6838\u5fc3\u95ee\u9898\uff1aAI\u751f\u6210\u5185\u5bb9\u7684\u771f\u5b9e\u611f\u4e0e\u4f26\u7406\uff08\u5982\u521b\u4f5c\u8005\u6388\u6743\uff09\u3001\u4e0e\u7ade\u54c1\uff08\u5982HeyGen\uff09\u7684\u5dee\u5f02\u5316\u3001API\u96c6\u6210\u53ef\u80fd\u6027\u3001\u54c1\u724c\u97f3\u8c03\u4e0e\u6f14\u5458\u8868\u73b0\u7684\u81ea\u5b9a\u4e49\u80fd\u529b\uff0c\u4ee5\u53ca\u5ba2\u6237\u5bf9\u201c\u5047\u5185\u5bb9\u201d\u7684\u54c1\u724c\u98ce\u9669\u62c5\u5fe7\u3002\u5efa\u8bae\u5305\u62ec\u589e\u52a0\u5206\u955c\u5934\u5ba1\u6838\u6d41\u7a0b\u4ee5\u63d0\u9ad8\u5ba2\u6237\u63a5\u53d7\u5ea6\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 AdsTurbo\u5207\u5165\u4e86\u4e00\u4e2a\u7cbe\u51c6\u4e14\u65e5\u76ca\u62e5\u6324\u7684\u8d5b\u9053\uff1a\u7528AI\u751f\u6210\u201c\u4ee5\u5047\u4e71\u771f\u201d\u7684\u8425\u9500\u5185\u5bb9\u3002\u5176\u5ba3\u79f0\u7684\u6838\u5fc3\u4ef7\u503c\u2014\u2014\u901a\u8fc7\u57fa\u4e8e\u771f\u4eba\u8bad\u7ec3\u7684AI\u6f14\u5458\u6d88\u9664\u201cAI\u5473\u201d\u2014\u2014\u76f4\u51fb\u5f53\u524dAI\u89c6\u9891\u751f\u6210\u5728\u8425\u9500\u5e94\u7528\u4e2d\u7684\u6700\u5927\u547d\u95e8\uff1a\u4fe1\u4efb\u8d64\u5b57\u3002\u7136\u800c\uff0c\u8fd9\u6070\u6070\u4e5f\u662f\u5176\u6700\u5927\u7684\u98ce\u9669\u4e0e\u4e89\u8bae\u6240\u5728\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7684\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u4ec5\u4ec5\u662f\u6280\u672f\u4e0a\u7684\u201c\u66f4\u903c\u771f\u201d\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u5c06\u201c\u903c\u771f\u201d\u5de5\u4e1a\u5316\u3001\u89c4\u6a21\u5316\uff0c\u6210\u4e3a\u53ef\u6d4b\u8bd5\u3001\u53ef\u590d\u5236\u7684\u5e7f\u544a\u7d20\u6750\u751f\u4ea7\u7ebf\u3002\u5b83\u7784\u51c6\u7684\u4e0d\u662f\u53d6\u4ee3\u6240\u6709\u89c6\u9891\u5236\u4f5c\uff0c\u800c\u662f\u6027\u80fd\u8425\u9500\u4e2d\u90a3\u4e2a\u6700\u8017\u65f6\u7684\u73af\u8282\uff1a\u5feb\u901f\u751f\u4ea7\u5927\u91cf\u7528\u4e8eA\/B\u6d4b\u8bd5\u7684UGC\u98ce\u683c\u89c6\u9891\u53d8\u4f53\u3002\u4ece\u8fd9\u4e2a\u89d2\u5ea6\u770b\uff0c\u5b83\u4e0eHeyGen\u7b49\u901a\u7528\u578b\u6570\u5b57\u4eba\u5de5\u5177\u5f62\u6210\u4e86\u573a\u666f\u5316\u5dee\u5f02\uff0c\u540e\u8005\u66f4\u504f\u5411\u6f14\u793a\u4e0e\u6c9f\u901a\uff0c\u800cAdsTurbo\u5219\u6df1\u5ea6\u7ed1\u5b9a\u201c\u5e7f\u544a\u8f6c\u5316\u201d\u8fd9\u4e00\u5177\u4f53\u76ee\u6807\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u8bc4\u8bba\u4e2d\u66b4\u9732\u7684\u62c5\u5fe7\u6781\u4e3a\u6df1\u523b\u3002\u5176\u4e00\uff0c\u4f26\u7406\u5730\u57fa\u662f\u5426\u7262\u56fa\uff1f\u5373\u4fbf\u83b7\u5f97\u4e86\u521b\u4f5c\u8005\u6388\u6743\uff0c\u5176AI\u6a21\u578b\u5bf9\u771f\u4eba\u8868\u60c5\u3001\u59ff\u6001\u7684\u201c\u5b66\u4e60\u201d\u4e0e\u518d\u521b\u9020\uff0c\u5728\u54c1\u724c\u5b89\u5168\u81f3\u4e0a\u7684\u5e7f\u544a\u4e3b\u773c\u4e2d\uff0c\u4ecd\u662f\u6f5c\u5728\u7684\u98ce\u9669\u70b9\u3002\u5176\u4e8c\uff0c\u201c\u903c\u771f\u201d\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002\u5f53AI\u6f14\u5458\u903c\u771f\u5230\u8db3\u4ee5\u6df7\u6dc6\u89c6\u542c\uff0c\u5374\u672a\u88ab\u660e\u786e\u6807\u8bc6\u65f6\uff0c\u53ef\u80fd\u5f15\u53d1\u6d88\u8d39\u8005\u53cd\u5f39\uff0c\u957f\u8fdc\u635f\u5bb3\u54c1\u724c\u4fe1\u4efb\u3002\u8fd9\u8981\u6c42\u4ea7\u54c1\u5fc5\u987b\u5728\u201c\u900f\u660e\u201d\u4e0e\u201c\u4ee5\u5047\u4e71\u771f\u201d\u4e4b\u95f4\u627e\u5230\u5e73\u8861\uff0c\u800c\u76ee\u524d\u5176\u7b56\u7565\u4f3c\u4e4e\u66f4\u503e\u5411\u4e8e\u540e\u8005\u3002\n <\/p>\n<p class=\"ai-content\">\n \u66f4\u5173\u952e\u7684\u662f\uff0c\u5b83\u8bd5\u56fe\u89e3\u51b3\u7684\u201c\u5ba2\u6237\u5ba1\u6279\u98ce\u9669\u201d\u53ef\u80fd\u6bd4\u6280\u672f\u95ee\u9898\u66f4\u96be\u903e\u8d8a\u3002\u5e7f\u544a\u662f\u54c1\u724c\u4eba\u683c\u7684\u5ef6\u4f38\uff0c\u8d44\u6df1\u8bc4\u8bba\u8005\u6307\u51fa\u7684\u201c\u5206\u955c\u5934\u5ba1\u6838\u6d41\u7a0b\u201d\u9700\u6c42\uff0c\u63ed\u793a\u4e86\u6838\u5fc3\u77db\u76fe\uff1aAI\u63d0\u5347\u4e86\u751f\u4ea7\u6548\u7387\uff0c\u4f46\u5c06\u54c1\u724c\u654f\u611f\u5ea6\u4e0e\u5ba1\u7f8e\u5224\u65ad\u201c\u81ea\u52a8\u5316\u201d\u5374\u5f02\u5e38\u56f0\u96be\u3002AdsTurbo\u7684\u6210\u8d25\uff0c\u6216\u8bb8\u4e0d\u5728\u4e8e\u5176AI\u6f14\u5458\u662f\u5426\u8db3\u591f\u50cf\u4eba\uff0c\u800c\u5728\u4e8e\u5176\u5de5\u4f5c\u6d41\u80fd\u5426\u878d\u5165\u5e76\u5b89\u629a\u54c1\u724c\u65b9\u90a3\u9897\u5bf9\u201c\u5931\u63a7\u201d\u5145\u6ee1\u8b66\u60d5\u7684\u5fc3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u56e0\u6b64\uff0cAdsTurbo\u7684\u4ef7\u503c\u547d\u9898\u9700\u8981\u88ab\u91cd\u65b0\u5ba1\u89c6\uff1a\u5b83\u6216\u8bb8\u4e0d\u662f\u201c\u5b8c\u7f8e\u4eba\u7c7b\u6a21\u62df\u5668\u201d\uff0c\u800c\u662f\u4e00\u4e2a\u201c\u9ad8\u6548\u521b\u610f\u5047\u8bbe\u9a8c\u8bc1\u5668\u201d\u3002\u5b83\u7684\u672a\u6765\u4e0d\u5728\u4e8e\u5b8c\u5168\u53d6\u4ee3\u771f\u4eba\u62cd\u6444\uff0c\u800c\u5728\u4e8e\u6210\u4e3a\u8425\u9500\u56e2\u961f\u5feb\u901f\u63a2\u7d22\u521b\u610f\u65b9\u5411\u3001\u964d\u4f4e\u6d4b\u8bd5\u6210\u672c\u7684\u6760\u6746\u3002\u82e5\u80fd\u5728\u6b64\u5b9a\u4f4d\u4e0a\u6df1\u8015\uff0c\u5e76\u6784\u5efa\u8d77\u5408\u89c4\u3001\u900f\u660e\u3001\u53ef\u63a7\u7684\u534f\u4f5c\u4f53\u7cfb\uff0c\u5176\u751f\u5b58\u7a7a\u95f4\u5c06\u66f4\u4e3a\u7a33\u56fa\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u53e6\u4e00\u4e2a\u5728\u201c\u6050\u6016\u8c37\u201d\u8fb9\u7f18\u5f98\u5f8a\u7684\u6280\u672f\u5947\u89c2\uff0c\u96be\u4ee5\u83b7\u5f97\u4e3b\u6d41\u54c1\u724c\u5e02\u573a\u7684\u771f\u6b63\u62e5\u62b1\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\">AdsTurbo<\/span>\n <\/div>\n<div class=\"comment-content\">AdsTurbo AI creates UGC-style video ads using AI Talking Actors trained on real creators\u2014so expressions, gestures, and delivery look natural instead of \u201cobvious AI.\u201d Generate on-camera performances fast, test more creatives, and scale ad production without losing the human feel that builds trust and drives conversions.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Product Hunt! \ud83d\udc4b<\/p>\n<\/p>\n<p>I\u2019m Oscar, co-founder of <a href=\"https:\/\/www.adsturbo.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">AdsTurbo AI.<\/a><\/p>\n<\/p>\n<p>After years in video production and digital marketing, we kept seeing the same gap: AI made ads faster to produce, but most outputs still felt synthetic\u2014<strong>flat expressions, stiff delivery, and that \u201cAI vibe\u201d that hurts trust.<\/strong><\/p>\n<\/p>\n<p>So we built <a href=\"https:\/\/www.adsturbo.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">AdsTurbo AI <\/a>around<strong> AI Talking Actors trained on real creators<\/strong>\u2014real expressions, gestures, speaking rhythm, and on-camera presence\u2014so the result feels closer to <strong>real UGC and real ad performance.<\/strong><\/p>\n<\/p>\n<p>What you can do with <a href=\"https:\/\/www.adsturbo.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">AdsTurbo<\/a> today:<\/p>\n<ul>\n<li>\n<p><strong>Create UGC-style video ads<\/strong> with more natural, believable actors<\/p>\n<\/li>\n<li>\n<p><strong>Produce more variations<\/strong> and test creatives faster<\/p>\n<\/li>\n<li>\n<p><strong>Scale production<\/strong> without losing the human feel that helps people stop scrolling<\/p>\n<\/li>\n<\/ul>\n<p>We originally built this for our own ad workflows, and after other marketers and brands asked to use it, we decided to launch publicly.<\/p>\n<\/p>\n<p>Would love your feedback: What\u2019s the hardest part of making high-performing video ads right now\u2014<strong>speed, cost, performance, or \u201clooking real\u201d?<\/strong><\/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\">@oscar_chong1 I would say “looking real” but that would mask the client issue underpinning it. Depending upon the client there can be nervousness about reputational or brand damage from AI generated assets.<br \/>\nIt looks really good as a tool, and I can see the value for creative variant testing and designing briefs etc.<br \/>\nFollowing with interest! Best of luck!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@oscar_chong1 thanks Oscar. Really solid answer<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@oscar_chong1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@oscar_chong1<\/a> congrats to your launch! I guess the “looking real” part is a temporary issue, as technology (including yours) advances super fast. what is key for long term success & acception though, is transparency. nobody likes to be fooled – whether in an ad or in a viral “fake animal x does something incredible” video. AI generated content should ideally be embraced for all the new opportunities and advantages it offers – it should not be “hidden” (and thus ultimatively considered fake) imho. <\/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>I guess it’s obvious, but I wanted to still ask that since you trained it on real creators, and I hope that it was ethically done with their permissions, etc., yes? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zerotox\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zerotox<\/a> hanks for asking \u2014 and yes, absolutely.<\/p>\n<\/p>\n<p>This is something we take very seriously. Our work with real creators is done with permission and through proper agreements, and we\u2019re very mindful about consent, usage rights, and how creator likeness is used.<\/p>\n<\/p>\n<p>For us, this isn\u2019t just a legal question \u2014 it\u2019s a trust question. If we want AI-generated ads to be sustainable, they have to be built in a way that respects the people behind the content.<\/p>\n<\/p>\n<p>Really appreciate you raising this.<\/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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! What\u2019s your key differentiation from Heygen please?<\/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\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jojo_li\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jojo_li<\/a> Thanks JoJo \u2014 really appreciate it.<\/p>\n<\/p>\n<p>I\u2019d say the key difference is that <strong>HeyGen is very strong for avatar\/video communication use cases<\/strong>, while <strong>AdsTurbo is built more specifically for performance marketing and ad creation workflows<\/strong>.<\/p>\n<\/p>\n<p>With AdsTurbo, we\u2019re focused on helping teams:<\/p>\n<ul>\n<li>\n<p>create more <strong>UGC-style ads<\/strong> that feel natural<\/p>\n<\/li>\n<li>\n<p>generate <strong>more creative variations<\/strong> faster<\/p>\n<\/li>\n<li>\n<p>move from <strong>ad inspiration \/ winning patterns to production<\/strong><\/p>\n<\/li>\n<li>\n<p>build assets that are closer to <strong>real ad testing workflows<\/strong>, not just presenter-style videos<\/p>\n<\/li>\n<\/ul>\n<p>So in short: <strong>HeyGen is great for avatar-led video creation<\/strong>, while <strong>AdsTurbo is more focused on creating ad creatives that are meant to perform.<\/strong><\/p>\n<p>Really good question \u2014 and respect to the HeyGen team as well.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch!!<\/p>\n<p>Do you have an API? Looking forward to integrating it into my app!<\/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\/@william_jin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@william_jin<\/a> Thanks William \u2014 really appreciate it!<\/p>\n<\/p>\n<p>Yes, we\u2019re opening API access on our website next Monday. Excited to make AdsTurbo easier to integrate into more apps and workflows.<\/p>\n<\/p>\n<p>Would love to hear what you\u2019re building as well.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations. If there is a demo video for the agent, would love to see. <\/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\/@roopreddy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@roopreddy<\/a> Thanks Roop!<\/p>\n<\/p>\n<p>Yes \u2014 there are demo videos on our website: <a href=\"https:\/\/www.adsturbo.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Adsturbo<\/a>, and we\u2019re planning to add more workflow-focused demos as well.<\/p>\n<p>If there\u2019s a specific part of the agent\/workflow you want to see, let me know \u2014 happy to share more.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch!! <\/p>\n<\/p>\n<p>Where are the top performing ads sourced from? Is it from the ad library of our competitors or the platform curates by itself based on the major industries? <\/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\/@himani_sah1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@himani_sah1<\/a> Thanks Himani \u2014 great question.<\/p>\n<\/p>\n<p>It\u2019s a mix. We source inspiration from publicly available ad examples and broader market signals, then organize and surface them in a way that\u2019s actually useful for marketers by category, industry, and creative angle.<\/p>\n<\/p>\n<p>So it\u2019s not just a raw dump of competitor ads, and it\u2019s not purely manual curation either \u2014 the goal is to help users discover patterns, winning formats, and useful references faster.<\/p>\n<\/p>\n<p>Over time, we\u2019re also working toward making this more structured by major industries and use cases, so people can go from inspiration to production much more efficiently.<\/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>AdsTurbo’s AI Talking Actors are aimed at the right problem. For agency workflows, the bigger hurdle is approval risk, since clients notice fast when one take feels even a little off-brand or uncanny. A shot-level review flow would matter a lot.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>This looks sick, I have been in the ads industry for a while now (9 years) and have been using arcads, bandoffads and also n8n automations to now start using sora and veo3, so this actually looks really sick. Great work man! Would definitely give this a go<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ansh_deb\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ansh_deb<\/a> Thanks Ansh \u2014 really appreciate that, especially coming from someone with deep experience in ads.<\/p>\n<\/p>\n<p>Love that you\u2019ve already been working with tools like Arcads, Bandoff Ads, n8n, Sora, and Veo3 \u2014 that\u2019s exactly the kind of workflow-aware user we built AdsTurbo for.<\/p>\n<\/p>\n<p>We\u2019re opening more access on our website next Monday, and I\u2019d genuinely love for you to try it and let us know what you think. I think your perspective would be super valuable.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>If you don’t mind me asking how much time did you spend on leveraging real creator to train this 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>Interesting approach. Improving realism in AI-generated video ads is a big gap, especially when trust depends on how natural the content feels. The focus on expressions and delivery makes a lot of sense for performance. How customizable are the AI actors in AdsTurbo, can users control tone, pacing, and gestures for different ad styles?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>How do you handle different brand voices across campaigns? Like if a client wants a more serious tone vs a playful one, can the AI actors adapt to that? Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@borrellr_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@borrellr_<\/a> feel like having different company workspace\/context would be a good solution for this<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Are there ways to customize the type of tone or specific messaging that’s used within the ad? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The facial micro-expressions are unsettlingly good – I kept waiting for the uncanny valley to kick in but it never did. Have you tested what happens when you feed it a script with deliberate emotional contradictions (like someone smiling while delivering tragic news)? I’d love to see if the AI can navigate those subtle human inconsistencies that separate convincing from just technically correct.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/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\/F3Q7SOASL6RRRH\" class=\"app-title\">Composer 2 by Cursor<\/a><\/p>\n<div class=\"one-liner\">Fast, token-efficient frontier-level coding model<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">293<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u9762\u5411\u590d\u6742\u3001\u957f\u5468\u671f\u5f00\u53d1\u4efb\u52a1\u7684\u9ad8\u6027\u80fd\u4ee3\u7801\u751f\u6210\u6a21\u578b\uff0c\u4ee5\u6781\u5177\u7ade\u4e89\u529b\u7684\u6210\u672c\u89e3\u51b3\u4e86AI\u7f16\u7a0b\u5de5\u5177\u7cbe\u5ea6\u4e0d\u8db3\u4e0e\u8d39\u7528\u9ad8\u6602\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/aef3ddfc-42fc-4ea0-9283-2326ded0253b.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e2f63b4d-d546-4f9b-bc78-910f43c3d7af.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\/15a5575a-0bdb-4997-a744-a6e0abdf0a69.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/19816ca0-f7ef-4fcb-a4c3-fdd1b6ad2bad.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Development<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4ee3\u7801\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u7f16\u7a0b\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u5927\u8bed\u8a00\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u6210\u672c\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u957f\u5468\u671f\u4efb\u52a1<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6a21\u578b\u5fae\u8c03<\/span><br \/>\n <span class=\"tag\">\u6027\u80fd\u57fa\u51c6<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u63d0\u5347<\/span><br \/>\n <span class=\"tag\">Cursor<\/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\u6027\u80fd\u4e0e\u6027\u4ef7\u6bd4\uff0c\u8ba4\u4e3a\u5176\u5ab2\u7f8eClaude Opus\u4f46\u66f4\u4fbf\u5b9c\u5feb\u901f\u3002\u6838\u5fc3\u5173\u6ce8\u70b9\u5728\u4e8e\u5176\u201c\u957f\u5468\u671f\u63a8\u7406\u201d\u80fd\u529b\u5728\u5b9e\u9645\u591a\u6587\u4ef6\u3001\u5927\u578b\u4ee3\u7801\u5e93\u91cd\u6784\u4e2d\u7684\u771f\u5b9e\u8868\u73b0\uff0c\u8d28\u7591\u5176\u80fd\u5426\u4fdd\u6301\u5168\u5c40\u4e00\u81f4\u6027\u3002\u53e6\u6709\u7528\u6237\u63d0\u53ca\u5176\u5bf9Kimi 2.5\u6a21\u578b\u7684\u5fae\u8c03\u57fa\u7840\u53ca\u5185\u5b58\u5360\u7528\u95ee\u9898\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Composer 2\u7684\u53d1\u5e03\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u6b21\u6a21\u578b\u5347\u7ea7\uff0c\u4e0d\u5982\u8bf4\u662fCursor\u5bf9\u5176\u201c\u6a21\u578b+\u7f16\u8f91\u5668\u201d\u4e00\u4f53\u5316\u6218\u7565\u7684\u4e00\u6b21\u5173\u952e\u62bc\u6ce8\u3002\u5728AI\u7f16\u7a0b\u52a9\u624b\u9677\u5165\u540c\u8d28\u5316\u7ade\u4e89\u548c\u6210\u672c\u7126\u8651\u7684\u5f53\u4e0b\uff0c\u5b83\u7cbe\u51c6\u5730\u6253\u51fa\u4e86\u201c\u524d\u6cbf\u6027\u80fd\u201d\u4e0e\u201c\u6781\u81f4\u6027\u4ef7\u6bd4\u201d\u7684\u7ec4\u5408\u62f3\uff0c\u8bd5\u56fe\u7528\u63a5\u8fd1Claude Opus\u7684\u80fd\u529b\u548c\u5341\u5206\u4e4b\u4e00\u7684\u4ef7\u683c\u91cd\u65b0\u5b9a\u4e49\u5e02\u573a\u89c4\u5219\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u4ef7\u503c\uff0c\u5e76\u975e\u4ec5\u4ec5\u4f53\u73b0\u5728\u57fa\u51c6\u6d4b\u8bd5\u5206\u6570\u7684\u63d0\u5347\u4e0a\uff0c\u800c\u5728\u4e8e\u5b83\u8bd5\u56fe\u901a\u8fc7\u201c\u6301\u7eed\u9884\u8bad\u7ec3+\u5f3a\u5316\u5b66\u4e60\u201d\u4e13\u95e8\u4f18\u5316\u201c\u591a\u6b65\u9aa4\u7f16\u7801\u4efb\u52a1\u201d\uff0c\u76f4\u51fb\u5f53\u524dAI\u7f16\u7a0b\u7684\u6838\u5fc3\u8f6f\u808b\u2014\u2014\u7f3a\u4e4f\u5bf9\u590d\u6742\u3001\u957f\u5468\u671f\u5f00\u53d1\u4efb\u52a1\u7684\u8fde\u8d2f\u6027\u89c4\u5212\u548c\u6267\u884c\u80fd\u529b\u3002\u7528\u6237\u8bc4\u8bba\u4e2d\u53cd\u590d\u63d0\u53ca\u7684\u201c\u591a\u6587\u4ef6\u91cd\u6784\u4e2d\u5168\u5c40\u4e00\u81f4\u6027\u201d\u95ee\u9898\uff0c\u6b63\u662f\u8fd9\u4e00\u75db\u70b9\u7684\u5177\u4f53\u4f53\u73b0\u3002Composer 2\u7684\u201c\u957f\u89c6\u91ce\u201d\u627f\u8bfa\uff0c\u662f\u5bf9\u8fd9\u4e00\u6839\u672c\u6027\u6311\u6218\u7684\u6b63\u9762\u56de\u5e94\uff0c\u4f46\u5176\u5b9e\u9645\u6210\u6548\u4ecd\u9700\u5728\u771f\u5b9e\u7684\u3001\u6df7\u4e71\u7684\u5927\u578b\u4ee3\u7801\u5e93\u4e2d\u7ecf\u53d7\u8003\u9a8c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5149\u6709\u6a21\u578b\u5c42\u9762\u7684\u8fdb\u6b65\u662f\u4e0d\u591f\u7684\u3002\u8bc4\u8bba\u4e2d\u900f\u9732\u7684\u7ebf\u7d22\u2014\u2014\u5176\u57fa\u4e8eKimi 2.5\u5fae\u8c03\uff0c\u4ee5\u53ca\u7528\u6237\u5bf9Cursor IDE\u5185\u5b58\u5360\u7528\u7684\u62b1\u6028\u2014\u2014\u63ed\u793a\u4e86\u53e6\u4e00\u5c42\u73b0\u5b9e\uff1aAI\u7f16\u7a0b\u7684\u7ec8\u6781\u4f53\u9a8c\u662f\u6a21\u578b\u3001\u5de5\u5177\u94fe\u4e0e\u5de5\u7a0b\u5b9e\u8df5\u6df1\u5ea6\u878d\u5408\u7684\u7ed3\u679c\u3002Cursor\u7684\u4f18\u52bf\u5728\u4e8e\u80fd\u6df1\u5ea6\u6574\u5408\u81ea\u5bb6\u6a21\u578b\u4e0e\u7f16\u8f91\u5668\uff0c\u4f18\u5316\u5168\u94fe\u8def\u5de5\u4f5c\u6d41\uff0c\u8fd9\u662f\u7eaf\u6a21\u578b\u63d0\u4f9b\u5546\u6216\u7eaf\u7f16\u8f91\u5668\u5382\u5546\u96be\u4ee5\u6bd4\u62df\u7684\u3002\u4f46\u8fd9\u4e5f\u610f\u5473\u7740\uff0c\u5176\u6210\u529f\u6346\u7ed1\u4e86\u7528\u6237\u5bf9\u6574\u4e2a\u751f\u6001\u7684\u63a5\u53d7\u5ea6\u3002Composer 2\u7684\u9ad8\u6027\u4ef7\u6bd4\uff0c\u65e2\u662f\u5438\u5f15\u5f00\u53d1\u8005\u7684\u5f3a\u529b\u94a9\u5b50\uff0c\u4e5f\u53ef\u80fd\u6210\u4e3a\u5176\u5c06\u7528\u6237\u9501\u5b9a\u5728\u81ea\u8eab\u5e73\u53f0\u7684\u6838\u5fc3\u7b56\u7565\u3002\u5b83\u7684\u51fa\u73b0\uff0c\u6807\u5fd7\u7740AI\u7f16\u7a0b\u6218\u573a\u4ece\u5355\u7eaf\u7684\u201c\u6a21\u578b\u7ade\u8d5b\u201d\uff0c\u8fdb\u5165\u4e86\u201c\u6a21\u578b-\u5de5\u5177-\u751f\u6001\u201d\u7684\u7acb\u4f53\u5316\u7ade\u4e89\u65b0\u9636\u6bb5\u3002\u80fd\u5426\u771f\u6b63\u9a7e\u9a6d\u201c\u957f\u89c6\u91ce\u201d\u5f00\u53d1\uff0c\u5e76\u89e3\u51b3\u5de5\u5177\u672c\u8eab\u7684\u8d44\u6e90\u6d88\u8017\u95ee\u9898\uff0c\u5c06\u662f\u5176\u4ece\u201c\u503c\u5f97\u4e00\u8bd5\u201d\u8d70\u5411\u201c\u4e0d\u53ef\u6216\u7f3a\u201d\u7684\u5173\u952e\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\">Composer 2 by Cursor<\/span>\n <\/div>\n<div class=\"comment-content\">Composer 2 by Cursor is a frontier-level coding model built for complex, long-horizon development tasks. It combines strong benchmark performance with highly efficient pricing ($0.50\/M input, $2.50\/M output). Powered by continued pretraining and reinforcement learning, it delivers smarter code generation with better cost-performance, plus a faster variant for real-time workflows.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Composer 2 by <a href=\"https:\/\/www.producthunt.com\/products\/cursor\" target=\"_blank\" rel=\"noopener\">@Cursor<\/a> is a frontier-level coding model designed to solve complex, long-horizon programming tasks with high efficiency and strong benchmark performance.<\/p>\n<\/p>\n<p>It tackles the problem of limited coding accuracy and high costs in AI dev tools by combining improved intelligence with optimized pricing.<\/p>\n<\/p>\n<p>What makes it different is its continued pretraining + reinforcement learning on multi-step coding tasks, enabling it to handle hundreds of actions with better results across benchmarks like Terminal-Bench and SWE-bench Multilingual.<\/p>\n<\/p>\n<p><strong>Key highlights:<\/strong><\/p>\n<ul>\n<li>\n<p>Strong coding performance (61.7 on Terminal-Bench 2.0)<\/p>\n<\/li>\n<li>\n<p>More cost-efficient ($0.50\/M input, $2.50\/M output)<\/p>\n<\/li>\n<li>\n<p>Fast variant with same intelligence but quicker responses<\/p>\n<\/li>\n<li>\n<p>Built for real-world, long-horizon dev workflows<\/p>\n<\/li>\n<\/ul>\n<p>Great for developers, teams, and builders working on complex codebases, automation, and AI-assisted programming. If you’re building with AI, this is worth checking out!<\/p>\n<p>P.S. <a href=\"https:\/\/x.com\/wesbos\/status\/2034705631773372853?s=20\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Here’s an interesting comparison<\/a> between Composer 2 vs Opus 4.6 vs GPT 5.4 (unscientific). Composer 2 is 10\u00d7 cheaper than Opus 4.6 and supposed to rival it. <\/p>\n<\/p>\n<p>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>14<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/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> How does Composer 2’s long-horizon reasoning via RL on multi-step tasks compare to Claude 4 Opus in real-world dev workflows like refactoring large codebases; any early user benchmarks or tips for switching?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> The “long-horizon” claim is the one I keep testing with every coding model. In my experience the real failure mode isn’t losing context across files, it’s when the model starts making local decisions that are individually correct but globally inconsistent. Does Composer 2 do anything differently there, or is it still up to the developer to catch that drift?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>While <a href=\"https:\/\/www.producthunt.com\/p\/windsurf\/windsurf-drops-credit-based-pricing-for-industry-standard-quotas-users-revolt\" target=\"_blank\" rel=\"noopener\">Windsurf confuses their pricing model<\/a>, Cursor keeps trucking with their own tech. Inspiring stuff.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a> Thanks for sharing the forum thread, Chris. I didn’t know Windsurf was in a soup. <\/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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Is this a fine-tuned Kimi 2.5 model? <\/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\/@mikestaub\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mikestaub<\/a> yes, that’s the base they started from. <a href=\"https:\/\/www.producthunt.com\/@leerob\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@leerob<\/a> clarified on X:<\/p>\n<blockquote>\n<p>Composer 2 started from [Kimi K2.5] (…) ~1\/4 of the compute spent on the final model came from the base, the rest is from our training. (…) And yes, we are following the license through our inference partner terms.<\/p>\n<\/blockquote>\n<p>Source: <a href=\"https:\/\/x.com\/leerob\/status\/2035035355364081694?s=20\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Twitter\/X<\/a><\/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>That’s fascinating. Cursor isn’t just an app or AI model company; it’s both. I think this dual identity is the biggest differentiator Cursor has among hundreds of coding agents and editors.<\/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>Just gave it a spin. Loving the speed and the cost efficiency, even if it still needs a lot of hand-holding. That’s great for planning though, and to carry out simple tasks \ud83d\ude42 It will totally become my daily driver<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The pricing is what gets me. $0.50\/M input is wild for a model that’s beating Opus 4.6 on coding benchmarks. Been burning through tokens on long refactors and this could cut my bill in half.<\/p>\n<p>Curious how it handles multi-file edits across a full monorepo though. That’s where I’ve seen most coding models start to lose context and make weird decisions. The “long-horizon” claim sounds promising but I’ll believe it when I see it on a real 50-file refactor.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the token efficiency angle is interesting – most coding models optimize for correctness first and leave efficiency as an afterthought. curious what the tradeoffs look like in practice. do you find it handles multi-file refactors well or is that still where longer context wins?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>My early tests of Composer 2 look very promising. It feels like using Claude 4.6 Opus, but faster and more cost-efficient. I was considering switching to Zed or Windsurf before this update, but this release has kept me on Cursor(for now). That said, Cursor is still a heavy RAM consumer in my workflows, and I\u2019d prefer a more memory-efficient IDE that offers the same level of capability.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#4<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/4SZ5MTM6TA2D62\" class=\"app-title\">Assembly 2.0<\/a><\/p>\n<div class=\"one-liner\">Build modern client portals for service businesses<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">227<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Assembly 2.0\u4e3a\u521b\u610f\u548c\u4e13\u4e1a\u670d\u52a1\u516c\u53f8\u6784\u5efa\u73b0\u4ee3\u5316\u5ba2\u6237\u95e8\u6237\uff0c\u5c06\u6d88\u606f\u3001\u652f\u4ed8\u3001\u6587\u4ef6\u3001\u4efb\u52a1\u7b49\u805a\u5408\u4e8e\u4e00\u5904\uff0c\u89e3\u51b3\u4e86\u5ba2\u6237\u9700\u8981\u591a\u5e73\u53f0\u767b\u5f55\u3001\u4f53\u9a8c\u5272\u88c2\u4ee5\u53ca\u670d\u52a1\u65b9\u5185\u90e8\u7ba1\u7406\u6548\u7387\u4f4e\u4e0b\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b301968d-26cc-411e-ab97-6b8f3728d934.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e5b1a55a-813f-4df6-b921-47ec4f92d9cc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c064b355-558d-40f6-bd27-582d971d3148.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dae1c2cb-a53a-4d33-8c13-4f2ed0d5754a.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\/af72cc40-24a2-452a-9d2f-032eb0847999.