Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-05-31<\/title><\/p>\n<style>\n \/* --- \u5168\u5c40\u91cd\u7f6e\u4e0e\u5b57\u4f53 --- *\/\n :root {\n --ph-orange: #FF6154;\n --text-main: #21293C;\n --text-secondary: #4B587C;\n --bg-ai: #F7F7F9;\n --border-color: #E6E6E6;\n }<\/p>\n<p> body {\n font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Helvetica, Arial, sans-serif;\n color: var(--text-main);\n background-color: #ffffff;\n line-height: 1.6;\n margin: 0;\n padding: 20px;\n }<\/p>\n<p> .container {\n max-width: 800px;\n margin: 0 auto;\n }<\/p>\n<p> \/* --- \u5361\u7247\u6837\u5f0f --- *\/\n .app-card {\n border-bottom: 1px solid var(--border-color);\n padding-bottom: 40px;\n margin-bottom: 40px;\n }<\/p>\n<p> \/* --- 1. \u5934\u90e8\u533a\u57df --- *\/\n .app-header {\n display: flex;\n align-items: flex-start;\n gap: 16px;\n margin-bottom: 20px;\n }<\/p>\n<p> .rank {\n font-size: 24px;\n font-weight: 300;\n color: #999;\n min-width: 30px;\n padding-top: 4px;\n }<\/p>\n<p> .title-group {\n flex: 1;\n }<\/p>\n<p> .app-title {\n font-size: 24px;\n font-weight: 800;\n margin: 0 0 4px 0;\n color: var(--text-main);\n text-decoration: none;\n display: inline-block;\n }<\/p>\n<p> .app-title:hover {\n color: var(--ph-orange);\n text-decoration: underline;\n }<\/p>\n<p> .vote-btn {\n display: flex;\n flex-direction: column;\n align-items: center;\n justify-content: center;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 8px 12px;\n background: #fff;\n min-width: 60px;\n box-shadow: 0 1px 2px rgba(0,0,0,0.05);\n }<\/p>\n<p> .vote-arrow {\n color: var(--ph-orange);\n font-size: 14px;\n margin-bottom: -2px;\n }<\/p>\n<p> .vote-count {\n font-weight: 600;\n font-size: 14px;\n }<\/p>\n<p> \/* --- 2. \u5347\u7ea7\u7248\u5a92\u4f53\u753b\u5eca (\u5173\u952e\u4fee\u6539) --- *\/\n .media-gallery {\n display: flex;\n gap: 16px;\n overflow-x: auto; \/* \u5141\u8bb8\u6a2a\u5411\u6eda\u52a8 *\/\n padding-bottom: 16px; \/* \u7559\u51fa\u6eda\u52a8\u7a7a\u95f4 *\/\n scroll-snap-type: x mandatory; \/* \u6eda\u52a8\u5438\u9644\u6548\u679c *\/\n -webkit-overflow-scrolling: touch; \/* iOS \u5e73\u6ed1\u6eda\u52a8 *\/\n margin-bottom: 20px;<\/p>\n<p> \/* \u9690\u85cf\u9ed8\u8ba4\u6eda\u52a8\u6761\u4f46\u4fdd\u7559\u529f\u80fd (Firefox) *\/\n scrollbar-width: thin;\n scrollbar-color: #ddd transparent;\n }<\/p>\n<p> \/* Webkit \u6eda\u52a8\u6761\u6837\u5f0f\u4f18\u5316 *\/\n .media-gallery::-webkit-scrollbar {\n height: 6px;\n }\n .media-gallery::-webkit-scrollbar-track {\n background: transparent;\n }\n .media-gallery::-webkit-scrollbar-thumb {\n background-color: #eee;\n border-radius: 10px;\n }<\/p>\n<p> .media-item-wrapper {\n flex: 0 0 auto; \/* \u9632\u6b62\u88ab\u538b\u7f29 *\/\n width: 80%; \/* \u79fb\u52a8\u7aef\u9ed8\u8ba4\u9732\u51fa\u4e00\u70b9\u4e0b\u4e00\u5f20\uff0c\u63d0\u793a\u53ef\u6ed1\u52a8 *\/\n max-width: 500px; \/* \u684c\u9762\u7aef\u6700\u5927\u5bbd\u5ea6 *\/\n aspect-ratio: 16\/9; \/* \u7edf\u4e00\u6bd4\u4f8b *\/<\/p>\n<p> position: relative;\n border-radius: 12px;\n overflow: hidden;\n border: 1px solid rgba(0,0,0,0.08);\n background-color: #f5f5f5;\n scroll-snap-align: center; \/* \u6eda\u52a8\u505c\u6b62\u65f6\u5c45\u4e2d *\/\n }<\/p>\n<p> .media-content {\n width: 100%;\n height: 100%;\n object-fit: cover; \/* \u586b\u5145\u5bb9\u5668 *\/\n display: block;\n cursor: pointer;\n }<\/p>\n<p> \/* \u89c6\u9891\u6807\u7b7e\u7279\u6b8a\u5904\u7406 *\/\n video.media-content {\n background-color: #000;\n cursor: pointer;\n }<\/p>\n<p> \/* \u5982\u679c\u53ea\u67091\u4e2a\u5a92\u4f53\uff0c\u4e0d\u8981\u6eda\u52a8\uff0c\u4e14\u5bbd\u5ea6\u81ea\u9002\u5e94 *\/\n .media-gallery.single-item .media-item-wrapper {\n width: 100%;\n max-width: 100%;\n }<\/p>\n<p> \/* --- 3. \u63cf\u8ff0\u4e0e\u6807\u7b7e --- *\/\n .one-liner {\n font-size: 18px;\n color: var(--text-secondary);\n margin-bottom: 12px;\n font-weight: 500;\n }<\/p>\n<p> .tags-container {\n display: flex;\n flex-wrap: wrap;\n gap: 8px;\n margin-bottom: 24px;\n }<\/p>\n<p> .tag {\n font-size: 12px;\n color: var(--text-secondary);\n background-color: #F2F2F2;\n padding: 4px 10px;\n border-radius: 20px;\n font-weight: 600;\n text-transform: uppercase;\n }<\/p>\n<p> \/* --- 4. AI \u6458\u8981\u533a --- *\/\n .ai-section {\n background-color: var(--bg-ai);\n border-radius: 12px;\n padding: 20px;\n margin-bottom: 20px;\n border-left: 4px solid var(--ph-orange);\n }<\/p>\n<p> .ai-title {\n font-size: 14px;\n font-weight: 700;\n color: var(--text-main);\n margin: 0 0 12px 0;\n display: flex;\n align-items: center;\n gap: 6px;\n }<\/p>\n<p> .ai-content {\n font-size: 15px;\n color: #333;\n margin-bottom: 0;\n line-height: 1.7;\n }<\/p>\n<p> \/* --- 5. \u8bc4\u8bba\u533a --- *\/\n .reviews-section {\n margin-top: 10px;\n }<\/p>\n<p> .review-item {\n display: flex;\n gap: 10px;\n margin-bottom: 12px;\n font-size: 14px;\n }<\/p>\n<p> .review-avatar {\n font-size: 18px;\n margin-top: 2px;\n min-width: 24px;\n }<\/p>\n<p> .review-bubble {\n background: #fff;\n border: 1px solid var(--border-color);\n padding: 8px 12px;\n border-radius: 0 12px 12px 12px;\n color: var(--text-secondary);\n line-height: 1.5;\n }<\/p>\n<p> .review-author {\n font-weight: 700;\n color: var(--text-main);\n margin-right: 4px;\n font-style: normal;\n }<\/p>\n<p> .comments-section {\n margin-top: 30px;\n border-top: 1px solid var(--border-color);\n padding-top: 20px;\n }<\/p>\n<p> .comments-toggle {\n background-color: #f8f9fa;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 12px 20px;\n cursor: pointer;\n display: flex;\n justify-content: space-between;\n align-items: center;\n width: 100%;\n font-size: 14px;\n font-weight: 600;\n color: var(--text-main);\n transition: all 0.3s ease;\n }<\/p>\n<p> .comments-toggle:hover {\n background-color: #e9ecef;\n }<\/p>\n<p> .comments-toggle .toggle-arrow {\n font-size: 18px;\n transition: transform 0.3s ease;\n }<\/p>\n<p> .comments-toggle.open .toggle-arrow {\n transform: rotate(180deg);\n }<\/p>\n<p> .comments-container {\n max-height: 0;\n overflow: hidden;\n transition: max-height 0.5s ease;\n margin-top: 15px;\n }<\/p>\n<p> .comments-container.open {\n max-height: 800px;\n overflow: auto;\n }<\/p>\n<p> .comment-item {\n background-color: #fff;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 16px;\n margin-bottom: 12px;\n font-size: 14px;\n }<\/p>\n<p> .comment-header {\n display: flex;\n justify-content: space-between;\n align-items: flex-start;\n margin-bottom: 8px;\n }<\/p>\n<p> .comment-author {\n font-weight: 600;\n color: var(--text-main);\n margin-right: 8px;\n }<\/p>\n<p> .comment-content {\n color: var(--text-secondary);\n line-height: 1.5;\n margin-bottom: 10px;\n word-break: break-word;\n word-wrap: break-word;\n overflow-wrap: anywhere;\n white-space: normal;\n }<\/p>\n<p> .comment-content p {\n margin: 0;\n word-break: break-word;\n word-wrap: break-word;\n overflow-wrap: anywhere;\n white-space: normal;\n }<\/p>\n<p> \/* \u4f18\u5316\u8868\u60c5\u7b26\u53f7\u663e\u793a *\/\n .emoji {\n display: inline;\n max-width: 15px;\n overflow-wrap: normal;\n }<\/p>\n<p> .comment-actions {\n display: flex;\n align-items: center;\n gap: 16px;\n font-size: 12px;\n color: var(--text-secondary);\n }<\/p>\n<p> .comment-vote {\n display: flex;\n align-items: center;\n gap: 4px;\n cursor: pointer;\n }<\/p>\n<p> .comment-replies {\n margin-top: 12px;\n margin-left: 20px;\n padding-left: 12px;\n border-left: 2px solid var(--border-color);\n }<\/p>\n<p> .reply-item {\n background-color: #f8f9fa;\n border: 1px solid var(--border-color);\n border-radius: 6px;\n padding: 12px;\n margin-bottom: 8px;\n font-size: 13px;\n }<\/p>\n<p> .reply-content {\n color: var(--text-secondary);\n line-height: 1.4;\n margin-bottom: 6px;\n }<\/p>\n<p> \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n @media (min-width: 600px) {\n .media-item-wrapper {\n width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n }\n }<\/p>\n<p> \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n @media (max-width: 599px) {\n \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n .modal-content {\n max-width: 95%;\n max-height: 85vh;\n margin: 10vh auto;\n }<\/p>\n<p> .close {\n top: 10px;\n right: 20px;\n font-size: 30px;\n \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n padding: 15px;\n }<\/p>\n<p> \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n .play-icon {\n width: 60px;\n height: 60px;\n font-size: 18px;\n }<\/p>\n<p> \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n .media-content {\n object-fit: cover;\n }\n }<\/p>\n<p> \/* --- \u56fe\u7247\u653e\u5927\u6a21\u6001\u6846\u6837\u5f0f --- *\/\n .modal {\n display: none;\n position: fixed;\n z-index: 1000;\n left: 0;\n top: 0;\n width: 100%;\n height: 100%;\n background-color: rgba(0, 0, 0, 0.9);\n overflow: auto;\n transition: opacity 0.3s ease;\n }<\/p>\n<p> .modal-content {\n display: block;\n max-width: 90%;\n max-height: 90vh;\n margin: 5vh auto;\n object-fit: contain;\n animation: zoom 0.3s;\n }<\/p>\n<p> @keyframes zoom {\n from {transform: scale(0.8); opacity: 0;}\n to {transform: scale(1); opacity: 1;}\n }<\/p>\n<p> .close {\n position: absolute;\n top: 20px;\n right: 35px;\n color: #fff;\n font-size: 40px;\n font-weight: bold;\n transition: 0.3s;\n cursor: pointer;\n \/* \u6dfb\u52a0\u89e6\u63a7\u4f18\u5316 *\/\n padding: 10px;\n line-height: 1;\n user-select: none;\n -webkit-user-select: none;\n }<\/p>\n<p> .close:hover,\n .close:focus {\n color: #bbb;\n text-decoration: none;\n }<\/p>\n<p> \/* \u89c6\u9891\u70b9\u51fb\u63d0\u793a\u6837\u5f0f *\/\n .video-overlay {\n position: absolute;\n top: 0;\n left: 0;\n width: 100%;\n height: 100%;\n display: flex;\n align-items: center;\n justify-content: center;\n background-color: rgba(0, 0, 0, 0.2);\n opacity: 0;\n transition: opacity 0.3s ease;\n \/* \u89e6\u63a7\u4f18\u5316 *\/\n touch-action: manipulation;\n cursor: pointer;\n }<\/p>\n<p> .media-item-wrapper:hover .video-overlay {\n opacity: 1;\n }<\/p>\n<p> \/* \u4e3a\u89e6\u6478\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u6548\u679c *\/\n .media-item-wrapper:active .video-overlay {\n opacity: 0.8;\n }<\/p>\n<p> .play-icon {\n width: 80px;\n height: 80px;\n background-color: rgba(255, 255, 255, 0.9);\n border-radius: 50%;\n display: flex;\n align-items: center;\n justify-content: center;\n color: var(--ph-orange);\n font-size: 24px;\n font-weight: bold;\n \/* \u89e6\u63a7\u4f18\u5316 *\/\n user-select: none;\n -webkit-user-select: none;\n }<\/p>\n<p> \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n @media (min-width: 600px) {\n .media-item-wrapper {\n width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n }\n }<\/p>\n<p> \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n @media (max-width: 599px) {\n \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n .modal-content {\n max-width: 95%;\n max-height: 85vh;\n margin: 10vh auto;\n }<\/p>\n<p> .close {\n top: 10px;\n right: 20px;\n font-size: 30px;\n \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n padding: 15px;\n }<\/p>\n<p> \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n .play-icon {\n width: 60px;\n height: 60px;\n font-size: 18px;\n }<\/p>\n<p> \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n .media-content {\n object-fit: cover;\n }\n }\n <\/style>\n<p><\/head><br \/>\n<body><\/p>\n<div class=\"container\">\n<h1 style=\"text-align:center; margin-bottom:40px; font-weight:900;\">PH\u70ed\u699c | 2026-05-31<\/h1>\n<p> <\/p>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#1<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/Y5E7U6HB2KB5NG\" class=\"app-title\">Clipto<\/a><\/p>\n<div class=\"one-liner\">Fully local, natural language search over terabytes of media<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">390<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Clipto\u662f\u4e00\u6b3e\u5b8c\u5168\u79bb\u7ebf\u7684\u672c\u5730\u5316AI\u5a92\u4f53\u641c\u7d22\u5f15\u64ce\uff0c\u5e2e\u52a9\u521b\u4f5c\u8005\u3001\u56e2\u961f\u5728\u6d77\u91cf\u89c6\u9891\u3001\u97f3\u9891\u548c\u6587\u4ef6\u4e2d\uff0c\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u5373\u53ef\u79d2\u7ea7\u5b9a\u4f4d\u7279\u5b9a\u7247\u6bb5\uff0c\u89e3\u51b3\u201c\u6570\u636e\u4e30\u5bcc\u4f46\u77e5\u8bc6\u8d2b\u7620\u201d\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5fadfc17-c301-4efd-98fe-33db9b34bd7f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/832c9a57-912a-429d-9e02-1d7985642438.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/da8510b0-4015-4ad4-82a3-b05c4d57e9f7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e5388a86-addc-465e-b93c-85555c45f522.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f57908bd-0356-4e45-87bd-33e780531125.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/30e4d0aa-a9f4-4a91-92dc-0682a45dfd81.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/78f6f37d-28df-4d0c-ab7e-20ca564d97fa.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c6ab0b36-8dec-4a49-a751-ceeaf5e135d8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/075403f1-4623-42b1-b6c6-f0c387b1b773.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e28eb555-a40f-4e45-917a-8f63bd8c841b.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\/463437b5-0465-4b4c-b8ab-0c2c8a709062.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/OjkTtGdj98c\"><source src=\"https:\/\/youtu.be\/OjkTtGdj98c\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Mac<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u672c\u5730AI\u641c\u7d22<\/span><br \/>\n <span class=\"tag\">\u89c6\u9891\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u97f3\u9891\u8f6c\u6587\u5b57<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u68c0\u7d22<\/span><br \/>\n <span class=\"tag\">\u5a92\u4f53\u8d44\u4ea7\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">Apple Silicon<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u521b\u4f5c\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4eba\u8138\u8bc6\u522b<\/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\u672c\u5730\u5316+\u81ea\u7136\u8bed\u8a00\u641c\u7d22\u201d\u7684\u4ef7\u503c\uff0c\u5c24\u5176\u5bf9\u521b\u610f\u5de5\u4f5c\u8005\uff08\u5982B-roll\u7ba1\u7406\uff09\u548c\u5408\u89c4\u8981\u6c42\u9ad8\u7684\u4f01\u4e1a\u573a\u666f\u611f\u5174\u8da3\u3002\u6838\u5fc3\u95ee\u9898\u805a\u7126\u5728\uff1a\u7d22\u5f15\u662f\u5426\u968f\u6587\u4ef6\u79fb\u52a8\u540c\u6b65\u66f4\u65b0\u3001\u591a\u8bbe\u5907\uff08MacBook\/iPad\uff09\u95f4\u7d22\u5f15\u662f\u5426\u53ef\u79fb\u690d\u3001\u5bf9\u4e13\u4e1a\u6444\u5f71\u8bed\u8a00\uff08\u5982\u673a\u4f4d\u3001\u6784\u56fe\uff09\u7684\u7406\u89e3\u6df1\u5ea6\uff0c\u4ee5\u53ca\u4eba\u8138\u81ea\u5b9a\u4e49\u547d\u540d\u529f\u80fd\u3002\u90e8\u5206\u7528\u6237\u5173\u5fc3\u521d\u59cb\u7d22\u5f15\u5bf9\u5927\u91cf\u65e7\u6570\u636e\uff08\u59825\u5e74\u4f1a\u8bae\u8bb0\u5f55\uff09\u7684\u5904\u7406\u6548\u7387\u548c\u589e\u91cf\u66f4\u65b0\u673a\u5236\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Clipto\u7684\u6838\u5fc3\u7406\u5ff5\u5e76\u4e0d\u65b0\u9c9c\u2014\u2014\u201c\u672c\u5730\u7248\u8c37\u6b4c\u76f8\u518c\u201d\u7684\u7c7b\u6bd4\u7cbe\u51c6\u4f46\u66b4\u9732\u4e86\u5176\u5c40\u9650\u6027\u3002\u8c37\u6b4c\u76f8\u518c\u7684\u771f\u6b63\u62a4\u57ce\u6cb3\u4e0d\u5728\u4e8eAI\u8bc6\u522b\u80fd\u529b\uff0c\u800c\u5728\u4e8e\u8de8\u8bbe\u5907\u65e0\u7f1d\u540c\u6b65\u7684\u751f\u6001\u7c98\u6027\u3002\u800cClipto\u5f53\u524d\u201c\u6bcf\u53f0\u673a\u5668\u72ec\u7acb\u7d22\u5f15\u201d\u7684\u8bbe\u8ba1\uff0c\u6070\u6070\u662f\u7528\u6237\u63a5\u53d7\u5ea6\u6700\u5927\u7684\u969c\u788d\uff1a\u4e00\u4e2a\u9700\u8981\u4e3a2TB\u89c6\u9891\u7b4924\u5c0f\u65f6\u7684\u672c\u5730\u7d22\u5f15\u5de5\u5177\uff0c\u8ba9\u641c\u7d22\u6548\u7387\u53d8\u6210\u4e86\u6602\u8d35\u7684\u5962\u4f88\u54c1\u3002\u5bf9\u521b\u4f5c\u8005\u800c\u8a00\uff0c\u5176\u771f\u6b63\u7684\u4ef7\u503c\u5e76\u4e0d\u5728\u4e8e\u201c\u641c\u7d22\u901f\u5ea6\u201d\uff0c\u800c\u5728\u4e8e\u201c\u907f\u514d\u7ec4\u7ec7\u6210\u672c\u201d\u2014\u2014\u5f53\u7528\u6237\u4e0d\u9700\u8981\u518d\u624b\u52a8\u6253\u6807\u7b7e\u3001\u5efa\u6587\u4ef6\u5939\u65f6\uff0c\u641c\u7d22\u624d\u6210\u4e3a\u771f\u6b63\u7684\u751f\u4ea7\u529b\u5de5\u5177\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u6700\u806a\u660e\u7684\u8bbe\u8ba1\u662f\u660e\u786e\u805a\u7126\u4e8e\u201c\u5df2\u77e5\u5b58\u5728\u4f46\u627e\u4e0d\u5230\u201d\u7684\u573a\u666f\uff0c\u800c\u975e\u865a\u65e0\u7f25\u7f08\u7684\u201cAI\u53d1\u73b0\u201d\u3002\u8fd9\u907f\u5f00\u4e86\u591a\u6570AI\u5de5\u5177\u201c\u5e2e\u4f60\u60f3\u8c61\u201d\u7684\u9677\u9631\uff0c\u56de\u5f52\u5230\u201c\u5e2e\u4f60\u56de\u5fc6\u201d\u7684\u5b9e\u7528\u4e3b\u4e49\u3002\u7136\u800c\uff0c\u6280\u672f\u5b9e\u73b0\u7684\u786c\u4f24\u4e0d\u5bb9\u5ffd\u89c6\uff1a\u5bf9Apple Silicon\u7684\u82db\u523b\u4f9d\u8d56\uff08M1 Pro\u8d77\u6b65\u300124GB+\u5185\u5b58\uff09\u5c06\u7528\u6237\u7fa4\u9501\u6b7b\u5728\u9ad8\u7aefMac\u7528\u6237\u7684\u5c0f\u5708\u5b50\u91cc\u3002\u5728Windows\u548c\u66f4\u4f4e\u529f\u8017\u8bbe\u5907\u4e0a\u7684\u7f3a\u5e2d\uff0c\u8ba9\u201c\u672c\u5730\u4f18\u5148\u201d\u53d8\u5f97\u6709\u4e9b\u50b2\u6162\u3002\n <\/p>\n<p class=\"ai-content\">\n \u66f4\u9690\u5fe7\u7684\u662f\uff0c\u5f53AI\u7d22\u5f15\u672c\u8eab\u6210\u4e3a\u91cd\u5ea6\u8ba1\u7b97\u8d44\u6e90\u6d88\u8017\u8005\u65f6\uff08\u5982\u5904\u74065\u5e74\u4f1a\u8bae\u8bb0\u5f55\uff09\uff0c\u7528\u6237\u662f\u5426\u4f1a\u613f\u610f\u8ba9\u7535\u8111\u6301\u7eed\u6ee1\u8f7d\u5de5\u4f5c\uff1f\u8fd9\u4e2a\u95ee\u9898\u6bd4\u201c\u641c\u7d22\u6709\u591a\u5feb\u201d\u66f4\u672c\u8d28\u3002Clipto\u771f\u6b63\u7684\u589e\u957f\u74f6\u9888\u5c06\u4e0d\u662f\u6280\u672f\u80fd\u529b\uff0c\u800c\u662f\u5982\u4f55\u5728\u4e0d\u727a\u7272\u201c\u672c\u5730\u5316\u201d\u627f\u8bfa\u7684\u524d\u63d0\u4e0b\uff0c\u89e3\u51b3\u8de8\u8bbe\u5907\u534f\u540c\u8fd9\u4e00\u7ec8\u6781\u96be\u9898\u2014\u2014\u5982\u679c\u505a\u4e0d\u5230\uff0c\u5b83\u6c38\u8fdc\u53ea\u80fd\u662f\u4e00\u4e2a\u9ad8\u7ea7\u7684\u201c\u6587\u4ef6\u641c\u7d22\u5668\u201d\uff0c\u800c\u975e\u201c\u4e2a\u4eba\u8bb0\u5fc6\u7cfb\u7edf\u201d\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Clipto<\/span>\n <\/div>\n<div class=\"comment-content\">Like Google Photos, but fully local. Turn the terabytes of video, audio, meetings, and files you work with into searchable memories, without uploading anything to the cloud. Clipto automatically tags people, dialogue, and scenes, so you can instantly find any moment buried in your media just by describing what you’re looking for. It’s fast too: on a MacBook Pro M5, Clipto indexed 2TB of videos in just 24 hours.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We’ve been honing Clipto’s story for a few months. At the end of our last call <a href=\"https:\/\/www.producthunt.com\/@henry_kang\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"henry_kang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@henry_kang<\/a> proved the value of the product.<\/p>\n<\/p>\n<p>He and his team were out in the desert, <em>testing Clipto remotely<\/em>: minimal reception, terabytes of footage sitting on his laptop, and he needed to find a specific shot for the launch video.<\/p>\n<\/p>\n<p>He searched for: <em>“the wide drone shot where the car enters the desert”<\/em>. <\/p>\n<p>He didn’t want “a cinematic moment.” Not a “vibes” search.<\/p>\n<\/p>\n<p>He <em>knew<\/em> he had the clip but in the pre-Clipto world, it would take hours of video scrubbing to find it. <\/p>\n<\/p>\n<p><strong>He found that clip in seconds using natural language to search over his own media, fully local. <\/strong><\/p>\n<p><strong>Just like Google Photos \u2014 but nothing lives in the cloud.<\/strong><\/p>\n<\/p>\n<p>This isn’t an easy problem to solve. Henry’s been pursuing this direction for over twenty years, when at <a href=\"https:\/\/www.ri.cmu.edu\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">CMU’s Robotics Institute<\/a> (my alma mater, FYI), he began pushing the limits of computer vision. He starting with indexing hundreds of images and then advanced to <em>millions of objects<\/em> \u2014 and watched recognition basically explode once memory scaled. <\/p>\n<\/p>\n<p>Clipto is in many respects the culmination of that work, pointed at your personal hard drive.<\/p>\n<\/p>\n<p>And it’s quick: a modern M5 MacBook chews through ~2TB of video in about a day. Why not push yours through its paces?<\/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><a href=\"https:\/\/www.producthunt.com\/@henry_kang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@henry_kang<\/a> <a href=\"https:\/\/www.producthunt.com\/@chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a> Genuinely fascinating – to have that kind of local searchability is a game-changer for sure. The video aspect alone is great but to have audio searchability as well is something podcasters, the interview-heavy (I’m thinking like HR departments), and even marketing, who’d have a combo of both would benefit from. I see many applications for this in the corporate world where privacy and compliance are concerns. Congrats!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@henry_kang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@henry_kang<\/a> <a href=\"https:\/\/www.producthunt.com\/@chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a> As a fellow creator b-roll management is the worst part of post production hands down<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a> <\/p>\n<p>Thanks Chris. \ud83d\ude4f<\/p>\n<\/p>\n<p>One thing we\u2019ve learned from today\u2019s discussions is that people aren\u2019t really looking for \u201cAI magic.\u201d<\/p>\n<\/p>\n<p>They already know the clip exists.<\/p>\n<\/p>\n<p>They already own the footage.<\/p>\n<\/p>\n<p>They just need a reliable way to find it.<\/p>\n<\/p>\n<p>Whether it\u2019s:<\/p>\n<\/p>\n<p>\u2022 the exact moment a decision was made in a meeting<br \/>\u2022 a specific quote from a podcast recorded months ago<br \/>\u2022 a particular shot buried in terabytes of footage<\/p>\n<\/p>\n<p>the common problem is the same:<\/p>\n<\/p>\n<p>our computers store everything, but remember nothing.<\/p>\n<\/p>\n<p>That\u2019s ultimately what we\u2019re building toward: a local memory layer for the media people already own.<\/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>Hi Product Hunt! I\u2019m Henry, founder of Clipto.<\/p>\n<\/p>\n<p><strong>Clipto gives you the ability to search in natural language over terabytes of media in seconds.<\/strong><\/p>\n<p><strong>Think: Google Photos, but fully local.<\/strong><\/p>\n<\/p>\n<p>During my 20 years ago at <a href=\"https:\/\/www.ri.cmu.edu\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">CMU\u2019s Robotics Institute<\/a>, I became obsessed with memory systems: <em>what if computers could actually remember what they\u2019ve seen?<\/em><\/p>\n<\/p>\n<p>I trained robots to memorize <em>millions<\/em> of product images crawled from the Amazon catalog (the standard back then was to index 100s of images at a time), and discovered that <em>they could use that memory to recognize almost anything they encountered!<\/em><\/p>\n<\/p>\n<p><strong>By pushing computers beyond their conventional limits, I had unlocked an explosion in machine intelligence.<\/strong><\/p>\n<\/p>\n<p>Years later, the problem has become personal.<\/p>\n<\/p>\n<p>Our computers are full of valuable raw footage, interviews, recordings, and more, but most of that data is still painfully hard to search, revisit, or reuse. <strong><em>We are data-rich, but knowledge-poor.<\/em><\/strong><\/p>\n<\/p>\n<p>That\u2019s why I built Clipto. Clipto helps you find what matters inside terabytes of video, audio, meetings, and files, <em>instantly<\/em>, turning hours of repetitive work into seconds.<\/p>\n<ul>\n<li>\n<p>Find the wide drone shot where the cars enter frame.<\/p>\n<\/li>\n<li>\n<p>Find the shot specifically in the moment the sandstorm arrives from hours of footage.<\/p>\n<\/li>\n<li>\n<p>And find what you <em>know<\/em> is in there, without suffering through hours of scrubbing.<\/p>\n<\/li>\n<\/ul>\n<p>Clipto’s memory system live where your data already is: on your device, under your control, available anytime, even offline \u2014 so you can keep working wherever and whenever inspiration strikes.<\/p>\n<\/p>\n<p><strong>After two years of compressing, optimizing, distilling and orchestrating AI models to run entirely on-device, we are ready to share it with the Product Hunt community.<\/strong><\/p>\n<\/p>\n<p>It\u2019s still early, and it\u2019s still compute-heavy. Right now, Clipto works best on higher-performance Apple Silicon Macs (M1 Pro\/Max\/Ultra and newer) with 24GB+ RAM. If you have a compatible Mac, we\u2019d love for you to try it.<\/p>\n<\/p>\n<p><strong>To celebrate our launch, we’re offering 1 month free to anyone who signs up this week with code PHLNCH.<\/strong><\/p>\n<\/p>\n<p>I\u2019ll be here in the comments all day and would genuinely love to hear about the strategies you’ve developed to find your content diamonds in your digital rough.<\/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\/@henry_kang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@henry_kang<\/a> Congrats on the launch Henry \ud83d\udc4f<\/p>\n<p>The \u201cGoogle Photos, but fully local\u201d analogy clicked for me immediately. Curious how long the initial indexing usually takes for something like 1TB of footage?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 interesting.<\/p>\n<\/p>\n<p>I’m curious about how deeply it understands media content.<\/p>\n<p>Does it recognise things like camera angles, shot types (wide, medium, close-up), camera movements, transitions, B-roll, and multi-camera sequences?<\/p>\n<p>It would be incredibly useful if I could search for something like “close-up shot of a person smiling” or “drone footage with a slow pan” and instantly find matching clips across my archive.<\/p>\n<p>Would love to know how detailed the visual understanding gets beyond basic object and dialogue detection.<\/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\/@pradeepmalakar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pradeepmalakar<\/a> That’s a really professional cinematography question. We’re working hard to enrich our understanding of cinematic language to better serve professional video creators \u2014 here’s what we can reliably recognize today:<\/p>\n<ul>\n<li>\n<p><strong>Shot Type<\/strong>: Wide Shot, Medium Shot \u2014 e.g. “wide shot of a city street” or “medium shot interview”<\/p>\n<\/li>\n<li>\n<p><strong>Camera Angle<\/strong>: High Angle, Overhead\/Top-down \u2014 e.g. “overhead shot of a table” or “high angle crowd scene”<\/p>\n<\/li>\n<li>\n<p><strong>Framing & Composition<\/strong>: Landscape \u2014 e.g. “landscape framing outdoor scene”<\/p>\n<\/li>\n<li>\n<p><strong>Scene & Setting<\/strong>: Urban\/City, Green Screen\/Studio, Day \u2014 e.g. “studio interview daytime” or “urban street scene”<\/p>\n<\/li>\n<li>\n<p><strong>Technical Specs<\/strong>: AV1, Rec.709, 4:2:0, 8-bit, 25FPS \u2014 e.g. filter footage by codec or color space when you need format consistency in an edit<\/p>\n<\/li>\n<li>\n<p><strong>Focus & Quality<\/strong>: Out of Focus \u2014 e.g. quickly filter out unusable takes<\/p>\n<\/li>\n<\/ul>\n<p>…and more, these are just a few examples across the many dimensions Clipto tags. Sorry I can’t list them all here! Every case shown in our demo video is a real.<\/p>\n<p>Camera movements, transitions, B-roll classification, and multi-camera sequences \u2014 those are on the roadmap and we’re heads-down on it.<\/p>\n<p>Would love to hear what specific search queries matter most to your workflow \u2014 it really helps us understand what to build next:)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Love the local-first philosophy! Does the single license cover multiple Macs, or do I need a separate seat for my studio desktop and my travel MacBook?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jocky\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jocky<\/a> Thanks! Today, most users run Clipto across their personal devices without friction.<\/p>\n<\/p>\n<p>We\u2019re still refining some of the licensing and account management details as the product grows, especially for creators and teams who work across multiple machines.<\/p>\n<\/p>\n<p>Our goal is to make legitimate personal use feel simple, not burdensome.<\/p>\n<\/p>\n<p>Out of curiosity, when you switch between your studio desktop and travel MacBook, are you typically working with the same media library or different projects on each machine?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Interesting. Local-first stops being a privacy story the second you can find a clip on your own drive faster than you’d find it in cloud storage. Question – what happens to the index when I rename or move a file in Finder after indexing? Does Clipto watch the filesystem?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@artstavenka1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@artstavenka1<\/a> Great question.<\/p>\n<\/p>\n<p>Yes, Clipto watches the local filesystem and keeps the index in sync.<\/p>\n<\/p>\n<p>If you rename or move a file after it\u2019s been indexed, Clipto will detect the change and update its references automatically, so the media doesn\u2019t need to be re-indexed from scratch.<\/p>\n<\/p>\n<p>The heavy lifting (transcripts, visual understanding, embeddings, etc.) is already done, so we\u2019re simply updating the file mapping rather than reprocessing the entire asset.<\/p>\n<\/p>\n<p>We designed it this way because media libraries are constantly evolving. People reorganize folders, rename projects, move files between drives, and we don\u2019t want that to break search. Local-first only works if the index evolves with your library.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019m a YouTuber and managing b-roll is my biggest nightmare. Does Clipto allow for tagging, or is it all AI-based search?<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@song_kirby\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@song_kirby<\/a> Totally feel you. Managing B-roll was my personal nightmare back when I was creating videos. It’s actually one of the core reasons we built Clipto. It automatically analyzes and tags your footage across multiple dimensions \u2014 shot type, people, actions, dialogue, expressions, subjects and more. All AI, zero manual work. Your B-roll will become a fully searchable library.<\/p>\n<p>And what makes it really special \u2014 at least for me personally \u2014 is this: when you’re deep in an edit, you often need that one specific detail to nail the emotional continuity, the storytelling flow, or the movement between cuts. Something you half-remember from the shoot, or honestly didn’t even notice you’d captured. Just describe it in plain language, and you’ll find exactly what you need in seconds. <\/p>\n<p>Hope Clipto will help you 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>‘like Google Photos but fully local’ framing is clean but Google Photos works because the index follows you across devices seamlessly. curious how Clipto handles the multi-device problem. if i index 2TB on my MacBook and then want to search from my iPad or a second machine, what does that look like. is the index portable or does each device need to reindex independently because that changes the use case significantly for anyone with more than one machine<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ansari_adin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ansari_adin<\/a> That\u2019s a very insightful question.<\/p>\n<\/p>\n<p>Today, Clipto works independently on each machine. The index is built locally and stays local, so if you index 2TB of media on your MacBook, that index currently doesn\u2019t automatically appear on another device.<\/p>\n<\/p>\n<p>We made that tradeoff intentionally because our first priority was privacy, local ownership, and offline usability.<\/p>\n<\/p>\n<p>That said, we completely agree that long-term memory becomes much more valuable when it can follow you across devices. Cross-device memory and synchronization are already on our roadmap, and we\u2019re actively exploring ways to do that while preserving the local-first principles that make Clipto unique.<\/p>\n<\/p>\n<p>In many ways, this is one of the most interesting problems for us: how do you build a Google Photos-like memory layer without giving up control of your data to the cloud?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">Congrats on the PH launch, @henry_kang & team! \ud83c\udf89<\/p>\n<p>\u201cFully local + natural language search\u201d is such a killer combo\u2014especially after that desert story. I\u2019ve wasted hours scrubbing through raw footage myself, so I feel that pain.<\/p>\n<p>What I love: the 2TB\/day indexing speed on M5 is seriously impressive. And the fact that nothing leaves your drive? \ud83d\udc4f Privacy-first done right.