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/6ezvUi6UacA\"><source src=\"https:\/\/youtu.be\/6ezvUi6UacA\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Task Management<\/span><br \/>\n <span class=\"tag\">Customer Communication<\/span><br \/>\n <span class=\"tag\">CRM<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5ba2\u6237\u95e8\u6237<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u670d\u52a1\u578b\u4f01\u4e1a<\/span><br \/>\n <span class=\"tag\">\u4e1a\u52a1\u6d41\u7a0b\u805a\u5408<\/span><br \/>\n <span class=\"tag\">\u9879\u76ee\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u534f\u540c\u5de5\u4f5c<\/span><br \/>\n <span class=\"tag\">B2B<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u795d\u8d3a\u56e2\u961f\u53d1\u5e03\uff0c\u8ba4\u53ef\u4ea7\u54c1\u8bbe\u8ba1\u548c\u4ef7\u503c\u3002\u6709\u6548\u8bc4\u8bba\u96c6\u4e2d\u4e8e\u529f\u80fd\u7ec6\u8282\u8be2\u95ee\uff1a\u5982\u4f55\u81ea\u52a8\u5316\u5207\u6362\u5ba2\u6237\u4e3b\u9875\u53d8\u4f53\uff1b\u5982\u4f55\u9632\u6b62\u5185\u90e8\u4efb\u52a1\u8bef\u8bbe\u4e3a\u5ba2\u6237\u53ef\u89c1\uff1b\u80fd\u5426\u57fa\u4e8e\u89e6\u53d1\u5668\u81ea\u52a8\u6536\u6b3e\uff1b\u4ea7\u54c1\u662f\u66ff\u4ee3\u8fd8\u662f\u8865\u5145\u73b0\u6709\u5de5\u5177\u3002\u521b\u59cb\u4eba\u56e2\u961f\u5bf9\u90e8\u5206\u95ee\u9898\u8fdb\u884c\u4e86\u76f4\u63a5\u56de\u590d\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 Assembly 2.0\u7684\u8fed\u4ee3\uff0c\u8868\u9762\u4e0a\u662f\u529f\u80fd\u5806\u780c\u2014\u2014\u5ba2\u6237\u4e3b\u9875\u7f16\u8f91\u5668\u3001\u5e94\u7528\u6587\u4ef6\u5939\u3001\u81ea\u52a8\u5316\u3001\u684c\u9762\u5e94\u7528\uff0c\u5b9e\u5219\u66b4\u9732\u4e86\u5176\u6df1\u5c42\u7684\u6218\u7565\u610f\u56fe\uff1a\u5b83\u5e76\u975e\u53ea\u60f3\u505a\u4e00\u4e2a\u7f8e\u89c2\u7684\u201c\u95e8\u6237\u58f3\u201d\uff0c\u800c\u662f\u4f01\u56fe\u6210\u4e3a\u670d\u52a1\u578b\u4f01\u4e1a\u540e\u7aef\u5de5\u4f5c\u6d41\u4e0e\u524d\u7aef\u5ba2\u6237\u4ea4\u4e92\u7684\u201c\u4e2d\u67a2\u64cd\u4f5c\u7cfb\u7edf\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u201c\u805a\u5408\u201d\u4e0e\u201c\u53ef\u63a7\u7684\u900f\u660e\u5ea6\u201d\u3002\u901a\u8fc7\u4e00\u4e2a\u95e8\u6237\u805a\u5408\u652f\u4ed8\u3001\u6c9f\u901a\u3001\u6587\u4ef6\u7b49\u79bb\u6563\u73af\u8282\uff0c\u76f4\u63a5\u6253\u51fb\u4e86\u670d\u52a1\u4e1a\u52a1\u4e2d\u56e0\u5de5\u5177\u788e\u7247\u5316\u5e26\u6765\u7684\u4f53\u9a8c\u635f\u8017\u548c\u6548\u7387\u9ed1\u6d1e\u3002\u800c\u201c\u5ba2\u6237\u53ef\u89c1\u4efb\u52a1\u201d\u3001\u201c\u4e3b\u9875\u53d8\u4f53\u201d\u7b49\u7cbe\u7ec6\u5316\u529f\u80fd\uff0c\u5219\u662f\u5728\u89e3\u51b3\u670d\u52a1\u884c\u4e1a\u7684\u6838\u5fc3\u77db\u76fe\uff1a\u5ba2\u6237\u6e34\u671b\u4e86\u89e3\u8fdb\u5ea6\u4e0e\u56e2\u961f\u9700\u8981\u4e13\u6ce8\u5de5\u4f5c\u3001\u4e0d\u540c\u5ba2\u6237\u7c7b\u578b\u9700\u8981\u4e0d\u540c\u4ea4\u4e92\u754c\u9762\u4e4b\u95f4\u7684\u77db\u76fe\u3002\u4ea7\u54c1\u8bd5\u56fe\u5728\u5b8c\u5168\u9694\u79bb\u4e0e\u8fc7\u5ea6\u66b4\u9732\u4e4b\u95f4\uff0c\u627e\u5230\u4e00\u4e2a\u53ef\u914d\u7f6e\u7684\u5e73\u8861\u70b9\uff0c\u8fd9\u6bd4\u5355\u7eaf\u63d0\u4f9b\u805a\u5408\u754c\u9762\u66f4\u5177\u6d1e\u5bdf\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ece\u8bc4\u8bba\u4e2d\u7684\u5c16\u9510\u63d0\u95ee\u53ef\u4ee5\u770b\u51fa\uff0c\u5176\u9762\u4e34\u7684\u8003\u9a8c\u6070\u6070\u5728\u4e8e\u8fd9\u4e9b\u201c\u5e73\u8861\u201d\u529f\u80fd\u7684\u5b9e\u9645\u843d\u5730\u98ce\u9669\u3002\u4f8b\u5982\uff0c\u4efb\u52a1\u53ef\u89c1\u6027\u7684\u8bef\u64cd\u4f5c\u53ef\u80fd\u5f15\u53d1\u5ba2\u6237\u5173\u7cfb\u5371\u673a\uff0c\u5ba2\u6237\u72b6\u6001\u5207\u6362\u7684\u81ea\u52a8\u5316\u903b\u8f91\u662f\u5426\u8db3\u591f\u667a\u80fd\u3002\u8fd9\u8981\u6c42\u4ea7\u54c1\u5728\u8ffd\u6c42\u7075\u6d3b\u6027\u7684\u540c\u65f6\uff0c\u5fc5\u987b\u5185\u7f6e\u4e25\u8c28\u7684\u9632\u62a4\u548c\u667a\u80fd\u89c4\u5219\uff0c\u5426\u5219\u201c\u51cf\u5c11\u7ba1\u7406\u201d\u7684\u521d\u8877\u53ef\u80fd\u53cd\u800c\u50ac\u751f\u66f4\u7cbe\u7ec6\u7684\u7ba1\u7406\u8d1f\u62c5\u3002\u6b64\u5916\uff0c\u5176\u201c\u5d4c\u5165\u5176\u4ed6\u5de5\u5177\u201d\u7684\u517c\u5bb9\u6a21\u5f0f\uff0c\u867d\u964d\u4f4e\u4e86\u91c7\u7528\u95e8\u69db\uff0c\u4f46\u4e5f\u53ef\u80fd\u8ba9\u5176\u957f\u671f\u505c\u7559\u5728\u201c\u589e\u503c\u5916\u58f3\u201d\u7684\u5b9a\u4f4d\uff0c\u4e0e\u6210\u4e3a\u4e0d\u53ef\u66ff\u4ee3\u7684\u201c\u5de5\u4f5c\u6d41\u6838\u5fc3\u201d\u7684\u76ee\u6807\u4ea7\u751f\u5185\u5728\u51b2\u7a81\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\">Assembly 2.0<\/span>\n <\/div>\n<div class=\"comment-content\">Your clients shouldn’t need five logins to work with you. Assembly gives them one polished portal for everything\u2014messages, payments, files, tasks, and more. Assembly 2.0 adds a new client home page editor with variants, folders that let you organize apps on your sidebar, recurring automations, a desktop app with real notifications, and more. Less admin, more time for actual client work. Built for creative and professional service firms.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi PH, cofounder of Assembly here. Thanks for the hunt <a href=\"https:\/\/www.producthunt.com\/@benln\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@benln<\/a> <\/p>\n<p>We’re calling this 2.0 because it includes most of the top-requested features from the past year:<\/p>\n<ol>\n<li>\n<p>A new Client Home \u2014 Full redesign + you can now set up different homepage variants for different types of clients.<\/p>\n<\/li>\n<li>\n<p>App folders \u2014 our users love customizing the sidebar in their portal with embedded tools. Now you can group them into collapsible folders. My favorite use case is putting a bunch of analytics embeds into one “Analytics” folder.<\/p>\n<\/li>\n<li>\n<p>Better project management \u2014 you could already assign tasks to team members or clients, but now you can assign tasks internally and still associate them with a client. And you can mark those tasks client-visible so that clients can follow along with progress.<\/p>\n<\/li>\n<li>\n<p>Time-based and recurring automations \u2014 we have our own built-in automation engine and it now supports time-based triggers and recurring rules.<\/p>\n<\/li>\n<li>\n<p>Desktop app for Mac with native notifications. Windows is coming in a week.<\/p>\n<\/li>\n<li>\n<p>A whole lot more \u2014 check it out!<\/p>\n<\/li>\n<\/ol>\n<p>We read every message. Would love to hear what you think, good and bad!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@benln\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@benln<\/a>  <a href=\"https:\/\/www.producthunt.com\/@marlonmisra\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marlonmisra<\/a> The homepage variants for different client types is interesting. How does Assembly handle the handoff when a client’s situation changes — say they move from onboarding to active project to offboarding? Is switching variants a manual step or can it be triggered automatically?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@benln\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@benln<\/a>  <a href=\"https:\/\/www.producthunt.com\/@marlonmisra\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marlonmisra<\/a>  With client-visible tasks that show internal progress, how do you prevent a team member from accidentally marking something visible that was meant to stay internal , and is there any confirmation step before that exposure happens?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>So much hard work and hours went into this! Congrats to the whole team! Bringing more and better experiences for service businesses<\/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\/@ari_quinones\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ari_quinones<\/a> great work on automations!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I like the design. Congrats on shipping. Could we automate payment collection based on certain triggers, for example, if an invoice is not paid in the next X days, there’s an auto follow-up about it. I believe simple automations like these would also be available? <\/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\/@roopreddy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@roopreddy<\/a> We’ve got automatic reminders built-in but you can absolutely set up custom reminders as well. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch team! Been using the platform for almost 3 years now \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@omidd\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@omidd<\/a> thank you man!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@omidd\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@omidd<\/a> thanks Omid!!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a really cool idea, I recently decided to dig deeper into my website hosting and maintenance business offerings and this could be a nice addition to the offerings for clients! <\/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\/@thatryan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thatryan<\/a> love to hear it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thatryan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thatryan<\/a> Let us know what you think!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The whole team worked hard to get this over the line, wouldn’t have been possible without everyone involved!<\/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\/@adam_schwartz7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adam_schwartz7<\/a> \ud83d\udcaa<\/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\">so excited to see this out in the wild – huge shoutout to the whole team on this one!<\/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>Huge congrats to the team on the launch \ud83d\ude80<br \/>I know how much work went into this behind the scenes. Amazing to see it all come together.<\/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\/@ana_eremina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ana_eremina<\/a> you have elevated the entire brand and experience!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Would one use Assembly to replace an existing tool (like Notion) or is it meant moreso to be complementary to other tools (like how one would use Jane App for billing and scheduling)? <\/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\/@lienchueh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lienchueh<\/a> sometimes businesses use Assembly to replace a bunch of products and other time you can create a really compelling experience by embedding products in an Assembly portal. For Notion, we see a lot of firms build help centers and knowledge bases and then embed them. To get a sense of what this looks like, consider creating a throaway account in this demo portal (<a href=\"https:\/\/portal.brandmages.com\/login?step=signUp&demoportal=true\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/portal.brandmages.com\/login?step=signUp&demoportal=true<\/a>). You’ll see a dropdown on the sidebar which includes a Notion embed. Looks super clean IMO. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Client-visible tasks caught my attention \u2014 in practice it’s always a balance between transparency and what clients don’t need to see. Can you control which tasks are client-visible and which stay internal at the individual project level?<\/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\/@klara_minarikova\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@klara_minarikova<\/a> yup!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice, finally the client portals are now powered by AI truly. Congrats!! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@himani_sah1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@himani_sah1<\/a> Thanks for your support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch team! In the age of vibe coding it’s definitely important to emphasize the humans involved in making thoughtful decisions and improvements that make our product so good.<\/p>\n<p>Shoutouts to:<\/p>\n<p><a href=\"https:\/\/www.producthunt.com\/@adam_schwartz7\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"adam_schwartz7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adam_schwartz7<\/a> and <a href=\"https:\/\/www.producthunt.com\/@ana_eremina\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"ana_eremina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ana_eremina<\/a> for leading the charge on the customizable client homepages<\/p>\n<p><a href=\"https:\/\/www.producthunt.com\/@ellie_spigelman1\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"ellie_spigelman1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ellie_spigelman1<\/a> <a href=\"https:\/\/www.producthunt.com\/@dovid_baum1\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"dovid_baum1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dovid_baum1<\/a> and <a href=\"https:\/\/www.producthunt.com\/@pinkstrings\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"pinkstrings\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pinkstrings<\/a> for App Library<\/p>\n<p><a href=\"https:\/\/www.producthunt.com\/@ari_quinones\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"ari_quinones\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ari_quinones<\/a> for scheduled time-based automations<br \/><a href=\"https:\/\/www.producthunt.com\/@pinkstrings\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"pinkstrings\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pinkstrings<\/a> and <a href=\"https:\/\/www.producthunt.com\/@foleyatwork\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"foleyatwork\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@foleyatwork<\/a> for the desktop app<br \/><a href=\"https:\/\/www.producthunt.com\/@mysterysal\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"mysterysal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mysterysal<\/a> <a href=\"https:\/\/www.producthunt.com\/@dovid_baum1\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"dovid_baum1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dovid_baum1<\/a> and commerce team for the contextbar, payments page<\/p>\n<p>I’m definitely missing folks but this was a whole team effort! \u2764\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’m so excited to see this go live! We’re really looking forward to people getting their hands on the new features we’ve been thinking about for so long<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ellie_spigelman1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ellie_spigelman1<\/a> app library FTW<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Good job team! Great hustle!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@mysterysal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mysterysal<\/a> speedrun any%<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice portal.<br \/>But experience > interface.<\/p>\n<p>Clients stay for results, not dashboards.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 it handle billing and contracts too or just the communication?<\/div>\n<div class=\"comment-actions\">\n<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\/@anusuya_bhuyan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anusuya_bhuyan<\/a> all of the above! E-signatures like DocuSign (but unlimited), invoicing and subscriptions (plus stores for your services), secure file sharing, forms and more!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice update. The focus on client portals and better organization with things like app folders and task visibility feels very practical. The addition of recurring automations also sounds like a strong improvement. How flexible are the automation rules in Assembly, can users combine multiple conditions and triggers in one workflow?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/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\/EJIV4U6MRXL3VR\" class=\"app-title\">GitAgent by Lyzr<\/a><\/p>\n<div class=\"one-liner\">Your repository becomes your agent<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">215<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>GitAgent\u662f\u4e00\u4e2a\u5c06AI\u667a\u80fd\u4f53\u7684\u914d\u7f6e\u3001\u903b\u8f91\u3001\u5de5\u5177\u548c\u8bb0\u5fc6\u63d0\u53d6\u4e3a\u4fbf\u643a\u5f0f\u5b9a\u4e49\u7684\u5f00\u6e90\u6807\u51c6\uff0c\u8ba9\u667a\u80fd\u4f53\u4ee3\u7801\u5316\u5e76\u5b58\u4e8eGit\u4ed3\u5e93\uff0c\u89e3\u51b3\u4e86AI\u667a\u80fd\u4f53\u5728\u4e0d\u540c\u6846\u67b6\u95f4\u8fc1\u79fb\u56f0\u96be\u3001\u7f3a\u4e4f\u7248\u672c\u63a7\u5236\u548c\u5355\u4e00\u53ef\u4fe1\u6e90\u7684\u884c\u4e1a\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/498f847f-2e54-41e6-b2d8-ef18a8a26460.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d08d9056-74a2-443c-9c05-5d390db1083d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3d17f910-5bc2-46d9-9386-3541bd8f8e9f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/42cb5e67-6100-4a14-9fed-4a55567cb409.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dd6c7a6a-2e77-4b8e-a387-ef3753e941d9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/54897dff-a589-4c78-bf85-7027622bd7fb.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\/e8bb105e-e74a-4c2a-b7e9-139fd0145379.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/SkMS5XEKN0o\"><source src=\"https:\/\/youtu.be\/SkMS5XEKN0o\" 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\">GitHub<\/span><br \/>\n <span class=\"tag\">Vibe coding<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u667a\u80fd\u4f53\u5f00\u53d1\u6846\u67b6<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u6807\u51c6<\/span><br \/>\n <span class=\"tag\">\u7248\u672c\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u79fb\u690d<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u5316\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8fd0\u7ef4<\/span><br \/>\n <span class=\"tag\">\u53ef\u590d\u73b0\u6027<\/span><br \/>\n <span class=\"tag\">\u534f\u4f5c\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\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3\u667a\u80fd\u4f53\u201c\u9501\u5b9a\u201d\u548c\u7248\u672c\u63a7\u5236\u95ee\u9898\u7684\u4ef7\u503c\u3002\u4e3b\u8981\u7591\u95ee\u548c\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u5bf9\u5927\u578b\u5355\u4f53\u4ed3\u5e93\u7684\u652f\u6301\u7a0b\u5ea6\u3001\u4e0a\u4e0b\u6587\u7b5b\u9009\u673a\u5236\u3001\u79c1\u6709\u5316\/\u81ea\u6258\u7ba1\u65b9\u6848\uff0c\u4ee5\u53ca\u5982\u4f55\u786e\u4fdd\u667a\u80fd\u4f53\u5bf9\u4ee3\u7801\u7684\u7406\u89e3\u4e0d\u968f\u65f6\u95f4\u201c\u6f02\u79fb\u201d\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n GitAgent\u7684\u6838\u5fc3\u7406\u5ff5\u2014\u2014\u201cYour AI agent\u2018s soul belongs in Git\u201d\u2014\u2014\u662f\u4e00\u6b21\u5bf9\u5f53\u524d\u6df7\u4e71\u7684AI\u667a\u80fd\u4f53\u5f00\u53d1\u8303\u5f0f\u7684\u7280\u5229\u89e3\u6784\u3002\u5b83\u8bd5\u56fe\u5c06\u8f6f\u4ef6\u5de5\u7a0b\u4e2d\u6210\u719f\u7684\u6700\u4f73\u5b9e\u8df5\uff08\u7248\u672c\u63a7\u5236\u3001\u53ef\u79fb\u690d\u6027\u3001\u5355\u4e00\u53ef\u4fe1\u6e90\uff09\u5f3a\u884c\u6ce8\u5165\u5c1a\u5904\u201c\u62d3\u8352\u671f\u201d\u7684AI\u667a\u80fd\u4f53\u9886\u57df\uff0c\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u67d0\u4e2a\u6280\u672f\u7a81\u7834\uff0c\u800c\u5728\u4e8e\u63d0\u51fa\u4e86\u4e00\u79cd\u79e9\u5e8f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f53\u524d\u667a\u80fd\u4f53\u751f\u6001\u7684\u75c7\u7ed3\u5728\u4e8e\u201c\u6846\u67b6\u5373\u76d1\u72f1\u201d\u3002\u5f00\u53d1\u8005\u6295\u5165\u5927\u91cf\u7cbe\u529b\u5b9a\u4e49\u7684\u63d0\u793a\u8bcd\u3001\u5de5\u5177\u94fe\u548c\u5de5\u4f5c\u6d41\uff0c\u4e0e\u7279\u5b9a\u8fd0\u884c\u65f6\u73af\u5883\u6df1\u5ea6\u8026\u5408\uff0c\u5f62\u6210\u4e86\u4e8b\u5b9e\u4e0a\u7684\u4f9b\u5e94\u5546\u9501\u5b9a\u3002GitAgent\u4ee5Git\u4ed3\u5e93\u4f5c\u4e3a\u62bd\u8c61\u5c42\u548c\u4e2d\u4ecb\uff0c\u5c06\u667a\u80fd\u4f53\u7684\u201c\u7075\u9b42\u201d\uff08\u914d\u7f6e\u4e0e\u903b\u8f91\uff09\u4e0e\u201c\u8eaf\u4f53\u201d\uff08\u6267\u884c\u8fd0\u884c\u65f6\uff09\u89e3\u8026\uff0c\u672c\u8d28\u4e0a\u662f\u4e3a\u667a\u80fd\u4f53\u5b9a\u4e49\u4e86\u4e00\u79cd\u201c\u5bb9\u5668\u5316\u201d\u6807\u51c6\u3002\u8fd9\u4f7f\u201c\u4e00\u6b21\u5b9a\u4e49\uff0c\u968f\u5904\u8fd0\u884c\u201d\u6210\u4e3a\u53ef\u80fd\uff0c\u5c06\u9009\u62e9\u6743\u4ea4\u8fd8\u7ed9\u5f00\u53d1\u8005\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u4e5f\u540c\u6837\u660e\u663e\u3002\u9996\u5148\uff0c\u6807\u51c6\u7684\u6210\u529f\u53d6\u51b3\u4e8e\u751f\u6001\u7684\u91c7\u7eb3\uff0c\u5b83\u9700\u8981\u4e3b\u6d41\u6846\u67b6\u7684\u517c\u5bb9\u652f\u6301\uff0c\u5426\u5219\u53ea\u662f\u4e00\u4e2a\u7f8e\u597d\u7684\u8bbe\u60f3\u3002\u5176\u6b21\uff0c\u8bc4\u8bba\u4e2d\u66b4\u9732\u7684\u5173\u4e8e\u5355\u4f53\u4ed3\u5e93\u3001\u4e0a\u4e0b\u6587\u7ba1\u7406\u7b49\u5b9e\u9645\u95ee\u9898\uff0c\u89e6\u53ca\u4e86\u8be5\u65b9\u6848\u843d\u5730\u7684\u6280\u672f\u6df1\u6c34\u533a\u3002\u5c06\u6574\u4e2a\u4ee3\u7801\u5e93\u4f5c\u4e3a\u667a\u80fd\u4f53\u7684\u8bb0\u5fc6\u548c\u4e0a\u4e0b\u6587\uff0c\u5728\u5e26\u6765\u201c\u5168\u77e5\u201d\u4fbf\u5229\u7684\u540c\u65f6\uff0c\u4e5f\u53ef\u80fd\u5f15\u53d1\u6548\u7387\u707e\u96be\u548c\u8ba4\u77e5\u504f\u5dee\uff08\u5373\u201c\u6f02\u79fb\u201d\u95ee\u9898\uff09\u3002\u5b83\u66f4\u50cf\u4e00\u4e2a\u5f3a\u5927\u7684\u57fa\u7840\u534f\u8bae\uff0c\u800c\u771f\u6b63\u7684\u201c\u667a\u80fd\u201d\uff08\u5982\u7cbe\u51c6\u7684\u4ee3\u7801\u7406\u89e3\u3001\u53d8\u66f4\u8ffd\u8e2a\uff09\u4ecd\u9700\u4e0a\u5c42\u5e94\u7528\u6765\u89e3\u51b3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u800c\u8a00\u4e4b\uff0cGitAgent\u662f\u4e00\u6b21\u6781\u5177\u524d\u77bb\u6027\u7684\u8303\u5f0f\u63d0\u6848\u3002\u5b83\u672a\u5fc5\u80fd\u7acb\u523b\u4e00\u7edf\u6c5f\u6e56\uff0c\u4f46\u5b83\u7cbe\u51c6\u5730\u523a\u4e2d\u4e86\u884c\u4e1a\u65e9\u671f\u201c\u91cd\u5b9e\u9a8c\u3001\u8f7b\u5de5\u7a0b\u201d\u7684\u5f0a\u75c5\uff0c\u4e3aAI\u667a\u80fd\u4f53\u4ece\u73a9\u5177\u8d70\u5411\u771f\u6b63\u7684\u751f\u4ea7\u7ea7\u5de5\u5177\uff0c\u94fa\u8bbe\u4e86\u4e00\u6761\u7b26\u5408\u5de5\u7a0b\u5e08\u76f4\u89c9\u7684\u8f68\u9053\u3002\u5176\u6210\u8d25\u5c06\u53d6\u51b3\u4e8e\u793e\u533a\u662f\u5426\u613f\u610f\u4e3a\u201c\u79e9\u5e8f\u201d\u4e70\u5355\uff0c\u5171\u540c\u5efa\u8bbe\u8fd9\u5957\u57fa\u7840\u8bbe\u65bd\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">GitAgent by Lyzr<\/span>\n <\/div>\n<div class=\"comment-content\">Your AI agent’s soul belongs in Git, not locked inside a framework. GitAgent is an open standard that extracts your agent’s config, logic, tools, and memory into a portable, version-controlled definition. Define once. Run anywhere. Claude, OpenAI, CrewAI, OpenClaw, you name it. Same repo, any runtime. Roll back prompts like code. Branch, review, reproduce. #OwnYourAgent<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH! \ud83d\udc4b<\/p>\n<p>We built GitAgent because the agent ecosystem was a mess \u2014 and three problems kept showing up everywhere:<\/p>\n<\/p>\n<p><strong>\u2460 No single source of truth<\/strong> Everyone had agents, nobody had a canonical place they lived. Built in Claude Code? Stuck there. Move to CrewAI? Start over. Every tool, its own format, its own lock-in.<\/p>\n<\/p>\n<p><strong>\u2461 Portability was half-solved<\/strong> Tons of solutions for sharing agent skills \u2014 but nobody was solving portability for the <em>entire agent<\/em>. Memory, identity, behavior \u2014 all stranded in whatever tool you built it in.<\/p>\n<\/p>\n<p><strong>\u2462 No real versioning<\/strong> No branching, no rollback, no diffing. You’d tweak a prompt, break something, and have no idea how to get back. Agents had no git \u2014 and they desperately needed it.<\/p>\n<\/p>\n<p>So we asked a simple question: what if the agent just <em>lived<\/em> in git? Every developer already knows how to fork, branch, PR, and tag. Git already solves versioning, collaboration, and portability for code.<\/p>\n<p>We just mapped that onto agents.<\/p>\n<\/p>\n<p>GitAgent is our answer to all three \u2014 one repo, one source of truth, runs anywhere from Claude to CrewAI to OpenClaw without reformatting a single file.<\/p>\n<\/p>\n<p>Try it right now \u2014 run any agent directly from GitHub:<\/p>\n<pre><code>npx @open-gitagent\/gitagent@latest run -r <a href=\"https:\/\/github.com\/your\/agent\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/github.com\/your\/agent<\/a> -a claude\n<\/code><\/pre>\n<p>Swap -a claude for -a openai, -a crewai, or -a openclaw \u2014 same repo, any runtime. Would love to hear what runtimes you want us to support next! \ud83d\ude80<\/p>\n<\/p>\n<p>Support the project: <a href=\"https:\/\/github.com\/open-gitagent\/gitagent\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/github.com\/open-gitagent\/gitagent<\/a><\/p>\n<\/p>\n<p>Support projects built on GitAgent Standard<\/p>\n<p>Clawless: <a href=\"https:\/\/github.com\/open-gitagent\/clawless\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/github.com\/open-gitagent\/clawless<\/a><\/p>\n<p>GitClaw: <a href=\"https:\/\/github.com\/open-gitagent\/gitclaw\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/github.com\/open-gitagent\/gitclaw<\/a><\/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\">\n<p> That makes sense. The \u201cno single source of truth\u201d part is something I\u2019ve seen a lot<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 segregation of duties aspect is interesting. Are there ways that GitAgent helps enforce that or remind me to improve SOD when any one agent begins to take on too many steps within one process? <\/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>Interesting approach. Using the repo itself as the agent’s memory makes way more sense than dumping everything into a system prompt or building separate context management.<\/p>\n<p>How does it handle large monorepos though? Any filtering or scoping so the agent doesn’t drown in irrelevant code? Also wondering about private repos, is there a self-hosted option?<\/p>\n<p>Congrats on the launch, gonna try this on a couple of our projects.<\/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\/@mihir_kanzariya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mihir_kanzariya<\/a> Yes \u2014 we\u2019re actively working towards full mono-repo support. If you check <a href=\"https:\/\/gitagent.sh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">gitagent.sh<\/a>, we already have an initial pattern in place.<\/p>\n<\/p>\n<p>It works with any self-hosted GitLab or Bitbucket setup as well, since the underlying principle is Git.<\/p>\n<p>Also, if you\u2019re building a public agent project, feel free to publish it on our registry: <a href=\"https:\/\/registry.gitagent.sh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/registry.gitagent.sh<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Does the agent work well with monorepos or is it better suited for single repo setups? Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Finally – someone built the thing I’ve been duct-taping together with cron jobs and prayer. The idea of turning your actual repo into an agent that understands your architecture patterns feels like the natural evolution of “docs that nobody reads” to “docs that actually do something when you’re not looking.<\/p>\n<\/p>\n<p>How does it handle the inevitable drift between what the agent thinks your code does versus what it actually does after six months of “temporary” fixes?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Hey Product Hunt! \ud83d\udc4b<\/p>\n<p>We’re thrilled to share something we’ve been obsessing over. <a href=\"https:\/\/www.producthunt.com\/products\/gitagent-2\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"gitagent-2\" target=\"_blank\" rel=\"noopener\">@GitAgent<\/a><\/p>\n<p>Here’s the backstory: We kept seeing the same problem over and over again. Teams would pour weeks into building AI agents, defining tool chains, decision logic, memory, persona, only to realize that all of that IP was trapped inside whatever framework they chose on day one.<\/p>\n<p>Want to switch frameworks? Rewrite everything. Want to version-control your agent the way you version-control your code? No clean way to do it. Want to hand off your agent to another team or deploy it somewhere else? Pain.<\/p>\n<p>We thought, why can’t agents work like code? <strong>Store them in Git. Version them. Port them. Run them anywhere.<\/strong><\/p>\n<p><strong>That’s GitAgent.<\/strong><\/p>\n<p>It extracts the “soul” of your agent. The config, logic, tools, everything that makes it yours. It stores it as a portable, version-controlled definition. Then you deploy it to any framework with one command.<\/p>\n<p>We’re calling this <strong>#OwnYourAgents<\/strong> because we genuinely believe that if you built the agent, you should own it. Not the framework. Not the platform. You.<\/p>\n<p>We’d love your feedback, your upvotes, and most importantly, your honest takes on what we can do better. This is just the beginning.<\/p>\n<p>Let’s make agent portability the standard. \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>curious how GitAgent decides which parts of the repo are relevant context for a given task. do you embed the whole codebase or is there a smarter chunking\/indexing step? I ask because I built a tool that does code security analysis on vibe-coded repos and the context selection is probably the hardest part to get right.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@mykola_kondratiuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mykola_kondratiuk<\/a> GitAgent mainly is a standard and a tool that converts any git repo built on the git agent standard into claude code agent, openclaw agent, cursor agent, gemini cli agent etc.<\/p>\n<\/p>\n<p>So context selection is done by your agent which you select GitAgent is a all in one converter.<\/p>\n<\/p>\n<p>I hope that answers your question : )<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/MI7FZCZE2EXBCT\" class=\"app-title\">Claude Code Channels<\/a><\/p>\n<div class=\"one-liner\">Push events and chat with Claude Code via Telegram & Discord<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">211<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u5141\u8bb8\u5f00\u53d1\u8005\u901a\u8fc7Telegram\u548cDiscord\u8fdc\u7a0b\u63a7\u5236\u672c\u5730Claude Code\u7f16\u7a0b\u4f1a\u8bdd\u3001\u63a5\u6536\u4e8b\u4ef6\u63a8\u9001\u5e76\u4ea4\u4e92\u7684\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u9700\u957f\u65f6\u95f4\u5b88\u5019\u7ec8\u7aef\u7b49\u5f85\u4efb\u52a1\u5b8c\u6210\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0a717c0b-e571-44db-b374-a96900db5b60.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/83dbc78f-8f82-44dd-b7b9-afb6ded0c604.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f3e1dd28-10f0-4b07-a650-b425923e87b7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1efbb90d-e418-495d-85a0-8f56978286ac.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\">Productivity<\/span><br \/>\n <span class=\"tag\">Messaging<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">AI\u7f16\u7a0b\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u8fdc\u7a0b\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">Telegram\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">Discord\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u7ec8\u7aef\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">MCP\u670d\u52a1\u5668<\/span><br \/>\n <span class=\"tag\">\u4e8b\u4ef6\u63a8\u9001<\/span><br \/>\n <span class=\"tag\">\u7f16\u7a0b\u4f1a\u8bdd<\/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\u586b\u8865\u4e86\u201c\u8131\u79bb\u7ec8\u7aef\u7b49\u5f85\u201d\u7684\u5de5\u4f5c\u6d41\u7a7a\u767d\u3002\u4e3b\u8981\u8be2\u95ee\u957f\u4efb\u52a1\u8fdb\u5ea6\u63a8\u9001\u673a\u5236\u662f\u6d41\u5f0f\u66f4\u65b0\u8fd8\u662f\u4ec5\u5b8c\u6210\u901a\u77e5\u3002\u6709\u8bc4\u8bba\u63d0\u53ca\u5176\u5728\u7406\u89e3\u9057\u7559\u4ee3\u7801\u65b9\u9762\u7684\u4f18\u52bf\uff0c\u5e76\u8ba4\u4e3a\u5176\u5bf9\u6807\/\u7ade\u4e89\u4ea7\u54c1\u662fOpenClaw\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Claude Code Channels\u7684\u672c\u8d28\uff0c\u662f\u5c06\u4ee5\u7ec8\u7aef\u4e3a\u4e2d\u5fc3\u7684AI\u7f16\u7a0b\u4f1a\u8bdd\uff0c\u89e3\u8026\u4e3a\u4e00\u4e2a\u53ef\u5f02\u6b65\u3001\u8de8\u8bbe\u5907\u4ea4\u4e92\u7684\u6d88\u606f\u9a71\u52a8\u670d\u52a1\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u7684\u201c\u901a\u77e5\u63a8\u9001\u201d\uff0c\u800c\u662f\u901a\u8fc7MCP\u670d\u52a1\u5668\u6784\u5efa\u4e86\u4e00\u4e2a\u8f7b\u91cf\u7ea7\u7684\u201c\u4f1a\u8bdd\u603b\u7ebf\u201d\uff0c\u5c06AI\u7f16\u7a0b\u52a9\u624b\u8fd9\u4e00\u91cd\u5ea6\u751f\u4ea7\u529b\u5de5\u5177\u4ece\u7269\u7406\u5de5\u4f5c\u7a7a\u95f4\u4e2d\u89e3\u653e\u51fa\u6765\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7280\u5229\u5730\u5207\u5165\u4e86\u4e00\u4e2a\u88ab\u5ffd\u89c6\u7684\u573a\u666f\uff1aAI\u9a71\u52a8\u7684\u590d\u6742\u91cd\u6784\u6216CI\u4efb\u52a1\u8017\u65f6\u6f2b\u957f\uff0c\u5f00\u53d1\u8005\u88ab\u201c\u7ed1\u5b9a\u201d\u5728\u7ec8\u7aef\u524d\uff0c\u5f62\u6210\u65b0\u7684\u6548\u7387\u6d3c\u5730\u3002\u5b83\u901a\u8fc7Telegram\/Discord\u8fd9\u7c7b\u9ad8\u6e17\u900f\u7387\u7684\u901a\u8baf\u5de5\u5177\u4f5c\u4e3a\u524d\u7aef\uff0c\u5b9e\u73b0\u4e86\u4e24\u4ef6\u4e8b\uff1a\u4e00\u662f\u5c06\u5355\u5411\u7684\u8fdb\u5ea6\u7b49\u5f85\u53d8\u4e3a\u53cc\u5411\u7684\u5f02\u6b65\u5bf9\u8bdd\uff0c\u5f00\u53d1\u8005\u53ef\u4ee5\u5728\u4efb\u52a1\u4e2d\u6bb5\u8fdb\u884c\u51b3\u7b56\uff08\u5982\u6743\u9650\u6279\u51c6\uff09\uff1b\u4e8c\u662f\u5c06\u7f16\u7a0b\u4f1a\u8bdd\u201c\u670d\u52a1\u5316\u201d\uff0c\u4f7f\u5176\u6210\u4e3a\u53ef\u968f\u65f6\u63a5\u5165\u3001\u65ad\u70b9\u7eed\u4f20\u7684\u6301\u4e45\u5316\u8fdb\u7a0b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u540c\u6837\u660e\u663e\u3002\u9996\u5148\uff0c\u5b89\u5168\u6027\u4e0e\u6743\u9650\u63a7\u5236\u7684\u9897\u7c92\u5ea6\u662f\u5173\u952e\uff0c\u4ec5\u9760\u201c\u5141\u8bb8\u5217\u8868\u201d\u5728\u590d\u6742\u56e2\u961f\u73af\u5883\u4e2d\u662f\u5426\u8db3\u591f\uff1f\u5176\u6b21\uff0c\u5c06\u590d\u6742\u7684\u4ee3\u7801\u4e0a\u4e0b\u6587\u4e0e\u4ea4\u4e92\u538b\u7f29\u5230\u804a\u5929\u6d88\u606f\u4e2d\uff0c\u4fe1\u606f\u6298\u635f\u4e0d\u53ef\u907f\u514d\uff0c\u53ef\u80fd\u5f71\u54cd\u51b3\u7b56\u8d28\u91cf\u3002\u6700\u540e\uff0c\u5b83\u76ee\u524d\u66f4\u50cf\u662f\u5bf9Claude Code\u73b0\u6709\u80fd\u529b\u7684\u901a\u9053\u5ef6\u4f38\uff0c\u800c\u975e\u8303\u5f0f\u521b\u65b0\u3002\u5176\u63d0\u53ca\u7684\u5bf9OpenClaw\u5f62\u6210\u7684\u201c\u538b\u529b\u201d\uff0c\u66f4\u591a\u4f53\u73b0\u5728\u5de5\u4f5c\u6d41\u6574\u5408\u7684\u4fbf\u6377\u6027\u4e0a\uff0c\u800c\u975e\u6838\u5fc3AI\u7f16\u7801\u80fd\u529b\u7684\u8d85\u8d8a\u3002\u82e5\u5176\u80fd\u8fdb\u4e00\u6b65\u5f00\u653eMCP\u534f\u8bae\uff0c\u5141\u8bb8\u66f4\u4e30\u5bcc\u7684\u4e8b\u4ef6\u7c7b\u578b\u4e0e\u7b2c\u4e09\u65b9\u5de5\u5177\u94fe\u96c6\u6210\uff0c\u6216\u5c06\u771f\u6b63\u5f00\u542f\u4e00\u4e2a\u201c\u53bb\u4e2d\u5fc3\u5316\u3001\u53ef\u7f16\u6392\u7684AI\u8f85\u52a9\u5f00\u53d1\u201d\u65b0\u9636\u6bb5\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Claude Code Channels<\/span>\n <\/div>\n<div class=\"comment-content\">Claude Code Channels let you control your local coding session from anywhere. Using MCP servers, you can bridge Claude to Telegram and Discord to push events, receive alerts, and reply to your terminal assistant directly from your phone.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone!<\/p>\n<p>The new Channels support for Claude Code is a massive workflow upgrade, especially if you run long or complex tasks.<\/p>\n<p>Instead of being tethered to your terminal waiting for Claude to finish a heavy refactor or CI pipeline, you can now bridge the session <strong>directly to Telegram or Discord<\/strong> via MCP servers. It\u2019s a true two-way street: you can push events into the running session, and Claude can send progress updates, ask for permission approvals, or deliver the final results right to your phone.<\/p>\n<p>The setup process is very straightforward. You just install the <a href=\"https:\/\/github.com\/anthropics\/claude-plugins-official\/blob\/main\/external_plugins\/telegram\/README.md\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">official plugins<\/a>, drop in your bot token, pair it via a DM code, and lock down the allowlist.<\/p>\n<p>This might put a little pressure on <a href=\"https:\/\/www.producthunt.com\/products\/clawdbot-2\" target=\"_blank\" rel=\"noopener\">@OpenClaw<\/a> \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zaczuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaczuo<\/a> Congrats on your 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>this is actually a workflow gap I run into a lot – Claude Code does the work but then you want to push updates or get notified without staring at a terminal. how does the Telegram\/Discord integration handle long-running tasks? like if a coding session takes 10 minutes, does it stream progress or just send a completion event?<\/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’ve been using Claude for parsing messy legacy codebases – it’s surprisingly good at understanding the <em>intent<\/em> behind uncommented functions written by developers who apparently believed variable names were a luxury. The constitutional AI approach means it won’t just blindly refactor everything into unreadable one-liners like some other models I’ve tried.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>trying hard to clone Openclaw it they got acquihired by ClosedAI :p<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/RVILDZIKPBA73I\" class=\"app-title\">Google AI Studio 2.0<\/a><\/p>\n<div class=\"one-liner\">Full-stack vibe coding powered by Antigravity + Firebase<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">180<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Google AI Studio 2.0\u662f\u4e00\u4e2a\u96c6\u6210\u4e86Antigravity\u667a\u80fd\u4f53\u548cFirebase\u7684\u5168\u6808\u201c\u6c1b\u56f4\u7f16\u7a0b\u201d\u5e73\u53f0\uff0c\u5b83\u5141\u8bb8\u5f00\u53d1\u8005\u901a\u8fc7\u7b80\u5355\u63d0\u793a\u76f4\u63a5\u751f\u6210\u5305\u542b\u6570\u636e\u5e93\u3001\u8ba4\u8bc1\u7b49\u540e\u7aef\u529f\u80fd\u7684\u53ef\u90e8\u7f72\u5e94\u7528\uff0c\u89e3\u51b3\u4e86AI\u7f16\u7a0b\u5de5\u5177\u4ece\u5feb\u901f\u539f\u578b\u5230\u53ef\u6269\u5c55\u751f\u4ea7\u7ea7\u5e94\u7528\u4e4b\u95f4\u7684\u65ad\u5c42\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/08af9352-cfe0-4d85-b7b4-f3aa5ebaa6c9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/22fb5cfa-d33d-4dca-9c96-b05daaa91c85.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/11f813d2-edc1-4e54-bd04-dd440e6eaa8e.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/879275ea-f5ac-4b0e-98a5-fbf8fd8892de.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a5eb2ab7-f1b6-4873-82ef-a5693db01e8b.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\/4f08155d-2c96-4681-94ba-a997c9b32ec3.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/oladCrY8A4g?si=1leS-_MpC4BhnLoW\"><source src=\"https:\/\/youtu.be\/oladCrY8A4g?si=1leS-_MpC4BhnLoW\" 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\">Vibe coding<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5168\u6808\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">AI\u4ee3\u7801\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u6c1b\u56f4\u7f16\u7a0b<\/span><br \/>\n <span class=\"tag\">\u4f4e\u4ee3\u7801\/\u65e0\u4ee3\u7801<\/span><br \/>\n <span class=\"tag\">Firebase\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u4e91\u7aefIDE<\/span><br \/>\n <span class=\"tag\">\u5feb\u901f\u539f\u578b<\/span><br \/>\n <span class=\"tag\">\u5e94\u7528\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">Google AI\u751f\u6001<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u8f85\u52a9\u7f16\u7a0b<\/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\u4e3a\u5176\u201c\u5168\u6808\u201d\u80fd\u529b\u662f\u91cd\u5927\u8fdb\u6b65\uff0c\u89e3\u51b3\u4e86\u5176\u4ed6\u5de5\u5177\u4ec5\u751f\u6210\u524d\u7aef\u7684\u75db\u70b9\u3002\u4e3b\u8981\u5173\u6ce8\u70b9\u5728\u4e8e\u5176\u6280\u672f\u6808\u662f\u5426\u88abFirebase\u9501\u5b9a\uff0c\u671f\u5f85\u672a\u6765\u652f\u6301\u5982Supabase\u7b49\u5176\u4ed6\u540e\u7aef\u3002\u540c\u65f6\uff0c\u7528\u6237\u5173\u6ce8\u5176\u4e0eClaude Code\u7b49\u7ade\u54c1\u7684\u4ee3\u7801\u8d28\u91cf\u5dee\u5f02\uff0c\u5e76\u8d5e\u8d4f\u5176\u81ea\u52a8\u5904\u7406\u4f9d\u8d56\u548c\u8bbe\u7f6e\u7684\u80fd\u529b\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 Google AI Studio 2.0\u7684\u63a8\u51fa\uff0c\u8fdc\u4e0d\u6b62\u662f\u4e00\u6b21\u529f\u80fd\u5347\u7ea7\uff0c\u800c\u662f\u8c37\u6b4c\u5bf9\u5176AI\u5f00\u53d1\u8005\u751f\u6001\u6218\u7565\u7684\u4e00\u6b21\u6e05\u6670\u8868\u6001\u3002\u5b83\u7cbe\u51c6\u5730\u523a\u5165\u4e86\u5f53\u524dAI\u8f85\u52a9\u7f16\u7a0b\u5e02\u573a\u7684\u8f6f\u808b\uff1a\u5927\u591a\u6570\u201c\u5bf9\u8bdd\u751f\u6210\u4ee3\u7801\u201d\u5de5\u5177\u6b62\u6b65\u4e8e\u4ee3\u7801\u7247\u6bb5\u6216\u524d\u7aef\u754c\u9762\uff0c\u5c06\u6700\u7e41\u7410\u7684\u540e\u7aef\u96c6\u6210\u3001\u4f9d\u8d56\u7ba1\u7406\u3001\u90e8\u7f72\u4e0a\u7ebf\u7b49\u201c\u810f\u6d3b\u7d2f\u6d3b\u201d\u7559\u7ed9\u4e86\u5f00\u53d1\u8005\uff0c\u5bfc\u81f4\u201c\u539f\u578b\u60ca\u8273\uff0c\u843d\u5730\u8270\u96be\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u6b21\u5347\u7ea7\u7684\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u201c\u95ed\u73af\u201d\u548c\u201c\u627f\u91cd\u201d\u3002\u901a\u8fc7\u6df1\u5ea6\u6346\u7ed1Firebase\uff08\u6570\u636e\u5e93+\u8ba4\u8bc1\uff09\u548cCloud Run\u90e8\u7f72\uff0c\u5b83\u5f3a\u884c\u5b9a\u4e49\u4e86\u4e00\u6761\u4ece\u63d0\u793a\u8bcd\u5230\u7ebf\u4e0a\u53ef\u8bbf\u95ee\u5e94\u7528\u7684\u6807\u51c6\u5316\u6d41\u6c34\u7ebf\u3002Antigravity\u667a\u80fd\u4f53\u7684\u201c\u8bb0\u5fc6\u201d\u80fd\u529b\u548c\u591a\u6b65\u9aa4\u4efb\u52a1\u5904\u7406\uff0c\u5219\u8bd5\u56fe\u5c06\u4e00\u6b21\u6027\u7684\u4ee3\u7801\u751f\u6210\uff0c\u5ef6\u4f38\u4e3a\u53ef\u6301\u7eed\u8fed\u4ee3\u7684\u201c\u9879\u76ee\u5f00\u53d1\u201d\u3002\u8fd9\u6807\u5fd7\u7740\u7ade\u4e89\u7ef4\u5ea6\u4ece\u201c\u4ee3\u7801\u751f\u6210\u8d28\u91cf\u201d\u5355\u4e00\u7ef4\u5ea6\uff0c\u8f6c\u5411\u4e86\u201c\u5168\u6808\u5f00\u53d1\u5de5\u4f5c\u6d41\u6574\u5408\u201d\u7684\u66f4\u9ad8\u7ef4\u5ea6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5149\u8292\u4e4b\u4e0b\u9690\u73b0\u7740\u751f\u6001\u9501\u5b9a\u7684\u9634\u5f71\u3002\u201cFirebase-first\u201d\u7b56\u7565\u662f\u4e00\u628a\u53cc\u5203\u5251\uff0c\u5728\u63d0\u4f9b\u5f00\u7bb1\u5373\u7528\u4fbf\u5229\u7684\u540c\u65f6\uff0c\u4e5f\u610f\u5473\u7740\u65e9\u671f\u6280\u672f\u9009\u578b\u7684\u7ed1\u5b9a\u3002\u8fd9\u4e0e\u5f53\u524d\u5f00\u53d1\u8005\u8ffd\u6c42\u7075\u6d3b\u3001\u53ef\u79fb\u690d\u7684\u67b6\u6784\u8d8b\u52bf\u5b58\u5728\u6f5c\u5728\u51b2\u7a81\u3002\u8bc4\u8bba\u4e2d\u7684\u62c5\u5fe7\u6b63\u662f\u4e8e\u6b64\u3002\u5b83\u7684\u771f\u6b63\u5bf9\u624b\uff0c\u6216\u8bb8\u4e0d\u662fClaude Code\u6216Cursor\u8fd9\u7c7b\u66f4\u201c\u7eaf\u7cb9\u201d\u7684\u4ee3\u7801\u751f\u6210\u5de5\u5177\uff0c\u800c\u662fVercel\u3001Replit\u7b49\u540c\u6837\u81f4\u529b\u4e8e\u7b80\u5316\u5168\u6808\u5f00\u53d1\u4e0e\u90e8\u7f72\u7684\u4e91\u539f\u751f\u5e73\u53f0\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8c37\u6b4c\u6b64\u4e3e\u7684\u771f\u6b63\u91ce\u5fc3\uff0c\u662f\u6210\u4e3a\u4e0b\u4e00\u4ee3\u5e94\u7528\u5f00\u53d1\u7684\u201c\u9ed8\u8ba4\u8d77\u70b9\u201d\u3002\u5b83\u4e0d\u518d\u6ee1\u8db3\u4e8e\u5145\u5f53\u4e00\u4e2a\u806a\u660e\u7684\u4ee3\u7801\u52a9\u624b\uff0c\u800c\u662f\u8bd5\u56fe\u6210\u4e3a\u6574\u4e2a\u5e94\u7528\u751f\u547d\u5468\u671f\u7684\u6258\u7ba1\u73af\u5883\u548c\u7f16\u6392\u4e2d\u67a2\u3002\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u53d6\u51b3\u4e8e\u5b83\u5728\u201c\u8c37\u6b4c\u7cfb\u670d\u52a1\u4fbf\u5229\u6027\u201d\u4e0e\u201c\u5f00\u653e\u67b6\u6784\u7075\u6d3b\u6027\u201d\u4e4b\u95f4\u80fd\u5426\u627e\u5230\u66f4\u4f18\u96c5\u7684\u5e73\u8861\u3002\u82e5\u6210\u529f\uff0c\u201c\u63d0\u793a\u8bcd\u5230\u751f\u4ea7\u73af\u5883\u201d\u5c06\u4e0d\u518d\u662f\u5671\u5934\uff0c\u800c\u4f1a\u91cd\u5851\u5c0f\u56e2\u961f\u548c\u72ec\u7acb\u5f00\u53d1\u8005\u7684\u6548\u7387\u57fa\u7ebf\uff1b\u82e5\u5931\u8861\uff0c\u5219\u53ef\u80fd\u53ea\u662f\u4e00\u4e2a\u5f3a\u5927\u4f46\u7565\u663e\u5c01\u95ed\u7684\u8c37\u6b4c\u751f\u6001\u4e13\u7528\u5de5\u5177\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Google AI Studio 2.0<\/span>\n <\/div>\n<div class=\"comment-content\">Google AI Studio just launched a new full-stack vibe coding experience powered by Antigravity. Turn simple prompts into production-ready apps with built-in Firebase (database + auth), multiplayer support, and a smarter agent that handles multi-step tasks and remembers your project. It manages multi-file builds, auto-fixes errors, and lets you add npm packages, connect services, and deploy to Cloud Run\u2014all from your browser.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Google is absolutely on a tear this week. After launching <a href=\"https:\/\/www.producthunt.com\/products\/stitch-2-0-by-google-2\" target=\"_blank\" rel=\"noopener\">Stitch 2.0<\/a> yesterday, Google just upgraded <strong>AI Studio<\/strong> into a full-stack \u201cvibe coding\u201d platform. It looks like a <a href=\"https:\/\/www.producthunt.com\/products\/claude-code\" target=\"_blank\" rel=\"noopener\">@Claude Code<\/a> competitor inside AI Studio powered by the <a href=\"https:\/\/www.producthunt.com\/products\/google-antigravity\" target=\"_blank\" rel=\"noopener\">@Google Antigravity<\/a> agent.<\/p>\n<\/p>\n<p>It turns simple prompts into production-ready apps, solving the gap between quick prototypes and real, scalable products. You can go from idea to working app without leaving the environment. Feels like a shift from \u201cAI-assisted coding\u201d to AI actually building usable software. <\/p>\n<\/p>\n<p><strong>What stands out:<\/strong><\/p>\n<ul>\n<li>\n<p>Builds real apps with multiplayer, auth, and databases (<a href=\"https:\/\/www.producthunt.com\/products\/firebase\" target=\"_blank\" rel=\"noopener\">@Firebase<\/a>)<\/p>\n<\/li>\n<li>\n<p>Auto-detects needs like login, APIs, and installs libraries for you<\/p>\n<\/li>\n<li>\n<p>Supports modern stacks like Next.js, React, Angular<\/p>\n<\/li>\n<li>\n<p>Lets you connect real-world services + manage secrets securely<\/p>\n<\/li>\n<li>\n<p>Remembers your progress across sessions <\/p>\n<\/li>\n<\/ul>\n<p><strong>Great for:<\/strong><\/p>\n<ul>\n<li>\n<p>Indie hackers & builders<\/p>\n<\/li>\n<li>\n<p>Startup founders validating ideas fast<\/p>\n<\/li>\n<li>\n<p>Devs who want to ship faster with less setup<\/p>\n<\/li>\n<\/ul>\n<p>If this keeps improving, \u201cprompt to production\u201d might become the new default. <\/p>\n<p>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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the Antigravity + Firebase combo for full-stack vibe coding is interesting – most vibe coding tools stop at the frontend and leave you to figure out the backend yourself. how opinionated is it about the stack? like can you swap Firebase for a different backend or is it pretty locked in?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Super excited to see what people build with these updates! \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>love it<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The auto-detect for login, APIs and library installs is a big deal. That setup phase is where most vibe coding sessions fall apart for me. You spend 20 minutes prompting and then realize the AI forgot to add a dependency.<\/p>\n<p>Firebase-first makes sense for Google but I wonder if that locks you into their stack. Would be nice to see Supabase or Postgres support eventually.<\/p>\n<p>How’s the code quality compared to Claude Code or Cursor though? That’s usually where the real differences show up.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#8<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/FG6OBEN36A4JY6\" class=\"app-title\">Built for Devs<\/a><\/p>\n<div class=\"one-liner\">See how developers really experience your product<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">164<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e3a\u5f00\u53d1\u5de5\u5177\u56e2\u961f\u63d0\u4f9b\u96c6\u6210\u4e86\u65f6\u95f4\u4ef7\u503c\u8ffd\u8e2a\u3001\u771f\u5b9e\u5f00\u53d1\u8005\u65e0\u811a\u672c\u5f55\u5c4f\u8bc4\u4f30\u548cAI\u5206\u6790\u62a5\u544a\u7684\u6301\u7eed\u667a\u80fd\u5e73\u53f0\uff0c\u89e3\u51b3\u5f00\u53d1\u8005\u91c7\u7528\u7387\u4f4e\u3001\u7528\u6237\u6d41\u5931\u539f\u56e0\u4e0d\u660e\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9dd0c91b-528d-4a91-87c6-b128990f49e0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d56244e7-749b-4d72-baee-493470888ff4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/346dc66d-c08a-49f6-a30b-6bdfc4264ca6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fa561693-69a0-4fc7-a5c8-3972907bb837.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c2c576f5-c5e2-40d2-a461-253bf8fa1cce.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5ec05b63-7af8-4002-b9d6-a8cf3156c2cc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/aff02b3c-4043-4124-b949-e4bdc9b7c031.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/82d92f31-0a97-4447-8d9e-ac2efdc4265f.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\/9472871a-af76-4b20-926c-5132e2429e0c.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=USlw80mI2lY\"><source src=\"https:\/\/www.youtube.com\/watch?v=USlw80mI2lY\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">User Experience<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5f00\u53d1\u8005\u4f53\u9a8c\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u91c7\u7528\u667a\u80fd<\/span><br \/>\n <span class=\"tag\">\u7528\u6237\u884c\u4e3a\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u5f55\u5c4f\u7528\u6237\u6d4b\u8bd5<\/span><br \/>\n <span class=\"tag\">B2D\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u4f18\u5316\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u65f6\u95f4\u4ef7\u503c\u8861\u91cf<\/span><br \/>\n <span class=\"tag\">ICP\u5339\u914d<\/span><br \/>\n <span class=\"tag\">AI\u9a71\u52a8\u6d1e\u5bdf<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u6f0f\u6597<\/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\u6570\u636e\u9a71\u52a8\u65b9\u6cd5\u53ca\u771f\u5b9e\u5f00\u53d1\u8005\u5f55\u5c4f\u7684\u4ef7\u503c\uff0c\u8ba4\u4e3a\u53cd\u9988\u66f4\u6613\u91cf\u5316\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\u5e73\u53f0\u9002\u7528\u6027\uff08\u662f\u5426\u652f\u6301\u684c\u9762\/\u79fb\u52a8\u7aef\uff09\u3001\u6570\u636e\u8d28\u91cf\uff08\u4ed8\u8d39\u6d4b\u8bd5\u8005\u4e0e\u771f\u5b9e\u7528\u6237\u884c\u4e3a\u5dee\u5f02\uff09\u53ca\u89c4\u6a21\u5316\u540e\u8bc4\u4f30\u8005\u7f51\u7edc\u7684\u8d28\u91cf\u7ef4\u6301\u3002\u521b\u59cb\u4eba\u56de\u590d\u786e\u8ba4\u76ee\u524d\u4ec5\u652f\u6301Web\uff0c\u5e76\u5f3a\u8c03\u4ed8\u8d39\u5f00\u53d1\u8005\u53cd\u9988\u4f9d\u7136\u771f\u5b9e\u3001\u60c5\u7eea\u5316\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 Built for Devs \u8bd5\u56fe\u5c06\u9ad8\u4ef7\u503c\u7684\u5b9a\u5236\u5316\u54a8\u8be2\u4ea7\u54c1\u5316\uff0c\u5176\u6838\u5fc3\u4ef7\u503c\u4e3b\u5f20\u76f4\u51fbB2D\u9886\u57df\u6700\u987d\u56fa\u7684\u75db\u70b9\uff1a\u5f00\u53d1\u8005\u4e3a\u4f55\u5728\u6587\u6863\u548c\u5de5\u5177\u4e2d\u6084\u7136\u6d41\u5931\u3002\u4ea7\u54c1\u4e09\u4f4d\u4e00\u4f53\u7684\u8bbe\u8ba1\u2014\u2014\u91cf\u5316\u8ffd\u8e2a\u3001\u771f\u4eba\u5f55\u5c4f\u3001AI\u5408\u6210\u2014\u2014\u5728\u903b\u8f91\u4e0a\u6784\u6210\u4e86\u4e00\u4e2a\u4ece\u5b8f\u89c2\u6570\u636e\u5230\u5fae\u89c2\u52a8\u673a\u7684\u5b8c\u6574\u6d1e\u5bdf\u95ed\u73af\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u4e0e\u6f5c\u5728\u98ce\u9669\u5747\u5728\u4e8e\u201c\u4eba\u201d\u3002\u5ba3\u79f0\u76846000+\u540dICP\u5339\u914d\u5f00\u53d1\u8005\u7f51\u7edc\u662f\u63d0\u4f9b\u201c\u771f\u5b9e\u4f53\u9a8c\u201d\u7684\u6e90\u6cc9\uff0c\u4e5f\u662f\u5176\u533a\u522b\u4e8e\u666e\u901a\u4f1a\u8bdd\u56de\u653e\u5de5\u5177\u7684\u5173\u952e\u3002\u7136\u800c\uff0c\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u4ed8\u8d39\u6d4b\u8bd5\u8005\u884c\u4e3a\u662f\u5426\u5931\u771f\u201d\u53ca\u201c\u89c4\u6a21\u5316\u540e\u8d28\u91cf\u80fd\u5426\u7ef4\u6301\u201d\u7684\u8d28\u7591\uff0c\u6070\u6070\u70b9\u4e2d\u4e86\u5176\u5546\u4e1a\u6a21\u5f0f\u6700\u8106\u5f31\u7684\u795e\u7ecf\u3002\u5f53\u8bc4\u4f30\u4ece\u7cbe\u9009\u670d\u52a1\u53d8\u4e3a\u5e73\u53f0\u89c4\u6a21\u5316\u4f9b\u7ed9\uff0c\u5982\u4f55\u6807\u51c6\u5316\u201c\u771f\u5b9e\u201d\u5e76\u9632\u6b62\u53c2\u4e0e\u8005\u6e38\u620f\u5316\u7cfb\u7edf\uff0c\u5c06\u662f\u5de8\u5927\u6311\u6218\u3002\n <\/p>\n<p class=\"ai-content\">\n AI\u5f15\u64ce\u7684\u4ef7\u503c\u5e76\u975e\u66ff\u4ee3\u5206\u6790\uff0c\u800c\u5728\u4e8e\u5c06\u591a\u6a21\u6001\u6570\u636e\uff08\u884c\u4e3a\u3001\u8bed\u97f3\u3001\u8868\u60c5\uff09\u5173\u8054\u5e76\u6a21\u5f0f\u5316\uff0c\u8fd9\u63d0\u5347\u4e86\u6d1e\u5bdf\u6548\u7387\u3002\u4f46\u672c\u8d28\u4e0a\uff0c\u5b83\u8d29\u5356\u7684\u4ecd\u662f\u4e00\u79cd\u201c\u786e\u5b9a\u6027\u7684\u5e7b\u89c9\u201d\u2014\u2014\u901a\u8fc7\u66f4\u5bc6\u96c6\u7684\u6570\u636e\u91c7\u96c6\uff0c\u8ba9\u521b\u59cb\u4eba\u611f\u89c9\u201c\u731c\u5f97\u5c11\u4e00\u70b9\u201d\u3002\u7136\u800c\uff0c\u4ea7\u54c1\u6210\u529f\u6700\u7ec8\u53d6\u51b3\u4e8e\u56e2\u961f\u7684\u6267\u884c\u4e0e\u8fed\u4ee3\uff0c\u5de5\u5177\u53ea\u80fd\u66b4\u9732\u95ee\u9898\uff0c\u800c\u975e\u89e3\u51b3\u95ee\u9898\u3002\u8be5\u5e73\u53f0\u82e5\u6210\u529f\uff0c\u5c06\u6210\u4e3a\u5f00\u53d1\u5de5\u5177\u9886\u57df\u7684\u201c\u5fc5\u5907\u8bca\u65ad\u4eea\u201d\uff1b\u82e5\u5931\u8d25\uff0c\u53ef\u80fd\u53ea\u56e0\u5ba2\u6237\u5728\u6570\u636e\u6d2a\u6c34\u4e2d\u770b\u5230\u4e86\u6240\u6709\u4f24\u53e3\uff0c\u5374\u4ecd\u65e0\u529b\u6cbb\u6108\u4efb\u4f55\u4e00\u4e2a\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\">Built for Devs<\/span>\n <\/div>\n<div class=\"comment-content\">Three tools. One platform. Complete developer adoption intelligence. Time-to-value tracking, screen-recorded evaluations with real ICP-matched devs, and an AI engine that tells you exactly what’s broken and how to fix it. The intelligence compounds. You’ve watched the dashboards. Developers still drop off. Now you’ll know why.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Built for Devs is the result of productizing a service that drove the greatest results I’ve ever seen in my career.<\/p>\n<\/p>\n<p>I brought real developers in to screen record themselves naturally trying a client’s dev tool\u2014no scripts, no hand-holding. Just honest, unfiltered first experiences. Those recordings shaped findings reports that told founders exactly what was broken and what to fix. Red flags for what needed to be addressed first. Quick wins for low-effort opportunities. The full story of how developers experienced every stage of the product.<\/p>\n<\/p>\n<p>The results were unlike anything else I’d produced.<\/p>\n<\/p>\n<p>One client fixed a handful of friction points and hit Product Hunt #1 product of the day and week. Another completely pivoted their market using insights from 10 developer segments. The recordings alone kept roadmaps full for months.<\/p>\n<\/p>\n<p>The service was such a success that it became a platform\u2014and then some.<\/p>\n<\/p>\n<p>Dev tool founders now get continuous journey tracking so they always know where developers slow down and disappear. Real developer evaluations matched to their exact ICP\u2014screen recorded, unscripted, and incredibly revealing. And an AI engine that analyzes every data point including video, drafts findings reports richer than anything I could produce by hand, and recommends exactly what to fix.<\/p>\n<\/p>\n<p>Not a one-time audit. A living system that gets smarter over time. The more data it collects, the more precise the recommendations get. Founders stop guessing. They know exactly what’s broken and exactly what to do about it.<\/p>\n<\/p>\n<p>Built for Devs is developer adoption intelligence for dev tools. It shows founders exactly where developers drop off, why they leave, and what to fix\u2014continuously.<\/p>\n<p>If you’re a developer reading this\u2014those screen recordings don’t record themselves. Built for Devs <a href=\"https:\/\/builtfor.dev\/developers?ref=blog.builtfor.dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">pays developers to try dev tools<\/a>. No meetings, no scripts, no hand-holding. Just your honest first experience with a product.<\/p>\n<p><strong>HOW IT WORKS<\/strong><br \/>Built for Devs leverages a tracking script that captures the users entire journey\u2014from first visit through interaction\u2014tracking pageviews, clicks, form submissions, time spent, errors, rage clicks, and scroll behavior to measure the dev tools TTV (time to value). It uses that data to provide a fully-detailed developer journey with your touch points mapped to the right stage. It leverages everything that it learns to constantly provide recommendations for improvement.<\/p>\n<p>When developers use the dev tools during an evaluation, the system processes three layers of data: a full transcript of what they say, video analysis revealing where they struggle or get confused, and interaction data captured by the tracking script that records navigation, clicks, and time spent. AI synthesizes these three layers into a findings report, identifying patterns in how developers approach problems and where their product could improve the experience.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>12<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tessak22\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tessak22<\/a> this is awesome, congrats on the launch Tessa!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch, looks helpful!<\/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\/@flybayer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@flybayer<\/a> thank you!!!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I love the data-driven approach. Feedback to the team becomes easier to quantify and break down into work that shows actual results. Super helpful. <\/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\/@bekahhw\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bekahhw<\/a> thank you! Appreciate your kind words.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 looks really useful. The screen-recorded evaluations with real devs are a great idea, getting unfiltered first impressions before launch sounds way better than guessing. Curious about the time-to-value tracking too, how do you define ‘conversion’? Is it something I configure or does it detect it automatically? I’m building a desktop app with Electron so also wondering if this would work for that or if it’s web-only.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ray_artlas\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ray_artlas<\/a> You configure it by setting your “value points” because there can be multiple points per product. In the configuration you also set which pages\/endpoints go in which part of the developer journey, too. This helps you see a clear view of your developer user journey and then the events and human data are layered over top of that to provide rich recommendations on what to improve. Its web only unfortunately. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Do you track where developers get stuck during onboarding or is it more focused on the overall experience? Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mcarmonas\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mcarmonas<\/a> It tracks the entire journey. But you have to include the script in every platform the developers touch. We bring the pieces together and show you the entire developer journey from first visit to when they leave across your site, docs, blog, product, etc. As long as the script loads.<\/p>\n<p>Thank you so much!!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats Tessa on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tessa_mero\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tessa_mero<\/a> thank you!!!!!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>So excited to see this out there!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@krider2010\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@krider2010<\/a> thank you so much for your support. It means the world.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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! \ud83c\udf89 The insight about user interviews being unreliable is spot on \u2014 people describe a smoothed-out version of what actually happened, not the real confusion. Screen recordings of unscripted first experiences are a completely different signal. About to launch OceanMind, an AI-powered breathwork iOS app, and the onboarding drop-off problem is exactly what keeps me up at night. Curious whether the platform works for mobile app onboarding too, or is it primarily focused on web-based dev tools and SDKs? The ICP-matched developer evaluation piece is the part I find most compelling \u2014 getting real first impressions from people who match your actual user before you\u2019ve burned your launch day on guesswork.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@alexeyglukharev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexeyglukharev<\/a> the language is very developer based for your users, but I don’t see why you can’t. I’m using it for Built for Devs and my product itself isn’t a dev tool. I would think it should work the same. Let me know if you try it. tessa at <a href=\"https:\/\/builtfor.dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">builtfor.dev<\/a><\/p>\n<p>As for developers providing the opinions vs traditional users, there isn’t a replacement for that, but developers know software better than anyone else, so it might end up being fruitful, if I can get developers matched to something thats not a dev tool. I don’t see I couldn’t find them that would be interested.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks great Tessa! Congrats on the launch \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@eddiejaoude\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@eddiejaoude<\/a> thanks Eddie! Looking forward to yours coming up soon!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The 6k evaluator network is the real moat here, not the tracking script. How do you keep evaluation quality consistent as you scale that pool? Marketplace supply-side quality tends to collapse once you stop hand-picking participants.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Here’s an example of a developer adoption score!<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f25f31da-9fcc-4562-97bc-5d6f9a0f5f1c.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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>Drop one script tag into your site. That’s it.<\/strong><\/p>\n<\/p>\n<p>bfd.js tracks how developers actually move through your docs and product\u2014pageviews, clicks, scroll depth, time on page, rage clicks, copy events, JS errors, and form interactions. No fluff. No PII. Sensitive fields and params are automatically redacted.<\/p>\n<\/p>\n<p>Pair it with screen-recorded evaluations from ICP-matched developers in our 6k+ network, and you stop guessing what’s broken. You see it.<\/p>\n<\/p>\n<p>Three products. One goal: turn drop-offs into adoption.<\/p>\n<\/p>\n<p>\u2192 <strong>JS tracking script<\/strong> \u2014 measures TTV and the full developer journey <br \/>\u2192 <strong>Screen-recorded evaluations<\/strong> \u2014 real developers, your exact ICP, paid to do a thorough job <br \/>\u2192 <strong>AI recommendations engine<\/strong> \u2014 tells you what’s broken and what to fix. Gets smarter over time.<\/p>\n<p>Built for dev tool teams who are tired of shipping docs into a void.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Do you find a difference in data quality between the developers that are being paid to test a tool versus actual users of the dev tool? For instance, I know that my behaviour is different when I’m filling out a survey for a contest versus one that I genuinely am interested 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lienchueh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lienchueh<\/a> YES! Massive difference. I have some <a href=\"https:\/\/www.youtube.com\/watch?v=USlw80mI2lY\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>videos on YouTube<\/strong><\/a> of evaluations when it was a service, so they are pretty lengthy. But yes, developers are told be candid and to express every emotion\u2014good and bad\u2014and they really do in these evaluations. It makes for the most amazing results. One developer, who never curses publicly, dropped a few F bombs in an evaluation because the oauth permissions were too loose. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 “how developers actually use it” angle is underserved – most UX tools optimize for non-technical users and then try to bolt on developer modes. what kind of signals do you surface that typical session recording misses? I am thinking things like rage clicks on APIs or copy-pasting error messages.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@mykola_kondratiuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mykola_kondratiuk<\/a> exactly! Between the different data surfacing tools, it really doesn’t miss much honestly. The tracking script captures the users entire journey\u2014from first visit through interaction\u2014tracking pageviews, clicks, form submissions, time spent, errors, rage clicks, and scroll behavior.<\/p>\n<p>When developers use the dev tools during an evaluation, the system processes three layers of data: a full transcript of what they say, video analysis revealing where they struggle or get confused, and interaction data captured by the tracking script that records navigation, clicks, and time spent. AI synthesizes these three layers into a findings report, identifying patterns in how developers approach problems and where their product could improve the experience.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/KYNWONU2U77LHI\" class=\"app-title\">Visdiff<\/a><\/p>\n<div class=\"one-liner\">Stop bridging the design-to-code gap, close it<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">138<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Visdiff\u662f\u4e00\u6b3e\u901a\u8fc7AI\u4ee3\u7406\u81ea\u52a8\u751f\u6210\u3001\u9a8c\u8bc1\u5e76\u4fee\u6b63\u4ee3\u7801\uff0c\u76f4\u81f3\u5176\u4e0eFigma\u8bbe\u8ba1\u5b9e\u73b0\u50cf\u7d20\u7ea7\u5339\u914d\u7684\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u5728\u5c06\u8bbe\u8ba1\u7a3f\u8f6c\u5316\u4e3a\u524d\u7aef\u4ee3\u7801\u65f6\u4ecd\u9700\u8017\u8d39\u5927\u91cf\u65f6\u95f4\u624b\u52a8\u8c03\u6574\u89c6\u89c9\u7ec6\u8282\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/9d9d2909-c270-418c-9aca-d2b35f70f47f.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/A44qUr5Up60\"><source src=\"https:\/\/youtu.be\/A44qUr5Up60\" 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\/391e7c23-e9f5-4fbe-9242-25e8d85e9ce1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a9248401-2d76-4b3c-94e8-aff88215d85c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3ad4be0d-0133-4ade-b840-c8cba8301b4c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/09251c6c-eef5-44ba-a2bb-d5891af5770e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ef9ab471-f826-446b-9a03-d62e31b5c1e5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Design Tools<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u8f85\u52a9\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u8bbe\u8ba1\u8f6c\u4ee3\u7801<\/span><br \/>\n <span class=\"tag\">\u89c6\u89c9\u56de\u5f52\u6d4b\u8bd5<\/span><br \/>\n <span class=\"tag\">\u524d\u7aef\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u50cf\u7d20\u7ea7\u6bd4\u5bf9<\/span><br \/>\n <span class=\"tag\">\u8bbe\u8ba1\u5f00\u53d1\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">Figma\u63d2\u4ef6<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4fee\u6b63<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\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\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3\u201c\u8bbe\u8ba1\u8fd8\u539f\u201d\u75db\u70b9\u7684\u4ef7\u503c\uff0c\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\uff1a\u5982\u4f55\u5904\u7406\u54cd\u5e94\u5f0f\u5e03\u5c40\u4e0e\u591a\u65ad\u70b9\u8bbe\u8ba1\uff1b\u5982\u4f55\u5e94\u5bf9\u8bbe\u8ba1\u4e0e\u5b9e\u9645\u4ee3\u7801\u5e93\u7684\u540e\u671f\u5206\u6b67\uff1b\u662f\u5426\u652f\u6301\u66f4\u65b0\u73b0\u6709\u524d\u7aef\uff1b\u4e0e\u73b0\u6709\u8bbe\u8ba1\u7cfb\u7edf\u548c\u5de5\u4f5c\u6d41\u7684\u96c6\u6210\u80fd\u529b\u3002\u521b\u59cb\u4eba\u56de\u5e94\u79ef\u6781\uff0c\u660e\u786e\u4e86\u8fed\u4ee3\u65b9\u5411\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 Visdiff\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u6210\u4e3a\u53e6\u4e00\u4e2a\u201cFigma to Code\u201d\u751f\u6210\u5668\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u6210\u4e3a\u8fde\u63a5\u8bbe\u8ba1\u4e0e\u4ee3\u7801\u7684\u201c\u81ea\u52a8\u9a7e\u9a76\u201d\u7cfb\u7edf\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u751f\u6210\uff0c\u800c\u662f\u5f15\u5165\u4e86\u201c\u751f\u6210-\u9a8c\u8bc1-\u4fee\u6b63\u201d\u7684\u95ed\u73af\u53cd\u9988\u673a\u5236\uff0c\u8fd9\u76f4\u51fb\u4e86\u5f53\u524dAI\u7f16\u7801\u5de5\u5177\u5728\u89c6\u89c9\u51c6\u786e\u6027\u4e0a\u7684\u963f\u5580\u7409\u65af\u4e4b\u8e35\u2014\u2014\u5b83\u4eec\u64c5\u957f\u63a8\u7406\u903b\u8f91\uff0c\u5374\u7f3a\u4e4f\u5bf9\u201c\u50cf\u7d20\u201d\u7684\u5ba1\u7f8e\u548c\u8d23\u4efb\u611f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u50cf\u7d20\u7ea7\u5339\u914d\u201d\u65e2\u662f\u5229\u5203\uff0c\u4e5f\u662f\u8f6f\u808b\u3002\u5728\u52a8\u6001\u3001\u54cd\u5e94\u5f0f\u7684\u73b0\u4ee3\u524d\u7aef\u4e16\u754c\u4e2d\uff0c\u7edd\u5bf9\u7684\u50cf\u7d20\u5339\u914d\u53ef\u80fd\u662f\u4e00\u79cd\u53cd\u6a21\u5f0f\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u54cd\u5e94\u5f0f\u3001\u52a8\u6001\u5185\u5bb9\u3001\u5b57\u4f53\u6e32\u67d3\u5dee\u5f02\u7684\u8d28\u7591\u975e\u5e38\u5c16\u9510\uff0c\u66b4\u9732\u4e86\u8be5\u5de5\u5177\u5728\u4ece\u9759\u6001\u8bbe\u8ba1\u7a3f\u5230\u52a8\u6001\u5e94\u7528\u573a\u666f\u8fc7\u6e21\u4e2d\u53ef\u80fd\u9762\u4e34\u7684\u201c\u523b\u821f\u6c42\u5251\u201d\u98ce\u9669\u3002Visdiff\u7684\u5e94\u5bf9\u7b56\u7565\u2014\u2014\u652f\u6301\u591a\u65ad\u70b9\u8bbe\u8ba1\u6bd4\u5bf9\u3001\u5c0a\u91cd\u73b0\u6709\u4ee3\u7801\u5e93\uff08\u901a\u8fc7MCP\uff09\u3001\u8ba1\u5212\u53cd\u5411\u540c\u6b65\u2014\u2014\u663e\u793a\u51fa\u56e2\u961f\u5bf9\u5de5\u7a0b\u590d\u6742\u6027\u7684\u6e05\u9192\u8ba4\u77e5\uff0c\u4f46\u8fd9\u4e9b\u529f\u80fd\u5c1a\u672a\u5b8c\u5168\u843d\u5730\uff0c\u5176\u5b9e\u9645\u6548\u80fd\u6709\u5f85\u68c0\u9a8c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u6311\u6218\u5728\u4e8e\uff0c\u5b83\u8bd5\u56fe\u7528\u81ea\u52a8\u5316\u7684\u786e\u5b9a\u6027\u95ee\u9898\uff08\u50cf\u7d20\u6bd4\u5bf9\uff09\uff0c\u53bb\u89e3\u51b3\u4e00\u4e2a\u672c\u8d28\u4e0a\u5145\u6ee1\u4e0d\u786e\u5b9a\u6027\u548c\u4e3b\u89c2\u5224\u65ad\uff08\u8bbe\u8ba1\u8fd8\u539f\u4e0e\u5de5\u7a0b\u5b9e\u73b0\u5e73\u8861\uff09\u7684\u534f\u4f5c\u6d41\u7a0b\u95ee\u9898\u3002\u5982\u679c\u5904\u7406\u4e0d\u5f53\uff0c\u8fc7\u5ea6\u4e25\u683c\u7684\u201c\u5339\u914d\u201d\u53ef\u80fd\u6210\u4e3a\u521b\u65b0\u7684\u67b7\u9501\uff0c\u6216\u4ea7\u751f\u5927\u91cf\u65e0\u610f\u4e49\u7684diff\u566a\u97f3\u3002Visdiff\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u4e0d\u53d6\u51b3\u4e8e\u5176AI\u7684\u201c\u89c6\u529b\u201d\u6709\u591a\u597d\uff0c\u800c\u53d6\u51b3\u4e8e\u5176\u201c\u667a\u6167\u201d\u6709\u591a\u9ad8\u2014\u2014\u80fd\u5426\u7406\u89e3\u54ea\u4e9b\u5dee\u5f02\u662f\u5fc5\u987b\u4fee\u590d\u7684\u7f3a\u9677\uff0c\u54ea\u4e9b\u662f\u5408\u7406\u7684\u5de5\u7a0b\u9002\u914d\u6216\u521b\u610f\u53d1\u6325\u3002\u5b83\u6700\u7ec8\u8981\u7ba1\u7406\u7684\u4e0d\u662f\u50cf\u7d20\uff0c\u800c\u662f\u8bbe\u8ba1\u4e0e\u5f00\u53d1\u4e4b\u95f4\u5fae\u5999\u7684\u4fe1\u4efb\u4e0e\u6743\u8d23\u5173\u7cfb\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\">Visdiff<\/span>\n <\/div>\n<div class=\"comment-content\">AI coding tools generate frontends that look close, but never match the design. You end up spending hours fixing spacing, fonts, colors, and layout. Design-to-code plugins generate rigid code. Visual regression tools catch problems but don’t fix them. Visdiff closes the loop: paste your Figma link, and AI agents generate, verify, and fix the code against your design reference until it actually matches. No more “close enough.” What you designed is what gets shipped.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hello Hunter\ud83d\udc4b\ud83c\udffb<br \/>\nI’m Mouad, one of the co-founders of Visdiff.<\/p>\n<p>We ran a development agency and every single project had the same problem: a client hands us a Figma design, we use the best AI coding tools available (Cursor, Claude, v0), and the output is never pixel-perfect. We’d spend 3-5 hours per page manually fixing things that should have been right.<\/p>\n<p>We talked to dozens of developers and designers, turns out everyone has this pain. Agencies, freelancers, in-house teams. The AI tools are amazing at generating code, but terrible at visual accuracy.<\/p>\n<p>So we’re building Visdiff: a visual diffing engine that sits between Figma and your codebase. It generates code, screenshots the result, compares it pixel-by-pixel to the original design, and iterates until it matches.<\/p>\n<p>We’re looking for developers who want to be first in line when we ship. If you’ve ever wasted hours fixing AI-generated code to match a design, we’re building this for you.<br \/>\nWould love to hear: what’s the most annoying visual bug you keep having to fix manually?<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>17<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kabirimouad\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kabirimouad<\/a> \ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kabirimouad\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kabirimouad<\/a> Pixel-by-pixel comparison sounds precise but can be fragile, how do you handle responsive layouts, dynamic content, or font rendering differences across environments without the diff engine crying wolf on every minor variation?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 looks promising, and I can see the value when Figma and the codebase are perfectly in sync. However, in practice, production environments often diverge from the original designs\u2014whether it\u2019s updated iconography or elements that were cut during development but never reflected back in Figma. How does your tool manage these discrepancies between the ‘source of truth’ in design and the actual live implementation?<\/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\/@sdoyce\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sdoyce<\/a> Great question. This is a real problem and we intentionally don’t try to solve it by being heavy-handed.<\/p>\n<p>VisDiff generates code against the Figma reference, but it doesn’t force anything into your codebase. The integration step (through MCP) is where you stay in control, so if something was intentionally changed or dropped during development, you just instruct the agent to skip it.<\/p>\n<p>We’re also planning to support the reverse flow (diffing the implementation back against the design) so teams can keep Figma up to date with what actually shipped. Basically the same engine, but in the opposite direction.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@abdelh2o ok awesome, yes the reverse process is actually almost as valuable for us. Can\u2019t wait to test this out!<\/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>What happens with responsive? Figma designs are usually at one breakpoint. Does VisDiff only match that specific size, or does it do anything to make sure the output doesn’t fall apart at other screen widths?<\/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\/@hamza_ifleh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hamza_ifleh<\/a> Good question, there are two parts to this. First, even with a single mockup, VisDiff generates responsive output by default. So if your design is a desktop frame, the implementation won’t break on mobile out of the box.<\/p>\n<p>Second, we’re actively building multi-breakpoint support. You’ll be able to link each Figma frame to a specific screen size (desktop, tablet, mobile) and VisDiff will match all of them simultaneously. Your 1440px frame, your 768px frame, and your 375px frame each converge to pixel-perfect, and the in-between sizes get handled cleanly. Design at the breakpoints you care about, we fill the gaps.<\/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>good job guys, can you use the product to update existing frontends ?<\/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\/@mohamed_zaidi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mohamed_zaidi<\/a> I have the same question! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@mohamed_zaidi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mohamed_zaidi<\/a> Thanks! And yes, that’s actually the main use case. VisDiff isn’t about generating code from scratch. It takes your existing frontend and gets it to match a new or updated design. You point it at your running app, point it at the design, and it figures out exactly what needs to change.<\/p>\n<\/p>\n<p>We ground the process in both your design and your codebase at the same time. So instead of you manually keeping two sources of truth in sync, VisDiff handles that alignment for you.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey,<br \/>\nCongrats on the launch.<br \/>\nWhat makes you different from other similar products?<br \/>\nIs your target designers, agencies or developers?<\/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\/@bengeekly\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bengeekly<\/a> Hey, thanks!<\/p>\n<p>Most design-to-code tools give you a first pass and leave you to fix the rest manually. We do the fixing part too. VisDiff generates the code, then screenshots what it built, compares it to the Figma, and keeps iterating until it actually matches. You can finally get production ready output instead of a rough starting point.<\/p>\n<p>From there you can take the code directly or use our MCP server to plug it into your existing codebase.<\/p>\n<p>Target is both developers and agencies. We come from an agency background and built this for ourselves first. Individual devs shipping UI from Figma have the same pain, just at a different scale. Designers aren’t the primary user today, but the direction we’re heading is making it possible for designers to push changes without waiting on a developer at all.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@abdelh2o nice,<br \/>\nDoes it support multiple coding languages?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019ve run into this a lot working on frontend projects. The generation part is fast, but getting things pixel perfect still takes time. Curious to see how well this performs in real-world use.<\/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\/@iimedr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@iimedr<\/a> We’ve been using VisDiff on real client work at our agency for a while now, and design changes that used to take hours of back-and-forth are down to minutes. In the demo video of this announcement, the design was implemented autonomously in less than 3 minutes. We’d love for you to try it and see for yourself.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">Bold tagline. What happens when the design updates mid sprint, does it auto sync or require a manual pull?<\/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\/@anusuya_bhuyan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anusuya_bhuyan<\/a> Since it’s the same Figma URL, you just hit refresh: VisDiff pulls the latest design, diffs it against your current code, and only updates what changed, so no need to start over. <\/p>\n<p>We’re also exploring auto-detection of Figma changes so it can trigger automatically. Would that be useful in your workflow?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The Figma URL approach with no setup is a big deal. I’ve used Cursor to build UIs from Figma screenshots and the spacing is always slightly off. Does it work with any frontend framework or are there specific ones it handles best?<\/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\/@ray_artlas\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ray_artlas<\/a> Yes! It works with any codebase since it integrates through MCP. So whatever framework or stack you’re using, it plugs right in. You just paste your Figma link and it handles the rest.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does it handle responsive designs where the same component looks different across breakpoints? Congrats on the launch!<\/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\/@mcarmonas\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mcarmonas<\/a> Thanks! Even with a single Figma frame, the output is responsive out of the box. So a component designed at desktop width won’t fall apart on smaller screens.<\/p>\n<p>For cases where you’ve designed the same component differently at each breakpoint, we’re building multi-frame support: you’ll be able to point VisDiff at your desktop, tablet, and mobile frames and it’ll converge each one independently. Not shipped yet, but it’s high priority for us.<\/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>so sick! congrats on the launch!!<\/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\/@merouanezouaid\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@merouanezouaid<\/a> Thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congratulations on the launch \ud83d\ude80<\/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\/@dmitry_zakharov_ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dmitry_zakharov_ai<\/a> Thanks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Does it work with my existing design system ?<\/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\/@lina_tidli\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lina_tidli<\/a> Yes! VisDiff is design-system agnostic as it works from the Figma file directly. It doesn’t need to understand your tokens or component library to do the diffing, since it’s comparing visual output against the design.<\/p>\n<p>When you integrate the code into your existing codebase through MCP, that’s where your design system matters, and it respects whatever’s already there.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How is this different from other Figma-to-code tools ?<\/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\/@saad_zitouby\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saad_zitouby<\/a> Good question! The short version: most Figma-to-code tools stop after generating the code. You get a first attempt and then you’re on your own fixing everything that’s off.<\/p>\n<p>We added the step nobody else does: after generating, VisDiff screenshots the actual result, compares it back to the Figma design, and auto-fixes what doesn’t match. It keeps doing that until the output is accurate, not just close.<\/p>\n<p>So the difference isn’t really in how we generate, it’s that we verify and correct our own work systematically until it converges on the design.<\/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>As someone that has experienced their design come out completely different when it gets implemented as code…. I love this idea. Are there certain differences that Visdiff have trouble detecting versus ones that it is best at? <\/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\/@lienchueh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lienchueh<\/a> Glad it resonates, that pain is exactly what pushed us to build this.<\/p>\n<\/p>\n<p>Where Visdiff is strongest is the stuff with concrete, measurable values in Figma: spacing, padding, font sizes, colors, alignment, and layout structure. Our agents compare computed styles from the rendered code directly against the Figma specs, so if a property has a number or a value in the design, it gets caught and fixed reliably.<\/p>\n<\/p>\n<p>The harder cases are things that often don’t live in Figma, like animations, hover\/interaction states, and other screen sizes, requiring taste. Those are areas we’re actively working on.<\/p>\n<\/p>\n<p>Would love to hear what kind of projects you’re working on, happy to share more about how it’d handle your specific use case.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>congrats on the launch ! very cool tool, and very intuitive to use!<\/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\/@itsmasa\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@itsmasa<\/a> Thank you! Your tool seems extremely useful by the way \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>Hi, I\u2019d definitely use this! I have 2 questions though. How do you map elements from design to implementation under the hood? And a real friction point for lots of us is that, unless given incredibly specific instructions, AI tends to just throw a magic number or an !important to pass a visual check, which over-time adds up to crazy tech debt. Does Visdiff address this?<\/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\/@aya_birouk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aya_birouk<\/a> Thanks, glad it resonates!<\/p>\n<\/p>\n<p>On element mapping, each component gets first implemented in isolation based on Figma, then integrated into the existing codebase through MCP. This means the agent has full context on your existing components and logic, and reuses them as much as possible. So the matching is highly contextual and semantic, not just visual. This works regardless of whether you have a clean design system, a partial one, or none at all.<\/p>\n<\/p>\n<p>On the tech debt point, there are two guardrails: our first implementation in a controlled environment helps us guarantee best practices and being aggressive with code smells like magic numbers and !important (we consider any occurrence as a failure, prompting autonomous reiterations). Because the agent is grounded in your actual codebase, it doesn’t just “make the screenshot pass.” It knows your existing patterns, your components, your spacing tokens, your utility classes, so it takes an already good code and personalizes it based on what already exists in your project. The result is code that fits in, not code that hacks around the problem.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! When you say it integrates with existing codebases through MCP, what does that look like in practice?<\/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\/@achraf_el_ghazi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@achraf_el_ghazi<\/a> Thanks! <br \/>So the way it works is pretty simple, through MCP, Visdiff connects directly to your coding environment. Think of it as a bridge between your Figma design and your IDE.<\/p>\n<p>In practice: you’re working in your codebase as usual, you paste your Figma link, and Visdiff generates the code within your project structure using your existing components, your design system, your styling setup. Then it screenshots the rendered output, compares it to the Figma design, and keeps adjusting until it matches.<\/p>\n<p>So you’re not getting generic code dumped into a new project, it’s writing code that fits into what you already have.<\/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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey man, this is a really cool product. Looking forward to trying it out! \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@matheusbguedes\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@matheusbguedes<\/a> Thanks! Will personally send you a link once public access rolls out. Stay tuned!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#10<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/JSNDHXV426WB3Y\" class=\"app-title\">AI Skills Manager<\/a><\/p>\n<div class=\"one-liner\">One place for all your AI skills<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">126<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u684c\u9762\u5e94\u7528\uff0c\u901a\u8fc7\u7edf\u4e00\u7ba1\u7406\u3001\u8de8\u5e73\u53f0\u540c\u6b65\u548c\u4fbf\u6377\u5b89\u88c5AI\u667a\u80fd\u4f53\u6280\u80fd\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u5728\u591a\u4e2aAI\u7f16\u7a0b\u52a9\u624b\u95f4\u624b\u52a8\u7ba1\u7406\u3001\u590d\u5236\u6280\u80fd\u65f6\u6548\u7387\u4f4e\u4e0b\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/bb5693a7-97b8-42f2-94dd-a416f9dd5f5d.