<\/p>\n<p>One idea to make it even stickier: allow users to manually name detected faces (e.g., label \u201cMom\u201d or \u201cClient A\u201d). Right now auto-tagging is great, but custom naming would turn \u201ca person\u201d into your person. Imagine searching \u201cGrandpa\u2019s birthday\u201d and actually finding it.<\/p>\n<p>Does Clipto already support that? If not, would love to see it in the roadmap!<\/p>\n<p>Congrats again\u2014can\u2019t wait to try it out. \ud83d\udd25<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rocsheh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rocsheh<\/a> Thanks, Zepeng!<\/p>\n<\/p>\n<p>Yes, Clipto already supports this today!<\/p>\n<\/p>\n<p>You can assign custom names to detected faces, so instead of searching for \u201ca person\u201d, you can search for people that actually matter to you, such as family members, friends, clients, or collaborators.<\/p>\n<\/p>\n<p>We\u2019ve found that once people start organizing media around real identities, search becomes much more powerful. Instead of \u201cfind a woman speaking on stage,\u201d you can search for things like \u201cMom\u2019s speech\u201d, \u201cClient A interview\u201d, or \u201cJohn at the conference.\u201d<\/p>\n<\/p>\n<p>We think that\u2019s an important step toward turning media search into a true personal memory system.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This feels like what the Apple ‘Photos’ search should have been for professional video files. Super impressed.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@limxn6\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@limxn6<\/a> High praise \u2014 thank you. \ud83d\ude0a<\/p>\n<p>Apple Photos is great for memories. Clipto is built for <strong>work<\/strong>: terabytes of raw footage, interviews, production assets \u2014 all searchable locally, offline, instantly.<\/p>\n<p>Glad it resonates. Let me know what you find when you try 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>This is genuinely impressive \u2014 local-first AI search for video is something I didn’t know I needed until now. The desert story really sold it for me. <\/p>\n<p>Quick question: does Clipto index audio content like podcast recordings or interview transcripts the same way it handles video footage? I have hundreds of hours of recorded interviews and this could be a total game-changer for my workflow.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jaredl\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jaredl<\/a> <strong>Totally yes.<\/strong> Clipto can index audio content like podcast recordings and interviews the same way it handles video footage.<\/p>\n<p>Beyond search, Clipto can also transcribe your recordings into text, generate concise summaries or key highlights, and let you chat directly with your podcasts, interviews, or meeting transcripts.<\/p>\n<p>Once a transcript is completed, you can open the document and use the AI Chat box at the bottom of the page \u2014 labeled <strong>\u201cAsk Clipto AI everything about the transcription\u201d<\/strong> \u2014 to ask anything about the content.<\/p>\n<p>The AI will answer based on the current document, pulling responses directly from your own recording. You can ask it to summarize a long interview, extract key moments, turn the transcript into polished content, or simply answer specific questions.<\/p>\n<p>For any AI-generated response, you can also <strong>Copy<\/strong>, <strong>Regenerate<\/strong>, or <strong>Pin<\/strong> it back to the original text.<\/p>\n<p>So for hundreds of hours of recorded interviews, Clipto should be a strong fit: it helps you search, understand, summarize, and QA your audio archive without manually going through everything.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@jaredl\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jaredl<\/a> Absolutely. Video gets most of the attention, but Clipto works with audio just as well.<\/p>\n<\/p>\n<p>Podcasts, interviews, meetings, voice recordings, and other audio files are all indexed and made searchable. You can search across transcripts using natural language and jump directly to the relevant moments.<\/p>\n<\/p>\n<p>In fact, if you\u2019re sitting on hundreds of hours of recorded interviews, that\u2019s one of the strongest use cases for Clipto. Those recordings often contain valuable insights that are almost impossible to rediscover later without a system like this.<\/p>\n<\/p>\n<p>We\u2019d love to hear how you\u2019re currently managing and searching those interviews today.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Been following the journey on LinkedIn and so glad to see you guys finally launch! The search functionality is spooky good.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks <a href=\"https:\/\/www.producthunt.com\/@sandy_liusy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sandy_liusy<\/a> Sandy! \ud83d\ude4f<\/p>\n<\/p>\n<p>Search has definitely become the heart of the product. There\u2019s something magical about finding a specific moment from terabytes of media in seconds. <\/p>\n<\/p>\n<p>To be honest, I\u2019m still surprised by some of the details Clipto catches. Every now and then it finds something in a frame that I completely missed while filming. \ud83d\ude04<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Concept is really intresting and the smooth onboarding<br \/>How did you get the idea to make that kind of stuff? what was your excatly the moments you think to create this.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I am not a creator , but I do have lots of personal photos stored in different locations on my device , will clipto be able to organise those for me ? And can it build a memory chart out if it. For me rather then searching I like what google shows to me on time to time , like memories.<\/p>\n<p>But sometimes searching is also required. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Local-only across audio + video + files is the version of this I keep waiting for, congrats on shipping. The piece that usually breaks under real load is the indexing job, not the search itself. How are you handling the initial pass on someone with 5 years of meeting recordings? And does the index update incrementally or do new files queue behind the original backfill?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 does the search handle lighting conditions? If I search for ‘forest at night’ vs ‘forest during the day,’ is the vision model sensitive enough to distinguish the cinematic mood?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@carooolxxyy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@carooolxxyy<\/a> Great question.<\/p>\n<\/p>\n<p>Yes. Our visual models don\u2019t just recognize objects and scenes, they also capture contextual signals such as lighting conditions, time of day, atmosphere, and other visual characteristics.<\/p>\n<\/p>\n<p>So in practice, searches like:<\/p>\n<\/p>\n<p>\u2022 \u201cforest at night\u201d<br \/>\u2022 \u201cforest during the day\u201d<br \/>\u2022 \u201csunset over the ocean\u201d<br \/>\u2022 \u201cdark and moody street scene\u201d<\/p>\n<\/p>\n<p>can produce very different results, even when the underlying scene category is similar.<\/p>\n<\/p>\n<p>Of course, cinematic mood is inherently subjective, so there are limits to what any model can perfectly understand. But distinguishing things like day vs. night, bright vs. dark environments, or dramatically different visual atmospheres is something the system is designed to handle.<\/p>\n<\/p>\n<p>We\u2019d actually love to hear the kinds of searches you\u2019d want to run. \u201cCinematic mood\u201d is an area where we\u2019re continuing to push the models forward.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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! I believe this product is very helpful for me! Clipto arrives at the intersection of three powerful trends: on-device AI, privacy-centric computing, and knowledge management. it has genuine disruptive potential.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@fei_li5\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fei_li5<\/a> Thanks, really appreciate that.<\/p>\n<\/p>\n<p>We believe those three trends are converging faster than most people realize. What started as a search product is gradually evolving into something closer to a local memory layer for personal media.<\/p>\n<\/p>\n<p>Curious which part caught your attention first: local AI, privacy, or knowledge management?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>For long-form team collaboration, is there a way to share the index file with another editor, or does each person need to re-index the same footage locally?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@s_cen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@s_cen<\/a> Great question!<\/p>\n<\/p>\n<p>Today, each Clipto library and index lives locally on the user\u2019s machine. If multiple editors are working independently, each machine maintains its own local index.<\/p>\n<\/p>\n<p>That said, collaborative workflows are something we\u2019re actively thinking about. As media libraries grow and teams become more distributed, sharing knowledge about a media collection becomes just as important as sharing the files themselves.<\/p>\n<\/p>\n<p>Team collaboration, shared knowledge, and more flexible ways to work across multiple users and machines are all areas we\u2019re exploring for the roadmap.<\/p>\n<\/p>\n<p>Out of curiosity, what\u2019s your setup today? A shared NAS, cloud storage, or a traditional post-production workflow with multiple editors?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 natural language search get better over time through local fine-tuning, or is the model static upon installation?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ea_z\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ea_z<\/a> Great question.<\/p>\n<\/p>\n<p>To clarify, Clipto does <strong>not<\/strong> perform local model fine-tuning on your personal media library today. The underlying models themselves aren\u2019t continuously retrained on-device.<\/p>\n<\/p>\n<p>What we do have is a local data flywheel. As you use Clipto, your interactions, edits, labels, and feedback help the system build a better understanding of your media and preferences over time.<\/p>\n<\/p>\n<p>For example, if you consistently organize content a certain way, rename detected people, or make specific editing decisions, those signals can be incorporated into future retrieval and understanding workflows.<\/p>\n<\/p>\n<p>So while the model weights remain unchanged, the system itself becomes increasingly personalized as it accumulates more context about your library and how you work with it.<\/p>\n<\/p>\n<p>We think that\u2019s often more valuable than fine-tuning alone because it allows the experience to improve while keeping your personal media private and local.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve got a lot of multi-cam footage and heavy ProRes files. Does the app struggle with professional codecs, or is it optimized for proxy-like speeds internally?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@oscarliu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@oscarliu<\/a> Great question.<\/p>\n<\/p>\n<p>Professional codecs are absolutely a use case we designed for. We see a lot of ProRes, multi-cam footage, drone footage, and other creator-grade media libraries.<\/p>\n<\/p>\n<p>Under the hood, Clipto normalizes media through its processing pipeline, allowing us to support a wide range of formats while keeping indexing efficient and consistent.<\/p>\n<\/p>\n<p>More importantly, our goal isn\u2019t to play back or edit every frame in real time. The goal is to understand the content and make it searchable, so we can optimize the indexing workflow differently from a traditional NLE.<\/p>\n<\/p>\n<p>We\u2019ve successfully indexed libraries containing hundreds of gigabytes and even multiple terabytes of media, including ProRes-heavy workflows.<\/p>\n<\/p>\n<p>Out of curiosity, what\u2019s your typical setup? Premiere, Resolve, Final Cut, or something else?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>On-device NL search over 2TB is the hard part \u2014 curious if you’re embedding frames with a local CLIP-style model + ANN index, or sampling keyframes? And how does it stay incremental as the library grows?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@qifengzheng\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@qifengzheng<\/a> Great question.<\/p>\n<\/p>\n<p>The high-level approach is directionally similar, but the actual system is quite a bit more involved than a straightforward CLIP + ANN pipeline.<\/p>\n<\/p>\n<p>We don\u2019t rely on a single vision model. Instead, we combine multiple model types and signals, including visual understanding, semantic retrieval, transcripts, metadata, and other media-specific features.<\/p>\n<\/p>\n<p>For video, we also don\u2019t simply sample frames at fixed intervals. A big part of the challenge is identifying the most informative moments in a video while keeping the index efficient at scale. We\u2019ve built quite a bit of logic around selecting and processing high-information-density frames rather than treating every frame equally.<\/p>\n<\/p>\n<p>As for growth over time, the library is designed to be incremental. Under the hood, we maintain a persistent local knowledge structure and database layer that allows new content to be added continuously without rebuilding everything from scratch.<\/p>\n<\/p>\n<p>Out of curiosity, have you built search or retrieval systems before? This is one of the more technical questions we\u2019ve gotten today. \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>This looks like a great concept. I’d definitely love to give it a try, especially since I spend a lot of time switching between notes, recordings, and transcripts. One question though; when can we expect support for Pixel phones? That would make it an easy download for me.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@vikranth_reddy_bollam\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vikranth_reddy_bollam<\/a> Thanks! We\u2019d love to have you try it as well.<\/p>\n<\/p>\n<p>Pixel support is definitely something we\u2019re interested in, but today our focus is on Mac. The product is fairly compute-intensive, and we wanted to start on a platform where we could deliver the best possible experience before expanding further.<\/p>\n<\/p>\n<p>We\u2019ve spent a lot of effort optimizing for Apple Silicon and making large-scale media indexing practical on a local machine.<\/p>\n<\/p>\n<p>Mobile devices are absolutely on our radar, but for now we\u2019re focused on continuing to improve the Mac experience first and then evaluating the best path to bring Clipto to other platforms.<\/p>\n<\/p>\n<p>Out of curiosity, what\u2019s your primary use case on a Pixel? Notes, recordings, podcasts, or something else?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 super cool, I wanted to ask you a question. How does it deal with hardware and devices that are very weak?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@sam_alghaithi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sam_alghaithi<\/a> Great question! Supporting a wide range of hardware has actually been one of our biggest engineering challenges.<\/p>\n<\/p>\n<p>We approach it from two directions.<\/p>\n<\/p>\n<p>First, at the model layer, we use different model tiers optimized for different classes of machines. Depending on the available hardware, Clipto can choose between smaller and larger models to balance quality, speed, and resource usage.<\/p>\n<\/p>\n<p>Second, we\u2019ve spent a lot of time optimizing the orchestration layer. Different workloads are scheduled differently depending on the machine\u2019s capabilities.<\/p>\n<\/p>\n<p>On high-end systems, we can take advantage of more parallelism and process media much faster. On lower-powered machines, the priority shifts toward stability and responsiveness, making sure indexing doesn\u2019t overwhelm the computer or interfere with normal work.<\/p>\n<\/p>\n<p>There\u2019s still room for improvement, but a lot of the engineering effort has gone into making local AI practical on real-world hardware rather than assuming everyone has a top-spec machine.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>An absolute game-changer for the creator economy. Managing asset libraries is the unsexy part of the job that everyone hates. Thanks for fixing 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lisa_helicopter_l\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lisa_helicopter_l<\/a> Thank you! That pain is exactly what pushed us to build Clipto.<\/p>\n<p>Asset management is one of those invisible parts of creative work that takes a huge amount of time, but rarely gets talked about. If Clipto can help creators spend less time digging through folders and more time actually making things, that\u2019s a big win for us.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 problem I didn’t even realize was draining my energy every day. No more hunting for files. Instantly installed.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@rydensun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rydensun<\/a> Really glad to hear that \u2014 and thanks for installing so quickly.This is exactly the kind of everyday friction we hoped to address. File hunting feels small in the moment, but when it happens day after day, it can quietly consume a surprising amount of time and attention.Would love to hear how Clipto works with your own media after you\u2019ve had a chance to try it\uff1a\uff09<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This feels like a glimpse into the future of local file management. Huge congrats on the Product Hunt launch, Henry & team! Def trying this out 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\/@jianqiang_hao\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jianqiang_hao<\/a> Thank you so much, really appreciate the support.<\/p>\n<p>\u201cFuture of local file management\u201d is exactly the direction we care about: making the files already sitting on your device easier to understand, search, and reuse without forcing everything into the cloud.<\/p>\n<p>Would love to hear what you think after trying it with your own media.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Comment list for <a href=\"http:\/\/Clipto.AI\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Clipto.AI<\/a> on Product Hunt<\/p>\n<p><strong> <\/strong><\/p>\n<p>Actually works offline? That\u2019s a game-changer for when I\u2019m editing on the road or in a cafe with spotty Wi-Fi.<\/p>\n<p> <\/p>\n<p> <\/p>\n<div>\n<table>\n<tbody>\n<tr>\n<td>\n<p> <\/p>\n<\/td>\n<td>\n<\/td>\n<td>\n<\/td>\n<td>\n<\/td>\n<td>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>Actually works offline? That\u2019s a game-changer for when I\u2019m editing on the road or in a cafe with spotty Wi-Fi.<\/p>\n<p><a href=\"https:\/\/docs.google.com\/spreadsheets\/d\/1neOVmJEaDOKHb4NsPQc5130AXJAuvxTA9DmOm2SWfVk\/edit?gid=0#\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Turn on screen reader support<\/a><\/p>\n<p>Working\u2026<\/p>\n<p>To enable screen reader support, press Ctrl+Alt+Z To learn about keyboard shortcuts, press Ctrl+slash<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mooyan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mooyan<\/a> Yes. You can even use Clipto on the road, on a mountaintop set, in the desert, on a plane, or pretty much anywhere, without relying on the cloud. Give it a try, and we\u2019d love to hear more of your feedback, 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>This is cool. Keeping everything local is a massive win, especially with how unpredictable cloud costs can get and how worried people are about privacy right now. I really respect that you stuck to local-only storage to protect user data.<\/p>\n<p>As a developer working a lot with local-first Python frameworks, I’m super curious about the performance side. How do you manage the local system resources so that indexing a massive 2TB drive doesn’t slow their device to a crawl?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@rumiza_shaikh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rumiza_shaikh<\/a> Thanks! Performance has actually been one of the biggest engineering challenges for us.<\/p>\n<\/p>\n<p>We\u2019ve spent a lot of time optimizing the entire stack, from model acceleration and inference efficiency to orchestration between different models and processing pipelines.<\/p>\n<\/p>\n<p>The goal is to make indexing large media libraries feel like a background task rather than something that takes over your machine.<\/p>\n<\/p>\n<p>That said, we\u2019re definitely not done. There is still plenty of room for improvement, especially around memory footprint and resource utilization during large indexing jobs.<\/p>\n<\/p>\n<p>We\u2019ve been shipping performance improvements continuously, and there are a few more significant optimizations currently in the pipeline.<\/p>\n<\/p>\n<p>Since you\u2019re working with local-first systems yourself, I\u2019d love to stay in touch and compare notes. This is one of those areas where there\u2019s still a lot of unexplored territory.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Very cool! Going to check it out.<\/div>\n<div class=\"comment-actions\">\n<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\/@mogabr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mogabr<\/a> Thank you for your kind words! We’re very much looking forward to you experiencing Clipto.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Cool concept. Real question though \u2014 is this doing actual frame-by-frame visual understanding or is it metadata\/transcript\/keyframe analysis? Because the gap between those two is enormous for practical use. What I actually want: upload 10 raw clips of the same scene, AI watches them all, ranks by emotional resonance, suggests best cuts. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@joe_rucker\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joe_rucker<\/a> Great question. It\u2019s not just metadata, transcripts, or simple keyframe extraction.<\/p>\n<\/p>\n<p>We combine multiple signals, including metadata, speech transcripts, visual understanding, and information extracted directly from the video stream.<\/p>\n<\/p>\n<p>That said, we also don\u2019t do naive frame-by-frame analysis across every frame. At scale, that becomes extremely expensive while often adding little value. Instead, we use a more selective approach to identify and analyze the most informative moments within a video.<\/p>\n<\/p>\n<p>Our current focus is helping users find the right moments and clips from large media libraries as quickly as possible.<\/p>\n<\/p>\n<p>The workflow you described, where AI reviews multiple takes, ranks them, and suggests the best cuts, is a fascinating direction. While Clipto doesn\u2019t currently optimize for edit recommendations, many of the underlying building blocks are already there.<\/p>\n<\/p>\n<p>Out of curiosity, what\u2019s your current editing workflow today? Are you using Premiere, Final Cut, Resolve, or something else? And how much of the selection process is still manual versus AI-assisted?<\/p>\n<\/p>\n<p>We\u2019re spending a lot of time thinking about how AI agents and creative tools could work together, so I\u2019d love to learn how you\u2019re approaching it.<\/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>Tried a similar tool last year and it choked on my 500GB of GoPro footage. Curious if Clipto handles high-bitrate HEVC files smoothly.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@trydoff\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@trydoff<\/a> Great question.<\/p>\n<\/p>\n<p>Yes, high-bitrate HEVC footage is something we encounter quite often, especially from GoPros, drones, and modern mirrorless cameras.<\/p>\n<\/p>\n<p>During indexing, Clipto normalizes media through our processing pipeline, so it can handle a wide range of formats and codecs, including H.264, H.265\/HEVC, AV1, VP8\/VP9, MPEG-2, ProRes, AAC, MP3, FLAC, WAV, and more.<\/p>\n<\/p>\n<p>In practice, we\u2019ve successfully indexed and searched across libraries containing hundreds of gigabytes and even multiple terabytes of HEVC footage.<\/p>\n<\/p>\n<p>Processing speed will depend on your hardware, but HEVC itself is absolutely a first-class citizen in the 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<\/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\/EHY7QRSUF2SXN4\" class=\"app-title\">Oura Ring 5<\/a><\/p>\n<div class=\"one-liner\">The world\u2019s smallest smart ring, now even better<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">273<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Oura Ring 5\u662f\u4e00\u6b3e\u4e3b\u6253\u8212\u9002\u4f69\u6234\u4e0e\u4e3b\u52a8\u5065\u5eb7\u6d1e\u5bdf\u7684\u667a\u80fd\u6212\u6307\uff0c\u901a\u8fc7\u66f4\u5c0f\u7684\u4f53\u79ef\u548c\u957f\u8fbe9\u5929\u7684\u7eed\u822a\uff0c\u89e3\u51b3\u7528\u6237\u5168\u5929\u5019\u8ffd\u8e2a\u7761\u7720\u3001\u538b\u529b\u3001\u5fc3\u7387\u53ca\u6062\u590d\u6570\u636e\u800c\u4e0d\u613f\u4f69\u6234\u6c89\u91cd\u8155\u6234\u8bbe\u5907\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/ef6173e8-cea4-4914-9e79-5f0a84ae1b69.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=8C8dC9yQ7m8\"><source src=\"https:\/\/www.youtube.com\/watch?v=8C8dC9yQ7m8\" 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\/9584008f-9707-49da-8038-b314e33f75a6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/79d18736-9c53-496f-aa0c-3e5f68cebaaf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/78143292-599b-4890-ae8e-9cb2e2b89beb.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\/62637826-8a7c-4b24-b64e-958fa33a59d6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6c04ad09-ccaf-4fd7-b6fb-d63eabd900c1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/675293ad-06d9-4825-a942-9a1ce9b28fde.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/17806d3c-62e5-4df4-a6ae-a047ece90418.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\/f70a378e-7736-41d7-8c2c-527fbd5cd26d.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\/dbece4ca-bb76-4d96-94e9-6267119c26eb.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\/98a2fc48-84b9-4a94-a9e7-2670561f7c7d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/41bb22ba-c1bd-46a3-a0ca-9009f5c8d0d5.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\/2847dbb8-2da8-4e9f-97e8-9d6e5792e4e0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c46c14a3-0391-4a24-b769-9e7064a2e21c.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\">Health & Fitness<\/span><br \/>\n <span class=\"tag\">Hardware<\/span><br \/>\n <span class=\"tag\">Wearables<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u667a\u80fd\u6212\u6307<\/span><br \/>\n <span class=\"tag\">\u5065\u5eb7\u76d1\u6d4b<\/span><br \/>\n <span class=\"tag\">\u7761\u7720\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u538b\u529b\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5fc3\u7387\u76d1\u6d4b<\/span><br \/>\n <span class=\"tag\">\u53ef\u7a7f\u6234\u8bbe\u5907<\/span><br \/>\n <span class=\"tag\">\u4e3b\u52a8\u5065\u5eb7<\/span><br \/>\n <span class=\"tag\">\u949b\u5408\u91d1\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u957f\u7eed\u822a<\/span><br \/>\n <span class=\"tag\">Oura<\/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\u5173\u5fc3\u8001\u7528\u6237\u80fd\u5426\u83b7\u5f97\u8f6f\u4ef6\u66f4\u65b0\uff1b\u8d28\u7591\u84dd\u7259\u8fde\u63a5\u4e0eApple Health\u7684\u517c\u5bb9\u6027\u95ee\u9898\uff1b\u8be2\u95ee\u7761\u7720\u8ffd\u8e2a\u7684\u51c6\u786e\u6027\uff08\u6709\u53cd\u9988\u79f0\u4f1a\u6f0f\u8bb0\u521d\u6bb5\u7761\u7720\u4e14\u65e0\u6cd5\u624b\u52a8\u6821\u6b63\uff09\uff1b\u63a2\u8be2Health Radar\u8bc6\u522b\u5f02\u5e38\u6ce2\u52a8\u7684\u7b97\u6cd5\u903b\u8f91\uff1b\u540c\u65f6\u6709\u7528\u6237\u79f0\u8d5e\u5c0f\u5de7\u8bbe\u8ba1\u662f\u201c\u53bb\u624b\u8155\u5316\u201d\u7684\u5173\u952e\u7a81\u7834\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 Oura Ring 5\u5728\u786c\u4ef6\u4e0a\u8fc8\u51fa\u4e86\u5173\u952e\u4e00\u6b65\u2014\u201440%\u7684\u4f53\u79ef\u7f29\u51cf\u548c2\u514b\u91cd\u91cf\u4f7f\u5176\u771f\u6b63\u903c\u8fd1\u201c\u65e0\u611f\u4f69\u6234\u201d\u7684\u8fb9\u754c\u3002\u8fd9\u4e0d\u518d\u662f\u7b80\u5355\u7684\u8fed\u4ee3\uff0c\u800c\u662f\u4e00\u6b21\u5bf9\u4f69\u6234\u573a\u666f\u7684\u91cd\u65b0\u5b9a\u4e49\uff1a\u5f53\u6212\u6307\u6bd4\u7edd\u5927\u591a\u6570\u4f20\u7edf\u6212\u6307\u8fd8\u8f7b\u65f6\uff0c\u5b83\u624d\u53ef\u80fd\u6210\u4e3a\u771f\u6b63\u768424\/7\u5065\u5eb7\u4f34\u4fa3\u3002\u7136\u800c\uff0c\u4ea7\u54c1\u7684\u771f\u5b9e\u4ef7\u503c\u5e76\u4e0d\u5b8c\u5168\u5728\u4e8e\u5c3a\u5bf8\u3002\u8bc4\u8bba\u4e2d\u7528\u6237\u6700\u5c16\u9510\u7684\u8d28\u7591\u6307\u5411\u4e86\u6838\u5fc3\u529f\u80fd\u2014\u2014\u7761\u7720\u8ffd\u8e2a\u7684\u51c6\u786e\u6027\u3002\u6709\u4eba\u76f4\u8a00\u201c\u4f1a\u6f0f\u8bb0\u524d1-3\u5c0f\u65f6\u7761\u7720\u4e14\u65e0\u6cd5\u624b\u52a8\u6821\u6b63\u201d\uff0c\u8fd9\u662f\u667a\u80fd\u6212\u6307\u54c1\u7c7b\u6700\u81f4\u547d\u7684\u4fe1\u4efb\u88c2\u7f1d\uff1a\u5982\u679c\u6838\u5fc3\u6570\u636e\u5b58\u5728\u660e\u663e\u76f2\u533a\uff0c\u518d\u5c0f\u7684\u4f53\u79ef\u4e5f\u53ea\u662f\u6446\u8bbe\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8f6f\u4ef6\u5c42\u9762\uff0cOura\u6b63\u8bd5\u56fe\u7528\u201cHealth Radar\u201d\u7b49AI\u529f\u80fd\u6784\u5efa\u5dee\u5f02\u5316\u3002\u4f46\u4e00\u4e2a\u5173\u952e\u77db\u76fe\u5728\u4e8e\uff1a\u7528\u6237\u5bf9\u201c\u4e3b\u52a8\u63d0\u9192\u201d\u7684\u671f\u5f85\uff0c\u4e0e\u5f53\u524d\u4ea7\u54c1\u5728\u6570\u636e\u6821\u6b63\u3001Apple Health\u517c\u5bb9\u6027\u7b49\u57fa\u7840\u4f53\u9a8c\u4e0a\u7684\u7f3a\u5931\u5f62\u6210\u4e86\u53cd\u5dee\u3002\u4e0e\u5176\u753b\u997c\u201c\u591c\u95f4\u547c\u5438\u6a21\u5f0f\u201d\u201c\u8840\u538b\u4fe1\u53f7\u201d\u7b49\u533b\u5b66\u7ea7\u63a8\u6d4b\uff0c\u4e0d\u5982\u5148\u89e3\u51b3\u7528\u6237\u65e9\u6668\u5fc5\u987b\u624b\u52a8\u8fd0\u884c\u5feb\u6377\u65b9\u5f0f\u624d\u80fd\u540c\u6b65\u6570\u636e\u7684\u201c\u975e\u667a\u80fd\u201d\u4f53\u9a8c\u3002\u6b64\u5916\uff0cOura\u7684\u8ba2\u9605\u5236\u6a21\u5f0f\u6b63\u5728\u5c06\u786c\u4ef6\u5229\u6da6\u8f6c\u5316\u4e3a\u957f\u671f\u6536\u5272\uff0c\u7528\u6237\u5173\u5fc3\u7684\u201c\u8001\u7528\u6237\u80fd\u5426\u83b7\u5f97\u66f4\u65b0\u201d\u672c\u8d28\u4e0a\u662f\u5bf9\u786c\u4ef6\u5bff\u547d\u4e0e\u8f6f\u4ef6\u4ed8\u8d39\u5899\u4e4b\u95f4\u7684\u535a\u5f08\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6574\u4f53\u800c\u8a00\uff0cOura Ring 5\u662f\u201c\u786c\u4ef6\u6b63\u786e\u201d\u4e0e\u201c\u8f6f\u4ef6\u5f85\u8865\u201d\u7684\u7ed3\u5408\u4f53\u3002\u5b83\u7528\u6781\u81f4\u7684\u5c0f\u5de7\u53e9\u5f00\u4e86\u4e3b\u6d41\u6d88\u8d39\u5e02\u573a\u7684\u5927\u95e8\uff0c\u4f46\u80fd\u5426\u771f\u6b63\u7559\u4f4f\u7528\u6237\uff0c\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u7528\u5b9e\u9645\u6570\u636e\u6253\u8d62\u7761\u7720\u8ffd\u8e2a\u7684\u4e00\u5bf9\u4e00\u6218\u4e89\u2014\u2014\u800c\u4e0d\u662f\u4ec5\u9760\u201c\u5fd8\u6389\u4f60\u6234\u7740\u5b83\u201d\u7684\u6587\u6848\u8bf4\u8f9e\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\">Oura Ring 5<\/span>\n <\/div>\n<div class=\"comment-content\">Meet Oura Ring 5. Now 40% smaller with a titanium design and up to 9 days of battery for sleep, activity, stress, heart health, and recovery.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone!<\/p>\n<p>The best smart ring is the one that keeps getting easier to forget you\u2019re wearing.<\/p>\n<p>Ring 5 is 40% smaller than Ring 4 and weighs as little as 2 grams. It tracks the core Oura loop of sleep, readiness, recovery, stress, and activity directly from your finger.<\/p>\n<p>Oura is also taking a much more proactive approach with the software. Starting in June, features like <a href=\"https:\/\/ouraring.com\/blog\/new-software-features\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>Health Radar<\/strong><\/a> will help surface patterns around nighttime breathing, blood pressure signals, and GLP-1 use.<\/p>\n<p>So it gives you more early signals when something is worth paying attention to.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<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> Does it mean that this one is “thinner” and “smaller in weight”? right? So that’s where the “smallest” ring got its customisation? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 interesting. I’m currently using an older Oura ring and was wondering if existing users will get these updates as well. Would love to know how much of this is software versus new hardware.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\u2019m an Oura OG – love my ring and the Oura ethos, keep it rolling! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">Honestly, a smaller ring is genius for people who don’t like the feel of wrist watches. One thing I noticed with smart rings is the sharing of consumer data, i just wanted to know, is the app that helps connect to the ring a third party software or is the software made by your team. <\/p>\n<p>Regardless this deserves a cheers of pint for the team, Great work!<\/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>Does this include an update to the software that brings full connectivity with Apple Health? Having to run the app and then a shortcut every morning just to get complete insights isn’t optimal.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 like the direction you’re taking with the proactive insights. How does Health Radar know when something is just a normal fluctuation and when it’s something users should pay more attention to?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@plahtela\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"plahtela\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@plahtela<\/a> <a href=\"https:\/\/www.producthunt.com\/@thisisthequick\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"thisisthequick\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thisisthequick<\/a> <a href=\"https:\/\/www.producthunt.com\/@laura_furman\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"laura_furman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@laura_furman<\/a> the 40% size reduction isn’t a design upgrade, it’s the mainstream unlock. The ring has always been the right signal for people who don’t want to wear a health statement on their wrist. Shipping this as a preorder is the right call too. Strong 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>How accurate is the sleep tracking?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@nithin_raju1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nithin_raju1<\/a> if you are ok that it misses the first 1-3 hours of your sleep, you never get up at night to go to the toilet and can live with the fact that you can’t correct the sleep times manually (like with every other tracker on the market), you will be happy 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<\/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\/DHJEGKLQBKHAGY\" class=\"app-title\">Second Brain for AI<\/a><\/p>\n<div class=\"one-liner\">Persistent memory for Claude, ChatGPT & Cursor. Free.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">238<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Second Brain for AI\u662f\u4e00\u6b3e\u81ea\u6258\u7ba1\u5f0f\u7684AI\u6301\u4e45\u8bb0\u5fc6\u5c42\uff0c\u80fd\u5728Claude\u3001ChatGPT\u3001Cursor\u7b49\u5de5\u5177\u95f4\u540c\u6b65\u9879\u76ee\u51b3\u7b56\u3001\u504f\u597d\u548c\u5386\u53f2\u4e0a\u4e0b\u6587\uff0c\u89e3\u51b3\u6bcf\u6b21\u5bf9\u8bdd\u90fd\u9700\u4ece\u96f6\u5f00\u59cb\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a69a7796-caae-4946-91dc-37f175206bd9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0a54f90c-ee12-4a58-bec5-f5ee99626053.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\/2a68fbf4-74aa-40b3-975e-c6300a070cf3.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=h0JqRM0UxHE\"><source src=\"https:\/\/www.youtube.com\/watch?v=h0JqRM0UxHE\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u8bb0\u5fc6\u5c42<\/span><br \/>\n <span class=\"tag\">\u6301\u4e45\u5316\u4e0a\u4e0b\u6587<\/span><br \/>\n <span class=\"tag\">\u8bed\u4e49\u68c0\u7d22<\/span><br \/>\n <span class=\"tag\">\u81ea\u6258\u7ba1\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">\u591a\u5de5\u5177\u540c\u6b65<\/span><br \/>\n <span class=\"tag\">MCP\u534f\u8bae<\/span><br \/>\n <span class=\"tag\">\u51b2\u7a81\u68c0\u6d4b<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u7a97\u53e3\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">Cloudflare<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39\u5f00\u6e90<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u5173\u6ce8\u56db\u70b9\uff1a1. \u8bb0\u5fc6\u51b2\u7a81\u5904\u7406\uff08\u65b0\u65e7\u6570\u636e\u5982\u4f55\u8986\u76d6\/\u5408\u5e76\uff09\u4e0e\u7248\u672c\u5386\u53f2\u7f3a\u5931\uff1b2. \u975e\u540e\u7aef\u7528\u6237\u7684\u90e8\u7f72\u95e8\u69db\uff08\u8981\u6c42\u4e00\u952e\u90e8\u7f72\u800c\u975e\u624b\u52a8\u914d\u7f6e\uff09\uff1b3. \u8de8\u4f1a\u8bdd\u8bb0\u5fc6\u4e0e\u7a97\u53e3\u5185\u6ea2\u51fa\u95ee\u9898\u7684\u533a\u522b\uff1b4. \u5bf9\u6570\u636e\u201c\u6700\u65b0\u5373\u6b63\u786e\u201d\u903b\u8f91\u7684\u62c5\u5fe7\uff0c\u5efa\u8bae\u589e\u52a0\u201c\u89c4\u8303\/\u8349\u7a3f\/\u5f03\u7528\u201d\u72b6\u6001\u6807\u6ce8\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 Second Brain for AI\u7cbe\u51c6\u51fb\u4e2d\u4e86\u5f53\u524dAI\u5de5\u5177\u751f\u6001\u4e2d\u6700\u4ee4\u4eba\u6293\u72c2\u7684\u65ad\u5c42\uff1a\u6bcf\u4e2a\u4f1a\u8bdd\u90fd\u662f\u201c\u8bb0\u5fc6\u683c\u5f0f\u5316\u201d\u7684\u767d\u677f\u3002\u4ea7\u54c1\u4ef7\u503c\u4e0d\u5728\u4e8e\u63d0\u4f9b\u66f4\u5927\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\uff0c\u800c\u5728\u4e8e\u6784\u5efa\u8de8\u5de5\u5177\u7684\u3001\u6301\u4e45\u7684\u3001\u53ef\u88ab\u610f\u56fe\u68c0\u7d22\u7684\u201c\u5927\u8111\u76ae\u5c42\u201d\u3002\u5bf9\u4e8e\u91cd\u5ea6\u4f7f\u7528\u8005\u6765\u8bf4\uff0c\u53cd\u590d\u6ce8\u5165\u73af\u5883\u4fe1\u606f\u7684\u65f6\u95f4\u635f\u8017\u5df2\u7ecf\u8d85\u8fc7\u4e86AI\u672c\u8eab\u5e26\u6765\u7684\u6548\u7387\u589e\u76ca\uff0c\u56e0\u6b64\u8fd9\u4e2a\u89e3\u51b3\u65b9\u6848\u5728\u8fb9\u9645\u6548\u7528\u4e0a\u662f\u6210\u7acb\u7684\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u4ece\u8bc4\u8bba\u4e2d\u80fd\u770b\u51fa\uff0c\u4ea7\u54c1\u76ee\u524d\u8fd8\u5904\u4e8e\u201c\u80fd\u7528\u201d\u800c\u975e\u201c\u597d\u7528\u201d\u7684\u9636\u6bb5\u3002\u6838\u5fc3\u7684\u51b2\u7a81\u68c0\u6d4b\u673a\u5236\u4ec5\u4f9d\u8d56\u8bed\u4e49\u76f8\u4f3c\u5ea6\u548cLLM\u88c1\u51b3\uff0c\u4e14\u5bf9\u201c\u65e7\u8bb0\u201d\u7684\u66ff\u4ee3\u7b56\u7565\u504f\u5411\u7c97\u66b4\u2014\u2014\u5f53\u65b0\u65e7\u8bb0\u5fc6\u77db\u76fe\u65f6\uff0c\u65e7\u8bb0\u5fc6\u76f4\u63a5\u88ab\u5220\u9664\uff0c\u8fd9\u5728\u5b9e\u9645\u5de5\u4f5c\u6d41\u4e2d\u662f\u5371\u9669\u7684\u3002\u4e00\u4e2a\u516d\u5468\u524d\u786e\u5b9a\u7684\u6280\u672f\u67b6\u6784\u51b3\u7b56\u5f88\u53ef\u80fd\u56e0\u4e3a\u4e00\u6b21\u4e34\u65f6\u8ba8\u8bba\u88ab\u9519\u8bef\u8986\u76d6\u3002\u5f00\u53d1\u8005\u56de\u5e94\u4e2d\u63d0\u5230\u7684\u201c\u91cd\u8981\u6027\u8bc4\u5206\u5f71\u54cd\u6392\u5e8f\u4f46\u4e0d\u5f71\u54cd\u6539\u5199\u201d\u4e5f\u63ed\u793a\u4e86\u903b\u8f91\u7f3a\u9677\uff1a\u51b3\u5b9a\u4fe1\u606f\u662f\u5426\u5e94\u88ab\u66f4\u65b0\u7684\u4e0d\u5e94\u662f\u65f6\u95f4\u6233\uff0c\u800c\u662f\u5176\u88ab\u6807\u8bb0\u7684\u201c\u6743\u5a01\u5c42\u7ea7\u201d\uff08\u89c4\u8303\/\u8349\u7a3f\/\u5e9f\u5f03\uff09\u3002\n <\/p>\n<p class=\"ai-content\">\n \u66f4\u503c\u5f97\u5173\u6ce8\u7684\u662f\uff0c\u7528\u6237\u5728\u90e8\u7f72\u4f53\u9a8c\u4e0a\u7ed9\u51fa\u7684\u4fe1\u53f7\u6781\u4e3a\u660e\u786e\uff1a\u6280\u672f\u95e8\u69db\u6b63\u5728\u6740\u6b7b\u4ea7\u54c1\u89e6\u8fbe\u3002\u5c3d\u7ba1\u56e2\u961f\u5df2\u6709\u4e00\u952e\u90e8\u7f72\u5230Cloudflare\u7684\u65b9\u6848\uff0c\u4f46README\u7684\u5165\u95e8\u5f15\u5bfc\u663e\u7136\u5931\u8d25\u4e86\u3002\u5bf9\u4e8e\u4e00\u4e2a\u5f3a\u8c03\u201c\u81ea\u6258\u7ba1\u201d\u201c\u6570\u636e\u4e3b\u6743\u201d\u7684\u4ea7\u54c1\uff0c\u9700\u8981\u8ba9\u975e\u540e\u7aef\u7528\u6237\uff0c\u4f8b\u5982\u4ea7\u54c1\u7ecf\u7406\u6216\u8d44\u6df1\u7814\u7a76\u5458\uff0c\u4e5f\u80fd\u8f7b\u677e\u70b9\u51fb\u542f\u52a8\uff0c\u5426\u5219\u8fd9\u5c42\u201c\u8bb0\u5fc6\u5c42\u201d\u53ea\u4f1a\u53d8\u6210Github\u4e0a\u7684\u53c8\u4e00\u4e2a\u6f02\u4eae\u4f46\u65e0\u4eba\u7528\u7684\u516c\u5f00\u4ed3\u5e93\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u4ea7\u54c1\u5728\u201c\u8de8\u4f1a\u8bdd\u8bb0\u5fc6\u201d\uff08Second Brain\uff09\u4e0e\u201c\u4f1a\u8bdd\u5185\u6ea2\u51fa\u201d\uff08\u6eda\u52a8\u6458\u8981\uff09\u4e4b\u95f4\u5b58\u5728\u4e00\u6761\u6ca1\u6709\u586b\u5e73\u7684\u6c9f\u58d1\u3002\u540e\u8005\u662f\u7528\u6237\u5b9e\u9645\u9ad8\u9891\u590d\u73b0\u7684\u75db\u4e2d\u75db\uff0c\u4f46\u5c1a\u5728\u8def\u7ebf\u56fe\u7b2c9\u4f4d\uff0c\u4f18\u5148\u7ea7\u504f\u4f4e\u3002\u5982\u679c\u56e2\u961f\u53ea\u5728\u8bb0\u5fc6\u5c42\u505a\u6301\u4e45\u5316\uff0c\u800c\u4e0d\u89e3\u51b3\u957f\u5bf9\u8bdd\u7684\u9996\u5c3e\u5931\u5fc6\u95ee\u9898\uff0c\u4ea7\u54c1\u7684\u7528\u6237\u9ecf\u6027\u5c06\u59cb\u7ec8\u53d7\u9650\u4e8e\u4f1a\u8bdd\u5f62\u6001\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u7684\u6765\u8bf4\uff0cSecond Brain\u8d70\u5728\u6b63\u786e\u7684\u65b9\u5411\u4e0a\uff0c\u4f46\u76ee\u524d\u66f4\u50cf\u4e00\u4e2a\u4e3a\u5f00\u53d1\u8005\u7fa4\u4f53\u51c6\u5907\u7684\u667a\u80fd\u201c\u526a\u8d34\u677f\u201d\u3002\u8981\u6210\u4e3a\u771f\u6b63\u7684AI\u7b2c\u4e8c\u5927\u8111\uff0c\u8fd8\u9700\u8981\u5728\u51b2\u7a81\u7ba1\u7406\u3001\u7528\u6237\u6743\u9650\uff08\u5982\u8bb0\u5fc6\u6240\u6709\u8005\u6807\u6ce8\uff09\u3001\u4ee5\u53ca\u5f15\u5165\u7248\u672c\u5386\u53f2\u7684\u8fed\u4ee3\u4e2d\u5b8c\u6210\u8715\u53d8\u3002\u4ea7\u54c1\u7684\u5bf9\u624b\u4e0d\u662fChatGPT\u7684\u7528\u6237\u8bb0\u5fc6\uff0c\u800c\u662f\u7528\u6237\u5927\u8111\u7684\u8f7b\u4fe1\u6210\u672c\u2014\u2014\u4e00\u65e6\u6ce8\u5165\u9519\u8bef\u4e0a\u4e0b\u6587\u5bfc\u81f4\u7684\u51b3\u7b56\u635f\u5931\u8d85\u8fc7\u4e86\u624b\u52a8\u8f93\u5165\u7684\u9ebb\u70e6\uff0c\u7528\u6237\u5c31\u4f1a\u6d41\u5931\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\">Second Brain for AI<\/span>\n <\/div>\n<div class=\"comment-content\">Every AI conversation starts from zero. Your projects, decisions, and preferences disappear as soon as you close the chat. Second Brain fixes that. It is a self-hosted memory layer that works with Claude, ChatGPT, Cursor, and any MCP client. You can store context once and recall it by meaning instead of keywords. It includes duplicate detection, semantic search, and a web UI. Built on Cloudflare, it offers a free tier and your data remains yours. MIT licensed.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Semantic retrieval over stored context beats keyword search for memory, and the dedup layer is a smart addition since AI workflows generate a lot of overlapping notes. We’ve wrestled with context window management in multi-step AI tasks too: deciding when to summarize vs. fetch older context is genuinely tricky. How does the similarity threshold work when memories partially overlap? Can users tune it?<\/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\">@anand_thakkar1 Great technical question. There are two thresholds at play. Below 0.85 similarity the new memory is stored as a separate entry. In the 0.85 to 0.95 band, it goes to LLM judgment to decide whether to add, replace, merge, or ignore based on actual content. Above 0.95 it treats it as a duplicate and skips storage entirely.<\/p>\n<p>topK is configurable so you can control how many candidates get pulled into that judgment step. Full threshold tunability is on the roadmap.<\/p>\n<p>right now the importance score influences recall ranking but does not factor into the merge or delete decision. That’s actually a really interesting idea though. A high-importance memory probably should require stronger evidence before getting overwritten. Adding that to the roadmap.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@anand_thakkar1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anand_thakkar1<\/a> Context windows reset every time you close a session so persistent memory and chat history solve different problems entirely<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 the actual setup experience looks like for someone who knows their way around cloudflare but isn’t a backend developer. the github readme is usually where these projects lose 80% of potential users because the instructions assume a level of comfort with wrangler and environment variables that most people who would benefit from this don’t have. is there a one-click deploy path or is it still a manual configuration process<\/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\">@ansari_adin This is genuinely the most useful feedback I’ve received today and you’re 100% right. The README assumes too much. There is a one-click Deploy to Cloudflare button that handles the Worker, D1, and Vectorize setup automatically\u2026 no Wrangler, no CLI, no environment variables to configure manually. You click deploy, fill in a name, and it’s live. I’m going to make that the first thing people see. Thank you for saying this out loud.<\/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>This is a strong wedge. The bit I\u2019d be most careful with is treating \u201cnewer\u201d as automatically more correct when memories conflict. For writing\/product work especially, an old positioning decision might still be canonical while a recent one-off chat is just exploration.<\/p>\n<\/p>\n<p>A lightweight status layer could help a lot: canonical, draft, preference, deprecated, maybe source-linked. Then the model can say \u201cI found the current rule\u201d vs \u201cI found a past note that may be stale,\u201d instead of injecting both with the same confidence.<\/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\/@jim_jeffers\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jim_jeffers<\/a> Valid. Newer isn\u2019t always more correct. A positioning decision from six months ago can absolutely outrank a throwaway idea from yesterday. The current contradiction logic does lean on recency too heavily for that case.<\/p>\n<\/p>\n<p>The status layer you\u2019re describing (canonical, draft, deprecated) is exactly the right fix. It\u2019s on the roadmap but not shipped yet. The honest answer right now is that importance scoring and explicit pinning partially address it, but a first-class memory status field would close the gap properly. Adding this to the backlog with your framing\u2026 it\u2019s more precise than how we had it scoped.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>curious how it handles conflicting memories. if you store an architecture decision then change it a month later, does it override or accumulate? stale context injected confidently is probably worse than no context at all<\/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\">Great question! This is actually something I spent a lot of time on. <\/p>\n<p>Second Brain has automatic contradiction detection built in. When you store a new memory, it checks your existing memories for semantic conflicts using vector similarity and LLM judgment. If it finds a contradiction, the old entry is deleted and the new one is stored as canonical. So if you change an architecture decision, the old one doesn’t silently linger. <\/p>\n<p>You’re right that stale context injected confidently is worse than no context and that’s exactly why this was a priority build for me.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">CC A<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dobaduc\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dobaduc<\/a> appreciate you Duc! Are you building anything that deals with AI context or memory?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Quick update since launch. Here are a few things worth noting:<br \/>We shipped the Second Brain CLI today. If you use the terminal, you can now capture and recall memories without leaving it.<\/p>\n<pre><code>npm install -g second-brain-cf-cli<\/code><\/pre>\n<p>For those asking about integrations, Second Brain works with Claude, ChatGPT, Cursor, Windsurf, and any MCP-compatible client. There\u2019s also an Obsidian plugin in the community directory, a Chrome extension, iOS Shortcuts in the repo, and a web UI if you prefer managing everything visually.<\/p>\n<p>CLI, Obsidian, Chrome extension, iOS Shortcuts, MCP\u2026 same memory, every interface.<\/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>The product is good and very needed for those who want very personalised chats.<\/p>\n<\/p>\n<p>But even claude has a good context window not that big but decent<\/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\">@jay_gangwar Great point, and it’s a common misconception worth clarifying! Context window is what the AI can see in a single session. Second Brain is what carries over between sessions. When you close Claude and open it tomorrow, that context window is gone. Second Brain is what fills it back in with what actually matters\u2026 your decisions, your preferences, your project history. They work together, not against each other.<\/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>Nice one <a href=\"https:\/\/www.producthunt.com\/@rahilpirani\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"rahilpirani\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rahilpirani<\/a> !<\/p>\n<p>This can be run on-prem too?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@aiswarya_s Thank you! It runs on Cloudflare Workers so it’s not traditional on-prem, but since it deploys to your own Cloudflare account, your data never touches any third-party server. You own it completely. As close to on-prem as serverless gets!<\/div>\n<div class=\"comment-actions\">\n<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>persistent memory is the piece most AI tools are missing right now. you end up re-explaining context every session which kills the usefulness for anything beyond one-off tasks. curious how this handles conflicting memories when your thinking evolves over time \u2014 does it version or just overwrite?<\/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\">@ozandag Exactly the problem that made me build this. On conflicting memories it does both depending on how you handle it. The `update` tool lets you explicitly overwrite a memory in place when your thinking changes. <\/p>\n<p>But there’s also automatic contradiction detection: when you store something new, it checks existing memories for semantic conflicts and auto-resolves by replacing the old one with the new one as canonical. Full versioning history is on the roadmap but not there yet. For now it’s explicit update or automatic conflict resolution.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Does it work seamlessly with ChatGPT and Claude 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\/@nithin_raju1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nithin_raju1<\/a> Yes! Claude and ChatGPT both connect via MCP and pull from the same Second Brain memory layer. Store something in Claude, recall it in ChatGPT. Same context, same session history, across both. <\/p>\n<\/p>\n<p>That’s actually one of the core reasons I built it… your memory shouldn’t be locked to one tool.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 Product Hunt, I’m Rahil. I built Second Brain.<\/p>\n<p>I got tired of explaining myself to every AI tool during each session. A new Claude window is a blank slate. A new Cursor project doesn\u2019t know my stack. It adds up quickly.<\/p>\n<\/p>\n<p>Second Brain is a self-hosted memory layer that connects to Claude, ChatGPT, Cursor, and any MCP client. You store context once and recall it by meaning across any session. Everything lives in your own Cloudflare account, not on a third-party server. There’s a free tier, and you don’t need a subscription. You also get a web UI to browse and manage everything visually.<\/p>\n<\/p>\n<p><strong>What makes it different:<\/strong><\/p>\n<ul>\n<li>\n<p>It works with all your AI tools\u2014not tied to one app.<\/p>\n<\/li>\n<li>\n<p>It uses semantic recall, which finds memories by meaning instead of exact keywords.<\/p>\n<\/li>\n<li>\n<p>It\u2019s self-hosted, so your data stays in your own Cloudflare account.<\/p>\n<\/li>\n<li>\n<p>There\u2019s a free tier, so it costs nothing to run.<\/p>\n<\/li>\n<li>\n<p>The web interface lets you browse, search, and manage memories visually.<\/p>\n<\/li>\n<\/ul>\n<p>II\u2019m really curious: what context do you find yourself re-entering most? That has influenced my roadmap more than anything else.<\/p>\n<\/p>\n<p>Ask me anything. Big shout out to <a href=\"https:\/\/www.producthunt.com\/@fmerian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fmerian<\/a> for his support!<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Memory as a separate product (rather than a feature of one chat client) is the right bet. The interesting bit is conflict resolution: when Claude and Cursor have both updated the same project entry over the last day with different framings, what wins? Last-write, semantic merge, or surfaced to the user? That choice usually decides whether the layer feels like trust or like noise after a few weeks of use.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 memory problem is so underrated in AI tooling right now. you spend 20 minutes setting up context in a conversation and then it just… vanishes. self-hosted is the right call too, especially for teams dealing with proprietary code. how does it handle conflicting memories across different tools?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ozandag\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ozandag<\/a> Exactly right on the self-hosted point. Proprietary code should never be on someone else’s server.<\/p>\n<\/p>\n<p>On conflicting memories across tools: since all your AI tools write to the same memory layer, conflicts are caught at the time of writing, no matter which tool triggered the write. When a new memory arrives that contradicts an existing one, it is detected through semantic similarity and LLM judgment. The old entry is replaced, and its vector is removed. So, if Claude updates something you told Cursor last week, it resolves automatically instead of accumulating into contradictory 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>The between-session memory problem is real and this solves it well. The harder problem – at least for how I use AI – is within-session overflow. My conversations regularly hit 100K+ words before they die\/lag to unusble. The context window can’t hold it all anyway, so even within a single session I’m losing early context. What I actually want is a rolling summarizer that compresses as the thread grows – keeping the essential through-line while shedding weight. That plus persistent cross-session memory would be the full solution. This a great idea tho, one I really like!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@joe_rucker You\u2019ve described the problem precisely. Between-session memory is what Second Brain solves today. The within-session overflow problem\u2026 compressing a 100K word thread down to its essential through-line is issue #9 on our roadmap: Semantic Compression. Rolling summaries that shed weight while preserving the core narrative, then persisting those summaries across sessions so nothing is ever truly lost.<\/p>\n<p>You\u2019ve basically described the full vision. We\u2019re building it!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does duplicate detection handle near-duplicates or nuanced variations in context? I’ve found that tricky in my own memory tools.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@trydoff Great question. We use a three tier cosine similarity band in what we call Smart Merge. Anything above 0.95 is a true duplicate and merges automatically. The 0.85 to 0.95 band is the nuanced zone where an LLM decides: merge, append, or keep separate. Below 0.85 it stores as new context. Smart Merge handles most edge cases without being too aggressive about collapsing related but distinct memories.<\/div>\n<div class=\"comment-actions\">\n<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\">how it’s different than <a href=\"https:\/\/github.com\/rohitg00\/agentmemory\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/github.com\/rohitg00\/agen…<\/a><\/div>\n<div class=\"comment-actions\">\n<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\/@rohit_ghumare\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohit_ghumare<\/a> Great project, truly impressive work! <\/p>\n<\/p>\n<p>The main difference is infrastructure. Agentmemory, from what I see, runs a local server that you have to manage. <\/p>\n<\/p>\n<p>Second Brain deploys to Cloudflare Workers and runs entirely serverless. There is no process to handle, no Docker, and no Node runtime. Your data is stored in your own Cloudflare D1 and Vectorize. One-click deploy, free tier, it’s done. <\/p>\n<\/p>\n<p>There\u2019s a different tradeoff: Agentmemory offers more features, while Second Brain is easier to run and own.<\/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\">@rahilpirani is agent memory just for code?<\/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\">@health_rational Not at all\u2026 Second Brain works with any MCP-compatible client. Claude, ChatGPT, Cursor, Windsurf, whatever you use. It\u2019s general purpose memory, not tied to any specific workflow.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The ‘every conversation starts from zero’ problem is real \u2014 I waste so much time re-explaining project context to Claude Code every new session. Self-hosted is a big plus for me. Curious about the MCP integration \u2014 does it expose memory as a tool that the LLM can call dynamically, or is it more of a pre-prompt injection layer?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 forgetting problem is the actual bottleneck \u2014 not the quality of the model’s reasoning. We’ve been building AI agents at Tuple for 18 months and the single biggest drop in usefulness happens at session boundary. A tool that routes around that without requiring the user to manage a “context file” is directionally correct. The self-hosted angle matters more than it might seem for B2B adoption \u2014 our clients will not put proprietary deal flow or client strategy into a vendor’s cloud memory layer, full stop. Local or self-hosted is the only viable path there.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/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\/S6D5ZCV6OE5UPW\" class=\"app-title\">TabTasker<\/a><\/p>\n<div class=\"one-liner\">Zero servers. Total privacy. Your new favorite toolbox.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">207<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>TabTasker\u662f\u4e00\u6b3e\u5728\u6d4f\u89c8\u5668\u4e2d\u5b8c\u5168\u79bb\u7ebf\u8fd0\u884c\u7684\u514d\u8d39\u5de5\u5177\u96c6\uff0c\u8ba9\u4f60\u65e0\u9700\u4e0a\u4f20\u4efb\u4f55\u6587\u4ef6\u5373\u53ef\u5904\u7406PDF\u3001\u56fe\u7247\u3001\u97f3\u9891\u53ca50\u591a\u79cd\u65e5\u5e38\u4efb\u52a1\uff0c\u5f7b\u5e95\u89e3\u51b3\u5bf9\u6570\u636e\u9690\u79c1\u6cc4\u9732\u7684\u62c5\u5fe7\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c6755def-5d63-4adf-9f8a-f6d246121067.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9ffaa2aa-d466-4933-9b14-bd1aef38fdd0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6353dadc-2430-4f41-b1b7-0f44ca14e6f8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b19b99d1-17df-416d-b465-36d5f8f9a4f0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/328c3d5f-6e7c-4595-990a-ec58d1088d75.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\">Privacy<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u79bb\u7ebf\u5de5\u5177\u96c6<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u672c\u5730\u5904\u7406<\/span><br \/>\n <span class=\"tag\">PDF\u7f16\u8f91<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4fdd\u62a4<\/span><br \/>\n <span class=\"tag\">WebAssembly<\/span><br \/>\n <span class=\"tag\">ONNX Runtime<\/span><br \/>\n <span class=\"tag\">AI\u8f6c\u5f55<\/span><br \/>\n <span class=\"tag\">\u56fe\u7247\u5904\u7406<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u65e0\u670d\u52a1\u5668<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u8ba4\u53ef\u96f6\u4e0a\u4f20\u7684\u9690\u79c1\u8bbe\u8ba1\uff0c\u5c24\u5176\u8d5e\u8bb8\u65e0\u9700\u6ce8\u518c\u548c\u5b8c\u5168\u514d\u8d39\u3002\u6280\u672f\u7528\u6237\u5173\u6ce8WASM\u4e0eWhisper\u6a21\u578b\u7684\u5b9e\u9645\u8fd0\u884c\u6548\u7387\uff0c\u5e76\u5efa\u8bae\u5bf9\u201c\u96f6\u670d\u52a1\u5668\u201d\u58f0\u660e\u8fdb\u884c\u7f51\u7edc\u8bf7\u6c42\u5ba1\u8ba1\u3002\u5f00\u53d1\u8005\u56de\u5e94\u79f0\u53ef\u901a\u8fc7\u6d4f\u89c8\u5668Network tab\u81ea\u884c\u9a8c\u8bc1\uff0c\u5e76\u627f\u8ba4\u56e0\u65e0\u6cd5\u8ffd\u8e2a\u9519\u8bef\u800c\u4f9d\u8d56\u7528\u6237\u53cd\u9988\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n TabTasker\u7684\u201c\u96f6\u670d\u52a1\u5668\u201d\u5ba3\u8a00\u5728\u9690\u79c1\u7126\u8651\u8513\u5ef6\u7684\u5f53\u4e0b\u582a\u79f0\u7cbe\u51c6\u7684\u8425\u9500\u9776\u5411\uff0c\u4f46\u5176\u771f\u5b9e\u4ef7\u503c\u5e76\u975e\u5355\u7eaf\u7684\u6280\u672f\u98a0\u8986\uff0c\u800c\u662f\u5bf9\u7528\u6237\u5fc3\u7406\u8d26\u6237\u7684\u5de7\u5999\u5361\u4f4d\u3002\u5c06\u6240\u6709\u5904\u7406\u538b\u5728\u5ba2\u6237\u7aef\uff0c\u7528WebAssembly\u548cONNX Runtime\u786c\u625bFFmpeg\u4e0eWhisper\u7684\u8fd0\u7b97\u91cf\uff0c\u786e\u5b9e\u4f53\u73b0\u4e86\u5de5\u7a0b\u8bda\u610f\u2014\u2014\u5c24\u5176\u662f\u653e\u5f03Web Speech API\u4ee5\u4fdd\u5168\u201c\u6570\u636e\u4e0d\u51fa\u6807\u7b7e\u201d\u7684\u627f\u8bfa\uff0c\u8fd9\u4e00\u5200\u5207\u5f97\u679c\u65ad\u3002\u7136\u800c\uff0c\u5b83\u5e76\u672a\u771f\u6b63\u89e3\u51b3\u201c\u672c\u5730\u8ba1\u7b97\u201d\u4e0e\u201c\u4fbf\u5229\u6027\u201d\u7684\u53e4\u8001\u77db\u76fe\uff1a\u91cd\u5ea6\u7528\u6237\u5f88\u5feb\u4f1a\u53d1\u73b0\uff0c\u8f6c\u78014K\u89c6\u9891\u6216\u5904\u7406\u5927PDF\u65f6\uff0c\u98ce\u6247\u72c2\u8f6c\u7684\u7b14\u8bb0\u672c\u5e76\u4e0d\u6bd4\u4e91\u670d\u52a1\u66f4\u201c\u5feb\u201d\u3002\u8bc4\u8bba\u4e2d\u5de5\u7a0b\u5e08\u4eec\u8ffd\u95ee\u7684\u201cWASM\u4f53\u91cf\u4e0e\u5185\u5b58\u9650\u5236\u201d\u6b63\u662f\u5176\u9690\u75db\u2014\u2014\u8fd9\u4e2a\u5de5\u5177\u7bb1\u5728\u5c55\u793a\u5b9e\u529b\u7684\u540c\u65f6\uff0c\u4e5f\u66b4\u9732\u4e86\u6d4f\u89c8\u5668\u6c99\u76d2\u7684\u7269\u7406\u8fb9\u754c\u3002\u66f4\u7280\u5229\u7684\u89c2\u5bdf\u5728\u4e8e\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u6697\u793a\u4e86\u4ea7\u54c1\u4e0a\u9650\uff1a\u65e2\u7136\u6ca1\u6709\u670d\u52a1\u5668\u8d26\u5355\uff0c\u90a3\u4e48\u76c8\u5229\u70b9\u4f55\u5728\uff1f\u82e5\u4f9d\u8d56\u6350\u8d60\u6216\u672a\u6765\u529f\u80fd\u6536\u8d39\uff0c\u5219\u53ef\u80fd\u91cd\u8e48\u201c\u9690\u79c1\u6362\u4fbf\u5229\u201d\u9677\u9631\uff1b\u82e5\u575a\u6301\u5b8c\u5168\u514d\u8d39\uff0c\u5219\u7f3a\u4e4f\u6301\u7eed\u8fed\u4ee3\u7684\u52a8\u529b\u3002\u800c\u5bf9\u201c\u96f6\u670d\u52a1\u5668\u201d\u7684\u5ba1\u8ba1\u63d0\u95ee\uff0c\u6070\u597d\u6233\u4e2d\u8f6f\u808b\u2014\u2014\u5373\u4f7f\u6ca1\u6709\u540e\u7aef\uff0c\u524d\u7aef\u4f9d\u8d56\u7684\u7b2c\u4e09\u65b9CDN\u3001\u914d\u7f6e\u7684Service Worker\uff0c\u751a\u81f3GitHub Pages\u7684\u65e5\u5fd7\uff0c\u90fd\u53ef\u80fd\u9020\u6210\u6570\u636e\u201c\u4fa7\u6f0f\u201d\u3002TabTasker\u5f53\u4e0b\u662f\u6781\u4f73\u7684\u7b7e\u540d\u6863\u4ea7\u54c1\uff1a\u521b\u59cb\u4eba\u5c55\u793a\u6280\u672f\u5ba1\u7f8e\uff0c\u4e2a\u4eba\u7528\u6237\u5b89\u653e\u654f\u611f\u6587\u4ef6\u3002\u4f46\u8981\u6210\u4e3a\u201c\u751f\u4ea7\u5de5\u5177\u201d\uff0c\u5b83\u4ecd\u9700\u8bc1\u660e\u81ea\u5df1\u4e0d\u662f\u6d4f\u89c8\u5668\u91cc\u90a3\u4e2a\u4f18\u96c5\u7684\u79bb\u7ebf\u5b64\u5c9b\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\">TabTasker<\/span>\n <\/div>\n<div class=\"comment-content\">A free web toolbox running 100% offline in your browser. We built TabTasker so you can edit PDFs, process images, transcribe audio, and access 50+ utilities without uploading a single file. Lastly, it is free to use.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Product Hunt \ud83d\udc4b<\/p>\n<p>We are building TabTasker because we got tired of the same old problem. Every time I needed to format some JSON, convert a file, or run a quick AI prompt, I had to paste my data into a random website. It always felt a bit sketchy wondering where that information was actually going.<\/p>\n<p>So, we decided to build a toolbox that completely respects your privacy.<\/p>\n<p>TabTasker runs 100% locally right inside your browser. By using WebAssembly and ONNX Runtime Web, all the processing happens directly on your own machine.<\/p>\n<p>What this means for your daily workflow:<\/p>\n<p>Zero uploads: Your files, code, and text stay on your device.<br \/>Instant speed: You get immediate results because there is no waiting on server traffic or queues.<br \/>Absolute privacy: Nothing is saved on our end, and your data is never sent away.<\/p>\n<\/p>\n<p>TabTasker runs entirely on your own device, we don\u2019t have massive server bills. That means we can keep this toolbox 100% free with no paywalls or sign-ups.<\/p>\n<p>It is just a simple, honest digital workbench for the tasks you do every day. For your sensitive documents of photos, TabTasker is ready to support you with ultimate privacy.