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/touNnaNVqo8?si=_isz-stMWhEDOZeV\"><source src=\"https:\/\/youtu.be\/touNnaNVqo8?si=_isz-stMWhEDOZeV\" 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\/9da59341-bcf7-48c0-be7b-448b022266b8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e0b94b70-a042-478c-bfb3-03fda024d62e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5de5\u5177\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">AI\u7f16\u7a0b\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u6280\u80fd\u5e02\u573a<\/span><br \/>\n <span class=\"tag\">\u8de8\u5e73\u53f0\u540c\u6b65<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u684c\u9762\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u4f18\u5316<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3\u201c\u8de8\u667a\u80fd\u4f53\u6280\u80fd\u7ba1\u7406\u201d\u75db\u70b9\u7684\u4ef7\u503c\u3002\u4e3b\u8981\u53cd\u9988\u4e0e\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u5f3a\u70c8\u671f\u5f85\u793e\u533a\u6280\u80fd\u5e02\u573a\u53ca\u8d28\u91cf\u63a7\u5236\u673a\u5236\uff1b\u4e9f\u9700\u89e3\u51b3\u6280\u80fd\u7248\u672c\u7ba1\u7406\u4e0e\u66f4\u65b0\u63d0\u793a\u95ee\u9898\uff1b\u8be2\u95ee\u6280\u80fd\u5b58\u653e\u8def\u5f84\u4e0e\u81ea\u52a8\u8865\u5168\u517c\u5bb9\u6027\uff1b\u5e0c\u671b\u63d0\u4f9b\u672c\u5730API\u4ee5\u4fbf\u96c6\u6210\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n AI Skills Manager \u5207\u5165\u4e86\u4e00\u4e2a\u5fae\u5c0f\u4f46\u771f\u5b9e\u3001\u4e14\u968f\u7740AI\u7f16\u7a0b\u52a9\u624b\u6cdb\u6ee5\u800c\u65e5\u76ca\u5c16\u9510\u7684\u7f1d\u9699\u5e02\u573a\u3002\u5176\u4ef7\u503c\u4e0d\u5728\u4e8e\u6280\u672f\u98a0\u8986\uff0c\u800c\u5728\u4e8e\u5bf9\u6df7\u4e71\u73b0\u72b6\u7684\u201c\u6536\u5bb9\u201d\u4e0e\u201c\u6807\u51c6\u5316\u201d\u3002\u5b83\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u9762\u5411AI\u667a\u80fd\u4f53\u6280\u80fd\u7684\u6587\u4ef6\u7ba1\u7406\u5668\u52a0\u7b80\u6613GitHub\u5ba2\u6237\u7aef\uff0c\u6280\u672f\u58c1\u5792\u770b\u4f3c\u4e0d\u9ad8\uff0c\u4f46\u7cbe\u51c6\u547d\u4e2d\u4e86\u9ad8\u9636\u5f00\u53d1\u8005\u7528\u6237\u4ece\u201c\u5355\u4e2a\u667a\u80fd\u4f53\u4f7f\u7528\u201d\u8fc8\u5411\u201c\u591a\u667a\u80fd\u4f53\u5de5\u4f5c\u6d41\u201d\u65f6\u6240\u906d\u9047\u7684\u534f\u4f5c\u6469\u64e6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5f53\u524d\u7248\u672c\u4ec5\u89e3\u51b3\u4e86\u201c\u5b58\u5728\u201d\u95ee\u9898\uff0c\u5b9e\u73b0\u4e86\u6280\u80fd\u7684\u672c\u5730\u7edf\u4e00\u89c6\u56fe\u4e0e\u57fa\u7840\u642c\u8fd0\uff0c\u8fd9\u4ec5\u662f\u4ef7\u503c\u7684\u7b2c\u4e00\u6b65\u3002\u4ece\u8bc4\u8bba\u53cd\u9988\u770b\uff0c\u7528\u6237\u771f\u6b63\u7684\u671f\u5f85\u5728\u4e8e\u201c\u6d41\u8f6c\u201d\u4e0e\u201c\u8fdb\u5316\u201d\uff1a\u5373\u793e\u533a\u6280\u80fd\u751f\u6001\u7684\u6784\u5efa\uff08\u5e02\u573a\uff09\u4e0e\u6280\u80fd\u81ea\u8eab\u7684\u8fed\u4ee3\u7ba1\u7406\uff08\u7248\u672c\u63a7\u5236\uff09\u3002\u8fd9\u63ed\u793a\u4e86\u4ea7\u54c1\u7684\u6df1\u5c42\u6f5c\u529b\u2014\u2014\u5b83\u6709\u671b\u6210\u4e3aAI\u667a\u80fd\u4f53\u6280\u80fd\u7684\u201cHomebrew\u201d\u6216\u201cnpm\u201d\u3002\u7136\u800c\uff0c\u8fd9\u6761\u9053\u8def\u6311\u6218\u5de8\u5927\uff1a\u6280\u80fd\u683c\u5f0f\u7684\u6807\u51c6\u5316\u3001\u4e0d\u540c\u667a\u80fd\u4f53\u5f15\u64ce\u7684\u517c\u5bb9\u6027\u3001\u793e\u533a\u5185\u5bb9\u7684\u8d28\u63a7\uff0c\u90fd\u662f\u6bd4\u5f00\u53d1\u4e00\u4e2a\u684c\u9762\u5e94\u7528\u590d\u6742\u5f97\u591a\u7684\u7cfb\u7edf\u6027\u95ee\u9898\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7280\u5229\u70b9\u5728\u4e8e\uff0c\u8be5\u4ea7\u54c1\u76ee\u524d\u66f4\u50cf\u662f\u4f9d\u9644\u4e8e\u5176\u4ed6AI\u667a\u80fd\u4f53\u7684\u201c\u5bc4\u751f\u866b\u201d\uff0c\u5176\u751f\u5b58\u4e0e\u53d1\u5c55\u4e25\u91cd\u53d7\u9650\u4e8e\u4e0a\u6e38\u667a\u80fd\u4f53\u7684\u67b6\u6784\u53d8\u66f4\u3002\u4e00\u65e6\u4e3b\u6d41AI\u7f16\u7801\u667a\u80fd\u4f53\uff08\u5982Cursor\u3001Claude Code\uff09\u51b3\u5b9a\u5185\u7f6e\u6216\u63a8\u51fa\u5b98\u65b9\u7684\u6280\u80fd\u7ba1\u7406\u65b9\u6848\uff0c\u5176\u751f\u5b58\u7a7a\u95f4\u5c06\u88ab\u6781\u5927\u6324\u538b\u3002\u56e0\u6b64\uff0c\u5176\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u6216\u8bb8\u4e0d\u5728\u4e8e\u5de5\u5177\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u80fd\u5426\u5feb\u901f\u6784\u5efa\u8d77\u6d3b\u8dc3\u3001\u9ad8\u8d28\u91cf\u7684\u6280\u80fd\u793e\u533a\uff0c\u5f62\u6210\u7f51\u7edc\u6548\u5e94\uff0c\u4ece\u800c\u53cd\u5ba2\u4e3a\u4e3b\uff0c\u6210\u4e3a\u4e8b\u5b9e\u4e0a\u7684\u6280\u80fd\u6807\u51c6\u5206\u53d1\u6e20\u9053\u3002\u5f53\u524d\u8def\u7ebf\u56fe\u5bf9\u7248\u672c\u7ba1\u7406\u548c\u793e\u533a\u7684\u5173\u6ce8\u662f\u6b63\u786e\u7684\uff0c\u4f46\u901f\u5ea6\u662f\u5173\u952e\uff0c\u5fc5\u987b\u5728\u7a97\u53e3\u671f\u5173\u95ed\u524d\uff0c\u4ece\u201c\u4fbf\u5229\u5de5\u5177\u201d\u8f6c\u578b\u4e3a\u201c\u751f\u6001\u67a2\u7ebd\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\">AI Skills Manager<\/span>\n <\/div>\n<div class=\"comment-content\">Browse, install, enable, and share AI agent skills across all major coding agents in one desktop app.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey PH! I built Skills Manager after getting frustrated managing skills\/rules across 5+ AI coding agents \u2014 each one stores them in a different folder with a different format.<\/p>\n<p>Skills Manager gives you a unified view, lets you copy skills between agents, and install from GitHub repos.<\/p>\n<p>Free for Windows. Would love your feedback \u2014 what agents are you using?<\/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\/@ido_evergreen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ido_evergreen<\/a> Congrats on the launch! \ud83c\udf89 The cross-agent sync problem is real \u2014 I\u2019m constantly copying skills between Claude Code and other agents and it\u2019s pure friction. The GitHub install is a smart starting point. A few things I\u2019m curious about though: are skills shared publicly in a marketplace, or is it purely local\/private? And if there\u2019s a community skill layer coming, how do you plan to handle quality control \u2014 anyone can publish, or is there some curation? As an iOS dev building OceanMind, an AI-powered breathwork app, I\u2019ve accumulated a solid library of SwiftUI-specific skills that I\u2019d love to manage in one place rather than hunting through scattered files.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This solves a real annoyance. I’m using Claude Code with custom skills and every time I want to test the same skill in Cursor or another agent, it’s manual file copying and adjusting paths. Having one place to manage and push skills across agents is a workflow I didn’t know I needed.<\/p>\n<p>Question: does it handle skill conflicts or versioning? For example, if I install the same skill from GitHub but it gets updated later \u2013 does Skills Manager detect the newer version and let me update, or is it a one-time install that I’d need to manually re-pull?<\/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\/@aaron0403\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aaron0403<\/a> Exactly the pain we built this for that manual copy-paste loop is a real time sink.<\/p>\n<p>On versioning: honest answer, right now it’s a one-time install. You’d need to re-pull manually to get updates.<\/p>\n<p>That said, this comment is going straight to the top of the roadmap. Detecting upstream changes and surfacing an “Update available” prompt in the app is the natural next step \u2014 and feedback like this confirms it should be prioritized.<\/p>\n<p>Thanks for your comment<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Cool Idea. A dashboard to view all active global skills is very useful. I believe all the coding agents say they should auto-detect skills in .agents\/skills folder but skill detection has worked better in agent specific directory. Auto-complete for skills doesnt work when in .agents which is annoying. Did you experience the same thing? Does this solution put skills in agent specific directory? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I always end up losing my best system prompts and agent instructions in a messy graveyard of scattered text files. Using a centralized hub to organize and tag these AI skills would definitely speed up my workflow when switching between different development environments. I would love to know if you plan to add a local API so we can dynamically pull these structured prompts directly into our codebases.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the skills discoverability problem is real – I end up rediscovering the same prompt patterns across projects. curious how you handle versioning when a skill gets updated but some agents were built around the old behavior. do you pin versions or is it more of a live dependency?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@mykola_kondratiuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mykola_kondratiuk<\/a> Discoverability is exactly why we’re building a Marketplace tab \u2014 browse and install community skills in one click instead of hunting GitHub. Coming very soon.<\/p>\n<p>On versioning: currently it’s a snapshot install, no pinning. You control when you re-pull.<\/p>\n<p>Longer term: skills are just markdown files, so “versioning” means tracking the git commit hash at install time and letting you diff\/update selectively. It’s on the roadmap \u2014 this is exactly the signal that helps us prioritize it \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<\/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\/XLH456IRIZFB6Z\" class=\"app-title\">Room Service<\/a><\/p>\n<div class=\"one-liner\">The Mac cleaner built for developers<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">117<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u4e13\u4e3a\u5f00\u53d1\u8005\u8bbe\u8ba1\u7684Mac\u6e05\u7406\u5de5\u5177\uff0c\u901a\u8fc7\u63d0\u4f9b\u8be6\u5c3d\u7684\u78c1\u76d8\u7a7a\u95f4\u53ef\u89c6\u5316\u548c\u5ba1\u9605\u5f0f\u6e05\u7406\u6d41\u7a0b\uff0c\u7cbe\u51c6\u89e3\u51b3\u5f00\u53d1\u73af\u5883\u4e2d\u56e0Xcode\u6784\u5efa\u6570\u636e\u3001\u5305\u7f13\u5b58\u3001Docker\u955c\u50cf\u7b49\u9879\u76ee\u6587\u4ef6\u5806\u79ef\u800c\u5bfc\u81f4\u7684\u78c1\u76d8\u7a7a\u95f4\u7ba1\u7406\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f0df0b55-4a84-45f4-a764-6619b85c7a11.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/241e4c87-727d-418c-9bfa-eae513bf80ac.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ab715d13-e573-4343-b911-ac152f1cdc9c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7a0b26eb-bb88-4908-bb0b-357fa3f2a2ec.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2484a9b3-4bd3-43f6-941d-c6794352e7ca.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/18f298aa-2a46-4400-9062-5afedfb1a282.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ecfa6eb9-e7e0-46c1-be39-a9682bb6f549.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1ef10ad7-1e00-4c68-ac17-259cc374510e.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\">Developer Tools<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Mac\u6e05\u7406\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u78c1\u76d8\u7a7a\u95f4\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u900f\u660e\u5316\u6e05\u7406<\/span><br \/>\n <span class=\"tag\">Xcode\u6e05\u7406<\/span><br \/>\n <span class=\"tag\">Docker\u6e05\u7406<\/span><br \/>\n <span class=\"tag\">\u5305\u7f13\u5b58\u6e05\u7406<\/span><br \/>\n <span class=\"tag\">\u5ba1\u9605\u5f0f\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">CLI\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u7cfb\u7edf\u76d1\u63a7<\/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\u5176\u7cbe\u51c6\u5b9a\u4f4d\u5f00\u53d1\u8005\u9700\u6c42\uff08\u5982\u6e05\u7406Xcode\u3001node_modules\uff09\u548c\u5ba1\u9605\u5f0f\u6d41\u7a0b\u3002\u4e3b\u8981\u6279\u8bc4\u96c6\u4e2d\u5728\u201c\u626b\u63cf\u514d\u8d39\u3001\u6e05\u7406\u4ed8\u8d39\u201d\u7684\u652f\u4ed8\u5899\u8bbe\u8ba1\u5f15\u53d1\u8d1f\u9762\u4f53\u9a8c\uff0c\u88ab\u8ba4\u4e3a\u4e0d\u591f\u900f\u660e\u3002\u53e6\u6709\u7528\u6237\u62a5\u544a\u6e05\u7406\u65f6\u5d29\u6e83\uff08\u5df2\u4fee\u590d\uff09\u3002\u5efa\u8bae\u5305\u62ec\u589e\u52a0\u81ea\u52a8\u5316\u6e05\u7406\uff08\u5982Docker\uff09\u548c\u66f4\u6e05\u6670\u7684\u4ed8\u8d39\u63d0\u793a\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 Room Service\u7684\u4eae\u76f8\uff0c\u6298\u5c04\u51fa\u5de5\u5177\u8f6f\u4ef6\u9886\u57df\u4e00\u4e2a\u6df1\u523b\u7684\u8d8b\u52bf\uff1a\u6cdb\u7528\u578b\u5de5\u5177\u5931\u5ba0\uff0c\u5782\u7c7b\u4e13\u4e1a\u5de5\u5177\u5d1b\u8d77\u3002\u5b83\u806a\u660e\u5730\u907f\u5f00\u4e86\u4e0e\u201c\u4e00\u952e\u6e05\u7406\u5927\u5e08\u201d\u4eec\u7684\u6b63\u9762\u7ade\u4e89\uff0c\u8f6c\u800c\u5207\u5165\u4e00\u4e2a\u9ad8\u52bf\u80fd\u3001\u9ad8\u75db\u70b9\u7684\u7ec6\u5206\u5e02\u573a\u2014\u2014\u5f00\u53d1\u8005\u5de5\u4f5c\u7ad9\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u5e76\u975e\u5728\u4e8e\u6e05\u7406\u7b97\u6cd5\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u6784\u5efa\u4e86\u4e00\u5957\u7b26\u5408\u5f00\u53d1\u8005\u5fc3\u667a\u6a21\u578b\u7684\u201c\u7a7a\u95f4\u53ef\u89c6\u5316-\u5ba1\u8ba1-\u51b3\u7b56\u201d\u5de5\u4f5c\u6d41\u3002\u5b83\u5c06\u201crm -rf\u201d\u80cc\u540e\u7684\u4e0d\u786e\u5b9a\u6027\u548c\u98ce\u9669\uff0c\u8f6c\u5316\u4e3a\u4e86\u53ef\u4ea4\u4e92\u3001\u53ef\u590d\u5ba1\u7684\u56fe\u5f62\u754c\u9762\u64cd\u4f5c\uff0c\u751a\u81f3\u96c6\u6210CLI\u4ee5\u6ee1\u8db3\u81ea\u52a8\u5316\u9700\u6c42\uff0c\u8fd9\u662f\u5728\u7ba1\u7406\u201c\u521b\u4f5c\u5e9f\u6599\u201d\u800c\u975e\u666e\u901a\u5783\u573e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u9762\u4e34\u7684\u8d28\u7591\u540c\u6837\u5c16\u9510\u3002\u5176\u201c\u5148\u626b\u63cf\u540e\u4ed8\u8d39\u201d\u7684\u5546\u4e1a\u6a21\u5f0f\u672c\u610f\u662f\u63d0\u4f9b\u4ef7\u503c\u518d\u8f6c\u5316\uff0c\u5374\u56e0\u652f\u4ed8\u5899\u51fa\u73b0\u7684\u65f6\u673a\uff08\u884c\u52a8\u524d\u4e00\u523b\uff09\u5f15\u53d1\u4e86\u201c\u8bf1\u5bfc\u201d\u6279\u8bc4\uff0c\u8fd9\u66b4\u9732\u4e86\u4ea7\u54c1\u5728\u7528\u6237\u4f53\u9a8c\u4e0e\u5546\u4e1a\u53d8\u73b0\u8854\u63a5\u4e0a\u7684\u7c97\u7c9d\u3002\u8fd9\u4e0d\u4ec5\u662fUX\u95ee\u9898\uff0c\u66f4\u662f\u4fe1\u4efb\u95ee\u9898\uff1a\u4e00\u4e2a\u5f3a\u8c03\u201c\u900f\u660e\u4e0e\u63a7\u5236\u201d\u7684\u5de5\u5177\uff0c\u5374\u5728\u5173\u952e\u884c\u52a8\u4e0a\u8ba9\u7528\u6237\u611f\u5230\u5931\u63a7\uff0c\u5f62\u6210\u4e86\u7406\u5ff5\u4e0e\u4f53\u9a8c\u7684\u6096\u8bba\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u5176\u4ef7\u503c\u9ad8\u5ea6\u4f9d\u8d56\u4e8e\u5bf9\u5404\u7c7b\u5f00\u53d1\u5de5\u5177\u94fe\u7f13\u5b58\u76ee\u5f55\u3001\u9057\u7559\u6587\u4ef6\u7684\u6301\u7eed\u8ddf\u8e2a\u548c\u7ef4\u62a4\uff0c\u8fd9\u662f\u4e00\u4e2a\u6280\u672f\u503a\u4e0d\u65ad\u7d2f\u79ef\u7684\u6301\u4e45\u6218\u3002\u957f\u8fdc\u770b\uff0c\u5b83\u53ef\u80fd\u9762\u4e34\u4e24\u96be\uff1a\u662f\u7ee7\u7eed\u6df1\u5316\u4e3a\u8986\u76d6\u66f4\u5e7f\u5f00\u53d1\u6808\u7684\u201c\u4e13\u4e1a\u745e\u58eb\u519b\u5200\u201d\uff0c\u8fd8\u662f\u9010\u6b65\u5e73\u53f0\u5316\uff0c\u5f15\u5165\u793e\u533a\u89c4\u5219\u6216AI\u63a8\u8350\u6765\u5e94\u5bf9\u751f\u6001\u7684\u5feb\u901f\u6f14\u53d8\uff1f\u5f53\u524d\u7248\u672c\u662f\u4e00\u4e2a\u51fa\u8272\u7684\u8d77\u70b9\uff0c\u4f46\u5b83\u5fc5\u987b\u66f4\u4f18\u96c5\u5730\u89e3\u51b3\u5546\u4e1a\u95ed\u73af\uff0c\u5e76\u4fdd\u6301\u5bf9\u5f00\u53d1\u73af\u5883\u53d8\u8fc1\u7684\u654f\u9510\u540c\u6b65\uff0c\u624d\u80fd\u907f\u514d\u4ece\u201c\u4e13\u4e1a\u89e3\u51b3\u65b9\u6848\u201d\u6ed1\u843d\u4e3a\u201c\u53c8\u4e00\u4e2a\u8fc7\u65f6\u7684\u6e05\u7406\u5e94\u7528\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\">Room Service<\/span>\n <\/div>\n<div class=\"comment-content\">Room Service helps developers understand what is actually filling their Mac, then clean it with more confidence. From Xcode build data and package caches to Docker, generated folders, app leftovers, duplicates, and privacy traces, it turns scattered disk clutter into a workflow you can inspect, review, and act on without losing control.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt, I built Room Service after getting frustrated with how generic most Mac cleaners feel.<\/p>\n<p>On my machine, the problem was never just \u201cjunk.\u201d It was Xcode build data, package manager caches, Docker data, generated folders like node_modules and .venv, app leftovers, duplicates, privacy traces, shared game engine caches and logs, and a general lack of visibility into what was actually happening on disk. Most tools I tried either missed too much or reduced the whole experience to risky one click cleanup.<\/p>\n<p>I wanted something that felt more transparent and more useful day to day. That is what Room Service became, a Mac cleaner built for developers, with a real home dashboard to keep disk usage and reclaimable space easy to follow, developer focused scan coverage, a review first cleanup workflow, a dedicated Performance workspace for live system metrics, Startup Item management, Applications and Leftovers cleanup, Privacy Mode, PIN protection, Touch ID support, Smart Alerts, Quarantine and Undo for safer deletes, and a shared desktop and CLI workflow.<\/p>\n<p>The goal was not to make another generic cleaner. It was to build a cleanup tool that fits the way developer Macs actually fill up, and gives you enough visibility and control to trust what happens next.<\/p>\n<p>Thanks for checking it out.<\/p>\n<p><strong>As a small thank you for the Product Hunt launch, I set up a 50% discount for the community, valid for the next 2 days: <\/strong><a href=\"https:\/\/bit.ly\/3NjKctQ\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/bit.ly\/3NjKctQ<\/a><\/p>\n<\/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\/@ardacankrko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ardacankrko<\/a> How secure is this anyway..?<\/p>\n<p>And it’s free as far as i know, would there be a future paid 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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ardacankrko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ardacankrko<\/a> Where do we see the pricing? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@ardacankrko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ardacankrko<\/a> Congrats on the launch, Arda! \ud83c\udf89 Funny timing \u2014 two Mac cleaner tools launching on the same day, both developer-focused. Going to try you both and see which sticks. The Xcode build data and derived data cleanup is what caught my eye immediately \u2014 as an iOS dev building OceanMind, an AI-powered breathwork app, that folder alone has eaten gigabytes I didn\u2019t know were gone. Love the review-first approach rather than one-click nuke. The CLI workflow is a nice touch too. What\u2019s the diff between Room Service and Cacheless that also launched today \u2014 would you say yours is more control\/transparency focused vs their AI explanation angle?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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><strong>Hey everyone, as a small thank you for the Product Hunt launch, I set up a 50% discount for the community here: <\/strong><a href=\"https:\/\/ardacankirko.gumroad.com\/l\/zfsjob\/ymsfqth\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>https:\/\/ardacankirko.gumroad.com\/l\/zfsjob\/ymsfqth<\/strong><\/a><\/p>\n<\/p>\n<p><strong>Would love to hear your feedback if you end up trying it \ud83d\ude4f<\/strong><\/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>Damn, the idea is great and the app overall is too. I scanned, found the files I wanted to delete, but the monetization style of “we’ll hit you with a paywall on the last screen and block the actual action” is a killer. In the end, I just ran rm -rf on the files I needed, so thanks for that anyway!! <\/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\/@redzumi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@redzumi<\/a> Thanks, really appreciate the honest feedback and glad the scanning part was useful. You\u2019re right about the paywall at the action step, that\u2019s something I\u2019m planning to improve UX-wise. The idea behind the current setup is to keep more than half of the value free, especially the full scan and visibility part, so you can see exactly what\u2019s taking space before deciding. But I totally get how that last step can feel frustrating. I\u2019ll definitely work on making that experience better. Thanks again for trying it and sharing this \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Yeah sorry not a fan of the illusion of a free tool and then when you want to actually use it you have are hit with a paywall… it should be UPFRONT\/ transparent. <\/p>\n<p>I wasted my time after getting all excited about a potentially cool new tool.<\/p>\n<p>This gets a down vote in my book just because of that – even if the tool seems qualitative.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@exlemor\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@exlemor<\/a> Thanks, really appreciate you taking the time to share this. And sorry it felt misleading, that\u2019s definitely not the experience I want to create. The idea was to keep all scans fully free so you can see everything before deciding, but I understand how the paywall at the action step can feel frustrating. Based on feedback like yours, I\u2019ve just added a clearer section on the landing page to make this more upfront and avoid confusion. Thanks again for calling it out \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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@exlemor\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@exlemor<\/a> Also, I\u2019ll be improving this inside the app as well. In the next update, I\u2019ll make the free vs paid distinction much clearer UX-wise so it\u2019s more upfront and less frustrating.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Most Mac cleaners just nuke browser caches, so seeing one that specifically targets abandoned node_modules and Xcode derived data is refreshing. Setting up automated weekly sweeps of dormant Docker images would be a killer use case for this. That alone would save me from having to do a manual disk space panic cleanup every few months.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@y_taka\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@y_taka<\/a> Thanks, really appreciate this. Glad it actually makes sense in real use. And yeah, the automated Docker cleanup idea is spot on. I\u2019ll definitely try to add something like that soon. Thanks for calling it out \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>This seems perfect for Mac users! I\u2019m not sure why, but every time I hit \u201cClean Up\u201d after selecting all the junk files found in the scan, the app crashed \ud83d\ude14<\/p>\n<\/p>\n<p>Still, this feels like a long overdue app for Mac Users, and I\u2019m excited to see where you take 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>Thanks, <a href=\"https:\/\/www.producthunt.com\/@bioshawna\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bioshawna<\/a> really appreciate this and glad it feels useful overall.<\/p>\n<p>I haven\u2019t run into this crash in testing across different machines so far, but I\u2019ll definitely look into it right away.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Hey <a href=\"https:\/\/www.producthunt.com\/@bioshawna\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bioshawna<\/a> , quick update.<\/p>\n<p>I was able to track down the issue and just released a fix. The update is now live. (0.4.22)<\/p>\n<p>Thanks again for reporting this, it really helped.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Does it detect Xcode derived data automatically or do you need to point it to specific folders? Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks, <a href=\"https:\/\/www.producthunt.com\/@borrellr_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@borrellr_<\/a>  appreciate it.<\/p>\n<p>It detects Xcode derived data automatically, no need to point it to specific folders. Right now there\u2019s a general scheduled scan in place, but category-specific alerts like that are a great idea. I\u2019ll look into adding more granular, category-based alerts in upcoming updates.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Finally something that understands dev Macs are a different beast. My 512GB fills up fast between Xcode derived data, stale node_modules in forgotten projects, and Docker images I forgot about. The review-first approach is smart \u2014 I’ve been burned by cleaners that nuked things I actually needed. The CLI workflow is a nice touch too.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@letian_wang3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@letian_wang3<\/a> Thanks, really appreciate this. That\u2019s exactly the pain I kept running into as well.<\/p>\n<p>Those \u201cwhere did my disk go?\u201d moments are way too common with Xcode, node_modules, and Docker. That\u2019s why I went with a review-first approach instead of anything automatic. Glad it resonates, and happy to hear the CLI workflow feels useful too \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 machines accumulate junk differently than regular users – node_modules alone can get out of hand fast. curious what the most common space hogs you find are. I am guessing it is a mix of build caches, old simulator runtimes, and abandoned Docker layers.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mykola_kondratiuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mykola_kondratiuk<\/a> Yeah, you\u2019re pretty much spot on. The most common ones I keep seeing are Xcode derived data, node_modules across old projects, and Docker images\/containers that just pile up over time.<\/p>\n<p>Simulator runtimes are another big one, especially if you\u2019ve been developing for a while. What surprised me the most though is how much space comes from \u201cactive\u201d projects, where build-related data keeps growing and you don\u2019t really notice it until your disk is suddenly full. Curious if your experience matches that too.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/DYVAERJZK4IEFZ\" class=\"app-title\">Telea<\/a><\/p>\n<div class=\"one-liner\">Speak like you always know what to say<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">105<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Telea\u662f\u4e00\u6b3e\u5c06\u667a\u80fd\u63d0\u8bcd\u5668\u7f6e\u4e8e\u6444\u50cf\u5934\u65c1\u7684\u5de5\u5177\uff0c\u5e2e\u52a9\u7528\u6237\u5728\u89c6\u9891\u5f55\u5236\u6216\u5728\u7ebf\u6f14\u793a\u65f6\u4fdd\u6301\u81ea\u7136\u773c\u795e\u63a5\u89e6\uff0c\u89e3\u51b3\u56e0\u80cc\u8bf5\u6216\u9605\u8bfb\u811a\u672c\u5bfc\u81f4\u7684\u8868\u8fbe\u751f\u786c\u3001\u81ea\u4fe1\u6d41\u5931\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/19fda11d-de9a-499e-a178-968eea3819c0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6e289d8e-c1e4-4650-b644-dcd4d913a54e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8eff4e3d-d746-4f34-9f05-72c2fb01efba.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e2189254-6d44-4aed-979d-a7df874cb7a2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6bfc406a-e66d-426d-8441-ab6d4f61d275.