<\/p>\n<\/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> Most web tools that process your files \u2014 PDFs, images, audio \u2014 are sending those files to a server you don’t control, even if the UI feels local. TabTasker’s bet is different: WebAssembly and in-browser AI models (Whisper, BLIP, DistilBART) doing the actual processing inside your browser tab, zero server contact. For anyone handling pitch decks, contracts, or anything sensitive that they’d normally hesitate before uploading to Smallpdf, that architecture matters. For pre-seed founders who deal with confidential documents daily, this is the kind of tool that belongs in the stack quietly. Added TabTasker to SoftRankings under the pre-seed productivity stack for that reason. <a href=\"https:\/\/www.producthunt.com\/@caglar_su\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"caglar_su\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@caglar_su<\/a> \u2014 which tool in the collection was the hardest to get running fully client-side?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@caglar_su\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@caglar_su<\/a> Privacy is becoming a product feature again. Congrats on the launch! I like that TabTasker runs 100% offline in the browser, especially for PDFs, images, audio, and other files people don\u2019t always want to upload somewhere. Curious how you think about the tradeoff between local-first privacy and the convenience users expect from cloud tools.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@caglar_su\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@caglar_su<\/a> “Every time I needed to format some JSON, […] I had to paste my data into a random website.” – hahaha, literally story of my life. Sounds like an amazing thing!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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, there’s no need to share my data anymore.<\/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\/@jannnnn\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jannnnn<\/a> Absolutely, that\u2019s exactly the idea. You shouldn\u2019t have to share your data with multiple random tools just to get simple tasks done. Keeping everything in one trusted toolbox makes the workflow much safer and easier.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Running FFmpeg and transcription models entirely in the browser via WebAssembly is the real engineering lift here. Most tools skip client-side processing because WASM bundle sizes and memory limits are genuinely painful. We’ve hit similar tradeoffs handling sensitive data in AI pipelines where even transient server hops create compliance headaches. Is the transcription using a WASM-compiled Whisper variant, or native browser speech APIs where available?<\/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\/@anand_thakkar1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anand_thakkar1<\/a> Hey Anand, great question.<\/p>\n<\/p>\n<p>Transcription runs Whisper (whisper-tiny) compiled to ONNX, executed in-browser via Transformers.js on ONNX Runtime Web. It uses WebGPU when available (fp16) and falls back to WASM automatically. Not the native Web Speech API, since that streams audio to vendor servers on some browsers and breaks the “nothing leaves your tab” promise.<\/p>\n<\/p>\n<p>On FFmpeg, we actually pulled ffmpeg.wasm out for exactly the reasons you mentioned. <\/p>\n<\/p>\n<p>Net result: no backend, no server hop, audio never makes a network trip. The trust boundary is the browser tab.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@caglar_su\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"caglar_su\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@caglar_su<\/a> <a href=\"https:\/\/www.producthunt.com\/@mfethio\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"mfethio\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mfethio<\/a> <a href=\"https:\/\/www.producthunt.com\/@acanturgut\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"acanturgut\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@acanturgut<\/a> I like the privacy-first angle here. A lot of productivity tools become less useful when people hesitate to put real work into them, so keeping things local and lightweight can actually make the workflow more practical.<\/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\/@alpertayfurr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alpertayfurr<\/a> Thank you for your kind comment. We completely agree with you.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This looks like a great productivity tool \ud83d\ude80<\/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\/@nithin_raju1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nithin_raju1<\/a> Thank you for your kind comment.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Which tools get used the most so far, is it mainly PDF editing or the image converters?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Hi, <a href=\"https:\/\/www.producthunt.com\/@thamibenjelloun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thamibenjelloun<\/a> <\/p>\n<\/p>\n<p>From what we can tell, the PDF to podcast, PDF editor, Image background remover and Local LLM are definitely the crowd favorites right now. Because everything runs strictly locally on your device for privacy, we actually can’t see any deep usage details, and honestly, we are totally thrilled about that \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>The zero-upload model is the right call for this category. We ran into serious friction getting Tuple’s SMB clients to adopt any tool that required cloud access to their files \u2014 IT approval cycles alone killed two POCs. The instinct to keep processing local is exactly what removes that blocker. One thing worth testing: the use case that tends to unlock stickier retention for productivity tools like this is the “I just saved myself from a real mistake” moment, not the “this is convenient” moment. If you can instrument which utilities trigger that feeling, you’ll know exactly which to lead with in copy.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Offline-first toolbox in the browser is a genuinely useful pitch, especially for anyone working with anything they don’t want sitting on someone else’s servers. Two things I’d want to know before recommending it to teammates: which of the 50+ utilities actually run fully in WASM vs. just hit a local endpoint, and what the audio-transcribe model size looks like at runtime. The honest answer to both probably decides whether this is a desktop replacement or a clever side 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>the ‘zero servers’ claim is the one i’d want verified independently before trusting sensitive files to it. not saying it’s not true, just that a lot of tools make this claim and then have analytics, error logging, or feature flagging that phones home without being obvious about it. have you had anyone audit the network requests during a typical session or is there a technical writeup somewhere about what actually stays local<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ansari_adin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ansari_adin<\/a> Hi Ansari,<\/p>\n<\/p>\n<p>Thank you for asking this. It is a really valid question.<\/p>\n<\/p>\n<p>You do not just have to take our word for it when we say TabTasker is offline and private. It is actually very easy to verify it yourself. If you open the site and check the Network tab in your browser’s Inspect tool, you will see exactly what is happening. There is no communication with outside servers while you work (it only downloads the related tool if required), and we do not even have a backend to leak data to.<\/p>\n<\/p>\n<p>We tested it ourselves multiple times. Every single tool is just a static page running directly on your device. You might notice Local JS Service Workers in the Network tab, but those run entirely inside your browser. Ultimately, the very best verification is just testing it out on your own machine.<\/p>\n<\/p>\n<p>The trade-off for this strict privacy is that we have absolutely no way to track errors or see if something fails on your end. Because we cannot monitor bugs automatically, we put a feedback button on every page. We are completely relying on the community to let us know if they run into any unexpected issues.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">#5<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/S663NU4CVUKEEA\" class=\"app-title\">Marqly 5.0<\/a><\/p>\n<div class=\"one-liner\">Your AI-powered bookmark manager<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">169<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Marqly 5.0 \u662f\u4e00\u6b3e\u5229\u7528AI\u81ea\u52a8\u4e3a\u6536\u85cf\u94fe\u63a5\u6253\u6807\u7b7e\u3001\u5206\u7c7b\u5e76\u652f\u6301\u8bed\u4e49\u641c\u7d22\u7684\u667a\u80fd\u4e66\u7b7e\u7ba1\u7406\u5668\uff0c\u89e3\u51b3\u7528\u6237\u5728\u6d77\u91cf\u4e66\u7b7e\u4e2d\u5feb\u901f\u68c0\u7d22\u548c\u590d\u7528\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5c662ea4-e18b-40dc-a2c6-694926321f13.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9816b92f-5b28-4cc7-91cd-5cb04232673d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2bfdb7d4-e6a2-49db-8ed7-49f554a1e60a.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\">SaaS<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4e66\u7b7e\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u8bed\u4e49\u641c\u7d22<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u6807\u7b7e<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u6458\u8981<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u67e5\u8be2<\/span><br \/>\n <span class=\"tag\">\u8de8\u5e73\u53f0\u540c\u6b65<\/span><br \/>\n <span class=\"tag\">\u79bb\u7ebf\u8bbf\u95ee<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u5e93\u6784\u5efa<\/span><br \/>\n <span class=\"tag\">\u4fe1\u606f\u68c0\u7d22<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u6269\u5c55<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u4e3a\u4e66\u7b7e\u7ba1\u7406\u7684\u75db\u70b9\u662f\u201c\u68c0\u7d22\u800c\u975e\u4fdd\u5b58\u201d\uff0c\u62c5\u5fc3\u6570\u5343\u6761\u4e66\u7b7e\u4f1a\u53d8\u6210\u201c\u5893\u7891\u201d\u3002\u7528\u6237\u5173\u6ce8AI\u5982\u4f55\u5e94\u5bf9\u8ba4\u8bc1\u9875\u9762\u6216JS\u6e32\u67d3\u9875\u9762\u7684\u5185\u5bb9\u6293\u53d6\u95ee\u9898\uff0c\u5b98\u65b9\u56de\u5e94\u4f1a\u964d\u7ea7\u4f7f\u7528URL\u548c\u5143\u6570\u636e\u4fe1\u53f7\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 Marqly 5.0 \u7684\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u5c06\u4e66\u7b7e\u7ba1\u7406\u4ece\u201c\u5b58\u50a8\u884c\u4e3a\u201d\u5347\u7ea7\u4e3a\u201c\u68c0\u7d22\u884c\u4e3a\u201d\u3002\u5b83\u806a\u660e\u5730\u907f\u5f00\u4e86\u4f20\u7edf\u5de5\u5177\u6bd4\u62fc\u201c\u6536\u85cf\u901f\u5ea6\u201d\u7684\u8bef\u533a\uff0c\u7784\u51c6\u4e86\u7528\u6237\u516b\u4e2a\u6708\u540e\u9762\u5bf9\u4e24\u5343\u6761\u94fe\u63a5\u65f6\u7684\u771f\u5b9e\u7126\u8651\u3002\u4ea7\u54c1\u8bed\u4e49\u641c\u7d22\u548c\u81ea\u52a8\u6807\u7b7e\u7684\u8bbe\u8ba1\uff0c\u7cbe\u51c6\u51fb\u4e2d\u4e86\u4eba\u7c7b\u601d\u7ef4\u6a21\u5f0f\uff08\u81ea\u7136\u8bed\u8a00\uff09\u4e0e\u6570\u636e\u7ec4\u7ec7\u6a21\u5f0f\uff08\u6587\u4ef6\u5939\/\u6807\u7b7e\uff09\u4e4b\u95f4\u7684\u5272\u88c2\u2014\u2014\u7528\u6237\u672c\u6765\u5c31\u4e0d\u4f1a\u8bb0\u4f4f\u81ea\u5df1\u5f53\u65f6\u653e\u5728\u4e86\u54ea\u4e2a\u6587\u4ef6\u5939\uff0c\u53ea\u4f1a\u8bb0\u5f97\u201c\u597d\u50cf\u770b\u8fc7\u4e00\u7bc7\u8bb2XX\u7684\u6587\u7ae0\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u8bc4\u8bba\u4e2d\u4e00\u4f4d\u6280\u672f\u7528\u6237\u7684\u63d0\u95ee\u503c\u5f97\u6df1\u601d\uff1a\u5bf9\u4e8e\u88ab\u8ba4\u8bc1\u5899\u6216JS\u6e32\u67d3\u9875\u9762\u201c\u9501\u4f4f\u201d\u7684\u94fe\u63a5\uff0cAI\u6807\u7b7e\u529f\u80fd\u662f\u5426\u5f62\u540c\u865a\u8bbe\uff1f\u5b98\u65b9\u627f\u8ba4\u4f1a\u964d\u7ea7\u4f7f\u7528URL\u3001\u6807\u9898\u7b49\u6709\u9650\u4fe1\u53f7\uff0c\u8fd9\u6070\u6070\u66b4\u9732\u4e86AI\u4e66\u7b7e\u7ba1\u7406\u7684\u963f\u5580\u7409\u65af\u4e4b\u8e35\uff1a\u5f53\u5185\u5bb9\u4e0d\u53ef\u89c1\u65f6\uff0cAI\u7684\u201c\u667a\u80fd\u201d\u5c31\u9000\u5316\u4e3a\u5173\u952e\u8bcd\u5339\u914d\u3002\u8fd9\u610f\u5473\u7740Marqly\u5728\u79c1\u6709\u5316\u3001\u52a8\u6001\u5316\u5185\u5bb9\u9762\u524d\uff0c\u53ef\u80fd\u4e0e\u5176\u4ed6\u7ade\u54c1\u4e00\u6837\u9677\u5165\u201c\u51c6\u786e\u7387\u6298\u6263\u201d\u7684\u7a98\u5883\u3002\u4ea7\u54c1\u76ee\u524d\u66f4\u591a\u89e3\u51b3\u4e86\u201c\u8de8\u6d4f\u89c8\u5668\u3001\u8de8\u8bbe\u5907\u201d\u7684\u7269\u7406\u5b58\u50a8\u6563\u4e71\u95ee\u9898\uff0c\u4f46\u5728\u89e3\u51b3\u201c\u8de8\u4fe1\u606f\u5899\u201d\u7684\u975e\u7269\u7406\u95ee\u9898\u4e0a\uff0c\u8fd8\u9700\u8981\u66f4\u6fc0\u8fdb\u7684\u65b9\u6848\uff08\u5982\u955c\u50cf\u7f13\u5b58\u3001\u7528\u6237\u4e3b\u52a8\u8865\u5145\u5185\u5bb9\uff09\u3002\u603b\u4f53\u6765\u8bf4\uff0c\u5b83\u5728\u201c\u6574\u7406\u201d\u73af\u8282\u505a\u5f97\u5f88\u68d2\uff0c\u4f46\u5728\u201c\u8bfb\u53d6\u201d\u73af\u8282\u7684\u5e95\u5c42\u58c1\u5792\u4ecd\u672a\u7a81\u7834\u3002\u5982\u679c\u672a\u6765\u80fd\u6253\u901a\u9605\u8bfb\u5668\u6a21\u5f0f\u4e0e\u8ba2\u9605\u6e90\u7684\u4e8c\u6b21\u52a0\u5de5\uff0c\u5c06\u66f4\u6709\u5e0c\u671b\u4ece\u201c\u4e66\u7b7e\u52a9\u624b\u201d\u8fdb\u5316\u4e3a\u201c\u5916\u8111\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\">Marqly 5.0<\/span>\n <\/div>\n<div class=\"comment-content\">Marqly is an AI-powered bookmark manager that automatically organizes your saved links using intelligent tagging, categorization, and semantic search. Save articles, videos, docs, and websites from any device, then find them instantly using natural language instead of folders and manual sorting. With AI summaries, reader mode, cross-platform sync, offline access, and smart organization, Marqly helps you build a searchable knowledge library without the maintenance.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \ud83d\udc4b<\/p>\n<p>Kim here. <\/p>\n<p>Like many people, I had thousands of bookmarks spread across browsers, devices, notes apps, and random folders. The biggest problem wasn’t saving information. It was finding it again months later.<\/p>\n<p>Most bookmark managers still rely on manual folders and tagging. We wanted to build something different.<\/p>\n<p>Marqly 5.0 uses AI to automatically understand, organize, tag, summarize, and make your saved content searchable. Instead of remembering where you saved something, you can simply search using natural language and let Marqly find it for you.<\/p>\n<p>Over the past year we’ve rebuilt large parts of the product, including AI-powered organization, semantic search, content understanding, summaries, improved browser extensions, offline support, and a much faster search experience.<\/p>\n<p>We’re still early and would genuinely love your feedback.<\/p>\n<p>What is your biggest frustration with bookmarks today?<\/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\/@marqly\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marqly<\/a> Congrats! Bookmark managers tend to win or lose on retrieval, not on capture. Capture is solved by the browser. The question Marqly’s positioning needs to answer is what happens 8 months in when I have 2k saved items: do I get my way back to the right highlight in 5 seconds, or does it become another graveyard tab? That’s the gap most of this category falls into.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hehe it’s super cool! My bookmarks are going out of control so It’s absolutely needed! I’m sure many founders like me gonna be more than happy with this! Wish you all the best<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@german_merlo1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@german_merlo1<\/a> Thank you! \ud83d\ude04 That’s exactly why we built it. At some point bookmarks stop being organized and start becoming a graveyard of links. Hopefully Marqly helps with that. Really appreciate the support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Anyone switched from traditional bookmark managers?<\/p>\n<h3><\/h3>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@nithin_raju1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nithin_raju1<\/a> Yep. Most bookmark managers eventually become storage closets. People save thousands of links and rarely find them again. Marqly focuses on helping you actually retrieve and use what you save, with AI organization and search doing most of the heavy lifting.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Semantic search over saved links is the right call. Natural language queries are actually how people think about their saved content, not folder paths. We’ve built similar auto-classification pipelines and the gnarly part is always content behind auth walls or JS-rendered pages. How does the AI tagging handle bookmarks where the actual page content isn’t accessible at save time? Does it fall back to URL and title signals only?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@anand_thakkar1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anand_thakkar1<\/a> Exactly. When content is accessible, we use the page content for much richer tagging and search. If it’s behind an auth wall, heavily JS-rendered, or otherwise unavailable at save time, we gracefully fall back to signals like the URL, title, metadata, domain, and any available context. Not perfect, but usually enough to classify the bookmark reasonably well until more content becomes available later.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/ADVROJUYQ6XJHX\" class=\"app-title\">Web Clipper for NotebookLM<\/a><\/p>\n<div class=\"one-liner\">Your ultimate NotebookLM’s Chrome Extension<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">131<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Web Clipper for NotebookLM\u662f\u4e00\u6b3eChrome\u6269\u5c55\uff0c\u901a\u8fc7\u4e00\u952e\u526a\u85cf\u7f51\u9875\u3001PDF\u3001YouTube\u89c6\u9891\/\u9891\u9053\/\u64ad\u653e\u5217\u8868\u3001Reddit\u7ebf\u7a0b\u3001AI\u5bf9\u8bdd\u7b49\u5185\u5bb9\u5230NotebookLM\uff0c\u5e76\u652f\u6301\u5c06\u7b14\u8bb0\u4e2d\u7684\u95ea\u5361\u3001\u601d\u7ef4\u5bfc\u56fe\u3001\u62a5\u544a\u3001\u804a\u5929\u8bb0\u5f55\u5bfc\u51fa\u5230Anki\u3001Obsidian\u3001Word\/PDF\/Markdown\u7b49\u5916\u90e8\u5de5\u5177\uff0c\u89e3\u51b3\u7528\u6237\u624b\u52a8\u590d\u5236\u7c98\u8d34URL\u7684\u7e41\u7410\u75db\u70b9\u548cNotebookLM\u6570\u636e\u201c\u56f0\u5728\u5185\u90e8\u201d\u65e0\u6cd5\u81ea\u7531\u6d41\u8f6c\u7684\u77ed\u677f\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/99b9d9ec-4ac0-4b15-a6d6-3f77e38eae1b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/44618c9a-ecf6-407d-a647-cf293044bdca.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d38f51b5-0501-44cc-bafa-91d9cd19e701.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2e3cb1ad-2eab-4791-848f-23b18cde4fe5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6b442423-c7f7-40b4-9b49-2a93f41a5abe.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\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Online Learning<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Chrome\u6269\u5c55<\/span><br \/>\n <span class=\"tag\">NotebookLM\u589e\u5f3a<\/span><br \/>\n <span class=\"tag\">\u7f51\u9875\u526a\u85cf<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u5bfc\u51fa<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u7814\u7a76\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">AI\u7b14\u8bb0<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u540c\u6b65<\/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\u8be5\u63d2\u4ef6\u89e3\u51b3\u4e86NotebookLM\u201c\u6570\u636e\u5b64\u5c9b\u201d\u95ee\u9898\uff0c\u5c24\u5176\u770b\u91cd\u5bfc\u51fa\u5230Obsidian\u548cAnki\u7684\u529f\u80fd\u3002\u6838\u5fc3\u53cd\u9988\uff1a\u4e00\u662f\u5f53\u526a\u85cf\u6570\u767e\u4e2a\u89c6\u9891\u7684\u957f\u9891\u9053\u65f6\uff0c\u7528\u6237\u5e94\u80fd\u9009\u62e9\u89c6\u9891\u800c\u975e\u9759\u9ed8\u8017\u5c3d\u914d\u989d\uff1b\u4e8c\u662f\u5e0c\u671b\u5bfc\u51fa\u5185\u5bb9\u80fd\u6807\u6ce8\u6e90\u6587\u4ef6\u7684\u540c\u6b65\u65b0\u9c9c\u5ea6\uff08\u5982\u5b9e\u65f6\u540c\u6b65\/\u4e00\u6b21\u5bfc\u5165\/\u5931\u8d25\uff09\u4ee5\u63d0\u5347\u53ef\u4fe1\u5ea6\u3002\u53e6\u6709\u7528\u6237\u5173\u5fc3Reddit\u526a\u85cf\u662f\u5426\u5408\u89c4\uff08API\u8c03\u7528\u53ca\u9650\u6d41\uff09\uff0c\u5f00\u53d1\u8005\u56de\u5e94\u4f7f\u7528\u516c\u5f00API\u4e14\u9075\u5b88\u9650\u6d41\uff0c\u975e\u5927\u89c4\u6a21\u722c\u53d6\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 Web Clipper for NotebookLM\u7684\u8d70\u7ea2\uff0c\u672c\u8d28\u4e0a\u662fAI\u7b14\u8bb0\u5de5\u5177\u751f\u6001\u201c\u5f00\u653e\u6027\u201d\u7f3a\u5931\u7684\u5fc5\u7136\u7ed3\u679c\u3002NotebookLM\u867d\u7136\u51ed\u501f\u5927\u6a21\u578b\u7684\u7406\u89e3\u80fd\u529b\u5728\u4fe1\u606f\u6574\u7406\u4e0a\u8868\u73b0\u60ca\u8273\uff0c\u4f46\u5176\u5c01\u95ed\u7684\u4ea7\u54c1\u5f62\u6001\u2014\u2014\u6570\u636e\u65e0\u6cd5\u6279\u91cf\u590d\u5236\u3001\u65e0\u6cd5\u5bfc\u51fa\u3001\u65e0\u6cd5\u540c\u6b65\u2014\u2014\u5b9e\u9645\u4e0a\u628a\u7528\u6237\u53d8\u6210\u4e86\u201c\u6570\u636e\u4f43\u519c\u201d\u3002\u8fd9\u6b3e\u63d2\u4ef6\u505a\u7684\uff0c\u6070\u6070\u662f\u7528\u6700\u8f7b\u91cf\u7684\u65b9\u5f0f\uff0c\u5e2e\u7528\u6237\u628a\u88ab\u56f0\u5728NotebookLM\u6570\u5b57\u56f4\u5899\u91cc\u7684\u8d44\u4ea7\u642c\u8fd0\u51fa\u53bb\uff0c\u540c\u65f6\u628a\u5916\u90e8\u7684\u6d77\u91cf\u5185\u5bb9\u9ad8\u6548\u5730\u6254\u8fdb\u6765\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u4ea7\u54c1\u7b56\u7565\u770b\uff0c\u5176\u4ef7\u503c\u5e76\u975e\u5355\u7eaf\u201c\u526a\u85cf\u201d\uff0c\u800c\u5728\u4e8e\u6253\u901a\u4e86\u4e24\u4e2a\u5173\u952e\u65ad\u70b9\uff1a\u4e00\u662f\u201c\u8f93\u5165\u6548\u7387\u201d\u2014\u2014\u4ece\u9010\u6761\u7c98\u8d34URL\u5347\u7ea7\u4e3a\u9891\u9053\/\u64ad\u653e\u5217\u8868\u6279\u91cf\u5bfc\u5165\u3001AI\u5bf9\u8bdd\u4e00\u952e\u62fe\u53d6\uff0c\u5927\u5e45\u964d\u4f4e\u4e86\u7d20\u6750\u641c\u96c6\u7684\u6469\u64e6\uff1b\u4e8c\u662f\u201c\u8f93\u51fa\u81ea\u7531\u201d\u2014\u2014\u901a\u8fc7Anki\u3001Obsidian\u7b49\u6210\u719f\u5de5\u5177\u7684\u5bfc\u51fa\uff0c\u5c06NotebookLM\u7684\u4e34\u65f6\u7814\u7a76\u4ea7\u51fa\u8f6c\u5316\u4e3a\u53ef\u957f\u671f\u79ef\u7d2f\u7684\u7ec8\u8eab\u77e5\u8bc6\u5e93\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e0d\u8fc7\uff0c\u98ce\u9669\u4e5f\u4e0d\u5bb9\u5ffd\u89c6\u3002\u4f9d\u8d56Reddit\u516c\u5f00API\u7684\u526a\u85cf\u65b9\u5f0f\u53ef\u6301\u7eed\u6027\u5b58\u7591\uff0c\u4e00\u65e6Reddit\u6536\u7d27\u653f\u7b56\uff0c\u529f\u80fd\u53ef\u80fd\u968f\u65f6\u5931\u6548\u3002\u6b64\u5916\uff0c\u89c6\u9891\u6279\u91cf\u8f6c\u5f55\u4f1a\u5feb\u901f\u6d88\u8017NotebookLM\u7684\u914d\u989d\uff0c\u7528\u6237\u53cd\u9988\u4e2d\u5df2\u6709\u4eba\u62c5\u5fe7\u201c\u65e0\u58f0\u8017\u5149\u989d\u5ea6\u201d\u2014\u2014\u5982\u679c\u63d2\u4ef6\u4e0d\u4e3b\u52a8\u63d0\u793a\u548c\u9650\u5236\uff0c\u53cd\u800c\u53ef\u80fd\u6210\u4e3a\u7528\u6237\u7684\u53cd\u5411\u75db\u70b9\u3002\u66f4\u5173\u952e\u7684\u662f\uff0cGoogle\u6b63\u5728\u63a8\u8fdbDrive\u539f\u751f\u540c\u6b65\uff0c\u4e00\u65e6NotebookLM\u81ea\u8eab\u8865\u9f50\u5bfc\u51fa\u548c\u590d\u5236\u529f\u80fd\uff0c\u8be5\u63d2\u4ef660%\u4ee5\u4e0a\u7684\u6838\u5fc3\u4ef7\u503c\u5c06\u77ac\u95f4\u5f52\u96f6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6240\u4ee5\uff0c\u76ee\u524d\u7684\u53e3\u53f7\u662f\u201cthe extension grows into a layer that genuinely extends NotebookLM\u201d\uff0c\u4f46\u771f\u76f8\u662f\uff1a\u8fd9\u4e2a\u201clayer\u201d\u7684\u751f\u5b58\u5468\u671f\uff0c\u5b8c\u5168\u53d6\u51b3\u4e8eGoogle\u7684\u4e0a\u5c42\u51b3\u7b56\u3002\u77ed\u671f\u770b\u662f\u8d81\u865a\u800c\u5165\u7684\u8865\u4f4d\u4ea7\u54c1\uff0c\u957f\u671f\u770b\u5219\u662f\u4e00\u573a\u4e0e\u5e73\u53f0\u8d5b\u8dd1\u7684\u8d4c\u535a\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\">Web Clipper for NotebookLM<\/span>\n <\/div>\n<div class=\"comment-content\">NotebookLM, supercharged from both ends. \u2022 Clip in: one click saves any web page, PDF, AI chat, Reddit thread, tweet or a YouTube video, channel, or playlist (cherry-pick which videos to include). \u2022 Export out: NotebookLM’s flashcards to Anki, mind maps to Obsidian, reports to Word\/PDF, full chats to Markdown. \u2022 Stay in sync: Google Drive sources auto-refresh in the background. \u2022 UI blends in like Google built it.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b I’m St\u00e9phane, maker of <strong>Web Clipper for NotebookLM<\/strong>.<\/p>\n<\/p>\n<p>This started from a dumb, repetitive pain: I kept wanting to drop YouTube videos and web pages into NotebookLM to study them \u2014 and there was no clean way. I was copy-pasting URLs, losing transcripts, doing it one source at a time.<\/p>\n<\/p>\n<p>There were a few existing tools, and I tried them. But they felt intrusive, a bit rough around the edges, and never quite did what I needed. So I decided to build the one I wanted to use.<\/p>\n<\/p>\n<p>It began as a simple one-click clipper: hit the button on any page \u2014 a YouTube video, an article, a Reddit thread, even a ChatGPT or Claude conversation \u2014 and it lands in NotebookLM as a clean source, ready to query. But the more I lived in NotebookLM, the more small gaps I kept hitting. So over time the extension grew into a layer that genuinely <strong><em>extends<\/em><\/strong> NotebookLM with the things it can’t do on its own:<\/p>\n<\/p>\n<ul>\n<li>\n<p><strong>Duplicate an entire notebook<\/strong> in one click (NotebookLM has no copy) \u2014 Drive sources stay live-synced, the rest get re-imported automatically<\/p>\n<\/li>\n<li>\n<p><strong>Bulk-import a whole YouTube channel or playlist<\/strong>, skipping videos you already have<\/p>\n<\/li>\n<li>\n<p><strong>Bulk-delete sources<\/strong> instead of removing them one at a time<\/p>\n<\/li>\n<li>\n<p><strong>Export what NotebookLM<\/strong> <strong>traps inside it<\/strong> \u2014 flashcards to Anki, mind maps to Obsidian, chats to Markdown\/PDF with citations intact, reports to Word<\/p>\n<\/li>\n<li>\n<p><strong>Keep Google Drive sources auto-synced<\/strong> so your notebook never goes stale<\/p>\n<p>It’s free at the exception of a few Pro features, works on basically any page (not just a fixed list of sites), and a few months in it’s already used by 25,000+ people around the world \u2014 which still slightly blows my mind.<\/p>\n<p>I’ll be in the comments all day. The thing I’d genuinely love to know: <strong>what’s the one thing you wish NotebookLM did that it doesn’t?<\/strong> That’s usually where the next feature comes from. \ud83d\ude4f<\/p>\n<\/li>\n<\/ul>\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>This is exactly what the NotebookLM ecosystem needed! \ud83d\ude80<\/p>\n<p>I\u2019ve been using NotebookLM for a while, and the “URL copy-pasting” friction was real\u2014it definitely breaks the research flow. What I love about this Web Clipper is that it doesn’t just “clip”; the ability to export to Obsidian and Anki makes it a complete productivity powerhouse.<\/p>\n<p>Solving a “repetitive pain” is where the best tools are born. Great job on the launch, St\u00e9phane! Upvoted! \u2b06\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@stephane_turquay\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@stephane_turquay<\/a> Clip-in plus export-out is the right shape for NotebookLM, the default flow leaves you stranded once you want the output anywhere else. One question, when you clip a long YouTube channel with say 200 videos, do you let the user pick before transcripts run or do all of them silently chew through the NotebookLM quota?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 export-out side is just as interesting as the clip-in side. NotebookLM is great until the useful thing gets trapped in the notebook.<\/p>\n<\/p>\n<p>One thing I\u2019d love to see clearly surfaced: freshness\/source state on synced Drive sources and exported artifacts. If a report or chat export includes citations, it would be useful to know whether the underlying source was live-synced today, imported once, or failed to refresh. That little trust signal matters a lot when people reuse research in docs, decks, or study material.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thank you<a href=\"https:\/\/www.producthunt.com\/@jim_jeffers\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jim_jeffers<\/a>! That’s a great feedback!<\/p>\n<\/p>\n<p>Google is currently rolling out an update so that Google Drive files will be automatically sync’d with NotebookLM therefore, there should be always up to date.<\/p>\n<p>It’s unclear at the moment to say if they will provide additional information on the freshness of the files. However if they do provide the last sync date, it’s a great idea to mention it in exports as you suggested.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Reddit thread clipping is interesting but Reddit’s relationship with scrapers and extensions has gotten complicated since the API changes. are you pulling the thread content directly from the page DOM or going through the API and if it’s the API how are you handling rate limits for users who clip a lot. asking because i’ve seen a few Reddit clipping tools quietly break or get their API access revoked and it’s usually not obvious to users until suddenly nothing works<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ansari_adin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ansari_adin<\/a> We are using the Reddit’s public API and are careful with respecting the rate limits. Those are same endpoints the browser would use to deliver the content to end-users.<\/p>\n<p>Overall, this extension as well as NotebookLM are not meant to be use for mass scraping therefore we are well under quotas.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love tools that improve research workflows.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">Thank you so much for your support @nithin_raju1! It\u2019s exactly one of the reasons why I started building Web Clipper for NotebookLM \ud83c\udf89<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#7<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/X32YBYNCD2HE73\" class=\"app-title\">Copycat Cafe<\/a><\/p>\n<div class=\"one-liner\">Learn your next language by copying native speakers<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">43<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u901a\u8fc7\u6a21\u4eff\u6bcd\u8bed\u8005\u7684\u771f\u5b9e\u5bf9\u8bdd\u5e76\u501f\u52a9AI\u8bed\u97f3\u514b\u9686\u4e0e\u53d1\u97f3\u8bc4\u5206\uff080-100%\uff09\uff0c\u89e3\u51b3\u201c\u80fd\u770b\u61c2\u5374\u8bf4\u4e0d\u51fa\u201d\u7684\u6838\u5fc3\u75db\u70b9\uff0c\u5e2e\u52a9\u5b66\u4e60\u8005\u572815\u5206\u949f\u5185\u4ece\u88ab\u52a8\u7406\u89e3\u8f6c\u5411\u4e3b\u52a8\u5f00\u53e3\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2cc715bc-6c5c-495d-8e1a-cd1742aad06a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/362eddaa-71b3-41d5-bc9c-33dd461a0a4a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/71feaef6-3fa3-449b-abf4-a95a97747c1a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f1c4e309-b9e9-41c3-946d-57cb68b6f3c8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bd9c7cd1-4d6f-4106-8e3f-329c3c896c11.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3cfad824-834a-4beb-84ae-9d71fe92cf89.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8a6ff460-48f4-4bef-a664-970c52b6ab7d.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\">Education<\/span><br \/>\n <span class=\"tag\">Languages<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8bed\u8a00\u5b66\u4e60<\/span><br \/>\n <span class=\"tag\">AI\u53d1\u97f3\u8bc4\u5206<\/span><br \/>\n <span class=\"tag\">\u53e3\u8bed\u8bad\u7ec3<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u514b\u9686<\/span><br \/>\n <span class=\"tag\">\u6c89\u6d78\u5f0f\u6a21\u4eff<\/span><br \/>\n <span class=\"tag\">\u6cd5\u8a9e\u5b78\u7fd2<\/span><br \/>\n <span class=\"tag\">\u897f\u73ed\u7259\u8bed\u5b66\u4e60<\/span><br \/>\n <span class=\"tag\">\u53e3\u8bed\u81ea\u4fe1<\/span><br \/>\n <span class=\"tag\">\u975e\u5178\u578b\u5b66\u4e60\u6cd5<\/span><br \/>\n <span class=\"tag\">\u5c0f\u5718\u968a\u7522\u54c1<\/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\u597d\u8bc4\u5176\u63d0\u5347\u53e3\u8bed\u80fd\u529b\u4e0e\u81ea\u4fe1\uff0c\u5c24\u5176\u4e0eDuolingo\u5bf9\u6bd4\u65f6\u5f3a\u8c03\u201c\u771f\u6b63\u903c\u4f60\u5f00\u53e3\u201d\u3002\u6838\u5fc3\u95ee\u9898\u96c6\u4e2d\u5728\u5bf9\u4e0d\u540c\u53e3\u97f3\u662f\u5426\u516c\u5e73\uff08\u5b98\u65b9\u56de\u5e94\u4e0d\u60e9\u7f5a\u53e3\u97f3\uff0c\u53ea\u5173\u6ce8\u53ef\u7406\u89e3\u5ea6\uff09\uff0c\u4ee5\u53caAI\u8bed\u97f3\u514b\u9686\u7684\u60c5\u611f\u8868\u73b0\u529b\uff08\u4f9d\u8d56ElevenLabs\uff09\u3002\u90e8\u5206\u8001\u7528\u6237\u8868\u8fbe\u4e86\u957f\u671f\u652f\u6301\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 Copycat Cafe \u7684\u5b58\u5728\u672c\u8eab\u5c31\u662f\u5bf9Duolingo\u7b49\u4e3b\u6d41\u8bed\u8a00\u5b66\u4e60\u4ea7\u54c1\u7684\u4e00\u79cd\u65e0\u58f0\u6297\u8bae\u3002\u5f53\u5927\u5382\u8fd8\u5728\u7528\u201c\u5355\u8bcd\u5339\u914d\u201d\u548c\u201c\u5b8c\u5f62\u586b\u7a7a\u201d\u5806\u780c\u7528\u6237\u65f6\u957f\u65f6\uff0c\u5b83\u7cbe\u51c6\u5207\u5165\u4e86\u201c\u80fd\u770b\u61c2\u4f46\u8bf4\u4e0d\u51fa\u53e3\u201d\u8fd9\u4e2a\u88ab\u957f\u671f\u5ffd\u89c6\u7684\u65ad\u5c42\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8eAI\uff0c\u800c\u5728\u4e8e\u56de\u5f52\u4eba\u7c7b\u8bed\u8a00\u4e60\u5f97\u7684\u672c\u8d28\uff1a\u6a21\u4eff\u3002\u628a\u8bed\u97f3\u8bc4\u5206\u3001AI\u514b\u9686\u548c\u81ea\u7531\u5bf9\u8bdd\u4f5c\u4e3a\u624b\u6bb5\uff0c\u672c\u8d28\u662f\u5728\u6a21\u62df\u201c\u5a74\u513f\u5b66\u8bed\u201d\u7684\u8bd5\u9519\u73af\u5883\uff0c\u800c\u975e\u201c\u5b66\u751f\u505a\u9898\u201d\u7684\u8003\u8bd5\u903b\u8f91\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u4ea7\u54c1\u8def\u5f84\u770b\uff0c\u8fd9\u662f\u4e00\u4e2aAI+\u5782\u76f4\u573a\u666f\u7684\u6210\u529f\u8303\u672c\u3002\u4e24\u4e2a\u521b\u59cb\u4eba\u505a\u523016K MRR\u548c1000+\u4ed8\u8d39\u7528\u6237\uff0c\u8bc1\u660e\u6781\u5ea6\u7ec6\u5206\u5e02\u573a\u7684\u4ed8\u8d39\u610f\u613f\u8fdc\u9ad8\u4e8e\u6cdb\u5316\u6559\u80b2\u5de5\u5177\u3002\u4f46\u98ce\u9669\u540c\u6837\u660e\u663e\uff1a\u53d1\u97f3\u8bc4\u5206\u7684\u51c6\u786e\u6027\u5728\u975e\u6807\u51c6\u53e3\u97f3\u9762\u524d\u4f9d\u7136\u662f\u6280\u672f\u96be\u70b9\uff0c\u867d\u7136\u6709\u201c\u53ea\u8bc4\u5206\u53ef\u7406\u89e3\u5ea6\u201d\u7684\u7b56\u7565\uff0c\u4f46\u7528\u6237\u5982\u679c\u611f\u77e5\u5230\u8bc4\u5206\u4e0d\u516c\uff0c\u4fe1\u4efb\u4f1a\u7acb\u523b\u5d29\u584c\u3002\u8bed\u97f3\u514b\u9686\u7684\u60c5\u611f\u8868\u8fbe\u4e5f\u5b8c\u5168\u53d7\u5236\u4e8e\u7b2c\u4e09\u65b9\u6a21\u578b\uff08ElevenLabs\uff09\uff0c\u8fd9\u662f\u4f9b\u5e94\u94fe\u4e0a\u7684\u4e00\u4e2a\u6f5c\u5728\u8106\u5f31\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u53e6\u5916\uff0c\u5f53\u524d\u4ec5\u652f\u6301\u6cd5\u8bed\u548c\u897f\u73ed\u7259\u8bed\uff0c\u9650\u5236\u4e86\u7528\u6237\u5929\u82b1\u677f\u3002\u5982\u679c\u540e\u7eed\u589e\u52a0\u5fb7\u8bed\u3001\u610f\u5927\u5229\u8bed\u7b49\u8bed\u8a00\u65f6\u65e0\u6cd5\u590d\u73b0\u540c\u6837\u9ad8\u6c34\u5e73\u7684\u58f0\u97f3\u514b\u9686\u548c\u53d1\u97f3\u8bc4\u5206\uff0c\u589e\u957f\u5c31\u4f1a\u9047\u5230\u74f6\u9888\u3002\u6574\u4f53\u6765\u770b\uff0c\u8fd9\u662f\u4e00\u6b3e\u201c\u5c0f\u800c\u7f8e\u201d\u4f46\u201c\u4e0d\u8f7b\u6613\u5927\u201d\u7684\u4ea7\u54c1\u3002\u5b83\u8bc1\u660e\u4e86AI\u8bed\u8a00\u5b66\u4e60\u4e0d\u8be5\u53ea\u6709\u80cc\u5355\u8bcd\u4e00\u6761\u8def\uff0c\u4f46\u80fd\u5426\u4ece\u5c0f\u4f17\u53e3\u7891\u8d70\u5411\u89c4\u6a21\u589e\u957f\uff0c\u8fd8\u8981\u770b\u5b83\u5bf9\u8bed\u8a00\u6269\u5c55\u548c\u5168\u7403\u53e3\u97f3\u5305\u5bb9\u6027\u7684\u5904\u7406\u80fd\u529b\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\">Copycat Cafe<\/span>\n <\/div>\n<div class=\"comment-content\">Most language apps teach you to recognize words. Copycat Cafe teaches you to speak them. Watch real conversations with voices cloned from native speakers, copy what they say with AI scoring your pronunciation 0-100%, then chat freely with an AI that corrects you without judgment. 15 minutes a day. French and Spanish, more languages coming. Built by two people who read every email. 1,000+ paying learners, $16k MRR.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt!<\/p>\n<p>Most language apps train you to recognize words. Ours trains you to speak them.<\/p>\n<\/p>\n<p>We kept hearing the same story from learners: five years on Duolingo, streak in the hundreds, then they walk into a bakery in Paris (or a caf\u00e9 in Madrid) and freeze when someone speaks to them. They understood fine, they just couldn’t get a word out in response.<\/p>\n<\/p>\n<p>So we rebuilt the app I’d been running solo for a decade around how humans actually learn to talk. Babies don’t conjugate, they <strong>copy.<\/strong><\/p>\n<\/p>\n<p>The Copycat Method takes about 15 minutes a day:<\/p>\n<ul>\n<li>\n<p><strong>Watch<\/strong> a real conversation with the text not visible at first. Ears before brain.<\/p>\n<\/li>\n<li>\n<p><strong>Copy<\/strong> each line out loud. AI scores your pronunciation word by word, so you know exactly which sounds need work.<\/p>\n<\/li>\n<li>\n<p><strong>Chat<\/strong> with an AI cat coach to use what you just copied in a real conversation, where the only thing judging you is the score.<\/p>\n<\/li>\n<\/ul>\n<p>What you get out of it: you stop freezing when a native speaker turns to you, your accent stops sounding foreign, and your pronunciation scores climb from around 60% to 90%+ on lines you’ve copied a few times.<\/p>\n<\/p>\n<p>We’re at $16k MRR with 1,000+ paying learners. French and Spanish today, with German and Italian on the way and iOS coming too. No VC, no growth team. Just two people who read every email.<\/p>\n<\/p>\n<p>Two things I’d genuinely love your take on:<\/p>\n<ul>\n<li>\n<p>If you’ve tried language apps before, what made you quit?<\/p>\n<\/li>\n<li>\n<p>What would convince you that an app could actually get you speaking, not just understanding?<\/p>\n<\/li>\n<\/ul>\n<p>Nur and I are here all day. Bring the hard questions.<\/p>\n<p>PS: Code <strong>PH30OFF<\/strong> gets you 30% off the annual plan for the next 60 days.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>11<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bhouy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bhouy<\/a> Good luck with the launch, Benjamin. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Good luck with all of this, <a href=\"https:\/\/www.producthunt.com\/@bhouy\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"bhouy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bhouy<\/a>. You\u2019re doing great stuff with the rebrand!<\/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\/@toolboxofdesign\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@toolboxofdesign<\/a> Thanks Nick, really appreciate it! :). The amazing design assets you created help 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>I was using another online training tool. When I tried to speak French in Canada or in Europe, I would end up switching to English. After using Copycat I am looking forward to trying my French with people who are French. I feel more confident.<\/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’m having a great time on CopyCat Cafe taking my rusty 8 years of academic French and, lesson by lesson, turning myself into a much more fluent and colloquial French speaker. I had already mastered the accent. But I never acquired a complete, colloquial vocabulary or the ability to just automatically use right words and expressions, or the ability to understand what native French speakers say, because they talk so fast. CopyCat is really helping me with all of that!<\/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\/@elizabeth_e_michaud\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@elizabeth_e_michaud<\/a> I\u2019m really glad to hear that, that\u2019s exactly what we are aiming for \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>Will try – interested how it compares to Duolingo<\/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\">@moritz_schultz Great to hear, Moritz! Compared to Duolingo, we really tried to include a lot of natural phrases you would use in daily conversations, but I\u2019m curious to hear about your feedback. \ud83d\ude42<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 very pleased and grateful to you Benjamin. I am an on\/off French student of yours and have always appreciated your accessibility when I had questions or issues. Wishing you great success in this newest iteration of your life’s work. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@diane_jones4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@diane_jones4<\/a> thanks you so much Diane! \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>I love Copy Cat and have used the earlier version for several years for French, and now have added Spanish. What I found interesting is that I no longer struggle for a word in English before speaking in Spanish – but my brain goes to French first to find the missing word I want to say in Spanish! Copy Cat practice doesn’t judge you: sometimes I show up daily, other times weekly, but you can pick up wherever you want as well as whenever you want The AI conversation tool intimidated me at first, because I still had to talk! But now Benjamin’s team has added convesation hints. I feel like I am cheating by reading those, but the AI mimicks a typical native conversation instead of watering it down. You can choose normal and slower speed for listening, too. A fan and follower for years, and will continue to use and recommend.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@judalon_manes\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@judalon_manes<\/a> thank you so much for your kind words Judalon :). Your support over the years means a lot to us.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 do you handle different accents, like does the 0 to 100 score penalize someone for sounding non French?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thamibenjelloun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thamibenjelloun<\/a> great question, and a fair thing to worry about. Short version: no, you don\u2019t get penalized just for having an accent.<\/p>\n<p>The score works at the level of individual sounds, not your overall \u201cnativeness.\u201d Your speech is aligned phoneme by phoneme against a reference for the language (French as spoken in France, a neutral Latin American Spanish), and each sound is checked for how close it is to the target. A clear accent is completely fine \u2014 what actually pulls a score down is when a sound drifts far enough that it lands as a different sound, or gets hard to follow.<\/p>\n<p>We\u2019ve tested it across thousands of accents and people score well as long as they\u2019re intelligible. The bar is \u201ccan a native speaker understand you and recognize the sound you meant,\u201d not \u201cdo you sound Parisian.\u201d<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Great app for improving spoken French. I’ve been using it for a few months it has really helped my confidence.<\/div>\n<div class=\"comment-actions\">\n<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\">@catherine_wright4 Thank you so much Catherine. \ud83d\ude42<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love you app Benjamin – really helps Meg me to express myself more naturally in French. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jean_nolan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jean_nolan<\/a> I’m really glad to hear that, nothing makes me happier than knowing we help people actually speak French \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>16K MRR with two people is the whole story. The insight that recognition \u2260 production is obvious in hindsight but nobody was solving it this way. Used voice cloning extensively for a different project \u2014 the pronunciation scoring is the hard part. How are you handling accent variation within a single language?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@joe_rucker\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joe_rucker<\/a> mostly by focusing on intelligibility. Meaning you get a good score as long as your accent is understandable to native speakers. Although we do plan on releasing different pronunciation assessments for different language variants.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The voice cloning twist is brilliant. How do you ensure the cloned voices capture emotional nuance from the real conversations?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@trydoff\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@trydoff<\/a> credit for this goes to ElevenLabs and their V3 model. It\u2019s really good at understanding meanings and automatically having the right emotions.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Good luck, Benjamin! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@dmytro_krasun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dmytro_krasun<\/a> Thank you! \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\">#8<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/EISRRIOGWQGZ6L\" class=\"app-title\">Zoomix<\/a><\/p>\n<div class=\"one-liner\">Create beautiful product demos with smooth zoom effects.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">16<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Zoomix \u662f\u4e00\u6b3e\u6d4f\u89c8\u5668\u63d2\u4ef6\uff0c\u901a\u8fc7\u81ea\u52a8\u6dfb\u52a0\u667a\u80fd\u7f29\u653e\u3001\u5149\u6807\u8ffd\u8e2a\u548c\u5e72\u51c0\u80cc\u666f\uff0c\u8ba9\u7528\u6237\u65e0\u9700\u526a\u8f91\u5c31\u80fd\u5feb\u901f\u751f\u6210\u4e13\u4e1a\u7ea7\u7684\u4ea7\u54c1\u6f14\u793a\u89c6\u9891\uff0c\u89e3\u51b3\u5c4f\u5e55\u5f55\u5236\u753b\u9762\u7c97\u7cd9\u3001\u89c2\u4f17\u6d41\u5931\u548c\u540e\u671f\u7f16\u8f91\u8017\u65f6\u7684\u95ee\u9898\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8457adfd-6dd6-46ee-8ee7-e8855951466a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/aa57c7e3-8537-477d-9f3e-4d4a402bbdc0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bdcd2e0c-ab69-432b-ab7e-ddd25900a1a1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e7e1a6d6-9519-4d01-94db-0292e11c0818.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4adeb4d9-b123-498c-afd0-8ef15d1a4e38.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\/f2f19139-31fb-4e0a-8450-82d326b0a540.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/7f-Z8x39Jp8\"><source src=\"https:\/\/youtu.be\/7f-Z8x39Jp8\" 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>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5c4f\u5e55\u5f55\u5236<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u6f14\u793a<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u63d2\u4ef6<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u7f29\u653e<\/span><br \/>\n <span class=\"tag\">\u5149\u6807\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u89c6\u9891\u7f8e\u5316<\/span><br \/>\n <span class=\"tag\">\u96f6\u526a\u8f91<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u89c6\u9891\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\u6307\u51fa\u5b98\u7f51\u5b9a\u4ef7\u94fe\u63a5\u5931\u6548\u3001\u7f3a\u5c11\u793e\u4ea4\u5a92\u4f53\u8d26\u53f7\u548cLogo\u3001\u4e0eLoom\u7684\u5dee\u5f02\u5316\u4e0d\u6e05\u7b49\u95ee\u9898\u3002\u5f00\u53d1\u8005\u5df2\u4fee\u590d\u94fe\u63a5\uff0c\u8bf4\u660e\u5f53\u524d\u6709Pro\u7248\u4e94\u6298\u9996\u53d1\u4f18\u60e0\uff0c\u5e76\u5f3a\u8c03\u514d\u8d39\u7248\u65e0\u5f55\u5236\u9650\u5236\u3002\u90e8\u5206\u7528\u6237\u8be2\u95ee\u79bb\u7ebf\u6216\u684c\u9762\u7aef\u5e94\u7528\uff0c\u76ee\u524d\u6682\u65e0\u8ba1\u5212\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Zoomix \u5207\u4e2d\u4e86\u4e00\u4e2a\u771f\u5b9e\u7684\u75db\u70b9\uff1a\u7edd\u5927\u591a\u6570\u5c4f\u5e55\u5f55\u5236\u65e2\u4e11\u964b\u53c8\u5206\u6563\u6ce8\u610f\u529b\uff0c\u5bfc\u81f4\u89c2\u4f17\u96be\u4ee5\u8ddf\u968f\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u201c\u5f55\u5236\u201d\uff0c\u800c\u662f\u201c\u81ea\u52a8\u7f8e\u5316\u201d\u2014\u2014\u901a\u8fc7\u667a\u80fd\u7f29\u653e\u3001\u5149\u6807\u8ffd\u8e2a\u548c\u80cc\u666f\u6e05\u7406\uff0c\u5c06\u539f\u59cb\u7684\u5f55\u5236\u5185\u5bb9\u76f4\u63a5\u8f6c\u5316\u4e3a\u66f4\u6613\u89c2\u770b\u7684\u201c\u4ea7\u54c1\u53d9\u4e8b\u201d\u3002\u8fd9\u79cd\u96f6\u7f16\u8f91\u3001\u5373\u5f55\u5373\u5f97\u7684\u601d\u8def\uff0c\u7cbe\u51c6\u6253\u51fb\u4e86\u90a3\u4e9b\u6ca1\u6709\u89c6\u9891\u5236\u4f5c\u80fd\u529b\u4f46\u9700\u8981\u5feb\u901f\u5206\u4eab\u4ea7\u54c1\u6f14\u793a\u7684\u521b\u4e1a\u8005\u3001\u4ea7\u54c1\u7ecf\u7406\u548c\u9500\u552e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u9762\u4e34\u7684\u6311\u6218\u4e5f\u5f88\u660e\u663e\u3002\u7b2c\u4e00\uff0c\u5dee\u5f02\u5316\u58c1\u5792\u4e0d\u8db3\u3002Loom\u3001Screen Studio\u7b49\u7ade\u54c1\u5df2\u5360\u636e\u7528\u6237\u5fc3\u667a\uff0c\u4e14Zoomix\u7684\u201c\u81ea\u52a8\u7f29\u653e\u201d\u548c\u201c\u5149\u6807\u8ffd\u8e2a\u201d\u5e76\u975e\u98a0\u8986\u6027\u521b\u65b0\uff0c\u66f4\u591a\u662f\u529f\u80fd\u5c42\u9762\u7684\u96c6\u6210\u4f18\u5316\uff0c\u6280\u672f\u95e8\u69db\u4e0d\u9ad8\uff0c\u6781\u6613\u88ab\u6a21\u4eff\u6216\u96c6\u6210\u5230\u4e3b\u6d41\u5de5\u5177\u4e2d\u3002\u7b2c\u4e8c\uff0c\u4ece\u8bc4\u8bba\u770b\uff0c\u4ea7\u54c1\u5c1a\u5904\u5728\u6781\u5176\u65e9\u671f\u7684\u9636\u6bb5\uff0c\u5b98\u7f51\u94fe\u63a5\u5931\u6548\u3001\u793e\u4ea4\u8d44\u4ea7\u4e3a\u96f6\u3001\u54c1\u724c\u4f20\u64ad\u4e4f\u529b\uff0c\u8bf4\u660e\u56e2\u961f\u5728\u8fd0\u8425\u548c\u4fe1\u4efb\u5efa\u8bbe\u4e0a\u5b58\u5728\u660e\u663e\u77ed\u677f\u3002\u7528\u6237\u8d28\u7591\u201c\u548cLoom\u6709\u4ec0\u4e48\u533a\u522b\u201d\u65f6\uff0c\u5f00\u53d1\u8005\u7684\u56de\u7b54\u867d\u660e\u786e\uff0c\u4f46\u201c\u514d\u8d39\u65e0\u5f55\u5236\u9650\u5236\u201d\u7684\u5356\u70b9\u5728\u5546\u4e1a\u5316\u957f\u671f\u53ef\u6301\u7eed\u6027\u4e0a\u5b58\u7591\u3002\n <\/p>\n<p class=\"ai-content\">\n Zoomix \u771f\u6b63\u7684\u673a\u4f1a\u5728\u4e8e\u805a\u7126\u201c\u6d4f\u89c8\u5668\u5f55\u5236+\u81ea\u52a8\u7f8e\u5316\u201d\u8fd9\u4e2a\u6781\u7a84\u573a\u666f\uff0c\u5e76\u6301\u7eed\u4f18\u5316AI\u5bf9\u64cd\u4f5c\u884c\u4e3a\u7684\u7406\u89e3\uff0c\u8ba9\u7279\u6548\u771f\u6b63\u201c\u61c2\u201d\u7528\u6237\u5728\u8bb2\u4ec0\u4e48\uff0c\u800c\u975e\u673a\u68b0\u7f29\u653e\u3002\u5982\u679c\u80fd\u505a\u5230\u201c\u5f55\u4e00\u6b21\uff0c\u81ea\u52a8\u751f\u6210\u591a\u79cd\u6f14\u793a\u98ce\u683c\u201d\uff0c\u5219\u6709\u53ef\u80fd\u5728\u5de5\u5177\u7c7bSaaS\u4e2d\u5360\u636e\u4e00\u5e2d\u4e4b\u5730\u3002\u4f46\u76ee\u524d\u6765\u770b\uff0c\u5b83\u66f4\u50cf\u4e00\u4e2a\u7cbe\u81f4\u7684\u529f\u80fd\u63d2\u4ef6\uff0c\u800c\u975e\u4e00\u4e2a\u6210\u719f\u7684\u4ea7\u54c1\u5e73\u53f0\u3002\u82e5\u4e0d\u80fd\u5728\u201c\u65e0\u6cd5\u7f16\u8f91\u4f46\u968f\u65f6\u53ef\u7f8e\u201d\u8fd9\u6761\u8def\u4e0a\u505a\u5230\u6781\u81f4\uff0c\u7528\u6237\u5f88\u5bb9\u6613\u56de\u5934\u62e5\u62b1Loom\u52a0\u540e\u671f\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\">Zoomix<\/span>\n <\/div>\n<div class=\"comment-content\">Most screen recordings look cheap and messy. Viewers drop off. Creators waste hours editing. Zoomix records straight from your browser and automatically adds smart zoom effects, cursor tracking, and clean backgrounds to make your recordings magical. No editing. No plugins. Just hit record and share something worth watching.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vatsal_gabani\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vatsal_gabani<\/a> the view pricing link on the website doesn’t work, only the pricing link in the menu.<\/p>\n<\/p>\n<p>PS any product hunt discount for the pro lifeline deal \ud83d\ude42 ?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tomm_p\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tomm_p<\/a> Thanks Tom for the quick feedback!! I have resolved the issues now.<br \/>Also Pro plan already has a 50% off launch offer as displayed in the extension UI. I also have updated the website pricing section.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\ud83d\udc4b Thanks for checking out Zoomix!<\/p>\n<p>Most screen recordings are difficult to follow and require hours of editing before they look professional. Zoomix helps you create polished, engaging videos directly from your browser by automatically enhancing recordings while you focus on sharing your ideas.<\/p>\n<p>Zoomix offers you:<\/p>\n<p>\ud83c\udfa5 Auto Zoom Effects – Automatically focuses on important actions to make recordings more engaging.<br \/>\n\ud83d\uddb1\ufe0f Cursor Tracking – Highlights cursor movements so viewers can easily follow every step.<br \/>\n\ud83c\udf99\ufe0f Screen, Camera & Audio Recording – Record your screen, webcam, and microphone together with ease.<br \/>\n\ud83c\udfa8 Professional Backgrounds – Add clean backgrounds and layouts that instantly improve video quality.<br \/>\n\u26a1 One-Click Recording – Start recording in seconds without downloads, plugins, or complicated setup.<\/p>\n<p>We’re just getting started and would love your feedback, ideas, and support as we continue making screen recording simpler and more enjoyable for everyone. \ud83d\ude80\u2764\ufe0f<\/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>Recording straight from the browser is smart. Any plans for offline mode or desktop app?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@trydoff\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@trydoff<\/a> Thanks for the compliment!! Although there are no plans for an offline app yet but if there is a demand for that, I might move to that model too!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Does the project have any valid socials? I checked but found none except on LinkedIn and there is no logo so im not sure if it related to your 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jojopose\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jojopose<\/a> No its currently not listed to any major social media platforms. Although I have listed it to multiple saas listing websites.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 <a href=\"https:\/\/www.producthunt.com\/products\/loom\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"loom\" target=\"_blank\" rel=\"noopener\">@Loom<\/a> <\/p>\n<\/p>\n<p>And what is 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jay_gangwar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jay_gangwar<\/a> Thanks Jay! \ud83d\ude4c<\/p>\n<p>Loom is great for recording and sharing videos. Zoomix focuses on making recordings look polished automatically. We add smart auto-zoom effects, cursor tracking, and clean backgrounds right from the browser, so creators spend less time editing and more time sharing.<\/p>\n<p>As for pricing, Zoomix has a free plan with no recording limits, so you can create as many videos as you want. \ud83d\ude80. For power users, we’re currently offering Zoomix Pro for as a launch offer for 39$.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">#9<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/ARXUOL3LNGA2TL\" class=\"app-title\">DROP<\/a><\/p>\n<div class=\"one-liner\">Turn creative files into beautiful client delivery pages.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">13<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>DROP\u662f\u4e00\u6b3e\u4e13\u6ce8\u4e8e\u6781\u7b80\u5316\u6587\u4ef6\u4ea4\u4ed8\u7684\u5de5\u5177\uff0c\u901a\u8fc7\u53bb\u6389\u5197\u4f59\u529f\u80fd\uff0c\u8ba9\u521b\u610f\u5de5\u4f5c\u8005\u80fd\u5feb\u901f\u521b\u5efa\u6587\u4ef6\u7a7a\u95f4\u5e76\u751f\u6210\u5206\u4eab\u94fe\u63a5\uff0c\u89e3\u51b3\u6587\u4ef6\u5206\u53d1\u6d41\u7a0b\u4e2d\u64cd\u4f5c\u6c89\u91cd\u3001\u6548\u7387\u4f4e\u4e0b\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e8aaa3f9-a4de-4d83-857b-3f7420788dbb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f761fdcb-c5d0-4edb-826e-6649709deb55.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ebbf64cd-601f-43b5-921f-1bb589e565a7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7e224cd0-260c-4f8a-8025-dd112db9ffee.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cd44176a-6fc3-4104-97c5-75637cccca55.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\">Storage<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6587\u4ef6\u5206\u4eab<\/span><br \/>\n <span class=\"tag\">\u4ea4\u4ed8\u9875\u9762<\/span><br \/>\n <span class=\"tag\">\u6781\u7b80\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u521b\u610f\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u94fe\u63a5\u5206\u4eab<\/span><br \/>\n <span class=\"tag\">\u900f\u660e\u8ba1\u8d39<\/span><br \/>\n <span class=\"tag\">\u7a7a\u95f4\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cf\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u4fe1\u7528\u989d\u5ea6<\/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\uff08\u5373\u4ea7\u54c1\u521b\u59cb\u4eba\uff09\u4e3b\u52a8\u63d0\u51fa\u4ea7\u54c1\u56de\u9000\u81f3\u6781\u7b80\u6d41\u7a0b\uff0c\u4e3b\u8981\u53cd\u9988\u96c6\u4e2d\u5728\u4e24\u70b9\uff1a1\uff09\u5f53\u524d\u6587\u4ef6\u5206\u4eab\u6d41\u7a0b\u4e2d\u4ecd\u5b58\u5728\u54ea\u4e9b\u5197\u4f59\u6b65\u9aa4\uff1b2\uff09\u5206\u4eab\u94fe\u63a5\u7684\u4fe1\u7528\u989d\u5ea6\u8ba1\u8d39\u6a21\u578b\u662f\u5426\u8db3\u591f\u6e05\u6670\u900f\u660e\u3002\u6682\u65e0\u5176\u4ed6\u7528\u6237\u6709\u6548\u8bc4\u8bba\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 DROP\u7684\u201c\u81ea\u5bab\u5f0f\u201d\u91cd\u6784\uff0c\u5728AI\u548c\u534f\u4f5c\u529f\u80fd\u6cdb\u6ee5\u7684\u5f53\u4e0b\uff0c\u582a\u79f0\u4e00\u80a1\u6e05\u6d41\u3002\u5b83\u7cbe\u51c6\u6d1e\u5bdf\u4e86\u521b\u610f\u4ea4\u4ed8\u573a\u666f\u4e2d\u4e00\u4e2a\u6700\u75db\u7684\u70b9\uff1a\u4e0d\u662f\u529f\u80fd\u4e0d\u591f\uff0c\u800c\u662f\u529f\u80fd\u592a\u591a\u3002\u7528\u6237\u4e0a\u4f20\u6587\u4ef6\u3001\u7ed9\u5ba2\u6237\u770b\u3001\u62ff\u5230\u53cd\u9988\uff0c\u8fd9\u4e2a\u6838\u5fc3\u95ed\u73af\u88ab\u65e0\u6570\u201cAI\u589e\u5f3a\u201d\u3001\u201c\u53bb\u4e2d\u5fc3\u5316\u201d\u7b49\u4f2a\u9700\u6c42\u5c42\u5c42\u5305\u88f9\u3002DROP\u76f4\u63a5\u780d\u638995%\u7684\u201c\u5c4e\u5c71\u201d\u529f\u80fd\uff0c\u56de\u5f52\u201c\u4e0a\u4f20-\u5206\u4eab\u201d\u7684\u539f\u5b50\u7ea7\u64cd\u4f5c\uff0c\u8fd9\u79cd\u51cf\u6cd5\u54f2\u5b66\u5728SaaS\u4ea7\u54c1\u4e2d\u663e\u5f97\u5c24\u4e3a\u73cd\u8d35\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c13\u7968\u7684\u6295\u7968\u6570\u66b4\u9732\u4e86\u5176\u73b0\u5b9e\u56f0\u5883\uff1a\u6781\u7b80\u610f\u5473\u7740\u6781\u4f4e\u7684\u62a4\u57ce\u6cb3\u3002\u4efb\u4f55\u7f51\u76d8\u90fd\u80fd\u505a\u7c7b\u4f3c\u4e8b\u60c5\uff0cDROP\u552f\u4e00\u7684\u5dee\u5f02\u5316\u662f\u201c\u900f\u660e\u4fe1\u7528\u5206\u8ba1\u8d39\u201d\u2014\u2014\u8fd9\u66f4\u50cf\u4e00\u4e2a\u5546\u4e1a\u5b9e\u9a8c\u800c\u975e\u7528\u6237\u4f53\u9a8c\u7684\u7a81\u7834\u3002\u5176\u6240\u8c13\u7684\u201c\u6536\u4ef6\u4eba\u53ef\u4ece\u7b80\u6d01\u9875\u9762\u4e0b\u8f7d\u201d\u4e5f\u5e76\u975e\u65b0\u6982\u5ff5\u3002\u5982\u679cDROP\u53ea\u662f\u505a\u6210\u4e86\u4e00\u4e2a\u66f4\u5e72\u51c0\u7684WeTransfer\uff0c\u90a3\u5b83\u6700\u7ec8\u4f1a\u6ca6\u4e3a\u201c\u65e0AI\u529f\u80fd\u7684\u4e8c\u6d41\u5de5\u5177\u201d\uff0c\u5728\u5de8\u5934\u78be\u538b\u548c\u7528\u6237\u514d\u8d39\u4e60\u60ef\u4e4b\u95f4\u88ab\u6324\u538b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u503c\u5f97\u601d\u8003\u7684\u662f\uff1a\u201c\u6781\u7b80\u201d\u80fd\u5426\u652f\u6491\u8d77\u4e00\u4e2a\u72ec\u7acb\u4ea7\u54c1\u7684\u751f\u5b58\uff1f\u5bf9\u4e8e\u8ffd\u6c42\u6548\u7387\u7684\u521b\u610f\u5de5\u4f5c\u8005\u800c\u8a00\uff0cDROP\u7684\u4f4e\u6469\u64e6\u786e\u5b9e\u8bf1\u4eba\uff0c\u4f46\u7528\u6237\u7c98\u6027\u5b8c\u5168\u4f9d\u8d56\u4e8e\u201c\u4e0a\u4f20-\u5206\u4eab\u201d\u7684\u8def\u5f84\u4f9d\u8d56\u3002\u5018\u82e5DROP\u4e0d\u5c3d\u5feb\u627e\u5230\u6570\u636e\u7ba1\u7406\u3001\u7248\u672c\u8ffd\u6eaf\u6216\u54c1\u724c\u5316\u4ea4\u4ed8\u9875\u9762\u7b49\u66f4\u6df1\u5c42\u7684\u4ef7\u503c\u951a\u70b9\uff0c\u5b83\u7684\u547d\u8fd0\u5f88\u53ef\u80fd\u5c31\u50cf\u5176\u9f13\u5439\u7684\u201c\u53cdAI\u53e3\u53f7\u201d\u4e00\u6837\uff0c\u6210\u4e3a\u884c\u4e1a\u6f6e\u6c34\u9000\u53bb\u540e\u4e00\u4e2a\u6f02\u4eae\u7684\u6ce1\u6cab\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\">DROP<\/span>\n <\/div>\n<div class=\"comment-content\">We removed 95% bullshit features, include almost all “AI ” features, make DROP pure and simple again<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\"># Maker Comment<\/p>\n<p>Hey Product Hunt,<\/p>\n<p>We rebuilt DROP around a much smaller workflow:<\/p>\n<p>Upload files, get a share link, and move on.<\/p>\n<p>The earlier product had too many directions. This version cuts DROP back to the thing people kept needing: a quick space for files, a clean link for recipients, and transparent credits when sharing becomes paid usage.<\/p>\n<p>What you can do now:<\/p>\n<p>– Upload files into a space.<br \/>\n– Share the whole space or selected files.<br \/>\n– Preview the shared page before sending.<br \/>\n– See share-link credit cost before creating a logged-in link.<br \/>\n– Copy existing links again without being charged again.<br \/>\n– Let recipients download from a simple shared page.<\/p>\n<p>We are keeping this release intentionally narrow. No big workspace promise, no AI positioning, no overloaded collaboration layer. Just a fast file handoff flow.<\/p>\n<p>I would love feedback on two things:<\/p>\n<p>1. Where does file sharing still feel too heavy in your current workflow?<br \/>\n2. Does the credit model feel clear enough before you create a share link?<\/p>\n<p>Thanks for taking a look.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#10<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/N2WUV57X6U6KEW\" class=\"app-title\">Uindow<\/a><\/p>\n<div class=\"one-liner\">The programmable browser with trusted interactions<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">13<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Uindow \u662f\u4e00\u6b3e\u53ef\u7f16\u7a0b\u6d4f\u89c8\u5668\uff0c\u901a\u8fc7\u65e0\u4ee3\u7801\u5f55\u5236\u4e0e\u7eafJavaScript\u7f16\u8f91\u76f8\u7ed3\u5408\uff0c\u8ba9\u7528\u6237\u5728\u4e0d\u727a\u7272\u786e\u5b9a\u6027\u7684\u524d\u63d0\u4e0b\uff0c\u5b89\u5168\u3001\u53ef\u63a7\u5730\u5b8c\u6210\u771f\u5b9e\u7f51\u9875\u81ea\u52a8\u5316\u4efb\u52a1\uff0c\u89e3\u51b3\u5e02\u9762\u4e0a\u81ea\u52a8\u5316\u5de5\u5177\u8981\u4e48\u4f9d\u8d56\u4e0d\u53ef\u63a7\u7684AI\u4e91\u7aef\u3001\u8981\u4e48\u811a\u672c\u8106\u5f31\u96be\u7528\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/03a3d94e-e90a-4f92-acfe-e168d16985c9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b5d18c65-6a05-44cd-b0f7-0335e2746c71.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/33157772-aa47-465e-97e9-b30e43ac3099.