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\">Meetings<\/span><br \/>\n <span class=\"tag\">YouTube<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u667a\u80fd\u63d0\u8bcd\u5668<\/span><br \/>\n <span class=\"tag\">\u89c6\u9891\u5f55\u5236\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">\u6f14\u8bb2\u8bad\u7ec3<\/span><br \/>\n <span class=\"tag\">\u773c\u795e\u63a5\u89e6<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u5904\u7406<\/span><br \/>\n <span class=\"tag\">\u6f14\u793a\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6c9f\u901a\u6548\u7387<\/span><br \/>\n <span class=\"tag\">AI\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">\u8fdc\u7a0b\u529e\u516c<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u521b\u4f5c<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u89e3\u51b3\u81ea\u7136\u8868\u8fbe\u4e0e\u773c\u795e\u63a5\u89e6\u7684\u6838\u5fc3\u75db\u70b9\uff0c\u5e76\u8be2\u95ee\u5177\u4f53\u5e94\u7528\u573a\u666f\uff08\u76f4\u64ad\/\u5f55\u64ad\uff09\u3001AI\u8f85\u52a9\u6a21\u5f0f\uff08\u4e3b\u52a8\/\u88ab\u52a8\uff09\u3001\u79fb\u52a8\u7aef\u652f\u6301\u53ca\u5ef6\u8fdf\u5904\u7406\u3002\u5f00\u53d1\u8005\u56de\u5e94\u76ee\u524d\u4ec5\u684c\u9762\u7aef\uff0c\u672c\u5730\u5904\u7406\u4fdd\u969c\u4f4e\u5ef6\u8fdf\uff0c\u79fb\u52a8\u7248\u5728\u5f00\u53d1\u4e2d\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 Telea\u5207\u5165\u4e86\u4e00\u4e2a\u770b\u4f3c\u7ec6\u5fae\u5374\u666e\u904d\u5b58\u5728\u7684\u6548\u7387\u75db\u70b9\uff1a\u5728\u89c6\u9891\u5316\u6c9f\u901a\u6210\u4e3a\u4e3b\u6d41\u7684\u65f6\u4ee3\uff0c\u5982\u4f55\u4e13\u4e1a\u4e14\u81ea\u7136\u5730\u8868\u8fbe\u3002\u5b83\u6ca1\u6709\u505c\u7559\u5728\u201c\u6587\u672c\u663e\u793a\u5668\u201d\u7684\u5c42\u9762\uff0c\u800c\u662f\u8bd5\u56fe\u6210\u4e3a\u201c\u8868\u8fbe\u589e\u5f3a\u5c42\u201d\uff0c\u901a\u8fc7\u8d34\u8fd1\u6444\u50cf\u5934\u7684UI\u8bbe\u8ba1\u548c\u672c\u5730\u4f4e\u5ef6\u8fdf\u5904\u7406\uff0c\u76f4\u63a5\u7784\u51c6\u4e86\u4f20\u7edf\u63d0\u8bcd\u5668\u7834\u574f\u955c\u5934\u611f\u4e0e\u81ea\u4fe1\u5fc3\u7684\u8981\u5bb3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u4ef7\u503c\u6838\u5fc3\u5728\u4e8e\u201c\u9690\u5f62\u8f85\u52a9\u201d\u3002\u5f00\u53d1\u8005\u9009\u62e9Rust+Tauri\u67b6\u6784\u5b9e\u73b0\u672c\u5730\u5904\u7406\uff0c\u662f\u660e\u667a\u7684\u6280\u672f\u51b3\u7b56\uff0c\u5b83\u89c4\u907f\u4e86\u4e91\u7aefAI\u8bed\u97f3\u5904\u7406\u7684\u5ef6\u8fdf\u5c34\u5c2c\uff0c\u4f7f\u5f97\u201c\u8ddf\u968f\u201d\u800c\u975e\u201c\u6253\u65ad\u201d\u6210\u4e3a\u53ef\u80fd\u3002\u8fd9\u6bd4\u5355\u7eaf\u63d0\u4f9b\u4e00\u4e2a\u60ac\u6d6e\u6587\u672c\u6846\u8981\u6df1\u523b\u5f97\u591a\uff0c\u5b83\u672c\u8d28\u4e0a\u662f\u5728\u91cd\u65b0\u8c03\u89e3\u201c\u5185\u5bb9\u51c6\u786e\u6027\u201d\u4e0e\u201c\u8868\u8fbe\u611f\u67d3\u529b\u201d\u8fd9\u5bf9\u53e4\u8001\u77db\u76fe\uff0c\u8ba9\u7528\u6237\u4e0d\u5fc5\u5728\u201c\u5fd8\u8bcd\u201d\u548c\u201c\u50cf\u673a\u5668\u4eba\u201d\u4e4b\u95f4\u505a\u4e24\u96be\u9009\u62e9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u4ecd\u9762\u4e34\u5173\u952e\u8003\u9a8c\u3002\u9996\u5148\uff0c\u573a\u666f\u6cdb\u5316\u80fd\u529b\u5b58\u7591\u3002\u4ece\u8bc4\u8bba\u770b\uff0c\u76ee\u524d\u4e3b\u8981\u9a8c\u8bc1\u4e8e\u5f55\u64ad\u573a\u666f\uff0c\u800c\u5728\u5b9e\u65f6\u4e92\u52a8\uff08\u5982Zoom\u4f1a\u8bae\u3001\u76f4\u64ad\uff09\u4e2d\uff0c\u7528\u6237\u6ce8\u610f\u529b\u5206\u914d\u3001\u7a81\u53d1\u4e92\u52a8\u5bf9\u63d0\u793a\u6d41\u7684\u5e72\u6270\uff0c\u5c06\u662f\u66f4\u590d\u6742\u7684\u6311\u6218\u3002\u5176\u6b21\uff0c\u201c\u667a\u80fd\u201d\u6210\u8272\u4e0d\u8db3\u3002\u5f53\u524d\u4ecb\u7ecd\u5f3a\u8c03\u201c\u8ddf\u968f\u201d\uff0c\u4f46\u771f\u6b63\u7684\u667a\u80fd\u6216\u5e94\u4f53\u73b0\u5728\u57fa\u4e8e\u8bed\u4e49\u7684\u8981\u70b9\u63d0\u793a\u3001\u8bed\u901f\u81ea\u9002\u5e94\u3001\u751a\u81f3\u6839\u636e\u7528\u6237\u7d27\u5f20\u7a0b\u5ea6\uff08\u5982\u505c\u987f\u3001\u91cd\u590d\uff09\u8fdb\u884c\u52a8\u6001\u8c03\u6574\u3002\u82e5\u4ec5\u662f\u5b9e\u73b0\u5e73\u6ed1\u7684\u6eda\u52a8\u9605\u8bfb\uff0c\u5176\u6280\u672f\u58c1\u5792\u4e0e\u957f\u671f\u5438\u5f15\u529b\u6709\u9650\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cTelea\u5c55\u73b0\u4e86\u4e00\u4e2a\u7cbe\u51c6\u7684\u521d\u59cb\u4ea7\u54c1\u5e02\u573a\u5951\u5408\u70b9\uff08PMF\uff09\uff0c\u4f46\u5176\u62a4\u57ce\u6cb3\u5728\u4e8e\u80fd\u5426\u4ece\u201c\u66f4\u597d\u7684\u63d0\u8bcd\u5668\u201d\u6f14\u8fdb\u4e3a\u201c\u4e2a\u6027\u5316\u7684\u5b9e\u65f6\u8868\u8fbe\u6559\u7ec3\u201d\u3002\u540e\u8005\u9700\u8981\u66f4\u6df1\u5ea6\u7684\u884c\u4e3a\u6570\u636e\u4e0eAI\u6a21\u578b\uff0c\u4f46\u4e5f\u662f\u5176\u6446\u8131\u5de5\u5177\u540c\u8d28\u5316\u3001\u5efa\u7acb\u771f\u6b63\u58c1\u5792\u7684\u65b9\u5411\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\">Telea<\/span>\n <\/div>\n<div class=\"comment-content\">An intelligent prompter placed right next to the camera, keeping your eye contact natural and effortless.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I built Telea out of a real need during presentations. I often found myself repeating the same script over and over, trying to memorize it or reading it in a way that felt obvious and unnatural. It broke the flow and confidence. Telea solves this by letting you speak naturally while your script follows you, so you can focus on what matters: delivering your message clearly and confidently.<\/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\/@matheusbguedes\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@matheusbguedes<\/a> Hey Matheus, congrats on this! Is the AI assistance reactive (triggered by pauses\/confusion) or proactive (suggesting talking points in advance based on the meeting context)?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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, Matheus! \ud83c\udf89 The eye contact problem is the one that kills most teleprompter setups \u2014 the moment you\u2019re clearly reading, you\u2019ve lost the viewer. Solving for natural delivery rather than just text display is the right angle. About to launch OceanMind, an AI-powered breathwork iOS app, and recording pitch videos and app store content is exactly where something like this would come in handy. Is there an iOS app, or is it currently web\/desktop only? Would love to use it directly from my iPhone while recording.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@alexeyglukharev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexeyglukharev<\/a> Hey Alex, great to hear that, and OceanMind sounds awesome. Right now it\u2019s desktop only, there isn\u2019t a mobile version yet, but I\u2019m working on it.<\/p>\n<p>Would love to collaborate when it\u2019s ready and have you test it on iPhone \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>Congrats on the launch! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey guys, I decided to give people who supported me here a 10% discount \ud83d\ude42 Just use the code PRODUCTHUNT10 at checkout. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The real-time coaching angle is clever – I’ve been thinking about building something similar for our junior devs during code reviews, but the latency problem always killed it. How are you handling the audio processing without the awkward half-second delay that makes conversations feel robotic?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@lliora\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lliora<\/a> Hey Liora, great question. It\u2019s built with Tauri and runs on Rust, so everything is processed locally. That keeps latency extremely low and avoids that awkward delay.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">Going to have to try this out. I always struggle to do the “eye contact” on camera. As a speaker I always look at the person I’m talking to – even on zoom! So I’m not looking at the camera, it’s a hard thing to do but this could be useful to train myself to look at the camera.<\/div>\n<div class=\"comment-actions\">\n<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\/@dr_simon_wallace\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dr_simon_wallace<\/a> Totally get that, I used to do the same thing, even when recording myself, but Telea helped me look much more natural.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">Hey Matheus, that feeling of reading your script in a way that feels obvious and unnatural is so relatable. Was there a specific presentation where you caught yourself doing it, lost your flow, and thought okay this has to change?<\/div>\n<div class=\"comment-actions\">\n<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\/@vouchy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vouchy<\/a> Hey Van de Vouchy, yeah, 100%. I ran into this a lot in college presentations and especially when recording videos. I\u2019m really into hackathons, and whenever they\u2019re online, recording becomes a pain for me and basically all my friends. You either try to memorize everything or end up reading in a way that feels super obvious. At some point I just thought, this doesn\u2019t make sense, there has to be a better 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>this is a smart idea because speaking naturally while keeping eye contact is still such a pain point for presentations and videos. i like that you\u2019re solving for confidence and delivery instead of just showing text on screen. have you found it works best for live presentations, recorded videos, or both?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@nayan_surya98\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nayan_surya98<\/a> Honestly, I haven\u2019t tested it in live presentations yet, but I believe it should work well there too. For recorded videos though, it\u2019s already helped me a lot.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#13<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/5LV3YWZVMBREE3\" class=\"app-title\">Context Overflow<\/a><\/p>\n<div class=\"one-liner\">Knowledge Sharing for AI Agents<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">102<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u4e3aAI\u667a\u80fd\u4f53\u8bbe\u8ba1\u7684\u95ee\u7b54\u77e5\u8bc6\u5171\u4eab\u5e94\u7528\uff0c\u901a\u8fc7\u6784\u5efa\u793e\u533a\u8bb0\u5fc6\u5c42\uff0c\u89e3\u51b3\u667a\u80fd\u4f53\u5728\u4f1a\u8bdd\u7ed3\u675f\u540e\u77e5\u8bc6\u4e22\u5931\u3001\u91cd\u590d\u89e3\u51b3\u76f8\u540c\u95ee\u9898\u7684\u75db\u70b9\uff0c\u5b9e\u73b0\u8de8\u4f1a\u8bdd\u3001\u8de8\u5de5\u5177\u7684\u77e5\u8bc6\u6c89\u6dc0\u4e0e\u590d\u7528\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f522360a-3796-4dc2-a9b5-4a389ac5ec2e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3d1c2e56-8345-4d0b-bffb-56474af18d37.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u5171\u4eab<\/span><br \/>\n <span class=\"tag\">\u793e\u533a\u8bb0\u5fc6<\/span><br \/>\n <span class=\"tag\">\u4f1a\u8bdd\u4e0a\u4e0b\u6587<\/span><br \/>\n <span class=\"tag\">\u95ee\u9898\u89e3\u51b3<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u534f\u4f5c\u5b66\u4e60<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u8f85\u52a9<\/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\u4f1a\u8bdd\u5931\u5fc6\u201d\u75db\u70b9\uff0c\u671f\u5f85\u5171\u4eab\u8bb0\u5fc6\u5c42\u4ef7\u503c\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\uff1a\u5e76\u884c\u64cd\u4f5c\u7684\u51b2\u7a81\u89e3\u51b3\u673a\u5236\u3001\u77e5\u8bc6\u53d1\u73b0\u65b9\u5f0f\uff08\u81ea\u52a8\u6216\u624b\u52a8\uff09\u3001\u654f\u611f\u4ee3\u7801\/IP\u4fdd\u62a4\u63aa\u65bd\u3001\u77e5\u8bc6\u8303\u56f4\uff08\u5168\u5c40\u6216\u9879\u76ee\u79c1\u6709\uff09\u4ee5\u53ca\u77db\u76fe\u77e5\u8bc6\u5982\u4f55\u5904\u7406\u3002\u5f00\u53d1\u8005\u56de\u590d\u63d0\u53ca\u501f\u9274Stack Overflow\u6295\u7968\u673a\u5236\u3001\u4fdd\u7559\u73af\u5883\u4e0a\u4e0b\u6587\u3001\u672a\u6765\u5c06\u652f\u6301\u79c1\u6709\u5316\u90e8\u7f72\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 Context Overflow \u7784\u51c6\u4e86\u4e00\u4e2a\u4f34\u968fAI\u667a\u80fd\u4f53\u666e\u53ca\u800c\u65e5\u76ca\u5c16\u9510\u7684\u201c\u963f\u5179\u6d77\u9ed8\u75c7\u201d\u95ee\u9898\uff1a\u667a\u80fd\u4f53\u5355\u6b21\u4f1a\u8bdd\u5185\u53ef\u80fd\u8017\u8d39\u5927\u91cf\u7b97\u529b\u4e0e\u65f6\u95f4\u6210\u672c\u653b\u514b\u7684\u6280\u672f\u96be\u9898\uff0c\u968f\u7740\u4f1a\u8bdd\u7ed3\u675f\u77ac\u95f4\u201c\u5f52\u96f6\u201d\u3002\u8fd9\u4e0d\u4ec5\u9020\u6210\u8d44\u6e90\u6d6a\u8d39\uff0c\u66f4\u4f7f\u5f97\u667a\u80fd\u4f53\u751f\u6001\u9677\u5165\u4f4e\u6c34\u5e73\u91cd\u590d\u52b3\u52a8\u7684\u602a\u5708\u3002\u4ea7\u54c1\u5c06\u201cStack Overflow\u201d\u7684\u793e\u533a\u667a\u6167\u6a21\u5f0f\u79fb\u690d\u5230\u667a\u80fd\u4f53\u95f4\uff0c\u610f\u56fe\u6253\u9020\u4e00\u4e2a\u673a\u5668\u53ef\u8bfb\u3001\u53ef\u67e5\u8be2\u3001\u53ef\u8d21\u732e\u7684\u6301\u4e45\u5316\u8bb0\u5fc6\u7f51\u7edc\uff0c\u5176\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u8bd5\u56fe\u5c06AI\u4ece\u201c\u4e34\u65f6\u5de5\u201d\u8f6c\u53d8\u4e3a\u62e5\u6709\u6301\u7eed\u5b66\u4e60\u80fd\u529b\u7684\u201c\u8d44\u6df1\u5458\u5de5\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6784\u60f3\u9762\u4e34\u591a\u91cd\u4e25\u5cfb\u6311\u6218\u3002\u9996\u5148\u662f\u6280\u672f\u53ef\u4fe1\u5ea6\u4e0e\u51b2\u7a81\u89e3\u51b3\u3002\u667a\u80fd\u4f53\u751f\u6210\u7684\u89e3\u51b3\u65b9\u6848\u8d28\u91cf\u53c2\u5dee\u4e0d\u9f50\uff0c\u4e14\u9ad8\u5ea6\u4f9d\u8d56\u5177\u4f53\u73af\u5883\uff08\u5982\u4f9d\u8d56\u7248\u672c\u3001\u7cfb\u7edf\u914d\u7f6e\uff09\u3002\u7b80\u5355\u7684\u201c\u6295\u7968\u673a\u5236\u201d\u80fd\u5426\u5728\u673a\u5668\u51b3\u7b56\u4e2d\u6709\u6548\u7b5b\u9009\u51fa\u6700\u4f73\u7b54\u6848\uff0c\u800c\u975e\u6700\u6d41\u884c\u7b54\u6848\uff0c\u5b58\u7591\u3002\u5f53\u591a\u4e2a\u667a\u80fd\u4f53\u5bf9\u540c\u4e00\u95ee\u9898\u63d0\u4f9b\u77db\u76fe\u65b9\u6848\u65f6\uff0c\u7f3a\u4e4f\u4eba\u7c7b\u6700\u7ec8\u88c1\u51b3\u7684\u51b2\u7a81\u673a\u5236\u53ef\u80fd\u5f15\u53d1\u77e5\u8bc6\u56fe\u8c31\u7684\u6df7\u4e71\u3002\u5176\u6b21\u662f\u5b89\u5168\u4e0e\u9690\u79c1\u7ea2\u7ebf\u3002\u8bc4\u8bba\u4e2d\u53cd\u590d\u63d0\u53ca\u7684IP\u4e0e\u654f\u611f\u4ee3\u7801\u6cc4\u9732\u98ce\u9669\u662f\u4f01\u4e1a\u7684\u81f4\u547d\u5173\u5207\u3002\u4ec5\u9760\u201c\u9f13\u52b1\u5206\u4eab\u901a\u7528\u6a21\u5f0f\u201d\u7684\u793e\u533a\u51c6\u5219\u5728\u81ea\u52a8\u5316\u4e0a\u4f20\u573a\u666f\u4e0b\u5f62\u540c\u865a\u8bbe\uff0c\u4ea7\u54c1\u5fc5\u987b\u8bbe\u8ba1\u524d\u7f6e\u7684\u3001\u5f3a\u5236\u7684\u4ee3\u7801\u626b\u63cf\u4e0e\u6a21\u7cca\u5316\u673a\u5236\uff0c\u5426\u5219\u6781\u6613\u6ca6\u4e3a\u6570\u636e\u6cc4\u9732\u6f0f\u6597\u3002\u6700\u540e\u662f\u91c7\u7528\u95e8\u69db\u4e0e\u51b7\u542f\u52a8\u95ee\u9898\u3002\u4ea7\u54c1\u4ef7\u503c\u4e0e\u793e\u533a\u77e5\u8bc6\u5e93\u7684\u89c4\u6a21\u548c\u8d28\u91cf\u6b63\u76f8\u5173\uff0c\u5728\u65e9\u671f\u5982\u4f55\u5438\u5f15\u8db3\u591f\u591a\u7684\u667a\u80fd\u4f53\u8d21\u732e\u9ad8\u8d28\u91cf\u4e0a\u4e0b\u6587\uff0c\u5f62\u6210\u6b63\u5411\u5faa\u73af\uff0c\u662f\u5176\u751f\u5b58\u7684\u5173\u952e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cContext Overflow \u4e0d\u662f\u5728\u505a\u4e00\u4e2a\u5de5\u5177\uff0c\u800c\u662f\u5728\u94fa\u8bbe\u4e00\u6761AI\u667a\u80fd\u4f53\u65f6\u4ee3\u7684\u201c\u57fa\u7840\u8bbe\u65bd\u201d\u2014\u2014\u77e5\u8bc6\u4ea4\u6362\u534f\u8bae\u3002\u5982\u679c\u5b83\u80fd\u4ee5\u4e25\u8c28\u7684\u673a\u5236\u89e3\u51b3\u8d28\u91cf\u3001\u5b89\u5168\u4e0e\u51b7\u542f\u52a8\u4e09\u5927\u96be\u9898\uff0c\u5176\u6f5c\u529b\u5c06\u8fdc\u8d85\u5355\u4e00\u5de5\u5177\uff0c\u6210\u4e3a\u672a\u6765AI\u534f\u4f5c\u7f51\u7edc\u7684\u5e95\u5c42\u57fa\u77f3\u3002\u4f46\u76ee\u524d\u6765\u770b\uff0c\u5176\u84dd\u56fe\u5b8f\u5927\uff0c\u4f46\u6bcf\u4e00\u6b65\u90fd\u9700\u5728\u6280\u672f\u53ef\u884c\u6027\u4e0e\u5546\u4e1a\u5b89\u5168\u6027\u4e0a\u5982\u5c65\u8584\u51b0\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\">Context Overflow<\/span>\n <\/div>\n<div class=\"comment-content\">Context Overflow is a Q&A knowledge sharing app for agents. Every day agent do complex tasks, but the knowledge they gain disappears as soon as the session ends. We made Context Overflow fix this. It lets any agent (openclaw, Claude code, cursor, etc.) automatically share useful knowledge and draw from a growing community memory, so every task gets solved faster. A simple one line onboarding for any agent.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">After using a bunch of AI agents for building both professionally and personally, Suhaas and I noticed a major issue: my agent could spend a long time figuring out how to solve a tricky task, but all that context vanishes when the session ends. Even if my agent saves it to a markdown file for long-term keeping, no one else’s agent can learn from what my agent did. That means hundreds of agents could run into the same problems and all spend unnecessary time debugging, and they’d all have to rediscover the same fixes.<br \/>\nSuhaas and I created Context Overflow as a way to turn isolated AI sessions into shared, reusable context. With Context Overflow, agents can:<br \/>\n    \u2022    Search through past solutions when starting a task<br \/>\n    \u2022    Ask questions when they get stuck<br \/>\n    \u2022    Share findings when they solve a non-trivial problem<br \/>\nWe’ve made it easy to try it out with whatever tool works best for you: agent skills, OpenClaw instructions, MCP, CLI, and more.<\/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\/@suhaaspk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@suhaaspk<\/a> I\u2019ve had agents lose critical context mid-task and fail silently. A shared memory layer across tools is genuinely valuable. How does context synchronization work across agents running in parallel \u2014 is there a conflict resolution mechanism when two agents update the same memory simultaneously?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@suhaaspk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@suhaaspk<\/a> I hit this a lot with Claude Code. It figures out some workaround for a build issue, session ends, and two days later I’m watching it struggle with the same thing again. The markdown memory files help but only for that one machine.<\/p>\n<p>How does discovery work on the agent side? Does it search automatically when it gets stuck, or do I need to tell it to check?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 session-amnesia problem is real and underrated. Been running OpenClaw agents on complex tasks and the knowledge loss between sessions is one of the biggest time sinks. The framing as a community memory layer is smart because isolated per-project memory doesn’t compound value. The IP\/sensitive code concern raised in the comments is worth addressing prominently in your docs. The environment context piece (versions, deps) is crucial for signal quality. Congrats on supporting OpenClaw natively!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>knowledge sharing between agents is a problem I run into constantly – each agent starts cold and rediscovers the same things. how does Context Overflow handle conflicts when two agents have contradictory knowledge about the same topic? and is the knowledge graph per-project or shared across projects?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@mykola_kondratiuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mykola_kondratiuk<\/a> For conflicting solutions, we are taking a similar approach to Stack Overflow: multiple answers can coexist and agents \/ humans can upvote what works best for them. Additionally agents work in very particular environments, and solutions are very environment-dependent. Context Overflow can preserve that context (e.g. framework, versions, setup) rather than forcing a single canonical answer. We believe the crowd will generally converge on the best solutions.<\/p>\n<p>For knowledge scope: right now, it\u2019s a shared global knowledge base so agents can benefit from each other out of the box. But we\u2019re actively working on project-specific contexts so teams can have private or scoped knowledge layered on top of the global graph. Thanks for your questions!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">Interesting, so a stack overflow moltbook?<br \/>\nI remember we used to have to train juniors on “what not to post on StackOverflow” to protect IP and clients.<br \/>\nWhat limitations safeguards do you have against agents posting sensitive code in responses to questions?<\/div>\n<div class=\"comment-actions\">\n<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\/@dr_simon_wallace\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dr_simon_wallace<\/a> Great question. We encourage agents to share generalized solutions or patterns, rather than specific proprietary code. In the future, we plan to support private project-scoped contexts so teams can keep sensitive knowledge internal while still benefitting from shared context.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@sahil_mahendrakar grand. I think the safeguards are a really important aspect, especially as IP is such a concern for many businesses.<br \/>\nIt would be a good touch – I think – to make it clear how that’s protected.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/Q3RM6PKUI5NNAL\" class=\"app-title\">Fig Prompt<\/a><\/p>\n<div class=\"one-liner\">Build Figma plugins with just a prompt<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">95<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u5373\u53ef\u5feb\u901f\u751f\u6210Figma\u63d2\u4ef6\u7684AI\u5de5\u5177\uff0c\u8ba9\u4e0d\u5177\u5907\u7f16\u7a0b\u80fd\u529b\u7684\u8bbe\u8ba1\u5e08\u4e5f\u80fd\u8f7b\u677e\u5c06\u521b\u610f\u8f6c\u5316\u4e3a\u5b9e\u9645\u53ef\u7528\u7684\u63d2\u4ef6\uff0c\u89e3\u51b3\u4e86\u63d2\u4ef6\u5f00\u53d1\u95e8\u69db\u9ad8\u3001\u542f\u52a8\u8fc7\u7a0b\u7e41\u7410\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5505f787-045c-42b8-8d81-5b3b7a4c4288.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\/7f5f31d3-08a0-4f5b-a701-1a3702cba0b9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/358d0ff0-187f-4b87-9695-2513ea9163b8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c157b06f-7609-4cd9-a9c8-c02ed0bed0b6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5a6eba8c-55ca-4b4c-81c0-70d0da1403c8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ed42ca30-0e80-438e-9618-6ee970add6df.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a3e3d016-3bb0-4756-8b5a-e811592eee06.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Design Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">No-Code<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4ee3\u7801\u751f\u6210<\/span><br \/>\n <span class=\"tag\">Figma\u63d2\u4ef6\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\/\u4f4e\u4ee3\u7801<\/span><br \/>\n <span class=\"tag\">\u8bbe\u8ba1\u5de5\u5177\u589e\u6548<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u7f16\u7a0b<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u4f53\u9a8c<\/span><br \/>\n <span class=\"tag\">\u8bbe\u8ba1\u8fd0\u8425<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5feb\u901f\u539f\u578b<\/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\u964d\u4f4eFigma\u63d2\u4ef6\u5f00\u53d1\u95e8\u69db\u7684\u6838\u5fc3\u4ef7\u503c\u3002\u6709\u6548\u8bc4\u8bba\u96c6\u4e2d\u4e8e\u6280\u672f\u7ec6\u8282\u8be2\u95ee\uff1a\u662f\u5426\u652f\u6301\u57fa\u4e8e\u63d0\u793a\u8bcd\u8fed\u4ee3\u4f18\u5316\uff1f\u751f\u6210\u7684\u63d2\u4ef6\u80fd\u5426\u8c03\u7528Figma\u6240\u6709\u539f\u751fAPI\uff08\u5982\u53d8\u91cf\u3001\u7ec4\u4ef6\uff09\uff1f\u8fd9\u53cd\u6620\u4e86\u7528\u6237\u5bf9\u4ea7\u54c1\u7075\u6d3b\u6027\u4e0e\u80fd\u529b\u8fb9\u754c\u7684\u6df1\u5ea6\u5173\u5207\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 Fig Prompt \u5ba3\u79f0\u7684\u201c\u6c1b\u56f4\u7f16\u7a0b\u201d\u672c\u8d28\u4e0a\u662f\u4e00\u6b21\u5bf9Figma\u5e9e\u5927\u751f\u6001\u7cfb\u7edf\u7684\u201c\u5e73\u6c11\u5316\u201d\u7a81\u88ad\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u751f\u6210\u7684\u4ee3\u7801\u6709\u591a\u4f18\u96c5\uff0c\u800c\u5728\u4e8e\u5b83\u7cbe\u51c6\u5730\u5207\u4e2d\u4e86\u4e00\u4e2a\u957f\u671f\u88ab\u5ffd\u89c6\u7684\u65ad\u5c42\uff1a\u62e5\u6709\u6700\u5177\u4f53\u9a8c\u75db\u70b9\u548c\u521b\u65b0\u60f3\u6cd5\u7684\u8bbe\u8ba1\u5e08\uff0c\u4e0e\u9700\u8981\u6295\u5165\u5b66\u4e60\u6210\u672c\u7684Figma API\u5f00\u53d1\u4e4b\u95f4\uff0c\u5b58\u5728\u4e00\u9053\u8ba4\u77e5\u9e3f\u6c9f\u3002\u4ea7\u54c1\u5c06\u5f00\u53d1\u6d41\u7a0b\u62bd\u8c61\u4e3a\u81ea\u7136\u8bed\u8a00\u5bf9\u8bdd\uff0c\u8bd5\u56fe\u5c06\u201c\u63d2\u4ef6\u5f00\u53d1\u8005\u201d\u7684\u8eab\u4efd\u4ece\u201c\u4e13\u4e1a\u5de5\u7a0b\u5e08\u201d\u6cdb\u5316\u4e3a\u201c\u4efb\u4f55\u4f1a\u63cf\u8ff0\u9700\u6c42\u7684\u8bbe\u8ba1\u5e08\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u4e0e\u6f5c\u529b\u4e00\u6837\u660e\u663e\u3002\u4ece\u8bc4\u8bba\u4e2d\u7684\u6280\u672f\u6027\u8d28\u7591\u53ef\u4ee5\u770b\u51fa\uff0c\u65e9\u671f\u5c1d\u9c9c\u8005\u5df2\u8fc5\u901f\u8d8a\u8fc7\u201c\u65b0\u5947\u611f\u201d\uff0c\u5f00\u59cb\u8ffd\u95ee\u751f\u6210\u63d2\u4ef6\u7684\u201c\u5de5\u7a0b\u7ea7\u201d\u80fd\u529b\uff1a\u8fed\u4ee3\u4f18\u5316\u3001\u5b8c\u6574\u7684API\u652f\u6301\u3002\u8fd9\u9884\u793a\u7740\u4ea7\u54c1\u82e5\u4ec5\u505c\u7559\u5728\u201c\u4e00\u6b21\u6027\u4ee3\u7801\u751f\u6210\u5668\u201d\u5c42\u9762\uff0c\u5c06\u5f88\u5feb\u89e6\u53ca\u5929\u82b1\u677f\uff0c\u6ca6\u4e3a\u73a9\u5177\u3002\u5b83\u5fc5\u987b\u8fdb\u5316\u6210\u4e00\u4e2a\u652f\u6301\u6301\u7eed\u5bf9\u8bdd\u3001\u7406\u89e3\u548c\u878d\u5165Figma\u8bbe\u8ba1\u7cfb\u7edf\u89c4\u8303\u7684\u201cAI\u534f\u4f5c\u8005\u201d\uff0c\u624d\u80fd\u771f\u6b63\u5d4c\u5165\u4e13\u4e1a\u5de5\u4f5c\u6d41\u3002\n <\/p>\n<p class=\"ai-content\">\n \u66f4\u7280\u5229\u7684\u89c6\u89d2\u5728\u4e8e\uff0c\u5b83\u53ef\u80fd\u6b63\u5728\u6084\u7136\u91cd\u5851Figma\u7684\u751f\u6001\u6743\u529b\u7ed3\u6784\u3002\u4e00\u65e6\u8bbe\u8ba1\u5e08\u80fd\u5feb\u901f\u81ea\u5236\u9ad8\u5ea6\u5b9a\u5236\u5316\u7684\u5c0f\u63d2\u4ef6\uff0c\u4f20\u7edf\u63d2\u4ef6\u5e02\u573a\u4e2d\u901a\u7528\u3001\u4e2d\u5eb8\u5de5\u5177\u7684\u4efd\u989d\u53ef\u80fd\u88ab\u4fb5\u8680\u3002\u957f\u8fdc\u770b\uff0c\u8fd9\u63a8\u52a8\u751f\u6001\u4ece\u201c\u96c6\u4e2d\u5206\u53d1\u6807\u51c6\u5316\u5de5\u5177\u201d\u5411\u201c\u5206\u5e03\u5f0f\u751f\u6210\u4e2a\u6027\u5316\u5de5\u5177\u201d\u6f14\u8fdb\u3002\u4f46\u98ce\u9669\u5728\u4e8e\uff0c\u751f\u6210\u7684\u4ee3\u7801\u8d28\u91cf\u3001\u7ef4\u62a4\u6027\u4e0e\u5b89\u5168\u6027\u82e5\u65e0\u6cd5\u4fdd\u969c\uff0c\u4e5f\u53ef\u80fd\u50ac\u751f\u5927\u91cf\u201c\u63d2\u4ef6\u5783\u573e\u201d\u3002\u56e0\u6b64\uff0c\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5173\u952e\u5728\u4e8e\u5176AI\u662f\u771f\u6b63\u7406\u89e3\u4e86Figma\u7684\u8bbe\u8ba1\u8303\u5f0f\u4e0e\u5de5\u7a0b\u4e0a\u4e0b\u6587\uff0c\u8fd8\u662f\u4ec5\u4ec5\u8fdb\u884c\u4e86\u4e00\u573a\u7cbe\u81f4\u7684\u8bed\u6cd5\u5305\u88c5\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\">Fig Prompt<\/span>\n <\/div>\n<div class=\"comment-content\">FigPrompt is vibe coding for Figma plugins. We let designers describe the Figma plugin they want in plain language and get working code instantly.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi PH \ud83d\udc4b<br \/>\nI’ve been a UX designer and part-time coder for over 20 years \u2014 which means I’ve geeked out in pretty much every design tool going. Macromedia Flash, Photoshop, Invision, Framer, Sketch, Figma. All of them.<br \/>\nOne thing they all share: the communities that grow around them. The plugins, the extensions, the little bits that fill the gaps the core product never quite covered. That’s where the real magic is.<br \/>\nI use Figma plugins daily, and I’ve been vibe coding my own for a while. But every time, I hit the same friction. Too much setup. Too much to know before you can even start.<br \/>\nSo I built FigPrompt.com. Describe what you want, get a working plugin. No coding background needed. And you’re not limited to one \u2014 build out a whole suite of plugins tailored exactly to how you work.<br \/>\nHey, if you\u2019ve ever thought about a plugin idea but didn\u2019t go for it because it seemed too overwhelming, then this is for you!<br \/>\nGive it a spin at figprompts.com I’d love to know what you build.<\/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\/@chiwaili\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chiwaili<\/a> Abstracting Figma plugin development behind natural language is huge \u2014 it removes the steep learning curve of the Figma API. Question: Does Fig Prompt support iterative refinement (e.g., \u201cmake the button detection smarter\u201d) or does each prompt generate a completely new plugin from scratch?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">Figma plugins always felt like they needed a dev degree.<\/div>\n<div class=\"comment-actions\">\n<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\/@anusuya_bhuyan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anusuya_bhuyan<\/a> Exactly, this project stemmed from my first experience trying to put a plugin together, first without AI and even if AI it felt a bit tricky. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Can the generated plugins access Figma APIs like variables and components or is it limited to basic layout? Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mcarmonas\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mcarmonas<\/a> absolutely, the plugins can support all the standard Figma plugin APIs on <a href=\"https:\/\/developers.figma.com\/docs\/plugins\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/developers.figma.com\/docs\/plugins\/<\/a>. <\/p>\n<\/p>\n<p>Great question, I\u2019ll add that to the FAQ. Thanks<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very useful 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>Nice 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>love this idea making figma plugin creation feel accessible through plain language is such a strong unlock for designers who have ideas but never cross the coding barrier. the part about building a whole suite of custom plugins is especially interesting. what kind of plugins are people generating most often so far?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/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\/QMFON6RD244K3G\" class=\"app-title\">GentleLimit<\/a><\/p>\n<div class=\"one-liner\">Mindful screen time for macOS without blocking apps<\/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>\u4e00\u6b3e\u901a\u8fc7\u8fb9\u7f18\u89c6\u89c9\u60ac\u6d6e\u7ec4\u4ef6\u548c\u6e29\u548c\u4fe1\u53f7\uff0c\u5e2e\u52a9Mac\u7528\u6237\u5728\u65e0\u9700\u5f3a\u5236\u963b\u65ad\u5e94\u7528\u7684\u60c5\u51b5\u4e0b\uff0c\u5efa\u7acb\u6709\u610f\u8bc6\u7684\u5c4f\u5e55\u4f7f\u7528\u4e60\u60ef\u7684\u4e13\u6ce8\u529b\u5de5\u5177\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a3fd6236-3d74-4a6d-a816-9634e09b8bed.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2f1c4b72-3134-4854-880b-ad10a2e92aa3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/44c9aabe-a059-4cf5-b969-c68f364234b4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7ec12f52-e1e6-4012-ac25-a4566088a349.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f5248690-baaa-4c64-93e2-d6193f576271.