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Software Engineering<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">GitHub<\/span><br \/>\n <span class=\"tag\">No-Code<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u53ef\u7f16\u7a0b\u6d4f\u89c8\u5668<\/span><br \/>\n <span class=\"tag\">\u7f51\u9875\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u5f55\u5236<\/span><br \/>\n <span class=\"tag\">JavaScript\u811a\u672c<\/span><br \/>\n <span class=\"tag\">\u672c\u5730AI<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90<\/span><br \/>\n <span class=\"tag\">\u793e\u533a\u6a21\u5757<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u5f55\u5236<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8bc4\u8bba\u4ec5\u6709\u4e09\u6761\uff08\u542bMaker\u81ea\u8ff0\uff09\uff0c\u6838\u5fc3\u662fMaker\u4ecb\u7ecd\u4ea7\u54c1\u6838\u5fc3\u4eae\u70b9\uff1a\u652f\u6301\u672c\u5730AI\u63a8\u7406\u3001\u6570\u636e\u4e0d\u5916\u6cc4\u3001\u81ea\u52a8\u5316\u53ef\u5f55\u89c6\u9891\u3001\u514d\u8d39\u4e14\u6e90\u7801\u53ef\u7528\u3002\u6682\u65e0\u7528\u6237\u5177\u4f53\u95ee\u9898\u6216\u5efa\u8bae\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Uindow \u7684\u91ce\u5fc3\u503c\u5f97\u80af\u5b9a\uff0c\u4f4613\u7968\u7684\u9996\u65e5\u6210\u7ee9\u4e5f\u66b4\u9732\u51fa\u5b83\u76ee\u524d\u4ecd\u662f\u4e00\u6b3e\u5c0f\u4f17\u3001\u751a\u81f3\u672a\u7ecf\u8fc7\u5e02\u573a\u9524\u6253\u7684\u5de5\u5177\u3002Maker Mark \u51e0\u4e4e\u628a\u4ea7\u54c1\u6240\u6709\u4f18\u52bf\u6d53\u7f29\u5728\u4e00\u6761\u8bc4\u8bba\u91cc\u2014\u2014\u4ece\u65e0\u4ee3\u7801\u5f55\u5236\u5230\u7eafJS\u7f16\u8f91\uff0c\u4ece\u672c\u5730LLM\u5230\u793e\u533a\u6a21\u5757\u2014\u2014\u4f46\u8fd9\u4e9b\u201c\u5168\u6808\u5f0f\u201d\u529f\u80fd\u6070\u6070\u53ef\u80fd\u6210\u4e3a\u53cc\u5203\u5251\u3002\n <\/p>\n<p class=\"ai-content\">\n \u9996\u5148\uff0c\u201c\u53ef\u7f16\u7a0b\u6d4f\u89c8\u5668\u201d\u8fd9\u4e2a\u5b9a\u4f4d\u672c\u8eab\u5c31\u6781\u7a84\u3002\u76ee\u6807\u7528\u6237\u5fc5\u987b\u662f\u65e2\u61c2\u7f51\u9875\u4ea4\u4e92\u53c8\u613f\u5199JS\u7684\u5f00\u53d1\u8005\uff0c\u540c\u65f6\u8fd8\u9700\u8981\u81ea\u52a8\u5316\u4f46\u4e0d\u613f\u7528Puppeteer\/Selenium\uff1f\u8fd9\u5176\u5b9e\u662f\u4e2a\u5f88\u77db\u76fe\u7684\u7fa4\u4f53\uff1a\u771f\u6b63\u7684\u5f00\u53d1\u8005\u503e\u5411\u4e8e\u7528\u5f00\u6e90\u6846\u67b6\u5b9a\u5236\uff0c\u800c\u975e\u53d7\u56f0\u4e8e\u4e00\u4e2a\u95ed\u6e90\uff08\u867d\u5f00\u6e90\u4f46\u53d7\u63a7\uff09\u7684\u6d4f\u89c8\u5668\u73af\u5883\uff1b\u800c\u7eaf\u4e1a\u52a1\u7528\u6237\uff0c\u53c8\u5f88\u53ef\u80fd\u88ab\u201c\u7eafJavaScript\u201d\u8fd9\u4e2a\u95e8\u69db\u529d\u9000\u3002Maker\u8bd5\u56fe\u7528\u201c\u65e0\u4ee3\u7801\u5f55\u5236\u201d\u964d\u4f4e\u95e8\u69db\uff0c\u4f46\u4e00\u65e6\u81ea\u52a8\u5316\u51fa\u73b0\u504f\u5dee\uff0c\u975e\u6280\u672f\u4eba\u5458\u5c31\u4e0d\u5f97\u4e0d\u63a5\u89e6JS\uff0c\u90a3\u8ddf\u7528\u81ea\u52a8\u5316\u6d4b\u8bd5\u6846\u67b6\u6709\u4f55\u533a\u522b\uff1f\n <\/p>\n<p class=\"ai-content\">\n \u5176\u6b21\uff0c\u201c\u4fe1\u4efb\u4ea4\u4e92\u201d\u867d\u80fd\u5b9e\u73b0\u6587\u4ef6\u4e0a\u4f20\u3001select\u5143\u7d20\u4fee\u6539\u7b49\u539f\u751f\u64cd\u4f5c\uff0c\u4f46\u8fd9\u5e76\u975e\u9769\u547d\u6027\u7a81\u7834\uff0cAutoHotkey\u3001Playwright\u7b49\u5de5\u5177\u65e9\u5df2\u901a\u8fc7\u66f4\u5e95\u5c42\u7684API\u5b9e\u73b0\u7c7b\u4f3c\u80fd\u529b\u3002Uindow\u7684\u5dee\u5f02\u5316\u5728\u4e8e\u201c\u672c\u5730AI\u63a8\u7406\u201d\u2014\u2014\u8fd9\u4e2a\u5356\u70b9\u5951\u5408\u9690\u79c1\u5408\u89c4\u8d8b\u52bf\uff0c\u4f46\u5b9e\u9645\u64cd\u4f5c\u4e2d\uff0c\u672c\u5730\u5c0f\u6a21\u578b\u7684\u4e0a\u4e0b\u6587\u7406\u89e3\u80fd\u529b\u8fdc\u4e0d\u5982\u4e91\u7aef\u5927\u6a21\u578b\uff0c\u5bf9\u4e8e\u590d\u6742\u903b\u8f91\u5224\u65ad\u548c\u6a21\u7cca\u4efb\u52a1\uff0c\u6548\u679c\u5f88\u53ef\u80fd\u5927\u6253\u6298\u6263\u3002\u7528\u6237\u6700\u7ec8\u4ecd\u53ef\u80fd\u91cd\u56de\u4e91\u7aefAI\uff0c\u90a3\u201c\u53ef\u63a7\u201d\u7684\u627f\u8bfa\u5c31\u53d8\u6210\u4e86\u4f2a\u547d\u9898\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5546\u4e1a\u5316\u524d\u666f\u4e5f\u5b58\u7591\u3002\u76ee\u524d\u4ec5\u5f3a\u8c03\u201c\u4e2a\u4eba\u514d\u8d39\u3001\u6e90\u7801\u53ef\u7528\u201d\uff0c\u4f46\u5982\u679c\u7528\u6237\u6570\u4e0a\u4e0d\u53bb\uff0c\u793e\u533a\u6a21\u5757\u751f\u6001\u5c31\u6210\u4e86\u7a7a\u4e2d\u697c\u9601\u3002\u81f3\u4e8e\u88ab\u5f55\u89c6\u9891\u3001.js.yaml\u683c\u5f0f\u8fd9\u4e9b\u529f\u80fd\uff0c\u66f4\u50cf\u9526\u4e0a\u6dfb\u82b1\u7684\u8865\u4e01\u800c\u975e\u6838\u5fc3\u62a4\u57ce\u6cb3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u7684\u6765\u8bf4\uff0cUindow \u662f\u4e00\u4e2a\u6280\u672f\u529f\u5e95\u624e\u5b9e\u4e14\u7406\u5ff5\u8ba8\u559c\u7684\u65e9\u671f\u4f5c\u54c1\uff0c\u4f46\u5c1a\u672a\u8bc1\u660e\u81ea\u5df1\u80fd\u6bd4 Playwright + LangChain \u7684\u7ec4\u5408\u62f3\u66f4\u5177\u5b9e\u9645\u7ade\u4e89\u529b\u3002\u5b83\u66f4\u9002\u5408\u90a3\u4e9b\u5bf9\u9690\u79c1\u6781\u5ea6\u654f\u611f\u3001\u4e14\u613f\u610f\u5fcd\u53d7\u521d\u671f\u4e0d\u5b8c\u5584\u7684\u5c0f\u56e2\u961f\u505aPOC\u9a8c\u8bc1\u3002\u60f3\u771f\u4e0e\u6210\u719f\u5de5\u5177\u6273\u624b\u8155\uff0c\u8fd8\u9700\u8981\u66f4\u591a\u4e00\u7ebf\u7528\u6237\u53cd\u9988\u548c\u75db\u70b9\u6253\u78e8\uff0c\u800c\u975e\u53ea\u9760\u4e00\u5f20\u529f\u80fd\u6e05\u5355\u81ea\u55e8\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\">Uindow<\/span>\n <\/div>\n<div class=\"comment-content\">Uindow is a programmable browser for real-world web automation. Create automations with ease, with a world-class recorder, and can edit them in pure JavaScript.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! \ud83d\udc4b I’m Mark, the maker of Uindow.<\/p>\n<p>I built Uindow because every web automation tool I tried forced a painful tradeoff: either you get AI flexibility (unpredictable, cloud-dependent, sometimes extremely unsafe, and super-expensive) or JavaScript determinism (brittle, with no intelligence). <\/p>\n<p>Uindow does both – you create automations with just a few clicks (no-code), and optionally call a locally running large language model wherever you actually need AI reasoning. Nothing ever leaves your machine.<\/p>\n<p>A few things I’m especially proud of:<\/p>\n<p>\u2b50 All interactions are trusted – from clicks to file uploads, and even HTML select element changes – try that with Puppeteer or Selenium!<br \/>\n\u2b50 Everything is safely stored on your device, and sensitive data is never hard-coded in your automations<br \/>\n\u2b50 The learning curve is minimal, with a world-class recorder<br \/>\n\u2b50 Automations are exported as .js.yaml – fully portable, version-controllable, and shareable<br \/>\n\u2b50 You can record your automations as video – even between page navigations<br \/>\n\u2b50 You can use and publish community modules, with one-click install<br \/>\n\u2b50 And best of all, it’s free for personal use and source-available: <a href=\"https:\/\/github.com\/uindow\/uindow\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/github.com\/uindow\/uindow\/<\/a><\/p>\n<p>What workflows would you automate first?<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#11<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/G23EUZKIVDMV2U\" class=\"app-title\">Harness Starter Kit<\/a><\/p>\n<div class=\"one-liner\">Repo guardrails for reliable AI coding agents<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">12<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Harness Starter Kit \u5c06AI\u7f16\u7a0b\u52a9\u624b\u7684\u8106\u5f31\u5355\u6b21\u63d0\u793a\u8bcd\u8f6c\u5316\u4e3a\u5b58\u50a8\u5728\u4ee3\u7801\u4ed3\u5e93\u4e2d\u7684\u6301\u4e45\u5316\u89c4\u5219\u4e0e\u68c0\u67e5\u673a\u5236\uff0c\u89e3\u51b3\u56e2\u961f\u534f\u4f5c\u65f6\u4e0a\u4e0b\u6587\u4e22\u5931\u548c\u89c4\u5219\u65e0\u6cd5\u590d\u7528\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a5b5601d-3e37-4434-ac16-7ef9da4ecdbe.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4f0f9955-316f-4fa9-bf09-030d5d6e7d74.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9cf159f0-604c-46bd-983f-ce135a8fd94f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/86bbde63-047c-4ea5-b332-a0dd82587ef7.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\">No-Code<\/span><br \/>\n <span class=\"tag\">Vibe coding<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7f16\u7801\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u4ed3\u5e93\u5b88\u62a4\u89c4\u5219<\/span><br \/>\n <span class=\"tag\">AGENTS.md<\/span><br \/>\n <span class=\"tag\">\u6f02\u79fb\u68c0\u6d4b<\/span><br \/>\n <span class=\"tag\">\u5931\u8d25\u8bb0\u5fc6<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u63d0\u793a\u8bcd\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">Cursor<\/span><br \/>\n <span class=\"tag\">Codex<\/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\u5f3a\u8c03\u9879\u76ee\u5de7\u601d\u662f\u5c06\u5173\u952e\u6307\u4ee4\u201c\u5199\u5728\u4ed3\u5e93\u91cc\u201d\u800c\u975e\u63d0\u793a\u8bcd\u4e2d\uff1b\u8be2\u95ee\u5982\u4f55\u8ba9\u4ee3\u7406\u8bb0\u4f4f\u5e76\u9884\u9632\u53cd\u590d\u51fa\u73b0\u7684\u9519\u8bef\uff0c\u5e76\u5e0c\u671b\u83b7\u53d6\u672c\u5730\u8bd5\u7528\u94fe\u63a5\u3002\u6682\u65e0\u5176\u4ed6\u8d1f\u9762\u6216\u5efa\u8bbe\u6027\u6279\u8bc4\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 Harness Starter Kit\u5207\u4e2d\u4e86\u5f53\u524dAI\u7f16\u7a0b\u5de5\u5177\u7684\u4e00\u4e2a\u6838\u5fc3\u76f2\u533a\u2014\u2014\u4f1a\u8bdd\u7684\u201c\u5931\u5fc6\u75c7\u201d\u3002\u5927\u591a\u6570AI\u7f16\u7801\u4ee3\u7406\uff08\u5982Cursor\u3001Copilot\uff09\u4f9d\u8d56\u77ed\u6682\u7684\u5bf9\u8bdd\u7a97\u53e3\u6216\u5c40\u90e8\u4e0a\u4e0b\u6587\uff0c\u5bfc\u81f4\u56e2\u961f\u5c42\u9762\u7684\u6700\u4f73\u5b9e\u8df5\u3001\u9519\u8bef\u89c4\u907f\u8bb0\u5f55\u65e0\u6cd5\u7d2f\u79ef\u3002\u8be5\u4ea7\u54c1\u901a\u8fc7\u201cAGENTS.md + \u6f02\u79fb\u68c0\u6d4b + \u5931\u8d25\u8bb0\u5fc6\u201d\u7684\u7ec4\u5408\uff0c\u5c06\u5236\u5ea6\u5316\u7684\u77e5\u8bc6\u5c01\u88c5\u8fdb\u7248\u672c\u63a7\u5236\uff0c\u672c\u8d28\u4e0a\u662f\u4e3aAI\u534f\u4f5c\u5f15\u5165\u201c\u4ee3\u7801\u89c4\u8303\u201d\u7684\u7b49\u4ef7\u7269\u3002\u601d\u8def\u7b80\u6d01\u4e14\u52a1\u5b9e\uff1a\u4e0d\u4f9d\u8d56\u5916\u90e8\u590d\u6742\u4e2d\u95f4\u4ef6\uff0c\u4ec5\u901a\u8fc7\u6587\u4ef6\u7ed3\u6784\u548c\u68c0\u67e5\u811a\u672c\u5c31\u5b8c\u6210\u4e86\u89c4\u5219\u56fa\u5316\u3002\u4e0d\u8fc7\uff0c\u5b83\u7684\u771f\u5b9e\u4ef7\u503c\u53d6\u51b3\u4e8e\u4e24\u4e2a\u53d8\u91cf\uff1a\u4e00\u662fAI\u4ee3\u7406\u672c\u8eab\u662f\u5426\u613f\u610f\u9075\u5faa\u4ed3\u5e93\u4e2d\u7684\u6307\u4ee4\uff08\u5f88\u591a\u5de5\u5177\u5bf9\u672c\u5730\u89c4\u5219\u6587\u4ef6\u7684\u652f\u6301\u4ecd\u5f88\u8584\u5f31\u6216\u4f18\u5148\u7ea7\u4f4e\uff09\uff0c\u4e8c\u662f\u56e2\u961f\u662f\u5426\u6709\u610f\u613f\u7ef4\u62a4\u8fd9\u4e9b\u6587\u4ef6\uff08\u4e00\u65e6\u89c4\u5219\u8fc7\u65f6\u6216\u7f3a\u5931\uff0c\u53cd\u800c\u4f1a\u8bef\u5bfc\u4ee3\u7406\uff09\u3002\u76ee\u524d12\u7968\u6697\u793a\u5176\u5c1a\u672a\u5f15\u53d1\u5e7f\u6cdb\u5173\u6ce8\uff0c\u4f46\u201c\u63d0\u793a\u8bcd\u4f18\u5148\u201d\u7684\u8bbe\u8ba1\u54f2\u5b66\u503c\u5f97\u80af\u5b9a\u2014\u2014\u5b83\u907f\u5f00\u4e86\u91cd\u8026\u5408\u7684\u5b89\u88c5\u6d41\u7a0b\uff0c\u964d\u4f4e\u4e86\u91c7\u7528\u95e8\u69db\u3002\u5bf9\u4e8e\u5df2\u6df1\u5ea6\u4f7f\u7528AI\u7f16\u7801\u7684\u56e2\u961f\uff0c\u8fd9\u5957\u9aa8\u67b6\u80fd\u5feb\u901f\u642d\u5efa\u201c\u4ee3\u7406\u884c\u4e3a\u5b88\u5219\u201d\uff0c\u4f46\u82e5\u60f3\u6210\u4e3a\u6807\u51c6\u65b9\u6848\uff0c\u4ecd\u9700\u793e\u533a\u8d21\u732e\u66f4\u591a\u5373\u7528\u7684\u5806\u6808\u914d\u7f6e\u6587\u4ef6\u548c\u9519\u8bef\u6a21\u5f0f\u5e93\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Harness Starter Kit<\/span>\n <\/div>\n<div class=\"comment-content\">Harness Starter Kit helps teams turn fragile AI coding prompts into durable repository rules: AGENTS.md, drift checks, failure memory, adoption reports, and stack profiles for safer agent collaboration.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt,<\/p>\n<p>I built Harness Starter Kit because I kept seeing the same problem with AI coding agents: every session starts smart, but the important project rules disappear when the chat ends.<\/p>\n<p>The idea behind this project is simple: stop putting all the critical context in one-off prompts. Put it in the repo.<\/p>\n<p>Harness Starter Kit helps teams add durable agent instructions, lightweight drift checks, failure memory, decision records, adoption reports, and stack-specific harness snippets to real repositories.<\/p>\n<p>It is intentionally prompt-first, not installer-first. The target repo stays the source of truth, and the kit pushes agents to inspect, adapt, and verify instead of blindly copying defaults.<\/p>\n<p>I\u2019d love feedback from people using Cursor, Claude Code, Codex, Copilot, or other coding agents in production repos:<\/p>\n<p>What recurring agent mistakes would you want your repo to remember and prevent?<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>For anyone who wants to inspect the repo or try it locally: <a href=\"https:\/\/github.com\/baskduf\/harness-starter-kit\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/github.com\/baskduf\/harness-starter-kit<\/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<\/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\/XRAMZ7CMUCN4BA\" class=\"app-title\">Hum<\/a><\/p>\n<div class=\"one-liner\">Make your website feel alive with realtime visitor presence<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">11<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Hum\u901a\u8fc7\u73b0\u4ee3\u5316\u8bbe\u8ba1\u7684\u5b9e\u65f6\u8bbf\u5ba2\u5fbd\u7ae0\u548c\u5728\u7ebf\u4eba\u6570\u6302\u4ef6\uff0c\u5e2e\u52a9\u7f51\u7ad9\u6446\u8131\u8001\u65e7\u7684\u7edf\u8ba1\u5de5\u5177\uff0c\u4ee5\u7f8e\u89c2\u4e14\u4e0d\u7a81\u5140\u7684\u65b9\u5f0f\u5c55\u793a\u8bbf\u5ba2\u52a8\u6001\uff0c\u89e3\u51b3\u7f51\u7ad9\u201c\u6709\u4eba\u6c14\u5374\u770b\u4e0d\u89c1\u201d\u7684\u5c34\u5c2c\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d6c560c1-e46b-481b-b954-85f45e90cc41.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5b86a48d-ecc4-4c13-96db-7809f122bf45.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4d2a9c3f-a40f-48ac-8425-b76903088b24.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2379060a-b2ed-4037-b295-de84e93a0504.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\">SaaS<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u7f51\u7ad9\u8bbf\u5ba2\u5c55\u793a<\/span><br \/>\n <span class=\"tag\">\u793e\u4ea4\u8bc1\u660e<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u5728\u7ebf\u6302\u4ef6<\/span><br \/>\n <span class=\"tag\">\u8bbf\u5ba2\u8ba1\u6570\u5668<\/span><br \/>\n <span class=\"tag\">UI\u7ec4\u4ef6<\/span><br \/>\n <span class=\"tag\">\u7f51\u7ad9\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cf\u5316\u5206\u6790<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8ba4\u53ef\u4ea7\u54c1\u8bbe\u8ba1\u4f46\u8d28\u7591UI\u662f\u5426\u4e3aAI\u751f\u6210\uff0c\u521b\u59cb\u4eba\u5766\u8bda\u4f7f\u7528Claude\u8bbe\u8ba1\u540e\u7ecf\u81ea\u8eabUX\u80cc\u666f\u4f18\u5316\u3002\u53e6\u6709\u7528\u6237\u9884\u6d4b\u4ea7\u54c1\u88ab\u4f4e\u4f30\uff0c\u521b\u59cb\u4eba\u611f\u8c22\u5e76\u671f\u671b\u6301\u7eed\u53cd\u9988\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Hum\u7cbe\u51c6\u5207\u4e2d\u4e86\u4e00\u4e2a\u88ab\u5ffd\u89c6\u7684\u9700\u6c42\uff1a\u7f51\u7ad9\u201c\u6709\u4eba\u6c14\u201d\u7684\u53ef\u89c6\u5316\u3002\u4f20\u7edf\u65b9\u6848\u8981\u4e48\u662f\u4e11\u964b\u7684\u201c\u4f60\u662f\u7b2cX\u4f4d\u8bbf\u5ba2\u201d\uff0c\u8981\u4e48\u662f\u504f\u91cd\u540e\u53f0\u6570\u636e\u7684\u5206\u6790\u5e73\u53f0\uff08\u5982Google Analytics\uff09\u3002Hum\u9009\u62e9\u805a\u7126\u4e8e\u201c\u524d\u7aef\u611f\u77e5\u201d\uff0c\u7528\u73b0\u4ee3UI\u5c06\u5b9e\u65f6\u8bbf\u5ba2\u6570\u636e\u8f6c\u5316\u4e3a\u4e00\u79cd\u793e\u4ea4\u8bc1\u660e\uff0c\u8fd9\u672c\u8d28\u4e0a\u662f\u5728\u8d29\u5356\u4e00\u79cd\u201c\u6c1b\u56f4\u611f\u201d\u2014\u2014\u8ba9\u7f51\u7ad9\u8bbf\u95ee\u8005\u611f\u89c9\u8eab\u5904\u4e00\u4e2a\u6d3b\u8dc3\u7a7a\u95f4\uff0c\u4ece\u800c\u63d0\u5347\u505c\u7559\u548c\u8f6c\u5316\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u6280\u672f\u89d2\u5ea6\u770b\uff0c\u5176\u58c1\u5792\u4e0d\u9ad8\u3002\u5b9e\u65f6\u8ba1\u6570\u5668\u53ef\u901a\u8fc7WebSocket\u6216\u8f6e\u8be2\u5b9e\u73b0\uff0c20+\u6a21\u677f\u8003\u9a8c\u7684\u662f\u8bbe\u8ba1\u800c\u975e\u5de5\u7a0b\u80fd\u529b\u3002\u771f\u6b63\u7684\u4ef7\u503c\u5728\u4e8e\u62a2\u5360\u4e86\u201c\u6570\u636e\u53ef\u89c6\u5316\u201d\u4e0e\u201cUX\u589e\u5f3a\u201d\u4e4b\u95f4\u7684\u7f1d\u9699\u5e02\u573a\u3002\u4f46\u98ce\u9669\u540c\u6837\u660e\u663e\uff1a\u7528\u6237\u5bb9\u6613\u5ba1\u7f8e\u75b2\u52b3\uff0c\u4e14\u4e00\u65e6\u514d\u8d39\u5c42\u6cdb\u6ee5\uff0c\u8fd9\u79cd\u201c\u5728\u7ebf\u611f\u201d\u4f1a\u53d8\u5f97\u5ec9\u4ef7\u3002\u521b\u59cb\u4eba\u5c06UI\u5f52\u529f\u4e8eClaude\u5e76\u5766\u8bda\u8c03\u6574\uff0c\u4f53\u73b0\u4e86\u6267\u884c\u6548\u7387\uff0c\u4f46\u957f\u671f\u770b\uff0cHum\u82e5\u53ea\u505c\u7559\u5728\u6302\u4ef6\u5c42\uff0c\u5f88\u96be\u5f62\u6210\u62a4\u57ce\u6cb3\u3002\u5efa\u8bae\u5176\u5411\u201c\u5b9e\u65f6\u793e\u4ea4\u8bc1\u660e+\u8f7b\u91cf\u884c\u4e3a\u5206\u6790\u201d\u8fdb\u5316\uff0c\u6bd4\u5982\u7edf\u8ba1\u54ea\u4e9b\u9875\u9762\u8bbf\u5ba2\u6700\u591a\u3001\u4ece\u54ea\u4e9b\u9875\u9762\u8df3\u8f6c\uff0c\u5e76\u63d0\u4f9b\u201c\u70ed\u529b\u56fe\u201d\u5f0f\u7684\u884c\u4e3a\u75d5\u8ff9\uff0c\u624d\u80fd\u4ece\u201c\u597d\u770b\u7684\u5de5\u5177\u201d\u5347\u7ef4\u6210\u201c\u771f\u6b63\u63d0\u5347\u8f6c\u5316\u7387\u7684\u5546\u4e1a\u5de5\u5177\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\">Hum<\/span>\n <\/div>\n<div class=\"comment-content\">Most visitor counters and social proof widgets look outdated, intrusive, or overly focused on analytics. Hum focuses on modern design first, offering beautiful realtime visitor badges, live presence widgets, and 20+ customisable templates that blend naturally into modern websites. Developers can add them with a simple integration, while businesses get lightweight analytics and customisation without the complexity of traditional analytics platforms.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very underrated product. Congrats on 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\/@daniel_nwankwo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniel_nwankwo<\/a> Thank you! Means 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 product is good. <\/p>\n<\/p>\n<p>But I like the ui very much did you make it on your own or Claude design<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jay_gangwar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jay_gangwar<\/a> Hey thank you! Design I got from Claude design, but since I am from UX background, I refined it in my own way.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 Product Hunt \ud83d\udc4b<\/p>\n<p>I’m excited to share Hum with you today.<\/p>\n<p>The idea came from a simple frustration: I wanted visitor counters and website presence widgets for my own projects, but most options felt outdated, overly intrusive, or focused entirely on analytics.<\/p>\n<p>Hum is my attempt to make those widgets feel modern.<\/p>\n<p>With Hum, you can add beautiful visitor badges, live visitor counters, and realtime website presence widgets that actually blend into modern websites. The focus is on simplicity, customisation, and design.<\/p>\n<p>A few things we’re working on:<br \/>\n\u2022 Realtime visitor counts<br \/>\n\u2022 Unique visitor badges<br \/>\n\u2022 20+ widget templates<br \/>\n\u2022 Lightweight analytics<br \/>\n\u2022 Simple developer-friendly integration<\/p>\n<p>This is still early, and I’d genuinely love your feedback. If you try it, let me know what feels useful, what’s missing, or what you’d like to see next.<\/p>\n<p>Thanks for checking it out \u2764\ufe0f<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#13<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/OCQX3HJIU7AQME\" class=\"app-title\">CoffeePomodoro<\/a><\/p>\n<div class=\"one-liner\">Brew your productivity, one Pomodoro at a time<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">10<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>CoffeePomodoro \u5c06\u756a\u8304\u949f\u4e0e\u5496\u5561\u6587\u5316\u878d\u5408\uff0c\u901a\u8fc7\u7b49\u7ea7\u664b\u5347\u3001\u8fde\u7eed\u6253\u5361\u548c\u6e29\u6696\u52a8\u6548\uff0c\u89e3\u51b3\u7528\u6237\u5728\u4e13\u6ce8\u8fc7\u7a0b\u4e2d\u7f3a\u4e4f\u4eea\u5f0f\u611f\u548c\u6301\u7eed\u52a8\u529b\u7684\u75db\u70b9\uff0c\u8ba9\u65f6\u95f4\u7ba1\u7406\u53d8\u5f97\u50cf\u54c1\u5496\u5561\u4e00\u6837\u6109\u60a6\u800c\u81ea\u7136\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/43f271c8-609e-42ee-b64b-fbf9a9bb9839.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=CXgoWSfk21U\"><source src=\"https:\/\/www.youtube.com\/watch?v=CXgoWSfk21U\" 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\/69ae19aa-d495-42b9-b668-41f3da6bfb28.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4d445766-a091-42e4-95be-c585d86738a9.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\/22283971-22b5-49dc-baaa-403c711792f0.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\/805e60df-7501-4d2a-8e99-6e0e9649dee1.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\/78411472-8380-4cfd-affe-6ba1f15f5002.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\/a9cc3871-5f44-4447-93c7-cbfe9326e15a.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\/295cda87-c765-4ebc-9d8d-c94a2a6ad1b8.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\/ca1d0f85-d4e0-443f-b4cc-3625b764175d.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\/2a85c94e-fe88-4fd2-a385-2c99781027ec.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Android<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Time Tracking<\/span><br \/>\n <span class=\"tag\">Coffee<\/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\u81ea\u8ff0\u4ea7\u54c1\u7075\u611f\u6e90\u4e8e\u5496\u5561\u4e0e\u4e13\u6ce8\u7684\u65e5\u5e38\u4eea\u5f0f\uff0c\u5df2\u575a\u6301\u5f00\u53d1\u4e00\u5e74\u534a\uff0c\u73b0\u9762\u5411\u7528\u6237\u5f81\u6c42\u201c\u8ba9\u4e13\u6ce8\u66f4\u6e29\u6696\u201d\u7684\u5efa\u8bae\uff0c\u671f\u5f85\u4f18\u5316\u4f53\u9a8c\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n CoffeePomodoro \u7684\u521b\u610f\u5207\u5165\u70b9\u503c\u5f97\u80af\u5b9a\u2014\u2014\u7528\u5496\u5561\u6587\u5316\u4e3a\u67af\u71e5\u7684\u756a\u8304\u949f\u6ce8\u5165\u60c5\u611f\u6e29\u5ea6\uff0c\u8fd9\u662f\u5b83\u533a\u522b\u4e8e\u666e\u901a\u8ba1\u65f6\u5668\u7684\u6838\u5fc3\u5dee\u5f02\u3002\u7136\u800c\uff0c\u4ece10\u4e2a\u6295\u7968\u6570\u548c\u4ec5\u6709\u5f00\u53d1\u8005\u4e00\u6761\u8bc4\u8bba\u7684\u51b7\u6e05\u6570\u636e\u6765\u770b\uff0c\u4ea7\u54c1\u5c1a\u672a\u5f62\u6210\u6709\u6548\u7684\u793e\u533a\u5171\u9e23\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u529f\u80fd\u5806\u780c\uff0821\u79cd\u97f3\u6548\u3001\u5c0f\u7ec4\u4ef6\u3001\u7075\u52a8\u5c9b\u7b49\uff09\uff0c\u800c\u5728\u4e8e\u5c06\u201c\u5496\u5561\u4eea\u5f0f\u611f\u201d\u62bd\u8c61\u4e3a\u53ef\u91cf\u5316\u7684\u6210\u957f\u8def\u5f84\uff08\u4ece\u5b9d\u5b9d\u676f\u5230\u5496\u5561\u5f81\u670d\u8005\uff09\u3002\u8fd9\u79cd\u6e38\u620f\u5316\u8bbe\u8ba1\u82e5\u80fd\u843d\u5730\uff0c\u786e\u5b9e\u80fd\u63d0\u5347\u7528\u6237\u7c98\u6027\u3002\u4f46\u95ee\u9898\u4e5f\u5728\u6b64\uff1a\u5496\u5561\u7b49\u7ea7\u4e0e\u4e13\u6ce8\u6548\u7387\u4e4b\u95f4\u7684\u5173\u8054\u662f\u5426\u8db3\u591f\u76f4\u89c2\uff1f\u7528\u6237\u662f\u5426\u4f1a\u4e3a\u4e86\u89e3\u9501\u4e00\u4e2a\u865a\u62df\u676f\u5b50\u800c\u957f\u671f\u575a\u6301\uff1f\u5982\u679c\u7f3a\u4e4f\u66f4\u6df1\u7684\u793e\u4ea4\u6216\u6570\u636e\u53cd\u9988\u673a\u5236\uff08\u5982\u5bf9\u6bd4\u4ed6\u4eba\u3001\u4e13\u6ce8\u65f6\u957f\u5206\u6790\uff09\uff0c\u8fd9\u79cd\u201c\u5c0f\u786e\u5e78\u201d\u73a9\u6cd5\u5bb9\u6613\u5feb\u901f\u75b2\u52b3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u72ec\u7acb\u5f00\u53d1\u80051.5\u5e74\u7684\u6295\u5165\u503c\u5f97\u5c0a\u91cd\uff0c\u4f46\u4ea7\u54c1\u5728\u8425\u9500\u548c\u7528\u6237\u4e92\u52a8\u4e0a\u660e\u663e\u8584\u5f31\u3002\u5f53\u524d\u9636\u6bb5\uff0c\u6bd4\u8d77\u6dfb\u52a0\u66f4\u591a\u529f\u80fd\uff0c\u66f4\u5e94\u805a\u7126\u4e8e\u201c\u5496\u5561\u53d9\u4e8b\u201d\u7684\u5b8c\u6574\u95ed\u73af\u2014\u2014\u6bd4\u5982\u5c06\u4e00\u6b21\u4e13\u6ce8\u65f6\u957f\u4e0e\u4e00\u676f\u5496\u5561\u7684\u201c\u51b7\u5374\u201d\u65f6\u95f4\u8054\u52a8\uff0c\u6216\u7528\u771f\u5b9e\u5496\u5561\u4f18\u60e0\u5238\u6fc0\u52b1\u6253\u5361\u3002\u5426\u5219\uff0c\u5b83\u4ecd\u4f1a\u6df9\u6ca1\u5728\u65e0\u6570\u201c\u597d\u770b\u4f46\u65e0\u7528\u201d\u7684\u6548\u7387\u5de5\u5177\u4e2d\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\">CoffeePomodoro<\/span>\n <\/div>\n<div class=\"comment-content\">CoffeePomodoro turns your focus sessions into a warm coffee journey. Use the classic Pomodoro technique, level up through coffee ranks (from Babyccino to Coffee Conqueror), track streaks, and stay motivated with cozy animations, 21 focus sounds, Dynamic Island support, and home screen widgets. Built daily for 1.5 years by a solo indie dev. Available on iOS & Android.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey hunters! \ud83d\udc4b\u2615<br \/>\nI’m Remzi, a solo indie dev, and CoffeePomodoro is the app I always dreamed of building.<br \/>\nHere’s the story: I’ve always been a heavy Pomodoro app user. But every time I looked at the coffee on my desk, I thought \u2014 why doesn’t this cup balance out with my focus? Sometimes I’d even stretch a single coffee across an entire focus session. That little ritual is exactly where CoffeePomodoro was born.<br \/>\nSo I built a Pomodoro timer where focus feels warm and rewarding instead of stressful. You brew your productivity \u2014 level up through coffee ranks (from Babyccino to Coffee Conqueror), build streaks, unlock cups, and stay in flow with 21 focus sounds, Dynamic Island support, and home screen widgets.<br \/>\nI’ve worked on it every single day for about 1.5 years. It’s on both iOS and Android now.<br \/>\nI’d genuinely love your feedback \u2014 what would make your focus sessions cozier? Happy to answer anything in the comments today. \ud83d\ude4f<\/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<\/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\/ALVPZNMORHLVWO\" class=\"app-title\">ColorCraft<\/a><\/p>\n<div class=\"one-liner\">Batch-recolor 500+ sprites in seconds<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">10<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>ColorCraft \u662f\u4e00\u6b3e\u4e3a\u50cf\u7d20\u6e38\u620f\u5f00\u53d1\u8005\u8bbe\u8ba1\u7684\u6279\u91cf\u91cd\u4e0a\u8272\u5f15\u64ce\uff0c\u901a\u8fc7\u8fde\u63a5 Aseprite \u5b9e\u65f6\u8054\u52a8\uff0c\u5728\u51e0\u79d2\u5185\u81ea\u52a8\u4e3a\u6570\u767e\u5f20\u7cbe\u7075\u56fe\u66f4\u6362\u914d\u8272\u65b9\u6848\uff0c\u89e3\u51b3\u4e86\u89d2\u8272\u3001\u5143\u7d20\u53d8\u4f53\u7b49\u7f8e\u672f\u8d44\u4ea7\u624b\u52a8\u8fed\u4ee3\u7684\u4f4e\u6548\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/97ca8cd8-e302-4a88-945b-3e3ffef4e32a.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/H6FVNnyfYwk\"><source src=\"https:\/\/youtu.be\/H6FVNnyfYwk\" 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\/7954a217-f252-4188-81de-d3a4730935cd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/88585af7-28f0-4ae3-ad4d-240defd9022f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/40ddb5c2-6c53-43fb-9ac7-4758a03d2338.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\">Productivity<\/span><br \/>\n <span class=\"tag\">Art<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6279\u91cf\u91cd\u4e0a\u8272<\/span><br \/>\n <span class=\"tag\">\u50cf\u7d20\u827a\u672f<\/span><br \/>\n <span class=\"tag\">\u6e38\u620f\u5f00\u53d1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">Aseprite \u8054\u52a8<\/span><br \/>\n <span class=\"tag\">\u7cbe\u7075\u56fe<\/span><br \/>\n <span class=\"tag\">\u8c03\u8272\u677f<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u9884\u89c8<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u5de5\u574a<\/span><br \/>\n <span class=\"tag\">\u72ec\u7acb\u6e38\u620f<\/span><br \/>\n <span class=\"tag\">\u56fe\u5f62\u5904\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\uff08\u5f00\u53d1\u8005\uff09\u81ea\u8ff0\u5728\u5236\u4f5c\u6e38\u620f\u65f6\uff0c\u624b\u52a8\u7edf\u4e00\u8d44\u4ea7\u914d\u8272\u5e76\u53cd\u590d\u4fee\u6539\u7684\u6d41\u7a0b\u975e\u5e38\u75db\u82e6\uff0c\u8fdb\u800c\u5f00\u53d1\u4e86\u672c\u5de5\u5177\u3002\u4eceCLI\u8d77\u5bb6\uff0c\u6700\u7ec8\u5b8c\u5584\u4e3a\u62e5\u6709\u5b9e\u65f6\u8054\u52a8\u3001\u591a\u79cd\u989c\u8272\u7b97\u6cd5\u3001\u52a8\u753b\u652f\u6301\u3001\u906e\u7f69\u7b49\u529f\u80fd\u7684\u5b8c\u6574\u5e94\u7528\uff0c\u5e76\u63d0\u4f9b\u4e863.50\u7f8e\u5143\u7684\u9996\u53d1\u4f18\u60e0\u4ef7\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 ColorCraft\u7cbe\u51c6\u5207\u4e2d\u4e86\u50cf\u7d20\u6e38\u620f\u7f8e\u672f\u7ba1\u7ebf\u4e2d\u6700\u201c\u810f\u6d3b\u7d2f\u6d3b\u201d\u7684\u73af\u8282\u2014\u2014\u914d\u8272\u53d8\u4f53\u8fed\u4ee3\u3002\u5bf9\u4e8e\u8ffd\u6c42\u89c6\u89c9\u4e00\u81f4\u6027\u53c8\u9700\u8981\u6279\u91cf\u4ea7\u51fa\u4e0d\u540c\u5143\u7d20\uff08\u5982\u7ea2\u84dd\u7eff\u4e09\u79cd\u53f2\u83b1\u59c6\uff09\u7684\u72ec\u7acb\u5f00\u53d1\u8005\u800c\u8a00\uff0c\u5b83\u786e\u5b9e\u80fd\u907f\u514d\u5927\u91cf\u7684\u201c\u53e6\u5b58\u4e3a+\u624b\u52a8\u5438\u8272\u201d\u64cd\u4f5c\uff0c\u5c06\u91cd\u590d\u52b3\u52a8\u81ea\u52a8\u5316\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u201cAseprite Live-Link\u201d\u5e26\u6765\u7684\u6240\u89c1\u5373\u6240\u5f97\u53cd\u9988\uff0c\u4ee5\u53ca4\u79cd\u611f\u77e5\u989c\u8272\u7b97\u6cd5\u80cc\u540e\u7684\u4e13\u4e1a\u5ea6\uff0c\u8fd9\u4f7f\u5f97\u5b83\u4e0d\u4ec5\u4ec5\u662f\u7b80\u5355\u7684\u989c\u8272\u66ff\u6362\uff0c\u800c\u662f\u8bd5\u56fe\u5728\u4e0d\u7834\u574f\u5149\u7167\u548c\u7ec6\u8282\u7684\u524d\u63d0\u4e0b\u5b8c\u6210\u903b\u8f91\u53d8\u6362\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ece\u4ea7\u54c1\u4ecb\u7ecd\u548c\u8bc4\u8bba\u770b\uff0c\u5b83\u76ee\u524d\u66f4\u50cf\u4e00\u4e2a\u670d\u52a1\u4e8eAseprite\u7684\u201c\u63d2\u4ef6\u7ea7\u201d\u5de5\u5177\uff0c\u800c\u975e\u72ec\u7acb\u5f15\u64ce\u3002\u5176\u7528\u6237\u57fa\u7840\u4e25\u91cd\u53d7\u9650\u4e8e\u201c\u4f7f\u7528Aseprite\u4e14\u9700\u8981\u6279\u91cf\u91cd\u4e0a\u8272\u201d\u7684\u7ec6\u5206\u4eba\u7fa4\u3002\u6781\u4f4e\u7684\u6295\u7968\u6570\uff0810\u7968\uff09\u4e5f\u4fa7\u9762\u5370\u8bc1\u4e86\u5176\u51b7\u542f\u52a8\u7684\u5546\u4e1a\u56f0\u5883\u3002\u867d\u71363.5\u7f8e\u5143\u7684\u5b9a\u4ef7\u5bf9\u4e8e\u91cd\u5ea6\u4f7f\u7528\u8005\u6765\u8bf4\u662f\u201c\u5c18\u57c3\u4ef7\u201d\uff0c\u4f46\u6f5c\u5728\u7528\u6237\u662f\u5426\u4f1a\u7279\u610f\u4e3a\u201c\u81ea\u52a8\u5316\u77ed\u677f\u73af\u8282\u201d\u4e0b\u8f7d\u4e00\u4e2a\u72ec\u7acb\u5e94\u7528\uff0c\u800c\u975e\u5bfb\u6c42\u5df2\u6709\u7684\u5f00\u6e90\u811a\u672c\u89e3\u51b3\u65b9\u6848\uff0c\u662f\u5176\u9700\u8981\u56de\u7b54\u7684\u5173\u952e\u95ee\u9898\u3002\u6b64\u5916\uff0c\u8bc4\u8bba\u4e2d\u900f\u9732\u7684\u4eceCLI\u5230Full App\u7684\u6f14\u8fdb\u53f2\uff0c\u6697\u793a\u5176UI\/UX\u53ef\u80fd\u4ecd\u6709\u201c\u5f00\u53d1\u8005\u4e3a\u81ea\u5df1\u9020\u8f66\u201d\u7684\u6253\u78e8\u7a7a\u95f4\u3002\u957f\u8fdc\u770b\uff0c\u80fd\u5426\u4ece\u201cAseprite\u4f34\u4fa3\u201d\u8fdb\u5316\u4e3a\u66f4\u5f00\u653e\u7684\u50cf\u7d20\u5de5\u4f5c\u6d41\u67a2\u7ebd\uff0c\u624d\u662f\u5176\u80fd\u5426\u4ece\u5229\u57fa\u5de5\u5177\u8de8\u8d8a\u4e3a\u793e\u533a\u57fa\u7840\u8bbe\u65bd\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\">ColorCraft<\/span>\n <\/div>\n<div class=\"comment-content\">Creating characters, elemental variants, and biome-themed assets usually takes a lot of manual work. ColorCraft is a professional batch-recoloring engine that automates the “boring part” of gamedev. Simply link youraseprite files, pick your palettes, and watch your variations update in real-time as you draw. With native Aseprite Live-Link, 4 perceptual color matching algorithms, and industrial-scale batching (500+ sprites in seconds), ColorCraft is the missing link in your pixel art pipeline.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">While making my own game i wanted to have all my assets in the same palette to create a consistent vibe. This was a ton of manual work and every time I made a change I had to do everything again. Being a developer of course I created something to automate this for me. At first it was just a cli tool, then i build a very basic ui, then i added support for more palette types, then improved the UI some more. I just kept improving it till the point its a full application.<\/p>\n<p>ColorCraft allows you to easily batch recolor hundreds of files in seconds. It has a live link feature where you can instantly see the work you are making in Aseprite in multiple palettes. There is a cli mode for the power automation users in the pipeline. Dark\/light mode. Different distance metrics, different dithering algorithms, support for sprite sheet animations, masking, and more…<\/p>\n<p>Hope it can help some of my fellow indie devs out there!<\/p>\n<p>PS: on launch ColorCraft will have a special deal, 3.50$ in stead of 4.99$.<\/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\/@jeltedeproft\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jeltedeproft<\/a> thanks man, love the 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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#15<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/R4UN3JX72T7DVP\" class=\"app-title\">CollectMonial<\/a><\/p>\n<div class=\"one-liner\">Custom testimonial walls that match your brand and convert<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">9<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>CollectMonial \u662f\u4e00\u6b3e\u4e3a\u72ec\u7acb\u5f00\u53d1\u8005\u548cSaaS\u521b\u59cb\u4eba\u8bbe\u8ba1\u7684\u54c1\u724c\u5316\u8bc4\u4ef7\u5899\u5de5\u5177\uff0c\u7528\u6237\u901a\u8fc7\u4e00\u4e2a\u94fe\u63a5\u5373\u53ef\u6536\u96c6\u89c6\u9891\u6216\u6587\u5b57\u8bc4\u4ef7\uff0c\u5e76\u4ee5\u9ad8\u5ea6\u53ef\u81ea\u5b9a\u4e49\u7684\u6837\u5f0f\u5d4c\u5165\u7f51\u7ad9\uff0c\u89e3\u51b3\u4e86\u4e00\u7ad9\u5f0f\u83b7\u53d6\u5ba2\u6237\u597d\u8bc4\u4e14\u4e0d\u7834\u574f\u54c1\u724c\u89c6\u89c9\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/34e86e79-4e01-412b-993d-9745ba00573c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/87bfc404-9abb-47fc-9eb1-4b2ac1a84443.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/504d37a3-3cc3-44cc-a848-c4769af55cd2.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\">Public Relations<\/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\">\u8bc4\u4ef7\u6536\u96c6<\/span><br \/>\n <span class=\"tag\">\u89c6\u9891\u63a8\u8350<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u5b9a\u5236<\/span><br \/>\n <span class=\"tag\">\u5d4c\u5165\u7ec4\u4ef6<\/span><br \/>\n <span class=\"tag\">SaaS\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u72ec\u7acb\u5f00\u53d1\u8005<\/span><br \/>\n <span class=\"tag\">\u5ba2\u6237\u53cd\u9988<\/span><br \/>\n <span class=\"tag\">\u53e3\u7891\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u793e\u4ea4\u8bc1\u660e<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u53d1\u5e03<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u521b\u59cb\u4eba\u6307\u51fa\u73b0\u6709\u5de5\u5177\u4ef7\u683c\u9ad8\uff08$50+\/\u6708\uff09\u4e14Widget\u6837\u5f0f\u7834\u574f\u54c1\u724c\u8bbe\u8ba1\uff0c\u56e0\u6b64\u6253\u9020\u4e86\u5b9a\u4ef7$25\/\u6708\u7684\u5de5\u5177\uff0c\u652f\u6301\u6df1\u5ea6\u5b9a\u5236\u3001\u4e00\u952e\u5d4c\u5165\u3001\u98de\u4e66\/\u63a8\u7279\u5bfc\u5165\u53ca\u591a\u6d3b\u52a8\u7ba1\u7406\u3002\u6709\u7528\u6237\u8868\u793a\u201c\u770b\u8d77\u6765\u5f88\u9177\u201d\uff0c\u5c06\u53bb\u8bd5\u7528\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n CollectMonial \u5207\u4e2d\u4e86\u4e00\u4e2a\u975e\u5e38\u5177\u4f53\u4f46\u624e\u5b9e\u7684\u75db\u70b9\uff1aSaaS\u548c\u72ec\u7acb\u5f00\u53d1\u8005\u5bf9\u201c\u793e\u4ea4\u8bc1\u660e\u201d\u7684\u521a\u9700\u4e0e\u73b0\u6709\u8bc4\u4ef7\u5de5\u5177\u201c\u8d35\u4e14\u4e11\u201d\u4e4b\u95f4\u7684\u77db\u76fe\u3002\u521b\u59cb\u4eba\u4ee5\u54c1\u724c\u8bbe\u8ba1\u5e08\u7684\u89c6\u89d2\u5207\u5165\uff0c\u5c06\u201c\u54c1\u724c\u4e00\u81f4\u6027\u201d\u4f5c\u4e3a\u6838\u5fc3\u5356\u70b9\uff0c\u8fd9\u8fdc\u6bd4\u5355\u7eaf\u505a\u4e00\u4e2a\u201c\u8bc4\u4ef7\u6536\u96c6\u5de5\u5177\u201d\u66f4\u6709\u62a4\u57ce\u6cb3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u4ea7\u54c1\u5b9a\u4ef7\u770b\uff0c$25\/\u6708\u7684FLAT\u8d39\u7528\u5bf9\u4e2a\u4eba\u5f00\u53d1\u8005\u6781\u5177\u5438\u5f15\u529b\uff0c\u76f4\u63a5\u7784\u51c6\u4e86Trustpilot\u3001Yotpo\u7b49\u9ad8\u4ef7\u5de5\u5177\u7684\u201c\u4f4e\u914d\u66ff\u4ee3\u201d\u5e02\u573a\u3002\u529f\u80fd\u4e0a\uff0c\u89c6\u9891\u8bc4\u4ef7+\u4e00\u952e\u5d4c\u5165+\u652f\u6301\u4eceX\u548cLinkedIn\u5bfc\u5165\uff0c\u5df2\u7ecf\u8986\u76d6\u4e86\u57fa\u672c\u7684MVP\uff0c\u5e76\u4e14\u201c\u591a\u6d3b\u52a8\u7ba1\u7406\u201d\u6697\u793a\u4e86\u5b83\u5411\u4e0b\u6e38\u8425\u9500\u81ea\u52a8\u5316\u6269\u5c55\u7684\u6f5c\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u76ee\u524d9\u7968\u7684\u5fae\u5f31\u53cd\u9988\u8bf4\u660e\u4ea7\u54c1\u5c1a\u5728\u51b7\u542f\u52a8\u9636\u6bb5\uff0c\u503c\u5f97\u6ce8\u610f\u7684\u662f\u8bc4\u8bba\u4e2d\u4ec5\u67091\u4f4d\u6f5c\u5728\u7528\u6237\u8868\u8fbe\u4e86\u8bd5\u7528\u610f\u613f\uff0c\u7f3a\u4e4f\u5bf9\u5b9e\u9645\u8f6c\u5316\u7387\u3001\u5d4c\u5165\u540e\u52a0\u8f7d\u6027\u80fd\u3001\u89c6\u9891\u5b58\u50a8\u6210\u672c\u7684\u6df1\u5ea6\u8ba8\u8bba\u3002\u771f\u6b63\u7684\u6311\u6218\u5728\u4e8e\uff1a\u5f53\u7528\u6237\u91cf\u589e\u957f\u540e\uff0c\u89c6\u9891\u5b58\u50a8\u548c\u5e26\u5bbd\u6210\u672c\u4f1a\u8fc5\u901f\u541e\u566c\u5229\u6da6\uff0c25\u7f8e\u5143\/\u6708\u7684\u5b9a\u4ef7\u80fd\u5426\u652f\u6491\u8d77\u957f\u671f\u8fd0\u8425\uff1f\u6b64\u5916\uff0c\u5927\u5382\u5982Canva\u6216Notion\u82e5\u5728\u4e0b\u4e00\u4e2a\u7248\u672c\u4e2d\u76f4\u63a5\u96c6\u6210\u540c\u7c7b\u529f\u80fd\uff0c\u8be5\u5de5\u5177\u5c06\u9762\u4e34\u88ab\u201c\u5e73\u53f0\u5316\u541e\u566c\u201d\u7684\u98ce\u9669\u3002CollectMonial \u7684\u957f\u671f\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u6536\u96c6\u201d\uff0c\u800c\u5728\u4e8e\u6210\u4e3a\u904d\u5e03\u72ec\u7acb\u7ad9\u70b9\u7684\u201c\u54c1\u724c\u5316\u8bc4\u4ef7\u7f51\u7edc\u201d\uff0c\u5173\u952e\u5728\u4e8e\u80fd\u5426\u5229\u7528\u65e9\u671f\u793e\u533a\u5efa\u7acb\u8d77\u50cf\u7d20\u7ea7\u5339\u914d\u4e0d\u540c\u4e3b\u9898\u7684\u6a21\u677f\u751f\u6001\uff0c\u4ece\u800c\u5f62\u6210\u6570\u636e\u4e0e\u8d44\u4ea7\u7684\u8f6c\u6362\u58c1\u5792\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\">CollectMonial<\/span>\n <\/div>\n<div class=\"comment-content\">CollectMonial is testimonial collection software for SaaS founders and solopreneurs. Send a single link to clients, they record a video or write a testimonial, and you embed a fully branded testimonial wall on your site with one script tag. Customize card edges, colors, and layouts to match your brand.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey, I’m a brand designer turned solo founder. Every time I tried to add testimonials to a client site, the existing tools either cost $50+\/month or produced widgets that completely broke the brand design.<\/p>\n<p>So I built CollectMonial, a testimonial collection software with deep design customization, priced at $25\/month flat.<\/p>\n<p>What it does:<br \/>\n– Send a link to clients, they record video or text testimonials directly in their browser<br \/>\n– Customize card edges, colors, and layouts so your testimonial wall matches your brand<br \/>\n– Embed it on any site with one script tag<br \/>\n– Import existing testimonials from X and LinkedIn<br \/>\n– Multiple campaigns for different products or services<\/p>\n<p>Would love some early feedback.<\/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>this looks cool! will check it out for <a href=\"https:\/\/shhots.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">shhots.ai<\/a> \ud83d\ude4c<\/p>\n<\/p>\n<p>congrats on the launch <a href=\"https:\/\/www.producthunt.com\/@devanuj\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"devanuj\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@devanuj<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rajat_dangi1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rajat_dangi1<\/a> Thanks a lot Rajat \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\">#16<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/OB63U6DN43TAW5\" class=\"app-title\">JSON Kit<\/a><\/p>\n<div class=\"one-liner\">Fix broken AI JSON and 6 more JSON tools, all in-browser<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">9<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>JSON Kit \u662f\u4e00\u5957\u6d4f\u89c8\u5668\u7aef JSON \u4fee\u590d\u4e0e\u5904\u7406\u5de5\u5177\u96c6\uff0c\u6838\u5fc3\u529f\u80fd\u662f\u81ea\u52a8\u4fee\u590d\u5927\u6a21\u578b\u8f93\u51fa\u7684\u7834\u635f JSON\uff0c\u5e76\u660e\u786e\u6807\u6ce8\u9519\u8bef\u539f\u56e0\uff0c\u89e3\u51b3\u5f00\u53d1\u8005\u56e0 AI JSON \u683c\u5f0f\u4e0d\u517c\u5bb9\u5bfc\u81f4\u7684\u5954\u6e83\u6216\u8f6c\u6362\u5931\u8d25\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery single-item\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3aef1a28-8ebb-489e-bd1b-fa3e7e66cc24.octet-stream?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>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">JSON\u4fee\u590d<\/span><br \/>\n <span class=\"tag\">AI\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u7aef<\/span><br \/>\n <span class=\"tag\">\u5728\u7ebf\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u683c\u5f0f\u8f6c\u6362<\/span><br \/>\n <span class=\"tag\">\u8c03\u8bd5<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90<\/span><br \/>\n <span class=\"tag\">\u5927\u6a21\u578b\u9002\u914d<\/span><br \/>\n <span class=\"tag\">\u96f6\u9690\u79c1\u98ce\u9669<\/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>\u6682\u65e0\u7528\u6237\u8d1f\u9762\u8bc4\u8bba\u3002\u53d1\u5e03\u8005\u81ea\u8ff0\u9879\u76ee\u6e90\u4e8e\u89e3\u51b3\u5927\u6a21\u578b\u8f93\u51faJSON\u683c\u5f0f\u4e0d\u4e00\u81f4\u7684\u75db\u70b9\uff0c\u5f3a\u8c03\u6d4f\u89c8\u5668\u7aef\u8fd0\u884c\u4fdd\u62a4\u9690\u79c1\uff0c\u5e95\u5c42\u4f9d\u8d56\u5f00\u6e90\u5e93\uff0c\u5e76\u6b22\u8fce\u53cd\u9988\u66f4\u591a\u8fb9\u7f18\u9519\u8bef\u6848\u4f8b\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 JSON Kit \u7684\u5207\u5165\u70b9\u975e\u5e38\u7cbe\u51c6\u2014\u2014\u6293\u4f4f\u4e86\u201cAI\u5f00\u53d1\u7ea2\u5229\u671f\u201d\u6700\u7410\u788e\u5374\u9ad8\u9891\u7684\u5c4e\u5751\uff1a\u5927\u6a21\u578b\u8f93\u51fa\u7ed3\u6784\u5316\u6570\u636e\u65f6\u7684\u683c\u5f0f\u4efb\u6027\u3002\u8fd9\u7c7b\u201cAI JSON\u4fee\u590d\u201d\u672c\u8d28\u4e0a\u4e0d\u662f\u6280\u672f\u96be\u9898\uff0c\u800c\u662f\u5f00\u53d1\u4f53\u9a8c\u7684\u626b\u76f2\u5de5\u5177\u3002\u5b83\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u7b97\u6cd5\u6df1\u5ea6\uff0c\u800c\u5728\u4e8e\u53ca\u65f6\u6027\uff1a\u5c06\u4fee\u590d\u673a\u5236\u76f4\u63a5\u505a\u6210\u6d4f\u89c8\u5668\u7aef\u3001\u96f6\u90e8\u7f72\u7684\u5373\u65f6\u5de5\u5177\uff0c\u4e14\u52a0\u4e0a\u4e86\u201c\u9519\u8bef\u8bca\u65ad\u6807\u7b7e\u201d\u8fd9\u4e00\u5de7\u5999\u7684\u8ba4\u77e5\u5c42\uff0c\u8ba9\u7528\u6237\u4ece\u201c\u7384\u5b66\u62a5\u9519\u201d\u8df3\u8f6c\u5230\u201c\u770b\u539f\u56e0\u6539\u4ee3\u7801\u201d\u3002\u8fd9\u79cd\u5b9a\u4f4d\u806a\u660e\u4e14\u514b\u5236\uff1a\u4e0d\u81ea\u5efa\u5927\u6a21\u578b\uff0c\u4e0d\u641e\u4e91\u7aef\u670d\u52a1\uff0c\u89c4\u907f\u4e86\u9690\u79c1\u4e89\u8bae\uff0c\u4e5f\u964d\u4f4e\u4e86\u7ef4\u62a4\u6210\u672c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u95ee\u9898\u4e5f\u5f88\u660e\u663e\uff1a\u5de5\u5177\u96c6\u91cc\u5927\u591a\u662f\u201c\u522b\u4eba\u90fd\u6709\u4e86\uff0c\u6211\u987a\u4fbf\u505a\u4e00\u4e2a\u201d\u7684\u5197\u4f59\u529f\u80fd\uff08\u5982\u683c\u5f0f\u5316\u3001JSONPath\uff09\uff0c\u7f3a\u4e4f\u771f\u6b63\u7684\u7a00\u7f3a\u6027\u3002\u4fee\u590d\u903b\u8f91\u4f9d\u8d56\u5f00\u6e90\u5e93\uff0c\u610f\u5473\u7740\u540c\u8d28\u5316\u6781\u6613\u88ab\u590d\u5236\u3002\u8fd9\u79cd\u4ea7\u54c1\u5f62\u6001\u5929\u751f\u98de\u8f6e\u6548\u5e94\u5f31\uff0c\u7528\u6237\u7528\u5b8c\u5373\u8d70\uff0c\u7f3a\u4e4f\u9ecf\u6027\u3002\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u5728\u4e8e\u80fd\u5426\u79ef\u7d2f\u51fa\u201c\u7f55\u89c1\u9519\u8bef\u6a21\u5f0f\u6570\u636e\u5e93\u201d\u2014\u2014\u6bd4\u5982\u5927\u6a21\u578b\u8f93\u51fa\u7684\u591a\u884c\u622a\u65ad\u3001\u975e\u6807\u51c6Unicode\u3001\u6df7\u5408\u8bed\u8a00\u6ce8\u91ca\u7b49\u2014\u2014\u4ece\u201c\u901a\u7528\u4fee\u590d\u201d\u8fdb\u5316\u5230\u201cAI\u8f93\u51fa\u7279\u5316\u4fee\u590d\u201d\u3002\u5982\u679c\u6b62\u6b65\u4e8e\u6807\u7b7e\u5316\u5f00\u6e90\u5de5\u5177\uff0c\u5f88\u5feb\u5c31\u4f1a\u6210\u4e3a\u5f00\u53d1\u8005\u6536\u85cf\u5939\u91cc\u5403\u7070\u7684\u53c8\u4e00\u4e2a\u7f51\u5740\u3002\u7b2c\u4e00\u7248\u4e0d\u9519\uff0c\u4f46\u522b\u6b62\u6b65\u4e8e\u6b64\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\">JSON Kit<\/span>\n <\/div>\n<div class=\"comment-content\">JSON Kit is a set of fast, browser-side JSON tools built for the AI era. The standout is Fix LLM JSON: paste the broken JSON that ChatGPT, Claude, or local models hand you, and get clean, valid JSON back instantly, with a label for exactly what was wrong (trailing commas, single quotes, Python literals, markdown fences, truncated output, and more). Everything runs 100% in your browser, so your output never touches a server.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \ud83d\udc4b I built JSON Kit.<br \/>\nThis started from one annoying bug. I kept piping LLM output into JSON.parse() and it would work fine for days, then break in production because the model added a trailing comma or wrapped everything in a “`json fence. If you’ve built anything on top of AI output you’ve probably hit the exact same thing.<br \/>\nSo I made Fix LLM JSON: paste the broken stuff, get clean JSON back, and it tells you what was wrong instead of silently fixing it. It runs entirely in your browser, which I cared about because LLM outputs are full of API keys and user data I didn’t want sending anywhere.<br \/>\nFull transparency: the repair engine under the hood is the open-source jsonrepair library by Jos de Jong, with a layer I built on top to detect and label the specific error patterns. The rest of the kit (formatter, JSON\u2192TS, JSON\u2192Zod, JSONPath, diff, markdown extractor) grew out of the same “I keep needing this” itch.<br \/>\nIt’s free to use, no signup. Would genuinely love feedback on what else breaks your JSON, especially the weird edge cases. Happy to answer anything in the comments today.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/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\/63QWRYLJDGZOWW\" class=\"app-title\">Mixstream<\/a><\/p>\n<div class=\"one-liner\">Rebuilding Music and Digital Economy<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">9<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Mixstream\u662f\u4e00\u4e2a\u8ba9\u97f3\u4e50\u4eba\u81ea\u4e3b\u638c\u63a7\u97f3\u4e50\u7ecf\u6d4e\u7684\u5e73\u53f0\uff0c\u901a\u8fc7\u900f\u660e\u7684\u7248\u7a0e\u8ffd\u8e2a\u548c\u540c\u6b65\u6388\u6743\uff0c\u89e3\u51b3\u827a\u672f\u5bb6\u5728\u4f20\u7edf\u884c\u4e1a\u4e2d\u6536\u5165\u4e0d\u900f\u660e\u3001\u4e2d\u95f4\u5546\u62bd\u6210\u9ad8\u3001\u65e0\u6cd5\u4e86\u89e3\u6bcf\u7b14\u7248\u7a0e\u6765\u6e90\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3cd3c15d-b018-4547-a7a1-688835b75e9c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6bf273fa-eb2e-4392-b753-ceac17dfc8c6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cb8f3b85-4bd2-4fef-99af-406f19e7b592.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3f793b5c-4667-415f-a605-4f200a6398dc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f31c518c-c26b-46f5-bff2-4853c5e4d317.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\">Music<\/span><br \/>\n <span class=\"tag\">Streaming Services<\/span><br \/>\n <span class=\"tag\">Tech<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u97f3\u4e50\u4eba\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u7248\u7a0e\u900f\u660e<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u97f3\u4e50\u53d1\u884c<\/span><br \/>\n <span class=\"tag\">\u540c\u6b65\u6388\u6743<\/span><br \/>\n <span class=\"tag\">AI\u5de5\u4f5c\u5ba4<\/span><br \/>\n <span class=\"tag\">\u53bb\u4e2d\u4ecb\u5316<\/span><br \/>\n <span class=\"tag\">\u521b\u4f5c\u8005\u7ecf\u6d4e<\/span><br \/>\n <span class=\"tag\">\u81ea\u4e3b\u7248\u6743<\/span><br \/>\n <span class=\"tag\">\u6d41\u5a92\u4f53\u5206\u53d1<\/span><br \/>\n <span class=\"tag\">\u7248\u7a0e\u8ffd\u8e2a<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u5bf9\u5e73\u53f0\u900f\u660e\u7248\u7a0e\u548c\u53bb\u4e2d\u95f4\u5546\u5316\u7684\u7406\u5ff5\u8868\u793a\u652f\u6301\uff0c\u671f\u5f85\u5176\u672a\u6765\u53d1\u5c55\u3002\u521b\u59cb\u4eba\u5f3a\u8c03\u4e86\u884c\u4e1a\u5f0a\u7aef\uff08\u7248\u7a0e\u9ed1\u7bb1\u3001\u4e2d\u95f4\u5546\u76d8\u5265\uff09\uff0c\u5e76\u8bf4\u660e\u6784\u5efa\u4e86\u5b8c\u6574\u6280\u672f\u6808\uff08\u542b\u81ea\u5bb6\u6d41\u5a92\u4f53\u5e94\u7528\u548cAI\u5de5\u4f5c\u5ba4\uff09\uff0c\u5e0c\u671b\u83b7\u5f97\u827a\u672f\u5bb6\u3001\u7ba1\u7406\u8005\u7b49\u5bf9\u5e73\u53f0\u4fe1\u4efb\u5ea6\u7684\u771f\u5b9e\u53cd\u9988\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Mixstream\u7684\u5207\u5165\u70b9\u7cbe\u51c6\u5730\u8e29\u4e2d\u4e86\u97f3\u4e50\u884c\u4e1a\u7684\u201c\u6697\u4f24\u201d\u2014\u2014\u7248\u7a0e\u4e0d\u900f\u660e\u548c\u521b\u4f5c\u8005\u88ab\u5265\u524a\u3002\u5b83\u6ca1\u6709\u5728\u53d1\u884c\u4ef7\u683c\u8fd9\u4e2a\u7ea2\u6d77\u91cc\u6253\u6eda\uff0c\u800c\u662f\u628a\u4ef7\u503c\u951a\u5b9a\u5728\u201c\u6743\u5229\u4e0e\u8bb8\u53ef\u201d\u7684\u590d\u6742\u5c42\u4e0a\uff0c\u8fd9\u786e\u5b9e\u6bd4\u5355\u7eaf\u7684\u201c\u4e0a\u4f20\u6587\u4ef6\u201d\u66f4\u6709\u62a4\u57ce\u6cb3\u3002\u4f46\u5766\u767d\u8bf4\uff0c\u201c\u900f\u660e\u201d\u548c\u201c\u516c\u5e73\u201d\u662f\u6bcf\u4e2a\u533a\u5757\u94fe\u97f3\u4e50\u9879\u76ee\u90fd\u558a\u8fc7\u7684\u53e3\u53f7\uff0c\u6700\u7ec8\u5927\u591a\u6298\u621f\u4e8e\u7528\u6237\u589e\u957f\u4e0e\u53d8\u73b0\u6548\u7387\u3002Mixstream\u7684MVP\u548c\u4ec59\u7968\u7684\u73b0\u72b6\u8bf4\u660e\u5b83\u4ecd\u5904\u4e8e\u6781\u65e9\u671f\u9a8c\u8bc1\u9636\u6bb5\uff0c\u6700\u5927\u7684\u6311\u6218\u4e0d\u662f\u6280\u672f\uff0c\u800c\u662f\u5982\u4f55\u8ba9\u5df2\u7ecf\u5bf9\u5404\u7c7b\u201c\u753b\u997c\u201d\u5e73\u53f0\u9ebb\u6728\u7684\u827a\u672f\u5bb6\u771f\u6b63\u76f8\u4fe1\u5e76\u8fc1\u79fb\u5176\u6838\u5fc3\u8d44\u4ea7\u2014\u2014\u97f3\u4e50\u7248\u6743\u3002\u9760\u201cAI\u5904\u7406\u7e41\u7410\u4e8b\u52a1\u201d\u548c\u201c\u81ea\u5efa\u6d41\u5a92\u4f53\u5e94\u7528\u201d\u6765\u8bc1\u660e\u7ba1\u7ebf\u53ef\u884c\uff0c\u542c\u8d77\u6765\u66f4\u50cf\u4e00\u79cd\u81ea\u8bc1\u6e05\u767d\u7684\u82e6\u529f\u592b\uff0c\u800c\u975e\u89c4\u6a21\u5316\u7684\u5229\u5668\u3002\u82e5\u4e0d\u80fd\u5feb\u901f\u63a5\u5165\u8db3\u591f\u5927\u7684\u7248\u7a0e\u6c60\uff08\u5982\u70ed\u95e8\u5f71\u89c6\u540c\u6b65\u6388\u6743\u8d44\u6e90\uff09\u6216\u63d0\u4f9b\u663e\u8457\u9ad8\u4e8eSpotify\u7b49\u5de8\u5934\u7684\u5206\u6210\u6bd4\u4f8b\uff0c\u5f88\u53ef\u80fd\u6f14\u53d8\u6210\u53c8\u4e00\u4e2a\u201c\u5c0f\u800c\u7f8e\u201d\u7684\u7406\u60f3\u4e3b\u4e49\u8bd5\u9a8c\u54c1\u3002\u771f\u6b63\u7684\u4ef7\u503c\uff0c\u5728\u4e8e\u5176\u7cfb\u7edf\u7684\u5e95\u5c42\u5ba1\u8ba1\u80fd\u529b\u80fd\u5426\u6210\u4e3a\u884c\u4e1a\u672a\u6765\u7684\u57fa\u7840\u8bbe\u65bd\uff0c\u800c\u4e0d\u53ea\u662f\u53c8\u4e00\u6b3e\u53d1\u884c\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\">Mixstream<\/span>\n <\/div>\n<div class=\"comment-content\">Mixstream puts artists in control of their own music economy, transparently and fairly. Release and distribute to every DSP, monetize your catalog through sync licensing, and see exactly how every royalty is generated, down to the stream. No black-box accounting, no middlemen skimming the top; just transparent payouts, fair splits, and 100% ownership of our masters.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>A nice one for talented musicians looking for support! Love to see how it goes in the future.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \ud83d\udc4b Sami here, one of the founders of Mixstream alongside Dylan.<br \/>\nWe built this because the music industry has the incentives backwards. Artists make the music, but everyone else owns the economy around it. Your royalties show up as a single number in someone else’s dashboard, with no way to see how it was actually generated.<\/p>\n<p>Middlemen take the biggest cut. And most distribution tools just race each other to the bottom on price, because uploading a file to Spotify was never the hard part. We wanted to flip that. Mixstream is a studio where artists actually control their own music economy. You release and distribute to every DSP, monetize your catalog through sync licensing, and see exactly how every royalty is earned, down to the stream. <\/p>\n<p>You keep your masters. No black box, no skimming.<\/p>\n<p>Building it taught us the real lesson: distribution is a commodity, but the rights and licensing layer on top is where the value lives. So we built the whole stack ourselves, even our own streaming app just to prove the pipeline works end to end, with an AI studio that handles the tedious parts so artists can stay focused on the music.<\/p>\n<p>We are launching the MVP and currently signing up alpha partners who will get long term exclusive benefits on Mixstream via the partnership program.<\/p>\n<p>We would genuinely love your honest feedback, especially from artists, managers, and anyone who has ever squinted at a royalty statement. What would make you trust a platform with your catalog?<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<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\/5TIN5TV3EG6TT7\" class=\"app-title\">AnyFrame<\/a><\/p>\n<div class=\"one-liner\">Platform for every agent your team builds<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">9<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>AnyFrame\u662f\u4e00\u4e2a\u8ba9\u56e2\u961f\u5feb\u901f\u642d\u5efa\u4e0e\u90e8\u7f72\u591a\u667a\u80fd\u4f53\uff08Agent\uff09\u7684\u5e73\u53f0\uff0c\u901a\u8fc7\u63d0\u4f9b\u6c99\u7bb1\u3001\u5185\u5b58\u3001\u53ef\u89c2\u6d4b\u6027\u7b49\u5e95\u5c42\u57fa\u7840\u8bbe\u65bd\uff0c\u89e3\u51b3\u5f00\u53d1\u8005\u91cd\u590d\u6784\u5efaAgent\u8fd0\u884c\u73af\u5883\u7684\u75db\u70b9\uff0c\u5e76\u652f\u6301\u5c06Agent\u5d4c\u5165Slack\u3001GitHub\u7b49\u73b0\u6709\u5de5\u4f5c\u6d41\u4e2d\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6be0e696-968f-4d68-9330-49433eb3732e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/27fe1a77-d1ea-4086-bbd6-17049cf23f43.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/424df1c8-2c60-4f41-9737-22159d2002bf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/856afd1f-9a74-4388-aba2-c35ebab1ff22.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\/d6217702-c76e-46f2-91ca-0f18f2ddb660.gif?auto=format\" data-video-url=\"https:\/\/www.loom.com\/share\/58a47458b2d942709aba7cf1562fdb60\"><source src=\"https:\/\/www.loom.com\/share\/58a47458b2d942709aba7cf1562fdb60\" 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\">Software Engineering<\/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\">\u591a\u667a\u80fd\u4f53\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">Agent\u8fd0\u7ef4<\/span><br \/>\n <span class=\"tag\">\u57fa\u7840\u8bbe\u65bd<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u6c99\u7bb1\u73af\u5883<\/span><br \/>\n <span class=\"tag\">\u53ef\u89c2\u6d4b\u6027<\/span><br \/>\n <span class=\"tag\">SDK<\/span><br \/>\n <span class=\"tag\">AI\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">Slack\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">GitHub\u96c6\u6210<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237Chirag\uff08\u8054\u5408\u521b\u59cb\u4eba\uff09\u4e3b\u52a8\u4ecb\u7ecd\u4ea7\u54c1\uff0c\u5f3a\u8c03\u56e2\u961f\u538c\u5026\u4e86\u91cd\u590d\u6784\u5efaAgent\u57fa\u7840\u67b6\u6784\uff0cAnyFrame\u8d1f\u8d23\u8fd0\u884c\u65f6\u4e0e\u96c6\u6210\uff0c\u7528\u6237\u53ef\u4e13\u6ce8\u4e8e\u4e1a\u52a1\u903b\u8f91\u3002\u8bc4\u8bba\u76ee\u524d\u65e0\u8d1f\u9762\u53cd\u9988\u6216\u5177\u4f53\u95ee\u9898\uff0c\u4e3b\u8981\u8868\u8fbe\u4ea7\u54c1\u5b9a\u4f4d\u4e0e\u672a\u6765\u8ba1\u5212\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n AnyFrame\u8e29\u4e2d\u4e86\u5f53\u524dAI\u5e94\u7528\u843d\u5730\u4e2d\u6700\u75db\u7684\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\u95ee\u9898\uff1aAgent\u7684\u90e8\u7f72\u4e0e\u8fd0\u7ef4\u3002\u5176\u4ef7\u503c\u4e0d\u5728\u4e8e\u521b\u9020\u65b0\u7684AI\u80fd\u529b\uff0c\u800c\u5728\u4e8e\u5c06\u57fa\u7840\u8bbe\u65bd\u6807\u51c6\u5316\u2014\u2014\u6c99\u7bb1\u9694\u79bb\u3001\u5185\u5b58\u7ba1\u7406\u3001\u5de5\u5177\u94fe\u96c6\u6210\u3001\u4ee5\u53ca\u8de8\u5de5\u4f5c\u6d41\uff08Slack\/GitHub\uff09\u7684\u89e6\u53d1\u673a\u5236\uff0c\u8fd9\u4e9b\u90fd\u662f\u4eceDemo\u5230\u751f\u4ea7\u73af\u5883\u7684\u5fc5\u8981\u53f0\u9636\uff0c\u4f46\u5f88\u591a\u56e2\u961f\u7684\u786e\u5728\u53cd\u590d\u9020\u8f6e\u5b50\u3002\u7136\u800c\uff0c\u4ea7\u54c1\u4ec5\u53d1\u5e03\u4e00\u4e2a\u6708\uff0c\u4ec5\u67099\u7968\uff0c\u8bf4\u660e\u76ee\u524d\u8fd8\u5728\u65e9\u671f\u6982\u5ff5\u9a8c\u8bc1\u9636\u6bb5\uff0c\u5e02\u573a\u63a5\u53d7\u5ea6\u5b58\u7591\u3002\u5b83\u7684\u771f\u6b63\u547d\u95e8\u5728\u4e8e\uff1a1\uff09\u7ade\u4e89\u6fc0\u70c8\uff0c\u540c\u7c7b\u578b\u7684LangChain\u3001AutoGPT\u3001\u4ee5\u53ca\u4e91\u5382\u5546\u7684Agent\u6846\u67b6\u90fd\u5df2\u5e03\u5c40\uff0cAnyFrame\u5982\u4f55\u5dee\u5f02\u5316\uff1f\u76ee\u524d\u770b\u4ec5\u6709\u201cHarness\u53ef\u4e92\u6362\u201d\u7b97\u662f\u4eae\u70b9\uff0c\u4f46\u8fd9\u672c\u8d28\u662f\u517c\u5bb9\u6027\uff0c\u5e76\u975e\u62a4\u57ce\u6cb3\u30022\uff09\u7528\u6237\u8bc4\u8bba\u4e2d\u53ea\u6709\u521b\u59cb\u56e2\u961f\u81ea\u8ff0\uff0c\u7f3a\u4e4f\u771f\u5b9e\u7b2c\u4e09\u65b9\u53cd\u9988\uff0c\u96be\u4ee5\u5224\u65ad\u5b9e\u9645\u843d\u5730\u4e2d\u6c99\u7bb1\u6027\u80fd\u3001\u5ef6\u8fdf\u3001\u5f02\u5e38\u5904\u7406\u7b49\u5173\u952e\u6307\u6807\u7684\u6210\u719f\u5ea6\u30023\uff09\u5ba3\u79f0\u201c\u5206\u949f\u7ea7\u542f\u52a8swarm\u201d\uff0c\u4f46\u5728\u4f01\u4e1a\u7ea7\u573a\u666f\u4e0b\uff0c\u6743\u9650\u63a7\u5236\u3001\u5ba1\u8ba1\u65e5\u5fd7\u3001\u6210\u672c\u76d1\u63a7\u7b49\u6cbb\u7406\u9700\u6c42\u53ef\u80fd\u88ab\u8fc7\u5ea6\u7b80\u5316\u3002\u603b\u4f53\u6765\u770b\uff0c\u65b9\u5411\u6b63\u786e\uff0c\u4f46\u9700\u8981\u8fc5\u901f\u8bc1\u660e\u80fd\u5728\u5927\u89c4\u6a21\u3001\u9ad8\u5e76\u53d1\u3001\u590d\u6742\u6d41\u7a0b\u4e2d\u7a33\u5b9a\u8fd0\u884c\uff0c\u5426\u5219\u5f88\u5bb9\u6613\u6ca6\u4e3a\u53c8\u4e00\u4e2a\u201cDemo\u7ea7\u201d\u5de5\u5177\u3002\u56e2\u961f\u901f\u5ea6\u662f\u4f18\u52bf\uff0c\u4f46\u4ea7\u54c1\u6df1\u5ea6\u624d\u662f\u751f\u5b58\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\">AnyFrame<\/span>\n <\/div>\n<div class=\"comment-content\">Spin up swarms of agents in minutes, for any use case, on any harness. For internal tools or customer-facing products.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! \ud83d\udc4b<\/p>\n<p>I’m Chirag, co-founder of AnyFrame, building this together with <a href=\"https:\/\/www.producthunt.com\/@inishchith\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@inishchith<\/a><\/p>\n<p>For the last 6 months, we watched teams burn weeks building agent infrastructure before writing a single line of actual business logic. Sandboxes, retries, memory, observability, harness integrations. Every team was rebuilding the same plumbing from scratch.<\/p>\n<p>We got tired of watching it happen, so a month ago we started building the fix.<\/p>\n<p>AnyFrame is the platform layer every agent team keeps reinventing. You bring the logic. We handle the runtime, sandboxing, memory, and observability. Your agents live inside Slack, GitHub, Discord, wherever work already happens, and get triggered naturally by the things that happen there.<\/p>\n<\/p>\n<p><strong>What we shipped today:<\/strong><\/p>\n<ul>\n<li>\n<p>Agents that can browse the web, interact with any UI, and connect to your existing tools for context and action<\/p>\n<\/li>\n<li>\n<p>Triggers from the tools your team already uses (Slack, GitHub, Discord and more)<\/p>\n<\/li>\n<li>\n<p>Harness-swappable agents (Claude Code, Cursor, Codex) so you can flip anytime without rewrites<\/p>\n<\/li>\n<li>\n<p>Python + TypeScript SDK to embed agents inside your own product in a few lines<\/p>\n<\/li>\n<\/ul>\n<p>We’re one month old and this is just the beginning. We have a packed roadmap and will keep shipping fast. This community’s feedback will directly shape what we prioritize next, so we’d love to hear what you’re building and what’s getting in your way.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#19<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/D5IR75ZOSMCL2H\" class=\"app-title\">Launci<\/a><\/p>\n<div class=\"one-liner\">the go-to-market agent <\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">8<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Launci \u662f\u4e00\u4e2a\u9762\u5411\u521b\u59cb\u4eba\u7684AI\u4e0a\u5e02\uff08GTM\uff09\u4ee3\u7406\uff0c\u80fd\u6839\u636e\u4f60\u8bbe\u5b9a\u7684\u76ee\u6807\uff0c\u81ea\u52a8\u8c03\u7814\u6f5c\u5728\u5ba2\u6237\u5e76\u5728\u90ae\u4ef6\u3001LinkedIn\u3001X\u3001Reddit\u7b49\u6e20\u9053\u64b0\u5199\u4e2a\u6027\u5316\u89e6\u8fbe\u6d88\u606f\uff0c\u89e3\u51b3\u51b7\u542f\u52a8\u65f6\u201c\u627e\u4e0d\u5230\u5bf9\u7684\u4eba\u3001\u5199\u4e0d\u51fa\u5bf9\u7684\u6587\u6848\u201d\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/eca32f5f-1364-4ba3-8c0f-a226bdb5a429.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/81bf957d-c2fb-47fd-85f4-bedf524e1d5a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2380d46c-4cfe-4cee-85c7-8ab04bc983a2.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\">Email<\/span><br \/>\n <span class=\"tag\">Sales<\/span><br \/>\n <span class=\"tag\">Marketing<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI GTM\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u51b7\u542f\u52a8<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316\u5916\u8054<\/span><br \/>\n <span class=\"tag\">\u521b\u59cb\u4eba\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u793e\u4ea4\u5a92\u4f53\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u6f5c\u5728\u5ba2\u6237\u8c03\u7814<\/span><br \/>\n <span class=\"tag\">AI\u9500\u552e\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u5c0f\u4f17\u5e02\u573a\u89e6\u8fbe<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u8425\u9500<\/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\uff080\u70b9\u8d5e\uff09\u8bc4\u8bba\u80af\u5b9a\u4e86\u521b\u59cb\u4eba\u7684\u5047\u8bbe\u65b9\u5411\u6b63\u786e\uff0c\u4f46\u5173\u952e\u6311\u6218\u5728\u4e8e\u4ee3\u7406\u80fd\u5426\u53ef\u9760\u5730\u5bfc\u822aLinkedIn\u5e73\u53f0\u3002\u76ee\u524d\u4ec5\u67091\u6761\u56de\u5e16\u83b7\u5f97\u70b9\u8d5e\uff0c\u6574\u4f53\u53cd\u9988\u6709\u9650\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Launci \u5207\u4e2d\u4e86\u4e00\u4e2a\u771f\u5b9e\u7684\u75db\u70b9\uff1a\u4f20\u7edfGTM\u5de5\u5177\u5728\u201c\u91cf\u201d\u4e0a\u5185\u5377\uff0c\u5374\u5ffd\u7565\u4e86\u51b7\u542f\u52a8\u6700\u7a00\u7f3a\u7684\u201c\u8d28\u201d\u2014\u2014\u627e\u5230\u771f\u6b63\u5173\u5fc3\u4f60\u4e14\u4f60\u80fd\u63d0\u4f9b\u72ec\u7279\u4ef7\u503c\u7684\u4eba\u3002\u5176\u4ef7\u503c\u4e0d\u5728\u4e8e\u81ea\u52a8\u5316\u53d1\u9001\uff0c\u800c\u5728\u4e8e\u7528AI\u6a21\u62df\u4eba\u505a\u201c\u6162\u6d3b\u201d\uff1a\u6df1\u5ea6\u8c03\u7814\u3001\u7406\u89e3\u4e0a\u4e0b\u6587\u3001\u9501\u5b9a\u9500\u552e\u6570\u636e\u5e93\u96be\u4ee5\u8986\u76d6\u7684\u201c\u6c34\u4e0b\u89d2\u8272\u201d\uff08\u5982\u884c\u4e1a\u8bb0\u8005\u3001\u64ad\u5ba2\u4e3b\u3001\u5c0f\u4f17\u793e\u533a\u7248\u4e3b\uff09\u3002\u8fd9\u79cd\u5b9a\u4f4d\u8ba9\u5b83\u907f\u5f00\u4e86\u4e0eApollo\u3001Lemlist\u7b49\u6295\u653e\u578b\u5de5\u5177\u7684\u6b63\u9762\u7ade\u4e89\uff0c\u8f6c\u800c\u670d\u52a1\u90a3\u4e9b\u8ffd\u6c42\u7cbe\u51c6\u800c\u975e\u5e7f\u6492\u7f51\u7684\u6df1\u5ea6\u6280\u672f\u521b\u59cb\u4eba\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u98ce\u9669\u540c\u6837\u660e\u663e\u3002\u6b63\u5982\u7528\u6237\u8bc4\u8bba\u6240\u8d28\u7591\u7684\uff0cAI\u4ee3\u7406\u5bf9LinkedIn\u7b49\u5c01\u95ed\u793e\u4ea4\u7f51\u7edc\u7684\u5bfc\u822a\u80fd\u529b\u662f\u6700\u5927\u74f6\u9888\u2014\u2014\u81ea\u52a8\u5316\u722c\u53d6\u3001\u6a21\u62df\u771f\u4eba\u4ea4\u4e92\u6781\u6613\u89e6\u53d1\u5e73\u53f0\u53cd\u722c\u673a\u5236\u6216\u8d26\u53f7\u5c01\u7981\u3002\u6b64\u5916\uff0c\u201c\u8be2\u95ee\u540e\u518d\u6267\u884c\u201d\u7684\u8bbe\u8ba1\u867d\u5f3a\u8c03\u63a7\u5236\u611f\uff0c\u5374\u53ef\u80fd\u62d6\u6162\u54cd\u5e94\u901f\u5ea6\uff0c\u62b5\u6d88\u81ea\u52a8\u5316\u7684\u672c\u8d28\u4f18\u52bf\u3002\u82e5\u4e0d\u80fd\u4ee5\u6781\u4f4e\u7528\u6237\u4ecb\u5165\u6210\u672c\u5b9e\u73b0\u9ad8\u7cbe\u5ea6\u51b3\u7b56\uff0c\u521b\u59cb\u4eba\u4f9d\u7136\u4f1a\u89c9\u5f97\u4e0d\u5982\u81ea\u5df1\u5199\u3002Launci \u7684\u7406\u60f3\u7528\u6237\u753b\u50cf\u5e94\u662f\u201c\u6781\u5ba2\u521b\u59cb\u4eba\u201d\uff1a\u4fe1\u4efbAI\u7684\u63a8\u7406\u80fd\u529b\uff0c\u613f\u610f\u5bb9\u5fcd\u90e8\u5206\u5ef6\u8fdf\u4ee5\u6362\u53d6\u6df1\u5ea6\u7cbe\u51c6\u3002\u957f\u671f\u770b\uff0c\u5b83\u5fc5\u987b\u5efa\u7acb\u4e00\u5957\u900f\u660e\u7684\u4fe1\u4efb\u673a\u5236\u2014\u2014\u8ba9\u7528\u6237\u6e05\u6670\u770b\u5230AI\u7684\u8c03\u7814\u903b\u8f91\u548c\u51b3\u7b56\u4f9d\u636e\uff0c\u5426\u5219\u5c06\u6ca6\u4e3a\u53c8\u4e00\u4e2a\u201c\u770b\u8d77\u6765\u5f88\u806a\u660e\u4f46\u5b9e\u9645\u4e0d\u6562\u7528\u201d\u7684\u73a9\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\">Launci<\/span>\n <\/div>\n<div class=\"comment-content\">For founders who’d rather ship code than DM strangers. Launci is the AI go-to-market agent for founders. Drop a goal and it operates for days: researches prospects, writes personal outreach across email, LinkedIn, X and Reddit, sends from your own inbox, follows up, brings replies back. It asks before it ships. Works for the niches Apollo can’t touch.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt,<\/p>\n<p>I’m Pung, building Launci solo from Munich.<\/p>\n<p>The hard part of launching isn’t sending the message. It’s finding someone who actually cares about your thing, and writing something that proves you understand them.<\/p>\n<p>Every cold outreach tool I’ve used optimizes for the wrong thing, more sends, bigger lists, more templates. Reply rates sit at 0.5% because nobody’s finding the right person or writing the right angle.<\/p>\n<p>So Launci does the slow, hard work. You give it a goal in plain English and the agent:<\/p>\n<p>– Researches prospects across email, LinkedIn, X, Reddit, and DMs, including the people sales databases can’t find: indie journalists, podcast hosts, niche newsletter writers, community moderators, micro-influencers in your specific corner<br \/>– Picks the angle per person, references a specific post, a quote from their site, a real connection<br \/>– Sends from your own inbox or account, follows up for days, brings replies back to you<br \/>– Asks before it ships every move<\/p>\n<p>If there’s no good reason to reach out, it doesn’t. One specific message beats 100 templated ones.<\/p>\n<p>Three things I’d love feedback on:<br \/>1. Did the demo land or feel too dense?<br \/>2. Anything obvious missing from the channels?<br \/>3. “Asks before it ships”, right amount of control, or should I default to more autonomous?<\/p>\n<p>Will be answering every comment today.<\/p>\n<p>Pung<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@pungme\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pungme<\/a> Your hypothesis is right for sure. Will come down to how reliably the agent navigates LinkedIn. Good luck!