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\">Time Tracking<\/span><br \/>\n <span class=\"tag\">Menu Bar Apps<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6570\u5b57\u5065\u5eb7<\/span><br \/>\n <span class=\"tag\">\u5c4f\u5e55\u65f6\u95f4\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u4e13\u6ce8\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">macOS\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u975e\u4fb5\u5165\u5f0f\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4fdd\u62a4<\/span><br \/>\n <span class=\"tag\">\u884c\u4e3a\u4e60\u60ef\u517b\u6210<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8fb9\u7f18\u89c6\u89c9\u53cd\u9988<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u201c\u975e\u963b\u65ad\u201d\u7406\u5ff5\uff0c\u8ba4\u4e3a\u66f4\u6e29\u548c\u3001\u4e0d\u6613\u6253\u65ad\u5fc3\u6d41\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\u591a\u663e\u793a\u5668\u9002\u914d\u3001\u5177\u4f53\u5e72\u9884\u5f62\u5f0f\u3001\u6570\u636e\u9690\u79c1\u53ca\u5b9a\u4ef7\u3002\u5f00\u53d1\u8005\u56de\u590d\u8be6\u7ec6\uff0c\u89e3\u91ca\u4e86\u5206\u5c42\u5e72\u9884\u673a\u5236\uff08\u89c6\u89c9\u4fe1\u53f7\u5230\u5168\u5c4f\u547c\u5438\u6682\u505c\uff09\u548c\u672c\u5730\u5316\u9690\u79c1\u8bbe\u8ba1\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 GentleLimit\u7684\u6838\u5fc3\u7406\u5ff5\u662f\u5bf9\u201c\u6570\u5b57\u5065\u5eb7\u201d\u8d5b\u9053\u7684\u4e00\u6b21\u7cbe\u5de7\u89e3\u6784\u3002\u5b83\u6ca1\u6709\u9009\u62e9\u4e0eFreedom\u3001Cold Turkey\u7b49\u201c\u786c\u963b\u65ad\u201d\u5de5\u5177\u5728\u5c01\u9501\u5f3a\u5ea6\u4e0a\u7ade\u4e89\uff0c\u800c\u662f\u654f\u9510\u5730\u6293\u4f4f\u4e86\u4e00\u4e2a\u66f4\u7ec6\u5206\u7684\u75db\u70b9\uff1a\u4e13\u4e1a\u5de5\u4f5c\u8005\u5bf9\u201c\u6d41\u7a0b\u4e2d\u65ad\u201d\u7684\u6df1\u5ea6\u6050\u60e7\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u9650\u5236\uff0c\u800c\u5728\u4e8e\u5c06\u201c\u65e0\u610f\u8bc6\u4f7f\u7528\u201d\u8f6c\u5316\u4e3a\u201c\u6709\u610f\u8bc6\u884c\u4e3a\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u901a\u8fc7\u201c\u8fb9\u7f18\u89c6\u89c9\u53cd\u9988\u201d\u8fd9\u4e00\u8bbe\u8ba1\uff0c\u5c06\u76d1\u63a7\u4ece\u9700\u8981\u4e3b\u52a8\u67e5\u770b\u7684\u7edf\u8ba1\u9762\u677f\uff0c\u8f6c\u53d8\u4e3a\u88ab\u52a8\u611f\u77e5\u7684\u73af\u5883\u4fe1\u606f\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u5c06\u884c\u4e3a\u5fc3\u7406\u5b66\u7684\u201c\u6697\u793a\u201d\u4e0e\u201c\u81ea\u6211\u8c03\u8282\u201d\u7406\u8bba\u4ea7\u54c1\u5316\uff0c\u628a\u63a7\u5236\u6743\u4ea4\u8fd8\u7ed9\u7528\u6237\uff0c\u540c\u65f6\u907f\u514d\u4e86\u56e0\u6743\u9650\u88ab\u5265\u593a\u800c\u4ea7\u751f\u7684\u9006\u53cd\u5fc3\u7406\u3002\u5176\u5ba3\u79f0\u7684\u201c\u9690\u79c1\u8bbe\u8ba1\u201d\u4e0d\u4ec5\u662f\u5356\u70b9\uff0c\u66f4\u662f\u529f\u80fd\u6210\u7acb\u7684\u57fa\u77f3\u2014\u2014\u4e00\u65e6\u6570\u636e\u79bb\u5cb8\uff0c\u8fd9\u79cd\u9700\u8981\u6301\u7eed\u76d1\u63a7\u5e94\u7528\u4f7f\u7528\u7684\u5de5\u5177\u5c06\u5f15\u53d1\u5de8\u5927\u7684\u4fe1\u4efb\u5371\u673a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\uff08\u4e00\u6b21\u6027\u4e70\u65ad\uff09\u4e0e\u4ef7\u503c\u4e3b\u5f20\u4e4b\u95f4\u5b58\u5728\u6f5c\u5728\u5f20\u529b\u3002\u4f5c\u4e3a\u4e60\u60ef\u517b\u6210\u5de5\u5177\uff0c\u7528\u6237\u6210\u529f\u5373\u610f\u5473\u7740\u9700\u6c42\u7ec8\u7ed3\uff0c\u8fd9\u4e0eSaaS\u7684\u6301\u7eed\u6536\u5165\u6a21\u578b\u80cc\u9053\u800c\u9a70\u3002\u6b64\u5916\uff0c\u5176\u6548\u679c\u9ad8\u5ea6\u4f9d\u8d56\u7528\u6237\u7684\u81ea\u6211\u9a71\u52a8\u529b\uff0c\u5bf9\u4e8e\u81ea\u5f8b\u6027\u6781\u5dee\u7684\u7528\u6237\uff0c\u6e29\u548c\u7684\u63d0\u9192\u53ef\u80fd\u5b8c\u5168\u65e0\u6548\u3002\u5b83\u66f4\u50cf\u662f\u4e00\u6b3e\u201c\u7cbe\u82f1\u4e3b\u4e49\u201d\u7684\u6548\u7387\u5de5\u5177\uff0c\u670d\u52a1\u4e8e\u90a3\u4e9b\u5df2\u6709\u6539\u53d8\u610f\u613f\u3001\u53ea\u9700\u8f7b\u5fae\u52a9\u63a8\u7684\u7fa4\u4f53\uff0c\u800c\u975e\u666e\u7f57\u5927\u4f17\u3002\u5b83\u7684\u6210\u529f\uff0c\u5c06\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u201c\u6e29\u548c\u201d\u4e0e\u201c\u6709\u6548\u201d\u4e4b\u95f4\u627e\u5230\u90a3\u4e2a\u786e\u51ff\u7684\u3001\u53ef\u88ab\u6570\u636e\u8bc1\u660e\u7684\u5e73\u8861\u70b9\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">GentleLimit<\/span>\n <\/div>\n<div class=\"comment-content\">Hard blockers kill your flow. GentleLimit protects it. GentleLimit is a macOS app that helps you build mindful screen habits without blocking apps. Instead of interruptions, it keeps your usage visible through subtle signals and floating widgets in your peripheral view. Stay aware of how you spend time in distracting apps while keeping your focus intact. Private by design \u2014 all data stays on your Mac.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi Everyone,<\/p>\n<p>Most screen-time tools try to solve distraction by blocking apps. But hard blockers often break focus and create frustration \u2014 especially for people who actually need those apps for work.<\/p>\n<p>GentleLimit was built as a calmer alternative.<\/p>\n<p>Instead of blocking apps, GentleLimit keeps your usage visible through floating widgets and subtle signals in your peripheral view. The idea is simple: awareness helps you self-regulate without interrupting your workflow.<\/p>\n<p>Key ideas behind the app:<br \/>\n\u2022 Gentle awareness instead of hard blocking<br \/>\n\u2022 Floating widgets that stay visible while you work<br \/>\n\u2022 Real-time usage tracking<br \/>\n\u2022 Fully private \u2014 everything stays on your Mac <\/p>\n<p>It\u2019s designed for people who want healthier digital habits without losing their flow.<\/p>\n<p>Would love to hear how you currently manage distractions on your Mac.<\/p><\/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\/@lucidbitapps\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lucidbitapps<\/a> Kudos on the launch. How do the floating widgets handle multi-monitor setups or when you’re switching between apps like Slack and browsers? Do they adapt position intelligently to stay truly peripheral?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">Nice. I like the softer always on – that way people don’t need to click to see.<\/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\/@dr_simon_wallace\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dr_simon_wallace<\/a> Thanks, really appreciate it!<\/p>\n<p>The goal was to make it always visible but never intrusive so it fits into your day without needing effort. Happy to hear your thoughts if you end up trying it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">This is amazing, congrats \ud83d\ude80<br \/>\nWhat about the pricing?<\/div>\n<div class=\"comment-actions\">\n<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\">@amraniyasser Thank you! <\/p>\n<p>There is a 7-day free trial, and one-time purchase of $6.99 after that. Happy to hear your thoughts if you end up trying it.<\/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>I think the non-blocking approach is a refreshing take. How does GentleLimit define \u201cmindful\u201d interventions \u2014 are they timed prompts, intention-setting dialogs, or something else entirely? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@jerrybyday Great question, Jeremiah! We approach mindful interventions as a layered awareness system to avoid notification fatigue.<br \/>\nThe goal is to provide a nudge that scales with your usage:<br \/>\nAmbient Awareness (App Limits): For individual apps, the intervention is purely visual. The menu bar icon and floating widget turn red, staying in your peripheral vision. It is a signal that provides data without breaking your creative flow.<br \/>\nThe Intention Pause (Daily Limit): When your total daily limit is reached, we introduce a bit of friction with a full-screen transparent overlay. It creates a 7-second breathing room to help you move from autopilot back to intentional choice.<br \/>\nWe would love to hear how that balance feels to you if you end up trying it.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is really cool. I think that I saw something similar to <a href=\"https:\/\/www.producthunt.com\/products\/focusos\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"focusos\" target=\"_blank\" rel=\"noopener\">@focusedOS<\/a> <\/p>\n<p>What kind of permissions do I need to give this tool, and what data leaves my computer?<\/p>\n<p>Is there any pricing available? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> Thanks, really appreciate it!<\/p>\n<p>Great question! GentleLimit doesn\u2019t require any invasive permissions. It only uses standard macOS APIs to track app usage locally, and everything stays on-device. No data leaves your computer.<\/p>\n<p>Compared to tools like focusedOS, the idea here is to be more subtle. Instead of blocking aggressively, it gives you gentle, always visible feedback (widgets + overlays) so you can stay within limits without forcing it.<\/p>\n<p>There is a 7-day free trial, and one-time purchase of $6.99 after that. Happy to hear your thoughts if you try it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/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\/KMWX5KCT2KSBCS\" class=\"app-title\">Looq: Preview Files<\/a><\/p>\n<div class=\"one-liner\">A better Quick Look: code, Markdown, Mermaid, SQLite & more<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">90<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Looq \u662f\u4e00\u6b3e macOS Quick Look \u589e\u5f3a\u63d2\u4ef6\uff0c\u4e3a\u5f00\u53d1\u8005\u63d0\u4f9b\u4ee3\u7801\u3001Markdown\u3001SQLite\u7b49\u4e13\u4e1a\u6587\u4ef6\u7684\u5373\u65f6\u9884\u89c8\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u9700\u9891\u7e41\u6253\u5f00\u5b8c\u6574\u7f16\u8f91\u5668\u624d\u80fd\u5feb\u901f\u67e5\u770b\u6587\u4ef6\u5185\u5bb9\u7684\u6548\u7387\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3a16b645-af58-43bf-98d0-9e9ab04e96d2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d648baa0-a203-434d-8b70-a776684b683f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4df0c242-d9a4-47f1-8e07-a5553ffcaf8a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/68456961-b499-4436-9d39-ae182a07fa22.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e5220103-1a1c-47c8-ae87-c1cef61d2694.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/20c9f2c3-9d05-4123-a789-510ea4c1e645.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/07321909-b09d-4373-90e6-6486b78eac38.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\">Developer Tools<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">macOS\u6269\u5c55<\/span><br \/>\n <span class=\"tag\">\u6587\u4ef6\u9884\u89c8<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u9ad8\u4eae<\/span><br \/>\n <span class=\"tag\">Markdown\u6e32\u67d3<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">Quick Look\u589e\u5f3a<\/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\u79ef\u6781\u4e92\u52a8\uff0c\u786e\u8ba4\u5c06\u52a0\u5165\u5b9e\u65f6\u6e32\u67d3\u529f\u80fd\u3002\u7528\u6237\u5bf9Mermaid\u56fe\u8868\u9884\u89c8\u529f\u80fd\u53cd\u54cd\u70ed\u70c8\uff0c\u5e76\u63d0\u51fa\u4e86\u5bf9\u65e5\u5fd7\u6587\u4ef6\u3001\u8d85\u5927\u6587\u4ef6\u652f\u6301\u7684\u5efa\u8bae\uff0c\u4f53\u73b0\u4e86\u7528\u6237\u5bf9\u6269\u5c55\u6587\u4ef6\u7c7b\u578b\u652f\u6301\u548c\u5de5\u4f5c\u6d41\u65e0\u7f1d\u96c6\u6210\u7684\u671f\u5f85\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 Looq \u5207\u5165\u4e86\u4e00\u4e2a\u88ab\u539f\u751f\u7cfb\u7edf\u957f\u671f\u5ffd\u89c6\u7684\u201c\u7f1d\u9699\u5e02\u573a\u201d\uff1a\u4e13\u4e1a\u7528\u6237\u7684\u6587\u4ef6\u5feb\u901f\u9884\u89c8\u9700\u6c42\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u5e76\u975e\u5355\u7eaf\u7684\u529f\u80fd\u5806\u780c\uff0c\u800c\u5728\u4e8e\u5bf9\u5f00\u53d1\u8005\u201c\u77ac\u65f6\u8ba4\u77e5\u201d\u5de5\u4f5c\u6d41\u7684\u7cbe\u51c6\u4f18\u5316\u3002\u5b83\u5c06\u201cQuick Look\u201d\u4ece\u6d88\u8d39\u578b\u5185\u5bb9\uff08\u56fe\u7247\u3001PDF\uff09\u7684\u67e5\u770b\u5de5\u5177\uff0c\u91cd\u5851\u4e3a\u751f\u4ea7\u578b\u5185\u5bb9\uff08\u4ee3\u7801\u3001\u6570\u636e\u3001\u6587\u6863\uff09\u7684\u8f7b\u91cf\u7ea7\u4ea4\u4e92\u754c\u9762\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7b56\u7565\u7280\u5229\u4e4b\u5904\u5728\u4e8e\u201c\u5355\u4e00\u6269\u5c55\u201d\u5b9a\u4f4d\uff0c\u4ee5\u6700\u5c0f\u4fb5\u5165\u6027\u89e3\u51b3\u6700\u5927\u8303\u56f4\u7684\u75db\u70b9\uff0c\u907f\u514d\u4e86\u8ba9\u7528\u6237\u7ba1\u7406\u591a\u4e2a\u5355\u70b9\u5de5\u5177\u3002\u652f\u6301SQLite\u7b49\u6570\u636e\u6587\u4ef6\u7684\u53ef\u6392\u5e8f\u8868\u683c\u9884\u89c8\uff0c\u66f4\u662f\u5c06\u9884\u89c8\u52a8\u4f5c\u4ece\u201c\u67e5\u770b\u201d\u5347\u7ea7\u5230\u4e86\u201c\u521d\u6b65\u63a2\u67e5\u201d\uff0c\u8d4b\u4e88\u4e86Quick Look\u610f\u60f3\u4e0d\u5230\u7684\u8f7b\u5ea6\u6570\u636e\u5206\u6790\u80fd\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u540c\u6837\u660e\u663e\u3002\u9996\u5148\uff0c\u6df1\u5ea6\u4f9d\u8d56macOS\u539f\u751fQuick Look\u6846\u67b6\uff0c\u5176\u4f53\u9a8c\u8fb9\u754c\u548c\u6027\u80fd\u5929\u82b1\u677f\u53d7\u5236\u4e8e\u82f9\u679c\u3002\u5176\u6b21\uff0c\u201c\u672c\u5730\u4f18\u5148\u201d\u867d\u662f\u9690\u79c1\u5356\u70b9\uff0c\u4f46\u4e5f\u610f\u5473\u7740\u6240\u6709\u590d\u6742\u6e32\u67d3\uff08\u5982\u5927\u578bMermaid\u56fe\u8868\uff09\u7684\u8ba1\u7b97\u538b\u529b\u90fd\u843d\u5728\u672c\u5730\uff0c\u53ef\u80fd\u5f71\u54cd\u5927\u578b\u6587\u4ef6\u7684\u9884\u89c8\u901f\u5ea6\u3002\u7528\u6237\u63d0\u51fa\u7684\u5b9e\u65f6\u6e32\u67d3\u548c\u8d85\u5927\u6587\u4ef6\u652f\u6301\uff0c\u6b63\u662f\u5bf9\u6b64\u6311\u6218\u7684\u547c\u5e94\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cLooq \u662f\u201c\u745e\u58eb\u519b\u5200\u201d\u5f0f\u7684\u6548\u7387\u5de5\u5177\uff0c\u5176\u6210\u529f\u4e0d\u53d6\u51b3\u4e8e\u6280\u672f\u58c1\u5792\uff0c\u800c\u5728\u4e8e\u5bf9\u7ec6\u5206\u5de5\u4f5c\u6d41\u9897\u7c92\u5ea6\u7684\u6781\u81f4\u628a\u63e1\u3002\u5b83\u80fd\u5426\u6301\u7eed\u8fdb\u5316\uff0c\u5c06\u9884\u89c8\u4ece\u201c\u770b\u201d\u5ef6\u4f38\u5230\u201c\u8f7b\u91cf\u4ea4\u4e92\u201d\uff0c\u5e76\u7ef4\u6301\u5de5\u5177\u7684\u8f7b\u5feb\u611f\uff0c\u5c06\u662f\u5176\u4ece\u201c\u6709\u8da3\u63d2\u4ef6\u201d\u5347\u7ef4\u4e3a\u201c\u5fc5\u5907\u5de5\u5177\u201d\u7684\u5173\u952e\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\">Looq: Preview Files<\/span>\n <\/div>\n<div class=\"comment-content\">A better look at your files. Preview Markdown with KaTeX and Mermaid, highlight 190+ languages, view CSV and SQLite tables, browse archives and folders. All from Quick Look.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey everyone! I’m the developer behind Looq.<\/p>\n<p>I built Looq because Quick Look on macOS handles images and PDFs great, but falls flat for everything else developers touch daily. Press Space on a Markdown file, a .swift file, or a SQLite database \u2014 you get raw text or a blank panel. I kept opening full editors just to glance at a file, and it added up.<\/p>\n<p>Looq is a single Quick Look extension that previews:<\/p>\n<p>Markdown \u2014 full GFM, KaTeX math, Mermaid diagrams, GitHub Alerts, auto TOC<br \/>\nSource code \u2014 syntax highlighting for 190+ languages, auto-formatting for minified JSON\/CSS\/XML<br \/>\nData files \u2014 CSV and SQLite as native sortable tables with column headers and type info<br \/>\nArchives \u2014 browse ZIP\/TAR contents without extracting<br \/>\nDiff\/Patch \u2014 color-coded with dual line numbers<\/p>\n<p>Everything runs locally on your Mac. No analytics, no telemetry, no accounts.<\/p>\n<p>What file types or features would you want to see next?<\/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\">Live rendering is dropping in the next release.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The Mermaid diagram preview sold me instantly. I write a lot of docs in Markdown and always have to open a separate editor just to check if the diagrams render correctly. Does it support live-reloading, like if I edit and save a file while Quick Look is open?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@ray_artlas Thanks! Right now you’d need to press Space again after saving to refresh the preview. Live rendering is on the roadmap \u2014 it’s a great use case for Mermaid workflows and I want to get it right.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice idea !! extending Quick Look for dev files makes a lot of sense. <a href=\"https:\/\/www.producthunt.com\/@parcse\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"parcse\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@parcse<\/a> <\/p>\n<p>Would be cool to see support for log files or very large files too : is that something you’re planning to add?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#17<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/WS244KJOZOWKJU\" class=\"app-title\">Gately<\/a><\/p>\n<div class=\"one-liner\">Everything you need to build your own membership<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">88<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Gately\u662f\u4e00\u6b3e\u5e2e\u52a9\u5f00\u53d1\u8005\u548c\u521b\u4f5c\u8005\u6784\u5efa\u3001\u542f\u52a8\u548c\u6269\u5c55\u4f1a\u5458\u5236\u5e94\u7528\u7684\u4e00\u4f53\u5316\u5e73\u53f0\uff0c\u901a\u8fc7\u65e0\u7f1d\u96c6\u6210\u548c\u5185\u5bb9\u540c\u6b65\uff0c\u89e3\u51b3\u4e86\u4ea7\u54c1\u5f00\u53d1\u4e2d\u6587\u6863\u3001\u5e2e\u52a9\u4e2d\u5fc3\u4e0e\u7528\u6237\u7ba1\u7406\u5206\u6563\u8131\u8282\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/458c772a-c5cf-4bc2-8420-6a28f3448a73.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cb52da52-e667-47b3-889c-b72973c92e30.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c49ffaf9-89ec-468d-94be-8fb887ba8042.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/43b8127c-c642-4c58-877e-a2b0b32e2de8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fa5ac036-136c-4c63-8102-1ef18a5d8310.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\">Social Media<\/span><br \/>\n <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">SaaS<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4f1a\u5458\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\/\u4f4e\u4ee3\u7801<\/span><br \/>\n <span class=\"tag\">\u521b\u4f5c\u8005\u7ecf\u6d4e<\/span><br \/>\n <span class=\"tag\">\u4e00\u4f53\u5316SaaS<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u540c\u6b65<\/span><br \/>\n <span class=\"tag\">\u5e2e\u52a9\u4e2d\u5fc3<\/span><br \/>\n <span class=\"tag\">\u7528\u6237\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u652f\u4ed8\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u793e\u533a\u5efa\u8bbe<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u7ba1\u7406<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u4e3b\u8981\u96c6\u4e2d\u4e8e\uff1a1. \u80af\u5b9a\u5176\u201c\u4e00\u4f53\u5316\u201d\u4ef7\u503c\uff0c\u5efa\u8bae\u7a81\u51fa\u201cAll in one\u201d\u7684\u6838\u5fc3\u5b9a\u4f4d\uff1b2. \u8be2\u95ee\u6280\u672f\u7ec6\u8282\uff0c\u5982\u6587\u6863\u5982\u4f55\u4e0e\u4ee3\u7801\u5e93\u81ea\u52a8\u540c\u6b65\u3001\u662f\u5426\u539f\u751f\u96c6\u6210\u652f\u4ed8\u4e0e\u793e\u533a\u529f\u80fd\uff1b3. \u521b\u59cb\u4eba\u79ef\u6781\u4e92\u52a8\uff0c\u900f\u9732\u6b63\u8fdb\u884cA\/B\u6d4b\u8bd5\u5e76\u5feb\u901f\u8fed\u4ee3\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 Gately\u5207\u5165\u4e86\u4e00\u4e2a\u62e5\u6324\u4f46\u75db\u70b9\u660e\u786e\u7684\u5e02\u573a\uff1a\u4f1a\u5458\u4e0e\u793e\u533a\u7ba1\u7406\u3002\u5176\u5ba3\u79f0\u7684\u201c\u4e00\u4f53\u5316\u201d\u5e76\u975e\u65b0\u6982\u5ff5\uff0c\u4f46\u5b83\u7684\u5dee\u5f02\u5316\u53ef\u80fd\u5728\u4e8e\u5c06\u201c\u6280\u672f\u4ea7\u54c1\u7ba1\u7406\u201d\u4e0e\u201c\u521b\u4f5c\u8005\u4f1a\u5458\u8fd0\u8425\u201d\u8fd9\u4e24\u4e2a\u901a\u5e38\u5272\u88c2\u7684\u573a\u666f\u8fdb\u884c\u4e86\u7f1d\u5408\u3002\u4ea7\u54c1\u4ecb\u7ecd\u4e2d\u201c\u4ece\u4ee3\u7801\u5e93\u540c\u6b65\u5185\u5bb9\u81f3\u5e2e\u52a9\u4e2d\u5fc3\u201d\u7684\u627f\u8bfa\uff0c\u76f4\u51fb\u5f00\u53d1\u8005\u4e0e\u6280\u672f\u578b\u521b\u4f5c\u8005\u7684\u6838\u5fc3\u75fc\u75be\u2014\u2014\u4ea7\u54c1\u8fed\u4ee3\u4e0e\u7528\u6237\u652f\u6301\u6587\u6863\u7684\u4e25\u91cd\u6ede\u540e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u8fd9\u6b63\u662f\u5176\u6700\u5927\u7684\u98ce\u9669\u4e0e\u6311\u6218\u6240\u5728\u3002\u9996\u5148\uff0c\u6280\u672f\u5b9e\u73b0\u95e8\u69db\u9ad8\u3002\u5b9e\u73b0\u4ee3\u7801\u6ce8\u91ca\u4e0e\u7528\u6237\u5e2e\u52a9\u5185\u5bb9\u7684\u81ea\u52a8\u540c\u6b65\uff0c\u9700\u8981\u6df1\u5ea6\u3001\u7a33\u5b9a\u4e14\u5b89\u5168\u7684\u4ee3\u7801\u4ed3\u5e93\u96c6\u6210\uff0c\u8fd9\u5bf9\u521d\u521b\u56e2\u961f\u662f\u5de8\u5927\u8003\u9a8c\u3002\u8bc4\u8bba\u4e2d\u7684\u6280\u672f\u6027\u8d28\u7591\u4e5f\u5370\u8bc1\u4e86\u8fd9\u4e00\u70b9\u3002\u5176\u6b21\uff0c\u5b9a\u4f4d\u5b58\u5728\u6a21\u7cca\u6027\u3002\u6807\u8bed\u5f3a\u8c03\u201cBuild your own membership\u201d\uff0c\u4ecb\u7ecd\u5374\u504f\u5411\u201c\u5e2e\u52a9\u4e2d\u5fc3\u201d\u548c\u6587\u6863\u540c\u6b65\uff0c\u800c\u8bc4\u8bba\u53c8\u63d0\u53ca\u652f\u4ed8\u3001\u5185\u5bb9\u95e8\u63a7\u7b49\u793e\u533a\u529f\u80fd\u3002\u5b83\u4f3c\u4e4e\u5728\u540c\u65f6\u9762\u5411\u201c\u9700\u8981\u4f1a\u5458\u529f\u80fd\u7684\u5f00\u53d1\u8005\u201d\u548c\u201c\u9700\u8981\u6280\u672f\u540c\u6b65\u80fd\u529b\u7684\u521b\u4f5c\u8005\u201d\u4e24\u7c7b\u4eba\u7fa4\uff0c\u8fd9\u79cd\u53cc\u5411\u5b9a\u4f4d\u53ef\u80fd\u5bfc\u81f4\u4fe1\u606f\u4f20\u9012\u5931\u7126\uff0c\u6b63\u5982\u7528\u6237\u7280\u5229\u6307\u51fa\u7684\uff1a\u9996\u9875\u6807\u8bed\u8fc7\u4e8e\u5b89\u5168\uff0c\u672a\u80fd\u4e00\u51fb\u5373\u4e2d\u6838\u5fc3\u5dee\u5f02\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u4ef7\u503c\u6216\u8bb8\u4e0d\u5728\u4e8e\u529f\u80fd\u5927\u800c\u5168\uff0c\u800c\u5728\u4e8e\u6210\u4e3a\u201c\u6280\u672f\u4ea7\u54c1\u4e0e\u4f1a\u5458\u5546\u4e1a\u4e4b\u95f4\u7684\u8fde\u63a5\u5c42\u201d\u3002\u5982\u679c\u5b83\u80fd\u5c06\u4ee3\u7801\u3001\u6587\u6863\u3001\u7528\u6237\u3001\u652f\u4ed8\u6570\u636e\u6d41\u771f\u6b63\u6253\u901a\uff0c\u5f62\u6210\u81ea\u52a8\u5316\u95ed\u73af\uff0c\u5c31\u80fd\u4ece\u5de5\u5177\u5347\u7ea7\u4e3a\u201c\u4e2d\u67a2\u795e\u7ecf\u7cfb\u7edf\u201d\u3002\u4f46\u76ee\u524d\u770b\u6765\uff0c\u4ea7\u54c1\u4ecd\u5904\u4e8e\u65e9\u671f\u9a8c\u8bc1\u9636\u6bb5\uff0c\u521b\u59cb\u4eba\u4e92\u52a8\u79ef\u6781\u662f\u4eae\u70b9\uff0c\u4f46\u9700\u5c3d\u5feb\u5398\u6e05\u6838\u5fc3\u7528\u6237\u753b\u50cf\uff0c\u5c06\u6709\u9650\u7684\u8d44\u6e90\u96c6\u4e2d\u4e8e\u5151\u73b0\u6700\u5177\u58c1\u5792\u7684\u627f\u8bfa\uff08\u5982\u4ee3\u7801\u540c\u6b65\uff09\uff0c\u800c\u975e\u5728\u6cdb\u529f\u80fd\u5c42\u9762\u4e0e\u6210\u719f\u7ade\u54c1\u5bf9\u6297\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u53c8\u4e00\u4e2a\u201c\u529f\u80fd\u62fc\u76d8\u5f0f\u201d\u7684\u4e2d\u95f4\u4ef6\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\">Gately<\/span>\n <\/div>\n<div class=\"comment-content\">Build, launch, and scale powerful applications with seamless integrations. Gately works for every type of business and creator.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey everyone \ud83d\udc4b<\/p>\n<p>I\u2019m Kayode, founder of Gately \u2014 really excited (and a bit nervous \ud83d\ude05) to finally share this with you all.<\/p>\n<p>Gately started from a simple frustration: building a product is hard, but keeping your docs, help center, and users in sync is even harder. Everything ends up scattered \u2014 code here, docs there, support somewhere else.<\/p>\n<p>So we built Gately to fix that.<\/p>\n<p>With Gately, you can:<br \/>\n\u2022 Turn your knowledge into a clean, self-serve help center<br \/>\n\u2022 Sync your content (even from your codebase) into documentation<br \/>\n\u2022 Organize everything in a way your users can actually find answers<br \/>\n\u2022 Keep docs updated without the usual chaos<\/p>\n<p>We\u2019ve been working closely with early users, shipping fast, and improving based on real feedback \u2014 and this is just the beginning.<\/p>\n<p>If you\u2019ve ever struggled with documentation, support, or onboarding users\u2026 I\u2019d genuinely love your feedback \ud83d\ude4f<\/p>\n<p>Thanks for checking it out and supporting the launch \ud83d\ude80<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@michael_okedigba\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@michael_okedigba<\/a> this might just be it..<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@michael_okedigba\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@michael_okedigba<\/a> Congrats for the launch. What’s one quick win you’ve seen from early users syncing codebase comments directly into the help center; does it cut onboarding time noticeably?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Hello Michael, happy launch day. The “replaces a stack of tools” part hit me. Every creator knows that struggle.<\/p>\n<p>Was on your site for a bit. Sarah’s testimonial caught my eye. “<strong>Setup took an afternoon and we were collecting payments the same day.<\/strong>” That’s what people want.<\/p>\n<p>One thing I noticed on the homepage. Your headline says, “<strong>Build the membership platform your audience deserves.<\/strong>” That’s safe. But every membership tool says the same thing. The real differentiator is in the subhead: “<strong>Gate content, manage members, collect payments, and grow your community \u2014 all in one place.<\/strong>“<\/p>\n<p>That’s the actual value. One tool instead of five.<\/p>\n<p>Flip them. Lead with “All in one place.” Then explain what that means. <\/p>\n<p>This is just honest feedback from someone who spends way too much time analyzing homepages and finding gaps in positioning. Hope it helps, <a href=\"https:\/\/www.producthunt.com\/@michael_okedigba\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"michael_okedigba\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@michael_okedigba<\/a>. <\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1fe488db-13e8-492e-beaf-ecac83a17ef3.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>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\/@taimur_haider1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@taimur_haider1<\/a> Thanks so much for the honest feedback! \ud83d\ude4f Our previous landing pages used that exact approach, but this is the new page we recently built. I really appreciate you taking the time to dive in. I’ll be working on refining the content. We’re still A\/B testing the headlines, so your notes are super helpful.<\/p>\n<p>Also loved your insight on flipping the headline and subhead to lead with the \u201call-in-one\u201d value. That makes total sense. Thanks again for the detailed perspective, it really helps us tighten our positioning.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice idea. Keeping documentation, help centers, and product knowledge in sync is a real challenge for many teams. I like the focus on making content easier for users to actually find and use. How does Gately keep documentation automatically updated when changes happen in the codebase?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey! This is really cool. Does Gately handle content gating, community features, and payments natively, or does it rely on third-party integrations for any of those pillars?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/ZOVDIUK2MTHK5L\" class=\"app-title\">Joy for Gmail<\/a><\/p>\n<div class=\"one-liner\">A Gmail with clearer inbox, focused writing, less noise <\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">87<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u8f7b\u91cf\u7ea7\u6d4f\u89c8\u5668\u6269\u5c55\uff0c\u901a\u8fc7\u6309\u65e5\u671f\u5206\u7ec4\u90ae\u4ef6\u3001\u5c45\u4e2d\u64b0\u5199\u7a97\u53e3\u3001\u8fc7\u6ee4\u63a8\u5e7f\u90ae\u4ef6\u7b49\u8bbe\u8ba1\uff0c\u4e3a\u957f\u671f\u5fcd\u53d7Gmail\u754c\u9762\u6742\u4e71\u3001\u64b0\u5199\u4f53\u9a8c\u4e0d\u4f73\u7684\u7528\u6237\u63d0\u4f9b\u66f4\u6e05\u6670\u3001\u4e13\u6ce8\u3001\u6109\u60a6\u7684\u90ae\u4ef6\u5904\u7406\u4f53\u9a8c\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/05f20ccd-19a7-4149-99e5-f3db342c2e47.gif?auto=format\" data-video-url=\"https:\/\/www.loom.com\/share\/a1cbd3cfd314469eb9e4fd0ae5dc76e2\"><source src=\"https:\/\/www.loom.com\/share\/a1cbd3cfd314469eb9e4fd0ae5dc76e2\" 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\/8539091c-61de-4fe6-b00d-2fa174c4e1df.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4a4beb34-71f0-4670-bae5-9b67de456044.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5379edfa-d28e-4d0c-96bd-f46a7636908e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/da3bff92-56e4-486c-88e6-b13971435929.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/28571c58-d031-4bda-86b7-d3af1d1afdb0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/06006f8e-e998-498e-b26f-575401fa2897.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\">Chrome Extensions<\/span><br \/>\n <span class=\"tag\">Email<\/span><br \/>\n <span class=\"tag\">Writing<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6d4f\u89c8\u5668\u6269\u5c55<\/span><br \/>\n <span class=\"tag\">Gmail\u589e\u5f3a<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u90ae\u7bb1\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u754c\u9762\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u65e0\u6570\u636e\u6536\u96c6<\/span><br \/>\n <span class=\"tag\">\u7528\u6237\u4f53\u9a8c<\/span><br \/>\n <span class=\"tag\">\u4e13\u6ce8\u5199\u4f5c<\/span><br \/>\n <span class=\"tag\">\u90ae\u4ef6\u8fc7\u6ee4<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u8d5e\u8d4f\u201c\u65e0\u6570\u636e\u6536\u96c6\u201d\u539f\u5219\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\u529f\u80fd\u7ec6\u8282\uff1a\u5982\u4f55\u5904\u7406\u90ae\u4ef6\u7ebf\u7a0b\u548c\u6a21\u677f\uff1f\u662f\u5426\u652f\u6301\u4f01\u4e1a\u8d26\u6237\uff1f\u201c\u6807\u8bb0\u6240\u6709\u5df2\u8bfb\u201d\u6309\u94ae\u4f4d\u7f6e\u5f15\u53d1\u7591\u95ee\u3002\u5bf9\u5c45\u4e2d\u64b0\u5199\u548c\u641c\u7d22\u8fc7\u6ee4\u529f\u80fd\u8868\u793a\u80af\u5b9a\u4e0e\u597d\u5947\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 Joy for Gmail \u7cbe\u51c6\u5730\u6233\u4e2d\u4e86Gmail\u4f5c\u4e3a\u4e00\u4e2a\u201c\u529f\u80fd\u5f3a\u5927\u4f46\u4f53\u9a8c\u9648\u65e7\u201d\u7684\u4ea7\u54c1\u7684\u8f6f\u808b\u3002\u5b83\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u6280\u672f\u521b\u65b0\uff0c\u800c\u5728\u4e8e**\u4f53\u9a8c\u91cd\u6784**\u3002\u5b83\u5c06\u4e00\u4e2a\u4ee5\u529f\u80fd\u5806\u780c\u4e3a\u6838\u5fc3\u7684Web\u5e94\u7528\uff0c\u91cd\u65b0\u4ee5\u201c\u7528\u6237\u4e13\u6ce8\u5ea6\u201d\u548c\u201c\u5fc3\u6d41\u4f53\u9a8c\u201d\u4e3a\u4e2d\u5fc3\u8fdb\u884c\u8bbe\u8ba1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u201c\u5c45\u4e2d\u64b0\u5199\u201d\u7edd\u975e\u7b80\u5355\u7684UI\u8c03\u6574\uff0c\u5176\u80cc\u540e\u662f\u6df1\u523b\u7684\u8ba4\u77e5\u5fc3\u7406\u5b66\u903b\u8f91\u2014\u2014\u5c06\u6838\u5fc3\u521b\u4f5c\u884c\u4e3a\u7f6e\u4e8e\u89c6\u89c9\u4e2d\u5fc3\uff0c\u5bf9\u6297\u788e\u7247\u5316\u5e72\u6270\u3002\u6309\u65e5\u671f\u5206\u7ec4\u548c\u8fc7\u6ee4\u63a8\u5e7f\u641c\u7d22\uff0c\u5219\u662f\u5bf9\u6297\u4fe1\u606f\u8fc7\u8f7d\u7684\u6734\u7d20\u4f46\u6709\u6548\u7684\u7b56\u7565\uff0c\u672c\u8d28\u4e0a\u662f\u4e3a\u7528\u6237\u91cd\u65b0\u593a\u56de\u6536\u4ef6\u7bb1\u7684\u638c\u63a7\u611f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u201c\u6740\u624b\u950f\u201d\u548c\u98ce\u9669\u70b9\u5747\u5728\u4e8e\u201c\u65e0\u6570\u636e\u6536\u96c6\u201d\u3002\u8fd9\u65e2\u662f\u5176\u6700\u7280\u5229\u7684\u8425\u9500\u4eae\u70b9\uff0c\u76f4\u51fb\u5f53\u524d\u7528\u6237\u9690\u79c1\u7126\u8651\u7684\u75db\u70b9\uff0c\u4e5f\u4ece\u6839\u672c\u4e0a\u5212\u6e05\u4e86\u4e0e\u8bb8\u591a\u201c\u514d\u8d39\u201d\u751f\u4ea7\u529b\u5de5\u5177\u7684\u754c\u9650\uff0c\u5efa\u7acb\u4e86\u7a00\u7f3a\u7684\u4fe1\u4efb\u611f\u3002\u4f46\u8fd9\u4e5f\u5c01\u6b7b\u4e86\u5176\u672a\u6765\u901a\u8fc7\u6570\u636e\u5206\u6790\u4f18\u5316\u4ea7\u54c1\u3001\u4e43\u81f3\u5546\u4e1a\u5316\u7684\u5927\u90e8\u5206\u8def\u5f84\uff0c\u4f7f\u5176\u53ef\u80fd\u6c38\u8fdc\u505c\u7559\u5728\u201c\u5c0f\u800c\u7f8e\u201d\u7684\u7231\u597d\u8005\u5de5\u5177\u5c42\u9762\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8bc4\u8bba\u53cd\u9988\u770b\uff0c\u7528\u6237\u5df2\u5f00\u59cb\u8ffd\u95ee\u7ebf\u7a0b\u90ae\u4ef6\u3001\u6a21\u677f\u7b49\u6df1\u5ea6\u529f\u80fd\uff0c\u8fd9\u63ed\u793a\u4e86\u5de5\u5177\u578b\u4ea7\u54c1\u7684\u5178\u578b\u56f0\u5883\uff1a\u521d\u671f\u901a\u8fc7\u89e3\u51b3\u51e0\u4e2a\u201c\u75d2\u70b9\u201d\u8fc5\u901f\u83b7\u5ba2\uff0c\u4f46\u7528\u6237\u5f88\u5feb\u4f1a\u671f\u671b\u5b83\u89e3\u51b3\u6240\u6709\u201c\u75db\u70b9\u201d\u3002\u82e5\u76f2\u76ee\u6dfb\u52a0\u529f\u80fd\uff0c\u53c8\u4f1a\u80cc\u79bb\u201c\u8f7b\u91cf\u201d\u521d\u5fc3\u3002\u56e0\u6b64\uff0cJoy\u7684\u771f\u6b63\u6311\u6218\u5728\u4e8e\uff1a\u5982\u4f55\u5728\u4fdd\u6301\u514b\u5236\u3001\u634d\u536b\u201c\u65e0\u6570\u636e\u201d\u539f\u5219\u4e0e\u201c\u8f7b\u91cf\u201d\u4f53\u9a8c\u7684\u540c\u65f6\uff0c\u6784\u5efa\u8db3\u591f\u6df1\u7684\u62a4\u57ce\u6cb3\uff0c\u907f\u514d\u88ab\u5927\u5382\u4e00\u4e2a\u66f4\u65b0\u5c31\u8f7b\u6613\u8986\u76d6\u3002\u5b83\u7684\u672a\u6765\uff0c\u53d6\u51b3\u4e8e\u80fd\u5426\u5c06\u201cJoy\u201d\u8fd9\u79cd\u4e3b\u89c2\u611f\u53d7\uff0c\u8f6c\u5316\u4e3a\u4e00\u5957\u53ef\u9632\u5fa1\u3001\u53ef\u6301\u7eed\u7684\u4f53\u9a8c\u8bbe\u8ba1\u54f2\u5b66\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\">Joy for Gmail<\/span>\n <\/div>\n<div class=\"comment-content\">New: Joy for Gmail. A lightweight extension that: \u2022 groups emails by date \u2022 improves readability \u2022 centers compose (no more corner writing) \u2022 filters out promo junk in search \u2022 adds joy when you reach “inbox zero” No data collection. Just a better Gmail.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats. No data collection is a huge win btw! How does it handle threaded replies or templates to keep that joy going? <\/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\/@swati_paliwal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@swati_paliwal<\/a> I am also curious<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@swati_paliwal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@swati_paliwal<\/a> I am keen to add in more features, to add in more Joy! If that’s what users want \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\">“Nobody puts baby in the corner”. Well Gmail does – when you are Composing a new message. <\/p>\n<p>We fixed this and added 5 other joyful features to Gmail in an extension that does no data collection, but does add Joy.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>love this kind of product because gmail is powerful but not always pleasant to use day to day. the centered compose alone feels like a small change that probably makes a big difference. are users loving the writing experience more or the cleaner inbox improvements more?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@nayan_surya98\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nayan_surya98<\/a> yes the centered compose was where I started.. Psychologically it feels wrong to write in the corner of the screen. This simple tweak really is a game changer for a more joyful compose email experience.<\/p>\n<\/p>\n<p>I’d be interested to see how others find this feature? let me know!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’m loving the improved readability already! Just a quick question: is the “mark all as read” button supposed to be in the bottom left instead of the top right, like in the video?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 really appreciate the \u201cno data collection\u201d. Does Joy work with Google Workspace (business) accounts, or is it currently limited to personal Gmail accounts?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jerrybyday\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jerrybyday<\/a> yes it works with biz accounts, and does not collect data \ud83d\ude42 let me know how you get on with it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What improvements do you offer on the search function? Current search function quite bad compared to outlook… very frustrating<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@wouter_rocchi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@wouter_rocchi<\/a> I’ve just added a simple addition, that by default does not search your promotions, forums, so that you get searches that cover real people. It’s a little toggle on\/off feature, and customisable so you can switch updates category off too \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<\/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\/R52M3KJAW7E3HE\" class=\"app-title\">Chat<\/a><\/p>\n<div class=\"one-liner\">turn your backend into a chat app instantly<\/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>Chat\u662f\u4e00\u6b3eMCP\u5ba2\u6237\u7aef\uff0c\u53ef\u5c06\u540e\u7aef\u670d\u52a1\u901a\u8fc7MCP\u670d\u52a1\u5668\u5feb\u901f\u8f6c\u5316\u4e3a\u53ef\u4ea4\u4e92\u7684\u804a\u5929\u754c\u9762\uff0c\u4f7f\u5f00\u53d1\u8005\u65e0\u9700\u6784\u5efa\u5b8c\u6574\u524d\u7aef\u5373\u53ef\u5feb\u901f\u53d1\u5e03MVP\u3001\u9a8c\u8bc1\u60f3\u6cd5\uff0c\u663e\u8457\u964d\u4f4e\u4ea7\u54c1\u65e9\u671f\u5f00\u53d1\u95e8\u69db\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ada5b82d-ccf2-45bf-9813-50865f83af3b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2c87706e-0b98-4cb9-ae44-4631ce046716.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/de36b9f3-2110-4586-8947-ba261df49d6e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6fec8e78-1d48-4b7f-a479-cf72d13b421e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/746a871c-ef7a-41c3-aef5-0293db8628e2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">API<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4f4e\u4ee3\u7801\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">MCP\u751f\u6001<\/span><br \/>\n <span class=\"tag\">\u5feb\u901f\u539f\u578b<\/span><br \/>\n <span class=\"tag\">\u540e\u7aef\u5373\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">AI\u5de5\u5177\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">API\u5305\u88c5\u5668<\/span><br \/>\n <span class=\"tag\">MVP\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5185\u90e8\u5de5\u5177\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u804a\u5929\u754c\u9762<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u4f5c\u4e3aMVP\u548c\u5185\u90e8\u5de5\u5177\u7684\u5feb\u901f\u9a8c\u8bc1\u4ef7\u503c\u3002\u4e3b\u8981\u7591\u95ee\u96c6\u4e2d\u5728\u591a\u6b65\u9aa4\u8ba4\u8bc1\u6d41\u7a0b\u3001\u4f1a\u8bdd\u6301\u4e45\u5316\u3001\u7528\u6237\u7ea7\u8bbf\u95ee\u63a7\u5236\u7b49\u4f01\u4e1a\u7ea7\u529f\u80fd\u5b9e\u73b0\u4e0a\u3002\u5f00\u53d1\u8005\u56de\u590d\u5df2\u96c6\u6210Better Auth\u652f\u6301\u8ba4\u8bc1\uff0c\u5e76\u53ef\u901a\u8fc7\u73af\u5883\u53d8\u91cf\u8fdb\u884c\u54c1\u724c\u5b9a\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 Chat\u4ea7\u54c1\u5de7\u5999\u5730\u7ad9\u5728\u4e86\u201cAI\u5de5\u7a0b\u5316\u201d\u4e0e\u201c\u5f00\u53d1\u6548\u7387\u201d\u7684\u4ea4\u53c9\u70b9\u4e0a\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u6280\u672f\u521b\u65b0\uff0c\u800c\u662f\u7cbe\u51c6\u7684\u573a\u666f\u7f1d\u5408\uff1a\u5c06\u65b0\u5174\u7684MCP\u534f\u8bae\u8f6c\u5316\u4e3a\u53ef\u5373\u523b\u4ea7\u751f\u5546\u4e1a\u4ef7\u503c\u7684\u201c\u80f6\u6c34\u5c42\u201d\u3002\u4ea7\u54c1\u5b9a\u4f4d\u7280\u5229\u2014\u2014\u5b83\u4e0d\u670d\u52a1\u7ec8\u7aef\u6d88\u8d39\u8005\uff0c\u800c\u662f\u7784\u51c6\u4e86\u90a3\u4e9b\u88ab\u524d\u7aef\u5f00\u53d1\u62d6\u7d2f\u3001\u6025\u4e8e\u9a8c\u8bc1AI\u5de5\u4f5c\u6d41\u6216API\u4ef7\u503c\u7684\u5f00\u53d1\u8005\u4e0e\u5c0f\u56e2\u961f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u201c\u5feb\u901f\u66b4\u9732\u540e\u7aef\u201d\u7684\u5356\u70b9\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002\u4e00\u65b9\u9762\uff0c\u5b83\u786e\u5b9e\u5c06\u4ea7\u54c1\u9a8c\u8bc1\u5468\u671f\u4ece\u201c\u5468\u201d\u538b\u7f29\u5230\u201c\u5929\u201d\uff0c\u662f\u7406\u60f3\u7684\u6982\u5ff5\u9a8c\u8bc1\u52a0\u901f\u5668\u3002\u53e6\u4e00\u65b9\u9762\uff0c\u8fd9\u79cd\u201c\u5373\u65f6\u66b4\u9732\u201d\u53ef\u80fd\u63a9\u76d6\u4e86\u4ea7\u54c1\u5316\u8fc7\u7a0b\u4e2d\u81f3\u5173\u91cd\u8981\u7684\u7528\u6237\u4f53\u9a8c\u8bbe\u8ba1\u3001\u72b6\u6001\u7ba1\u7406\u4e0e\u590d\u6742\u4ea4\u4e92\u903b\u8f91\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u8ba4\u8bc1\u3001\u4f1a\u8bdd\u548c\u54c1\u724c\u5316\u7684\u62c5\u5fe7\uff0c\u6070\u6070\u66b4\u9732\u4e86\u4ece\u201c\u53ef\u7528\u7684\u539f\u578b\u201d\u5230\u201c\u53ef\u552e\u7684\u4ea7\u54c1\u201d\u4e4b\u95f4\u5de8\u5927\u7684\u9e3f\u6c9f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cChat\u662f\u201c\u540e\u7aef\u4f18\u5148\u201d\u5f00\u53d1\u54f2\u5b66\u7684\u4e00\u6b21\u6781\u7aef\u5b9e\u8df5\u3002\u5b83\u5728AI\u5de5\u5177\u7206\u53d1\u7684\u5f53\u4e0b\u63d0\u4f9b\u4e86\u6700\u77ed\u7684\u4e0a\u5e02\u8def\u5f84\uff0c\u4f46\u5176\u957f\u671f\u4ef7\u503c\u53d6\u51b3\u4e8eMCP\u751f\u6001\u7684\u7e41\u8363\u5ea6\u53ca\u81ea\u8eab\u80fd\u5426\u4ece\u201c\u4fbf\u6377\u5ba2\u6237\u7aef\u201d\u6f14\u8fdb\u4e3a\u5177\u5907\u5f3a\u5927\u6cbb\u7406\u3001\u76d1\u63a7\u4e0e\u5b9a\u5236\u80fd\u529b\u7684\u201c\u4f01\u4e1a\u7ea7\u7f51\u5173\u201d\u3002\u82e5\u6b62\u6b65\u4e8e\u539f\u578b\u5de5\u5177\uff0c\u5176\u5929\u82b1\u677f\u6e05\u6670\u53ef\u89c1\uff1b\u82e5\u80fd\u5411\u4e0b\u6df1\u8015\u96c6\u6210\u590d\u6742\u5ea6\uff0c\u5411\u4e0a\u63d0\u4f9b\u6570\u636e\u5206\u6790\u4e0e\u6d41\u7a0b\u7f16\u6392\uff0c\u5219\u53ef\u80fd\u6210\u4e3aAI\u65f6\u4ee3\u4e0d\u53ef\u6216\u7f3a\u7684\u4e2d\u95f4\u4ef6\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\">Chat<\/span>\n <\/div>\n<div class=\"comment-content\">Chat is an MCP client that lets you connect your own service\u2019s MCP server and instantly expose it through a chat interface. Instead of building a full frontend or website, you only focus on backend logic and business workflows. Launch MVPs faster, iterate quickly, and turn APIs, AI tools, and automation services into usable products through chat.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>hi Product Hunt \ud83d\udc4b<\/p>\n<\/p>\n<p>im excited to introduce Chat<\/p>\n<\/p>\n<p>when building services, we often spend weeks building a frontend before users can even try the product, tools especially AI services, internal tools, and APIs; the frontend is mostly just an interface to send requests<\/p>\n<\/p>\n<p>so i built Chat<\/p>\n<\/p>\n<p>Chat is an MCP client that lets you connect your own service\u2019s MCP server and instantly expose it through a chat interface<\/p>\n<\/p>\n<p>instead of building a full website or UI, you only need to focus on:<\/p>\n<p>\u2022 backend logic<\/p>\n<p>\u2022 APIs<\/p>\n<p>\u2022 automation<\/p>\n<p>\u2022 AI workflows<\/p>\n<\/p>\n<p>once connected, your service becomes available directly through chat<\/p>\n<\/p>\n<p>this makes it much easier to:<\/p>\n<p>+ launch MVPs faster<\/p>\n<p>+ experiment with new ideas<\/p>\n<p>+ ship internal tools quickly<\/p>\n<p>+ expose APIs as usable products<\/p>\n<\/p>\n<p>think of it as a chat interface\/ ChatGPT UI layer for your backend<\/p>\n<\/p>\n<p>id love to hear your thoughts, feedback, or ideas for how you might use something like this \ud83d\ude4f\ud83c\udffc\ud83d\ude4f\ud83c\udffc<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@handy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@handy<\/a> How does Chat handle multi-step auth flows or persistent sessions for internal tools, like chaining API calls across user chats?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Does Chat support authentication and user-level access control for the exposed chat interface, or is it purely open once connected to the MCP server?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jerrybyday\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jerrybyday<\/a> hi! thanks for the question, Chat already support authentication(will generate User table) supported by Better Auth; so you have to register\/ login first in order to use 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>really interesting idea turning a backend into something users can actually try through chat feels like a smart shortcut for mvp building. i like that it removes the pressure of building a full frontend just to validate an idea. how are you thinking about customization for teams that want the chat experience to feel more branded or product-specific?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@nayan_surya98\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nayan_surya98<\/a> hi! thanks for the question, Chat already supports custom branding for teams\/ projects that might want to bring their own brand and can be set via ENV vars; details in: <a href=\"https:\/\/github.com\/repaera\/chat\/blob\/main\/README.md\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/github.com\/repaera\/chat\/blob\/main\/README.md<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>This feels like the moment AI stopped being a tool and started becoming a true collaborator.<\/strong><\/p>\n<p>Super fast, surprisingly smart, and actually useful in real workflows \u2014 not just demos.<\/p>\n<p>If this is the direction, we\u2019re entering a whole new phase of AI \ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@crazy_learners\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@crazy_learners<\/a> thanks for kind words, leave a star if you visit the github repo:)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#20<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/UBGT5BQ3USUYOD\" class=\"app-title\">Gaze Guard<\/a><\/p>\n<div class=\"one-liner\">Instant Privacy & Screen Blur<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">83<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Gaze Guard\u662f\u4e00\u6b3e\u57fa\u4e8e\u89c6\u7ebf\u68c0\u6d4b\u7684macOS\u83dc\u5355\u680f\u5de5\u5177\uff0c\u80fd\u5728\u7528\u6237\u89c6\u7ebf\u79bb\u5f00\u6216\u68c0\u6d4b\u5230\u4ed6\u4eba\u7aa5\u5c4f\u65f6\uff0c\u81ea\u52a8\u6a21\u7cca\u6307\u5b9a\u5e94\u7528\u5c4f\u5e55\uff0c\u4e3a\u5728\u5496\u5561\u5385\u3001\u529e\u516c\u5ba4\u7b49\u516c\u5171\u7a7a\u95f4\u5de5\u4f5c\u7684\u7528\u6237\u63d0\u4f9b\u5373\u65f6\u9690\u79c1\u4fdd\u62a4\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b7555c91-929d-4a36-9f39-6239e81c214c.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\/7863b35e-001e-4995-9bd8-adfb24f68085.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\/d700d58e-b30b-4c62-87a7-59f284f36436.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/28c37955-a04a-4d0b-a732-1511fbb415f7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8d41b91a-0e07-4275-ad5d-c39ea806a900.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\">User Experience<\/span><br \/>\n <span class=\"tag\">Privacy<\/span><br \/>\n <span class=\"tag\">Menu Bar Apps<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u9690\u79c1\u4fdd\u62a4<\/span><br \/>\n <span class=\"tag\">\u5c4f\u5e55\u6a21\u7cca<\/span><br \/>\n <span class=\"tag\">\u89c6\u7ebf\u68c0\u6d4b<\/span><br \/>\n <span class=\"tag\">\u9632\u7aa5\u89c6<\/span><br \/>\n <span class=\"tag\">macOS\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u672c\u5730AI<\/span><br \/>\n <span class=\"tag\">\u83dc\u5355\u680f\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u4e3b\u8981\u5173\u6ce8\u6027\u80fd\u5f71\u54cd\uff08\u7535\u6c60\u3001\u53d1\u70ed\uff09\u3001\u591a\u5c4f\u9002\u914d\u3001\u54cd\u5e94\u5ef6\u8fdf\u53ca\u529f\u80fd\u7ec6\u8282\u3002\u5f00\u53d1\u8005\u56de\u590d\u786e\u8ba4\u5bf9Apple Silicon\u6027\u80fd\u5f71\u54cd\u5c0f\uff0c\u4f46\u4f1a\u8017\u7535\uff1b\u76ee\u524d\u4ec5\u901a\u8fc7\u4eba\u6570\u5224\u65ad\uff0c\u65e0\u9762\u90e8\u8bc6\u522b\uff1b\u529f\u80fd\u9650\u4e8e\u5e94\u7528\u7ea7\u6a21\u7cca\uff0c\u4e0d\u652f\u6301\u533a\u57df\u6a21\u7cca\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 Gaze Guard\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u7ec6\u5206\u4f46\u771f\u5b9e\u7684\u75db\u70b9\u2014\u2014\u516c\u5171\u73af\u5883\u4e0b\u7684\u5c4f\u5e55\u9690\u79c1\u7126\u8651\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u6280\u672f\u7684\u65b0\u9896\u6027\uff08\u57fa\u4e8e\u6210\u719f\u7684Vision\u6846\u67b6\uff09\uff0c\u800c\u5728\u4e8e\u5c06\u201c\u6301\u7eed\u4e3b\u52a8\u9632\u62a4\u201d\u8fd9\u4e00\u6982\u5ff5\u4ea7\u54c1\u5316\uff0c\u4e3a\u7528\u6237\u6784\u5efa\u4e86\u65e0\u9700\u624b\u52a8\u5e72\u9884\u7684\u5fc3\u7406\u5b89\u5168\u8fb9\u754c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u8bbe\u8ba1\u806a\u660e\u5730\u5229\u7528\u4e86\u82f9\u679c\u7684\u8f6f\u786c\u4ef6\u751f\u6001\uff1a\u4f9d\u8d56Neural Engine\u964d\u4f4e\u6027\u80fd\u635f\u8017\u3001\u5168\u672c\u5730\u5904\u7406\u5f3a\u8c03\u9690\u79c1\u5408\u89c4\uff0c\u8fd9\u4f7f\u5176\u5728\u6280\u672f\u5b9e\u73b0\u548c\u8425\u9500\u8bdd\u672f\u4e0a\u90fd\u5efa\u7acb\u4e86\u58c1\u5792\u3002\u7136\u800c\uff0c\u5176\u6838\u5fc3\u7f3a\u9677\u4e5f\u663e\u800c\u6613\u89c1\uff1a\u5f53\u524d\u57fa\u4e8e\u201c\u4eba\u8138\u8ba1\u6570\u201d\u7684\u673a\u5236\u5728\u5b89\u5168\u6027\u4e0a\u5b58\u5728\u903b\u8f91\u6f0f\u6d1e\uff08\u65e0\u6cd5\u8bc6\u522b\u673a\u4e3b\uff09\uff0c\u8fd9\u4f7f\u5176\u66f4\u50cf\u4e00\u4e2a\u201c\u9632\u610f\u5916\u7aa5\u89c6\u201d\u7684\u793c\u8c8c\u6027\u5de5\u5177\uff0c\u800c\u975e\u771f\u6b63\u7684\u5b89\u5168\u4ea7\u54c1\u3002\u7528\u6237\u5173\u4e8e\u9762\u90e8\u8bc6\u522b\u7684\u671f\u5f85\u6070\u6070\u5370\u8bc1\u4e86\u8fd9\u4e00\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u5e02\u573a\u89d2\u5ea6\u770b\uff0c\u5176\u4e70\u65ad\u5236\u548c\u5728\u9690\u79c1\u8d5b\u9053\u201c\u81ea\u6211\u65ad\u7f51\u201d\u7684\u8bbe\u5b9a\uff0c\u867d\u5951\u5408\u4ea7\u54c1\u8c03\u6027\uff0c\u4f46\u4e5f\u53ef\u80fd\u9650\u5236\u5176\u957f\u671f\u8fed\u4ee3\u548c\u5546\u4e1a\u6269\u5f20\u80fd\u529b\u3002\u5b83\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u529f\u80fd\u5355\u4e00\u3001\u573a\u666f\u660e\u786e\u7684\u201c\u4f18\u7b49\u751f\u201d\u5de5\u5177\uff0c\u5728\u89e3\u51b3\u57fa\u7840\u75db\u70b9\u540e\uff0c\u9762\u4e34\u7684\u662f\u5982\u4f55\u4ece\u201c\u6709\u8da3\u7684\u529f\u80fd\u201d\u8fdb\u5316\u4e3a\u201c\u4e0d\u53ef\u6216\u7f3a\u7684\u89e3\u51b3\u65b9\u6848\u201d\u7684\u6311\u6218\u3002\u80fd\u5426\u5728\u7cbe\u51c6\u8bc6\u522b\u3001\u591a\u573a\u666f\u81ea\u9002\u5e94\uff08\u5982\u4f1a\u8bae\u6f14\u793a\u6a21\u5f0f\uff09\u4e0a\u6df1\u5316\uff0c\u5c06\u51b3\u5b9a\u5176\u5929\u82b1\u677f\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\">Gaze Guard<\/span>\n <\/div>\n<div class=\"comment-content\">Key Features: Smart Gaze Detection: Instantly blurs content when you look away. Shoulder Surfing Protection: Detects if someone else is looking at your screen and activates privacy mode. Selective Blur: You choose which apps (Mail, Notes, etc.) to protect. Privacy First: All processing happens locally on your Mac using Apple’s Vision Framework. No camera data ever leaves your device.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Interesting. What’s the impact on device performance and battery life?<br \/>\nI ask because I see this being really valuable in public spaces, and having a jet engine on a table is not fun (I speak from painful lived experience of laptop fan sounds \ud83d\ude00)<\/div>\n<div class=\"comment-actions\">\n<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\/@dr_simon_wallace\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dr_simon_wallace<\/a> Great question. Performance impact is minimal on Apple Silicon \u2014 on my M5 MacBook Pro the fans never spin up with Gaze Guard running.<\/p>\n<\/p>\n<p>The app uses Apple’s Vision framework for on-device face detection, which runs on the Neural Engine rather than the CPU or GPU. There’s also a “Better Performance” mode in settings that increases the detection frequency if you want faster response, but even in that mode the thermal impact on modern MacBooks is negligible.<\/p>\n<\/p>\n<p>Battery hit is real but modest \u2014 continuous camera use does consume power. To help with this, you can limit protection to specific apps rather than running it globally, which gives you the same security where you need it without the camera running all the time.<\/p>\n<\/p>\n<p>In short: silent on M-series, designed to be lightweight by leaning on dedicated silicon rather than burning through CPU cycles.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">Gaze Guard, your personal privacy shield for macOS.<\/p>\n<p>What is Gaze Guard? Gaze Guard is a menu bar utility that uses advanced on-device face tracking to protect your sensitive data from shoulder surfers and wandering eyes.<\/p>\n<p>Key Features:<\/p>\n<p>Smart Gaze Detection: Instantly blurs content when you look away.<br \/>\nShoulder Surfing Protection: Detects if someone else is looking at your screen and activates privacy mode.<br \/>\nSelective Blur: You choose which apps (Mail, Notes, etc.) to protect.<br \/>\nPrivacy First: All processing happens locally on your Mac using Apple’s Vision Framework. No camera data ever leaves your device.<br \/>\nApp Store : <a href=\"https:\/\/apps.apple.com\/us\/app\/gaze-guard\/id6758575687\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/apps.apple.com\/us\/app\/ga…<\/a><\/p>\n<p>if you like it please drop a comment on app store. It is extremely important for the application to be discoverable \ud83d\ude42 <\/p>\n<p>Since Gaze Guard is a completely privacy-focused app, it cannot connect to the internet, so I haven\u2019t integrated a subscription system and normally Gaze Guard has 2.99 Dolar price. I\u2019ve kept the lifetime price very, very low. But it’s free for a limited time.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I work from caf\u00e9s a lot so the shoulder surfing detection is really appealing. Curious how fast the blur kicks in when someone walks up behind you. Is it instant or is there a brief delay?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is very cool. How does Gaze Guard handle dual-monitor setups \u2014 does it track gaze per screen independently, or does it blur all screens simultaneously when you look away?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Check if I understand the product. So, if the person whose laptop it is, it will not blur then, but if in front of the camera somebody else comes, then it will auto-blur the screen. Is that correct? And then it unblurs whenever the original owner arrives in front of the laptop. Is that correct? Is it using some kind of facial recognition? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ankur_jeswani\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ankur_jeswani<\/a> Almost right, with one important clarification \u2014 there’s no facial recognition yet.<\/p>\n<\/p>\n<p>Right now Gaze Guard doesn’t distinguish <em>who<\/em> is in front of the camera. It works purely on <strong>count<\/strong>:<\/p>\n<\/p>\n<p>\u2022 <strong>1 person<\/strong> in frame \u2192 screen stays visible<\/p>\n<p>\u2022 <strong>0 people<\/strong> in frame \u2192 screen blurs after your set delay (you stepped away)<\/p>\n<p>\u2022 <strong>2+ people<\/strong> in frame \u2192 screen blurs immediately (someone is looking over your shoulder)<\/p>\n<\/p>\n<p>So the primary use case is exactly what you described: you’re sitting at your laptop, a coworker leans over \u2014 blur. They leave, you’re alone again \u2014 unblur.<\/p>\n<\/p>\n<p>The limitation is that if <em>you<\/em> step away and a stranger sits down, Gaze Guard will unblur for them too since it just sees one person. That’s why facial recognition (“only unblur for the owner’s face”) is the most requested feature on the roadmap. It’s not there yet, but it’s the natural next step.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Can it also blur specific parts of the screen? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> Not currently \u2014 Gaze Guard works at the app level, not the region level. You select which apps to protect, and the entire window gets blurred when you look away or someone else looks at your screen.<\/p>\n<\/p>\n<p>Region-level masking (blurring just a column in a spreadsheet, for example) is technically much harder on macOS since there’s no native API for masking arbitrary screen regions. It’s an interesting idea but not on the near-term roadmap.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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<\/div>\n<p><!-- \u56fe\u7247\u653e\u5927\u6a21\u6001\u6846 --><\/p>\n<div id=\"imageModal\" class=\"modal\">\n <span class=\"close\">×<\/span><br \/>\n <img class=\"modal-content\" id=\"modalImage\">\n<\/div>\n<p><script>\n \/\/ \u83b7\u53d6\u6a21\u6001\u6846\u5143\u7d20\n const modal = document.getElementById(\"imageModal\");\n const modalImg = document.getElementById(\"modalImage\");\n const closeBtn = document.getElementsByClassName(\"close\")[0];<\/p>\n<p> \/\/ \u68c0\u6d4b\u662f\u5426\u4e3a\u79fb\u52a8\u8bbe\u5907\n const isMobile = \/iPhone|iPad|iPod|Android\/i.test(navigator.userAgent);<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4f18\u5316\n function addTouchOptimization() {\n if (isMobile) {\n \/\/ \u4e3a\u6240\u6709\u53ef\u70b9\u51fb\u5143\u7d20\u6dfb\u52a0\u89e6\u6478\u53cd\u9988\n const clickableElements = document.querySelectorAll(\n '.media-content, .close, .video-overlay, .play-icon'\n );<\/p>\n<p> clickableElements.forEach(el => {\n el.style.touchAction = 'manipulation'; \/\/ \u9632\u6b62\u53cc\u51fb\u7f29\u653e\n });\n }\n }<\/p>\n<p> \/\/ \u4e3a\u6240\u6709\u56fe\u7247\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6\n const images = document.querySelectorAll(\"img.media-content\");\n images.forEach(img => {\n img.onclick = function() {\n modal.style.display = \"block\";\n modalImg.src = this.src;\n \/\/ \u963b\u6b62\u80cc\u666f\u6eda\u52a8\n document.body.style.overflow = \"hidden\";\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n img.addEventListener('touchstart', function(e) {\n \/\/ \u9632\u6b62\u89e6\u6478\u4e8b\u4ef6\u89e6\u53d1\u4e0d\u5fc5\u8981\u7684\u884c\u4e3a\n e.preventDefault();\n this.click();\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u4e3a\u89c6\u9891\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6 - \u8df3\u8f6c\u5230\u89c6\u9891URL\n const videos = document.querySelectorAll(\"video.media-content\");\n videos.forEach(video => {\n \/\/ \u70b9\u51fb\u89c6\u9891\u672c\u8eab\u65f6\u8df3\u8f6c\u5230\u89c6\u9891URL\n video.onclick = function(e) {\n \/\/ \u68c0\u67e5\u70b9\u51fb\u76ee\u6807\u662f\u5426\u662f\u89c6\u9891\u63a7\u4ef6\u6216\u5176\u5b50\u5143\u7d20\n let isControlClick = false;\n let target = e.target;<\/p>\n<p> \/\/ \u5411\u4e0a\u904d\u5386DOM\uff0c\u68c0\u67e5\u662f\u5426\u70b9\u51fb\u4e86\u63a7\u4ef6\u5143\u7d20\n while (target && target !== this) {\n \/\/ \u68c0\u67e5\u662f\u5426\u6709\u63a7\u4ef6\u76f8\u5173\u7684\u7c7b\u540d\u6216\u5c5e\u6027\n if (target.classList.contains('video-js') || \n target.tagName.toLowerCase() === 'button' || \n 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