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">#20<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/UUJW2SY55KMO42\" class=\"app-title\">Open Source Alternative Finder<\/a><\/p>\n<div class=\"one-liner\">Free replacements for Slack, Notion, Figma & 60+ paid tools<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">8<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u6bcf\u65e5\u66f4\u65b0\u7684\u5de5\u5177\u5bf9\u6bd4\u7f51\u7ad9\uff0c\u5e2e\u52a9\u7528\u6237\u627e\u5230Slack\u3001Notion\u3001Figma\u7b4960+\u4ed8\u8d39SaaS\u7684\u514d\u8d39\u3001\u81ea\u6258\u7ba1\u5f00\u6e90\u66ff\u4ee3\u54c1\uff0c\u5e76\u63d0\u4f9b\u8fc1\u79fb\u6307\u5357\u548cAI\u5206\u6790\uff0c\u89e3\u51b3\u56e2\u961f\u9ad8\u989d\u8f6f\u4ef6\u8ba2\u9605\u8d39\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cd593f1b-1364-4b74-b30b-e9e334be6ed9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/da94bfc5-61d4-4dfd-a32c-bbc594c11d47.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a22405d6-2299-4032-87f2-f9b10d755a62.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b937b328-6a35-45cb-aeaa-4326b59781e3.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\">SaaS<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5f00\u6e90\u66ff\u4ee3<\/span><br \/>\n <span class=\"tag\">SaaS\u5bf9\u6bd4<\/span><br \/>\n <span class=\"tag\">\u81ea\u6258\u7ba1<\/span><br \/>\n <span class=\"tag\">\u8fc1\u79fb\u6307\u5357<\/span><br \/>\n <span class=\"tag\">AI\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u5b9a\u4ef7\u900f\u660e<\/span><br \/>\n <span class=\"tag\">\u72ec\u7acb\u5f00\u53d1\u8005<\/span><br \/>\n <span class=\"tag\">\u7701\u94b1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u6548\u7387<\/span><br \/>\n <span class=\"tag\">VPS\u90e8\u7f72<\/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\u8005John\u89e3\u91ca\u4e86\u9879\u76ee\u521d\u8877\uff1a\u56e2\u961f\u6bcf\u5e74\u652f\u4ed8$8000+\u8ba2\u9605\u8d39\uff0c\u800c\u81ea\u6258\u7ba1\u65b9\u6848\u4ec5\u9700$6\/\u6708VPS\u3002\u4ed6\u5f3a\u8c03\u4e86\u201c\u7559\u5728\u4ed8\u8d39\u5de5\u5177\u201d\u7684\u8bda\u5b9e\u5bf9\u6bd4\u3001\u96be\u5ea6\u8bc4\u7ea7\u548c\u8282\u7701\u8ba1\u7b97\u5668\u3002\u7528\u6237\u5173\u6ce8\u70b9\u5728\u4e8e\u8fc1\u79fb\u6307\u5357\u6df1\u5ea6\u548c\u5b9a\u4f4d\u6e05\u6670\u5ea6\uff0c\u671f\u5f85\u66f4\u591a\u7c7b\u522b\u8986\u76d6\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 Open Source Alternative Finder\u7cbe\u51c6\u5207\u4e2d\u4e86\u201cSaaS\u8ba2\u9605\u75b2\u52b3\u201d\u8fd9\u4e00\u521a\u9700\u2014\u2014\u5c24\u5176\u662f\u5bf9\u4e2d\u5c0f\u56e2\u961f\u548c\u9884\u7b97\u654f\u611f\u7684\u6280\u672f\u7528\u6237\u800c\u8a00\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u7f57\u5217\u66ff\u4ee3\u54c1\u201d\uff0c\u800c\u5728\u4e8e\u7528AI\u964d\u4f4e\u51b3\u7b56\u6210\u672c\uff1a\u6bcf\u5929\u81ea\u52a8\u66f4\u65b0\u3001\u5b9a\u4ef7\u5bf9\u6bd4\u3001\u8fc1\u79fb\u96be\u5ea6\u8bc4\u7ea7\uff0c\u751a\u81f3\u6709\u4e2a\u201c\u8bda\u5b9e\u529d\u9000\u201d\u6a21\u5757\uff08\u63d0\u793a\u7528\u6237\u4f55\u65f6\u4e0d\u9002\u5408\u8f6c\u5f00\u6e90\uff09\uff0c\u8fd9\u6bd4\u7edd\u5927\u591a\u6570\u5f00\u6e90\u63a8\u8350\u7ad9\u66f4\u52a1\u5b9e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u95ee\u9898\u4e5f\u5f88\u660e\u663e\uff1a\u5f53\u524d\u4ec557\u7ec4\u5bf9\u6bd4\u30018\u7c7b\u5de5\u5177\uff0c\u8986\u76d6\u6df1\u5ea6\u6709\u9650\uff0c\u4e14AI\u751f\u6210\u7684\u201cAI\u88c1\u51b3\u201d\u53ef\u80fd\u7f3a\u4e4f\u6280\u672f\u7ec6\u8282\u7684\u5b9e\u64cd\u9a8c\u8bc1\u3002\u5f00\u53d1\u8005John\u4ee5\u201c\u96f6\u6210\u672c\u7ba1\u9053\u201d\u8fd0\u8425\uff0c\u4f9d\u8d56GitHub Actions\u548cGroq AI\uff0c\u8fd9\u65e2\u662f\u4f18\u52bf\uff08\u4f4e\u95e8\u69db\uff09\uff0c\u4e5f\u662f\u9690\u5fe7\u2014\u2014\u4e00\u65e6\u7ef4\u62a4\u8005\u7cbe\u529b\u5206\u6563\uff0c\u5185\u5bb9\u66f4\u65b0\u548c\u51c6\u786e\u6027\u53ef\u80fd\u6ed1\u5761\u3002\n <\/p>\n<p class=\"ai-content\">\n \u53e6\u5916\uff0c\u6295\u7968\u6570\u4ec58\uff0c\u793e\u533a\u5171\u9e23\u5fae\u5f31\u3002\u8bc4\u8bba\u4e2d\u867d\u6709\u5f00\u53d1\u8005\u5766\u8bda\u5206\u4eab\uff0c\u5374\u51e0\u4e4e\u6ca1\u6709\u7528\u6237\u771f\u5b9e\u53cd\u9988\u6216\u4f7f\u7528\u4f53\u9a8c\u3002\u8fd9\u6697\u793a\u4ea7\u54c1\u4ecd\u5904\u4e8e\u65e9\u671f\u201c\u81ea\u55e8\u201d\u9636\u6bb5\uff0c\u5c1a\u672a\u5f62\u6210\u53e3\u7891\u4f20\u64ad\u3002\u82e5\u60f3\u4ece\u201c\u4e2a\u4eba\u9879\u76ee\u201d\u8dc3\u5347\u4e3a\u201c\u4ea7\u54c1\u201d\uff0c\u9700\u8981\u66f4\u7cfb\u7edf\u7684\u793e\u533a\u5efa\u8bbe\u3001\u7528\u6237\u6848\u4f8b\uff0c\u4ee5\u53ca\u66f4\u6df1\u5ea6\u7684\u8fc1\u79fb\u6559\u7a0b\uff08\u5982\u5b9e\u9645\u90e8\u7f72\u8e29\u5751\u8bb0\u5f55\uff09\u3002\u4e00\u53e5\u8bdd\uff1a\u65b9\u5411\u6b63\u786e\uff0c\u4f46\u79bb\u201c\u66ff\u4ee3\u54c1\u53c2\u8003\u6807\u6746\u201d\u8fd8\u6709\u4e0d\u5c11\u8def\u8981\u8d70\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Open Source Alternative Finder<\/span>\n <\/div>\n<div class=\"comment-content\">A daily-updated comparison site covering 60+ proprietary SaaS tools and their free, self-hosted open-source alternatives. Every page includes pricing tables, self-hosting difficulty ratings, step-by-step migration guides, and an AI verdict. Built and run by John Ogoina, a solo developer based in Nigeria.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey PH \ud83d\udc4b I’m John, the solo developer behind OSALFinder \u2014 built and run from Nigeria.<\/p>\n<p>The idea came from a simple frustration: teams were paying $8,000+\/year for tools like Slack, Notion, Figma, and Jira \u2014 and equally good self-hosted alternatives existed for the cost of a $6\/month VPS. But there was nowhere that compared them honestly, with real pricing tables, self-hosting difficulty ratings, and step-by-step migration guides.<\/p>\n<p>So I built it. The entire site runs on a $0\/month pipeline \u2014 GitHub Actions scrapes live data daily, Groq AI generates the comparison content, and GitHub Pages hosts it all for free. 57 comparisons across 8 categories, rebuilt every 24 hours.<\/p>\n<p>A few things I’m especially proud of:<br \/>\n\u2014 The “Stay with the paid tool if…” section on every page (we’re honest when the OSS alternative isn’t good enough)<br \/>\n\u2014 Self-hosting difficulty ratings (1\u20135 scale with time estimates)<br \/>\n\u2014 The Savings Calculator that shows your team’s exact annual saving<\/p>\n<p>Happy to answer any questions about the pipeline, the niche, or building solo with AI tools.<\/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>Thanks to everyone who voted today. I genuinely didn’t expect makers to show up this early.<\/p>\n<\/p>\n<p><strong>@alexcloudstar @david_firouzbakht @praneethnarisetty<\/strong> \u2014 curious what drew you to the tool. Any categories where you’d want to see deeper migration guides? Still expanding coverage and maker input tends to be sharper than general feedback.<\/p>\n<\/p>\n<p>I’m open to any honest thoughts on the positioning too. It’s always better to hear it straight.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<\/div>\n<p><\/p>\n<div id=\"imageModal\" class=\"modal\">\n <span class=\"close\">×<\/span><br \/>\n <img class=\"modal-content\" id=\"modalImage\">\n<\/div>\n<p><script>\n \/\/ \u83b7\u53d6\u6a21\u6001\u6846\u5143\u7d20\n const modal = document.getElementById(\"imageModal\");\n const modalImg = document.getElementById(\"modalImage\");\n const closeBtn = document.getElementsByClassName(\"close\")[0];<\/p>\n<p> \/\/ \u68c0\u6d4b\u662f\u5426\u4e3a\u79fb\u52a8\u8bbe\u5907\n const isMobile = \/iPhone|iPad|iPod|Android\/i.test(navigator.userAgent);<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4f18\u5316\n function addTouchOptimization() {\n if (isMobile) {\n \/\/ \u4e3a\u6240\u6709\u53ef\u70b9\u51fb\u5143\u7d20\u6dfb\u52a0\u89e6\u6478\u53cd\u9988\n const clickableElements = document.querySelectorAll(\n '.media-content, .close, .video-overlay, .play-icon'\n );<\/p>\n<p> clickableElements.forEach(el => {\n el.style.touchAction = 'manipulation'; \/\/ \u9632\u6b62\u53cc\u51fb\u7f29\u653e\n });\n }\n }<\/p>\n<p> \/\/ \u4e3a\u6240\u6709\u56fe\u7247\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6\n const images = document.querySelectorAll(\"img.media-content\");\n images.forEach(img => {\n img.onclick = function() {\n modal.style.display = \"block\";\n modalImg.src = this.src;\n \/\/ \u963b\u6b62\u80cc\u666f\u6eda\u52a8\n document.body.style.overflow = \"hidden\";\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n img.addEventListener('touchstart', function(e) {\n \/\/ \u9632\u6b62\u89e6\u6478\u4e8b\u4ef6\u89e6\u53d1\u4e0d\u5fc5\u8981\u7684\u884c\u4e3a\n e.preventDefault();\n this.click();\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u4e3a\u89c6\u9891\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6 - \u8df3\u8f6c\u5230\u89c6\u9891URL\n const videos = document.querySelectorAll(\"video.media-content\");\n videos.forEach(video => {\n \/\/ \u70b9\u51fb\u89c6\u9891\u672c\u8eab\u65f6\u8df3\u8f6c\u5230\u89c6\u9891URL\n video.onclick = function(e) {\n \/\/ \u68c0\u67e5\u70b9\u51fb\u76ee\u6807\u662f\u5426\u662f\u89c6\u9891\u63a7\u4ef6\u6216\u5176\u5b50\u5143\u7d20\n let isControlClick = false;\n let target = e.target;<\/p>\n<p> \/\/ \u5411\u4e0a\u904d\u5386DOM\uff0c\u68c0\u67e5\u662f\u5426\u70b9\u51fb\u4e86\u63a7\u4ef6\u5143\u7d20\n while (target && target !== this) {\n \/\/ \u68c0\u67e5\u662f\u5426\u6709\u63a7\u4ef6\u76f8\u5173\u7684\u7c7b\u540d\u6216\u5c5e\u6027\n if (target.classList.contains('video-js') || \n target.tagName.toLowerCase() === 'button' || \n target.tagName.toLowerCase() === 'input' || \n target.tagName.toLowerCase() === 'select' ||\n target.className.includes('control')) {\n isControlClick = true;\n break;\n }\n target = target.parentElement;\n }<\/p>\n<p> \/\/ \u53ea\u6709\u5f53\u70b9\u51fb\u7684\u662f\u89c6\u9891\u672c\u8eab\u800c\u975e\u63a7\u4ef6\u65f6\u624d\u8df3\u8f6c\n if (!isControlClick && e.target.tagName.toLowerCase() === 'video') {\n const videoUrl = this.getAttribute('data-video-url') || this.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n video.addEventListener('touchstart', function(e) {\n \/\/ \u68c0\u67e5\u662f\u5426\u70b9\u51fb\u4e86\u63a7\u4ef6\n let isControlClick = false;\n let target = e.target;<\/p>\n<p> while (target && target !== this) {\n if (target.tagName.toLowerCase() === 'button' || \n target.tagName.toLowerCase() === 'input' || \n target.className.includes('control')) {\n isControlClick = true;\n break;\n }\n target = target.parentElement;\n }<\/p>\n<p> if (!isControlClick) {\n e.preventDefault();\n const videoUrl = this.getAttribute('data-video-url') || this.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u4e3a\u89c6\u9891\u906e\u7f69\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6\uff0c\u786e\u4fdd\u70b9\u51fb\u906e\u7f69\u4e5f\u80fd\u8df3\u8f6c\n const videoOverlays = document.querySelectorAll('.video-overlay');\n videoOverlays.forEach(overlay => {\n overlay.onclick = function(e) {\n \/\/ \u963b\u6b62\u4e8b\u4ef6\u5192\u6ce1\u5230\u89c6\u9891\u5143\u7d20\n e.stopPropagation();\n const video = this.parentElement.querySelector('video.media-content');\n if (video) {\n const videoUrl = video.getAttribute('data-video-url') || video.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n overlay.addEventListener('touchstart', function(e) {\n e.preventDefault();\n e.stopPropagation();\n const video = this.parentElement.querySelector('video.media-content');\n if (video) {\n const videoUrl = video.getAttribute('data-video-url') || video.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u5173\u95ed\u6a21\u6001\u6846\n closeBtn.onclick = function() {\n modal.style.display = \"none\";\n \/\/ \u6062\u590d\u80cc\u666f\u6eda\u52a8\n document.body.style.overflow = \"auto\";\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n closeBtn.addEventListener('touchstart', function(e) {\n e.preventDefault();\n modal.style.display = \"none\";\n document.body.style.overflow = \"auto\";\n }, { passive: false });\n }<\/p>\n<p> \/\/ \u70b9\u51fb\u6a21\u6001\u6846\u5916\u90e8\u5173\u95ed\n window.onclick = function(event) {\n if (event.target === modal) {\n modal.style.display = \"none\";\n document.body.style.overflow = \"auto\";\n }\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n modal.addEventListener('touchstart', function(e) {\n if (e.target === modal) {\n modal.style.display = \"none\";\n document.body.style.overflow = \"auto\";\n }\n }, { passive: true });\n }<\/p>\n<p> \/\/ \u6309ESC\u952e\u5173\u95ed\u6a21\u6001\u6846\n document.addEventListener('keydown', function(event) {\n if (event.key === 'Escape' && modal.style.display === 'block') {\n modal.style.display = 'none';\n document.body.style.overflow = \"auto\";\n }\n });<\/p>\n<p> \/\/ \u68c0\u67e5\u6bcf\u4e2a\u5a92\u4f53\u753b\u5eca\u4e2d\u662f\u5426\u53ea\u6709\u4e00\u4e2a\u9879\u76ee\uff0c\u5982\u679c\u662f\uff0c\u6dfb\u52a0single-item\u7c7b\n document.querySelectorAll('.media-gallery').forEach(gallery => {\n if (gallery.querySelectorAll('.media-item-wrapper').length === 1) {\n gallery.classList.add('single-item');\n }\n });<\/p>\n<p> \/\/ \u521d\u59cb\u5316\u89e6\u6478\u4f18\u5316\n addTouchOptimization();<\/p>\n<p> \/\/ \u7a97\u53e3\u5927\u5c0f\u53d8\u5316\u65f6\u91cd\u65b0\u68c0\u67e5\u753b\u5eca\u72b6\u6001\n window.addEventListener('resize', function() {\n document.querySelectorAll('.media-gallery').forEach(gallery => {\n if (gallery.querySelectorAll('.media-item-wrapper').length === 1) {\n gallery.classList.add('single-item');\n } else {\n gallery.classList.remove('single-item');\n }\n });\n });<\/p>\n<p> \/\/ --- \u8bc4\u8bba\u533a\u57df\u6298\u53e0\/\u5c55\u5f00\u529f\u80fd ---\n const commentToggles = document.querySelectorAll('.comments-toggle');<\/p>\n<p> commentToggles.forEach(toggle => {\n toggle.addEventListener('click', function() {\n \/\/ \u5207\u6362\u5f53\u524dtoggle\u7684open\u72b6\u6001\n this.classList.toggle('open');<\/p>\n<p> \/\/ \u83b7\u53d6\u5bf9\u5e94\u7684\u8bc4\u8bba\u5bb9\u5668\n const commentsContainer = this.nextElementSibling;\n if (commentsContainer && commentsContainer.classList.contains('comments-container')) {\n commentsContainer.classList.toggle('open');\n }\n });\n });\n<\/script><\/p>\n<p><\/body><br \/>\n<\/html><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-05-31 PH\u70ed\u699c | 2026-05-31 #1 Clipt […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"template-clean-canvas.php","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[],"class_list":["post-239","post","type-post","status-publish","format-standard","hentry","category-producthunt"],"_links":{"self":[{"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/posts\/239","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/comments?post=239"}],"version-history":[{"count":0,"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/posts\/239\/revisions"}],"wp:attachment":[{"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/media?parent=239"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/categories?post=239"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/tags?post=239"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}

{"id":239,"date":"2026-06-01T13:18:35","date_gmt":"2026-06-01T05:18:35","guid":{"rendered":"https:\/\/ph.listeningo.cn\/index.php\/2026\/06\/01\/2026-05-31\/"},"modified":"2026-06-01T13:18:35","modified_gmt":"2026-06-01T05:18:35","slug":"2026-05-31","status":"publish","type":"post","link":"https:\/\/ph.listeningo.cn\/index.php\/2026\/06\/01\/2026-05-31\/","title":{"rendered":"PH\u70ed\u699c | 2026-05-31"},"content":{"rendered":"

\n
\n
\n
\n
\n Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-05-31<\/title><\/p>\n<style>\n \/* --- \u5168\u5c40\u91cd\u7f6e\u4e0e\u5b57\u4f53 --- *\/\n :root {\n --ph-orange: #FF6154;\n --text-main: #21293C;\n --text-secondary: #4B587C;\n --bg-ai: #F7F7F9;\n --border-color: #E6E6E6;\n }<\/p>\n<p> body {\n font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Helvetica, Arial, sans-serif;\n color: var(--text-main);\n background-color: #ffffff;\n line-height: 1.6;\n margin: 0;\n padding: 20px;\n }<\/p>\n<p> .container {\n max-width: 800px;\n margin: 0 auto;\n }<\/p>\n<p> \/* --- \u5361\u7247\u6837\u5f0f --- *\/\n .app-card {\n border-bottom: 1px solid var(--border-color);\n padding-bottom: 40px;\n margin-bottom: 40px;\n }<\/p>\n<p> \/* --- 1. \u5934\u90e8\u533a\u57df --- *\/\n .app-header {\n display: flex;\n align-items: flex-start;\n gap: 16px;\n margin-bottom: 20px;\n }<\/p>\n<p> .rank {\n font-size: 24px;\n font-weight: 300;\n color: #999;\n min-width: 30px;\n padding-top: 4px;\n }<\/p>\n<p> .title-group {\n flex: 1;\n }<\/p>\n<p> .app-title {\n font-size: 24px;\n font-weight: 800;\n margin: 0 0 4px 0;\n color: var(--text-main);\n text-decoration: none;\n display: inline-block;\n }<\/p>\n<p> .app-title:hover {\n color: var(--ph-orange);\n text-decoration: underline;\n }<\/p>\n<p> .vote-btn {\n display: flex;\n flex-direction: column;\n align-items: center;\n justify-content: center;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 8px 12px;\n background: #fff;\n min-width: 60px;\n box-shadow: 0 1px 2px rgba(0,0,0,0.05);\n }<\/p>\n<p> .vote-arrow {\n color: var(--ph-orange);\n font-size: 14px;\n margin-bottom: -2px;\n }<\/p>\n<p> .vote-count {\n font-weight: 600;\n font-size: 14px;\n }<\/p>\n<p> \/* --- 2. \u5347\u7ea7\u7248\u5a92\u4f53\u753b\u5eca (\u5173\u952e\u4fee\u6539) --- *\/\n .media-gallery {\n display: flex;\n gap: 16px;\n overflow-x: auto; \/* \u5141\u8bb8\u6a2a\u5411\u6eda\u52a8 *\/\n padding-bottom: 16px; \/* \u7559\u51fa\u6eda\u52a8\u7a7a\u95f4 *\/\n scroll-snap-type: x mandatory; \/* \u6eda\u52a8\u5438\u9644\u6548\u679c *\/\n -webkit-overflow-scrolling: touch; \/* iOS \u5e73\u6ed1\u6eda\u52a8 *\/\n margin-bottom: 20px;<\/p>\n<p> \/* \u9690\u85cf\u9ed8\u8ba4\u6eda\u52a8\u6761\u4f46\u4fdd\u7559\u529f\u80fd (Firefox) *\/\n scrollbar-width: thin;\n scrollbar-color: #ddd transparent;\n }<\/p>\n<p> \/* Webkit \u6eda\u52a8\u6761\u6837\u5f0f\u4f18\u5316 *\/\n .media-gallery::-webkit-scrollbar {\n height: 6px;\n }\n .media-gallery::-webkit-scrollbar-track {\n background: transparent;\n }\n .media-gallery::-webkit-scrollbar-thumb {\n background-color: #eee;\n border-radius: 10px;\n }<\/p>\n<p> .media-item-wrapper {\n flex: 0 0 auto; \/* \u9632\u6b62\u88ab\u538b\u7f29 *\/\n width: 80%; \/* \u79fb\u52a8\u7aef\u9ed8\u8ba4\u9732\u51fa\u4e00\u70b9\u4e0b\u4e00\u5f20\uff0c\u63d0\u793a\u53ef\u6ed1\u52a8 *\/\n max-width: 500px; \/* \u684c\u9762\u7aef\u6700\u5927\u5bbd\u5ea6 *\/\n aspect-ratio: 16\/9; \/* \u7edf\u4e00\u6bd4\u4f8b *\/<\/p>\n<p> position: relative;\n border-radius: 12px;\n overflow: hidden;\n border: 1px solid rgba(0,0,0,0.08);\n background-color: #f5f5f5;\n scroll-snap-align: center; \/* \u6eda\u52a8\u505c\u6b62\u65f6\u5c45\u4e2d *\/\n }<\/p>\n<p> .media-content {\n width: 100%;\n height: 100%;\n object-fit: cover; \/* \u586b\u5145\u5bb9\u5668 *\/\n display: block;\n cursor: pointer;\n }<\/p>\n<p> \/* \u89c6\u9891\u6807\u7b7e\u7279\u6b8a\u5904\u7406 *\/\n video.media-content {\n background-color: #000;\n cursor: pointer;\n }<\/p>\n<p> \/* \u5982\u679c\u53ea\u67091\u4e2a\u5a92\u4f53\uff0c\u4e0d\u8981\u6eda\u52a8\uff0c\u4e14\u5bbd\u5ea6\u81ea\u9002\u5e94 *\/\n .media-gallery.single-item .media-item-wrapper {\n width: 100%;\n max-width: 100%;\n }<\/p>\n<p> \/* --- 3. \u63cf\u8ff0\u4e0e\u6807\u7b7e --- *\/\n .one-liner {\n font-size: 18px;\n color: var(--text-secondary);\n margin-bottom: 12px;\n font-weight: 500;\n }<\/p>\n<p> .tags-container {\n display: flex;\n flex-wrap: wrap;\n gap: 8px;\n margin-bottom: 24px;\n }<\/p>\n<p> .tag {\n font-size: 12px;\n color: var(--text-secondary);\n background-color: #F2F2F2;\n padding: 4px 10px;\n border-radius: 20px;\n font-weight: 600;\n text-transform: uppercase;\n }<\/p>\n<p> \/* --- 4. AI \u6458\u8981\u533a --- *\/\n .ai-section {\n background-color: var(--bg-ai);\n border-radius: 12px;\n padding: 20px;\n margin-bottom: 20px;\n border-left: 4px solid var(--ph-orange);\n }<\/p>\n<p> .ai-title {\n font-size: 14px;\n font-weight: 700;\n color: var(--text-main);\n margin: 0 0 12px 0;\n display: flex;\n align-items: center;\n gap: 6px;\n }<\/p>\n<p> .ai-content {\n font-size: 15px;\n color: #333;\n margin-bottom: 0;\n line-height: 1.7;\n }<\/p>\n<p> \/* --- 5. \u8bc4\u8bba\u533a --- *\/\n .reviews-section {\n margin-top: 10px;\n }<\/p>\n<p> .review-item {\n display: flex;\n gap: 10px;\n margin-bottom: 12px;\n font-size: 14px;\n }<\/p>\n<p> .review-avatar {\n font-size: 18px;\n margin-top: 2px;\n min-width: 24px;\n }<\/p>\n<p> .review-bubble {\n background: #fff;\n border: 1px solid var(--border-color);\n padding: 8px 12px;\n border-radius: 0 12px 12px 12px;\n color: var(--text-secondary);\n line-height: 1.5;\n }<\/p>\n<p> .review-author {\n font-weight: 700;\n color: var(--text-main);\n margin-right: 4px;\n font-style: normal;\n }<\/p>\n<p> .comments-section {\n margin-top: 30px;\n border-top: 1px solid var(--border-color);\n padding-top: 20px;\n }<\/p>\n<p> .comments-toggle {\n background-color: #f8f9fa;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 12px 20px;\n cursor: pointer;\n display: flex;\n justify-content: space-between;\n align-items: center;\n width: 100%;\n font-size: 14px;\n font-weight: 600;\n color: var(--text-main);\n transition: all 0.3s ease;\n }<\/p>\n<p> .comments-toggle:hover {\n background-color: #e9ecef;\n }<\/p>\n<p> .comments-toggle .toggle-arrow {\n font-size: 18px;\n transition: transform 0.3s ease;\n }<\/p>\n<p> .comments-toggle.open .toggle-arrow {\n transform: rotate(180deg);\n }<\/p>\n<p> .comments-container {\n max-height: 0;\n overflow: hidden;\n transition: max-height 0.5s ease;\n margin-top: 15px;\n }<\/p>\n<p> .comments-container.open {\n max-height: 800px;\n overflow: auto;\n }<\/p>\n<p> .comment-item {\n background-color: #fff;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 16px;\n margin-bottom: 12px;\n font-size: 14px;\n }<\/p>\n<p> .comment-header {\n display: flex;\n justify-content: space-between;\n align-items: flex-start;\n margin-bottom: 8px;\n }<\/p>\n<p> .comment-author {\n font-weight: 600;\n color: var(--text-main);\n margin-right: 8px;\n }<\/p>\n<p> .comment-content {\n color: var(--text-secondary);\n line-height: 1.5;\n margin-bottom: 10px;\n word-break: break-word;\n word-wrap: break-word;\n overflow-wrap: anywhere;\n white-space: normal;\n }<\/p>\n<p> .comment-content p {\n margin: 0;\n word-break: break-word;\n word-wrap: break-word;\n overflow-wrap: anywhere;\n white-space: normal;\n }<\/p>\n<p> \/* \u4f18\u5316\u8868\u60c5\u7b26\u53f7\u663e\u793a *\/\n .emoji {\n display: inline;\n max-width: 15px;\n overflow-wrap: normal;\n }<\/p>\n<p> .comment-actions {\n display: flex;\n align-items: center;\n gap: 16px;\n font-size: 12px;\n color: var(--text-secondary);\n }<\/p>\n<p> .comment-vote {\n display: flex;\n align-items: center;\n gap: 4px;\n cursor: pointer;\n }<\/p>\n<p> .comment-replies {\n margin-top: 12px;\n margin-left: 20px;\n padding-left: 12px;\n border-left: 2px solid var(--border-color);\n }<\/p>\n<p> .reply-item {\n background-color: #f8f9fa;\n border: 1px solid var(--border-color);\n border-radius: 6px;\n padding: 12px;\n margin-bottom: 8px;\n font-size: 13px;\n }<\/p>\n<p> .reply-content {\n color: var(--text-secondary);\n line-height: 1.4;\n margin-bottom: 6px;\n }<\/p>\n<p> \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n @media (min-width: 600px) {\n .media-item-wrapper {\n width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n }\n }<\/p>\n<p> \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n @media (max-width: 599px) {\n \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n .modal-content {\n max-width: 95%;\n max-height: 85vh;\n margin: 10vh auto;\n }<\/p>\n<p> .close {\n top: 10px;\n right: 20px;\n font-size: 30px;\n \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n padding: 15px;\n }<\/p>\n<p> \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n .play-icon {\n width: 60px;\n height: 60px;\n font-size: 18px;\n }<\/p>\n<p> \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n .media-content {\n object-fit: cover;\n }\n }<\/p>\n<p> \/* --- \u56fe\u7247\u653e\u5927\u6a21\u6001\u6846\u6837\u5f0f --- *\/\n .modal {\n display: none;\n position: fixed;\n z-index: 1000;\n left: 0;\n top: 0;\n width: 100%;\n height: 100%;\n background-color: rgba(0, 0, 0, 0.9);\n overflow: auto;\n transition: opacity 0.3s ease;\n }<\/p>\n<p> .modal-content {\n display: block;\n max-width: 90%;\n max-height: 90vh;\n margin: 5vh auto;\n object-fit: contain;\n animation: zoom 0.3s;\n }<\/p>\n<p> @keyframes zoom {\n from {transform: scale(0.8); opacity: 0;}\n to {transform: scale(1); opacity: 1;}\n }<\/p>\n<p> .close {\n position: absolute;\n top: 20px;\n right: 35px;\n color: #fff;\n font-size: 40px;\n font-weight: bold;\n transition: 0.3s;\n cursor: pointer;\n \/* \u6dfb\u52a0\u89e6\u63a7\u4f18\u5316 *\/\n padding: 10px;\n line-height: 1;\n user-select: none;\n -webkit-user-select: none;\n }<\/p>\n<p> .close:hover,\n .close:focus {\n color: #bbb;\n text-decoration: none;\n }<\/p>\n<p> \/* \u89c6\u9891\u70b9\u51fb\u63d0\u793a\u6837\u5f0f *\/\n .video-overlay {\n position: absolute;\n top: 0;\n left: 0;\n width: 100%;\n height: 100%;\n display: flex;\n align-items: center;\n justify-content: center;\n background-color: rgba(0, 0, 0, 0.2);\n opacity: 0;\n transition: opacity 0.3s ease;\n \/* \u89e6\u63a7\u4f18\u5316 *\/\n touch-action: manipulation;\n cursor: pointer;\n }<\/p>\n<p> .media-item-wrapper:hover .video-overlay {\n opacity: 1;\n }<\/p>\n<p> \/* \u4e3a\u89e6\u6478\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u6548\u679c *\/\n .media-item-wrapper:active .video-overlay {\n opacity: 0.8;\n }<\/p>\n<p> .play-icon {\n width: 80px;\n height: 80px;\n background-color: rgba(255, 255, 255, 0.9);\n border-radius: 50%;\n display: flex;\n align-items: center;\n justify-content: center;\n color: var(--ph-orange);\n font-size: 24px;\n font-weight: bold;\n \/* \u89e6\u63a7\u4f18\u5316 *\/\n user-select: none;\n -webkit-user-select: none;\n }<\/p>\n<p> \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n @media (min-width: 600px) {\n .media-item-wrapper {\n width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n }\n }<\/p>\n<p> \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n @media (max-width: 599px) {\n \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n .modal-content {\n max-width: 95%;\n max-height: 85vh;\n margin: 10vh auto;\n }<\/p>\n<p> .close {\n top: 10px;\n right: 20px;\n font-size: 30px;\n \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n padding: 15px;\n }<\/p>\n<p> \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n .play-icon {\n width: 60px;\n height: 60px;\n font-size: 18px;\n }<\/p>\n<p> \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n .media-content {\n object-fit: cover;\n }\n }\n <\/style>\n<p><\/head><br \/>\n<body><\/p>\n<div class=\"container\">\n<h1 style=\"text-align:center; margin-bottom:40px; font-weight:900;\">PH\u70ed\u699c | 2026-05-31<\/h1>\n<p> <\/p>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#1<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/Y5E7U6HB2KB5NG\" class=\"app-title\">Clipto<\/a><\/p>\n<div class=\"one-liner\">Fully local, natural language search over terabytes of media<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">390<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Clipto\u662f\u4e00\u6b3e\u5b8c\u5168\u79bb\u7ebf\u7684\u672c\u5730\u5316AI\u5a92\u4f53\u641c\u7d22\u5f15\u64ce\uff0c\u5e2e\u52a9\u521b\u4f5c\u8005\u3001\u56e2\u961f\u5728\u6d77\u91cf\u89c6\u9891\u3001\u97f3\u9891\u548c\u6587\u4ef6\u4e2d\uff0c\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u5373\u53ef\u79d2\u7ea7\u5b9a\u4f4d\u7279\u5b9a\u7247\u6bb5\uff0c\u89e3\u51b3\u201c\u6570\u636e\u4e30\u5bcc\u4f46\u77e5\u8bc6\u8d2b\u7620\u201d\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5fadfc17-c301-4efd-98fe-33db9b34bd7f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/832c9a57-912a-429d-9e02-1d7985642438.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/da8510b0-4015-4ad4-82a3-b05c4d57e9f7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e5388a86-addc-465e-b93c-85555c45f522.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f57908bd-0356-4e45-87bd-33e780531125.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/30e4d0aa-a9f4-4a91-92dc-0682a45dfd81.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/78f6f37d-28df-4d0c-ab7e-20ca564d97fa.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c6ab0b36-8dec-4a49-a751-ceeaf5e135d8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/075403f1-4623-42b1-b6c6-f0c387b1b773.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e28eb555-a40f-4e45-917a-8f63bd8c841b.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\/463437b5-0465-4b4c-b8ab-0c2c8a709062.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/OjkTtGdj98c\"><source src=\"https:\/\/youtu.be\/OjkTtGdj98c\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Mac<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u672c\u5730AI\u641c\u7d22<\/span><br \/>\n <span class=\"tag\">\u89c6\u9891\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u97f3\u9891\u8f6c\u6587\u5b57<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u68c0\u7d22<\/span><br \/>\n <span class=\"tag\">\u5a92\u4f53\u8d44\u4ea7\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">Apple Silicon<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u521b\u4f5c\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4eba\u8138\u8bc6\u522b<\/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\u672c\u5730\u5316+\u81ea\u7136\u8bed\u8a00\u641c\u7d22\u201d\u7684\u4ef7\u503c\uff0c\u5c24\u5176\u5bf9\u521b\u610f\u5de5\u4f5c\u8005\uff08\u5982B-roll\u7ba1\u7406\uff09\u548c\u5408\u89c4\u8981\u6c42\u9ad8\u7684\u4f01\u4e1a\u573a\u666f\u611f\u5174\u8da3\u3002\u6838\u5fc3\u95ee\u9898\u805a\u7126\u5728\uff1a\u7d22\u5f15\u662f\u5426\u968f\u6587\u4ef6\u79fb\u52a8\u540c\u6b65\u66f4\u65b0\u3001\u591a\u8bbe\u5907\uff08MacBook\/iPad\uff09\u95f4\u7d22\u5f15\u662f\u5426\u53ef\u79fb\u690d\u3001\u5bf9\u4e13\u4e1a\u6444\u5f71\u8bed\u8a00\uff08\u5982\u673a\u4f4d\u3001\u6784\u56fe\uff09\u7684\u7406\u89e3\u6df1\u5ea6\uff0c\u4ee5\u53ca\u4eba\u8138\u81ea\u5b9a\u4e49\u547d\u540d\u529f\u80fd\u3002\u90e8\u5206\u7528\u6237\u5173\u5fc3\u521d\u59cb\u7d22\u5f15\u5bf9\u5927\u91cf\u65e7\u6570\u636e\uff08\u59825\u5e74\u4f1a\u8bae\u8bb0\u5f55\uff09\u7684\u5904\u7406\u6548\u7387\u548c\u589e\u91cf\u66f4\u65b0\u673a\u5236\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Clipto\u7684\u6838\u5fc3\u7406\u5ff5\u5e76\u4e0d\u65b0\u9c9c\u2014\u2014\u201c\u672c\u5730\u7248\u8c37\u6b4c\u76f8\u518c\u201d\u7684\u7c7b\u6bd4\u7cbe\u51c6\u4f46\u66b4\u9732\u4e86\u5176\u5c40\u9650\u6027\u3002\u8c37\u6b4c\u76f8\u518c\u7684\u771f\u6b63\u62a4\u57ce\u6cb3\u4e0d\u5728\u4e8eAI\u8bc6\u522b\u80fd\u529b\uff0c\u800c\u5728\u4e8e\u8de8\u8bbe\u5907\u65e0\u7f1d\u540c\u6b65\u7684\u751f\u6001\u7c98\u6027\u3002\u800cClipto\u5f53\u524d\u201c\u6bcf\u53f0\u673a\u5668\u72ec\u7acb\u7d22\u5f15\u201d\u7684\u8bbe\u8ba1\uff0c\u6070\u6070\u662f\u7528\u6237\u63a5\u53d7\u5ea6\u6700\u5927\u7684\u969c\u788d\uff1a\u4e00\u4e2a\u9700\u8981\u4e3a2TB\u89c6\u9891\u7b4924\u5c0f\u65f6\u7684\u672c\u5730\u7d22\u5f15\u5de5\u5177\uff0c\u8ba9\u641c\u7d22\u6548\u7387\u53d8\u6210\u4e86\u6602\u8d35\u7684\u5962\u4f88\u54c1\u3002\u5bf9\u521b\u4f5c\u8005\u800c\u8a00\uff0c\u5176\u771f\u6b63\u7684\u4ef7\u503c\u5e76\u4e0d\u5728\u4e8e\u201c\u641c\u7d22\u901f\u5ea6\u201d\uff0c\u800c\u5728\u4e8e\u201c\u907f\u514d\u7ec4\u7ec7\u6210\u672c\u201d\u2014\u2014\u5f53\u7528\u6237\u4e0d\u9700\u8981\u518d\u624b\u52a8\u6253\u6807\u7b7e\u3001\u5efa\u6587\u4ef6\u5939\u65f6\uff0c\u641c\u7d22\u624d\u6210\u4e3a\u771f\u6b63\u7684\u751f\u4ea7\u529b\u5de5\u5177\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u6700\u806a\u660e\u7684\u8bbe\u8ba1\u662f\u660e\u786e\u805a\u7126\u4e8e\u201c\u5df2\u77e5\u5b58\u5728\u4f46\u627e\u4e0d\u5230\u201d\u7684\u573a\u666f\uff0c\u800c\u975e\u865a\u65e0\u7f25\u7f08\u7684\u201cAI\u53d1\u73b0\u201d\u3002\u8fd9\u907f\u5f00\u4e86\u591a\u6570AI\u5de5\u5177\u201c\u5e2e\u4f60\u60f3\u8c61\u201d\u7684\u9677\u9631\uff0c\u56de\u5f52\u5230\u201c\u5e2e\u4f60\u56de\u5fc6\u201d\u7684\u5b9e\u7528\u4e3b\u4e49\u3002\u7136\u800c\uff0c\u6280\u672f\u5b9e\u73b0\u7684\u786c\u4f24\u4e0d\u5bb9\u5ffd\u89c6\uff1a\u5bf9Apple Silicon\u7684\u82db\u523b\u4f9d\u8d56\uff08M1 Pro\u8d77\u6b65\u300124GB+\u5185\u5b58\uff09\u5c06\u7528\u6237\u7fa4\u9501\u6b7b\u5728\u9ad8\u7aefMac\u7528\u6237\u7684\u5c0f\u5708\u5b50\u91cc\u3002\u5728Windows\u548c\u66f4\u4f4e\u529f\u8017\u8bbe\u5907\u4e0a\u7684\u7f3a\u5e2d\uff0c\u8ba9\u201c\u672c\u5730\u4f18\u5148\u201d\u53d8\u5f97\u6709\u4e9b\u50b2\u6162\u3002\n <\/p>\n<p class=\"ai-content\">\n \u66f4\u9690\u5fe7\u7684\u662f\uff0c\u5f53AI\u7d22\u5f15\u672c\u8eab\u6210\u4e3a\u91cd\u5ea6\u8ba1\u7b97\u8d44\u6e90\u6d88\u8017\u8005\u65f6\uff08\u5982\u5904\u74065\u5e74\u4f1a\u8bae\u8bb0\u5f55\uff09\uff0c\u7528\u6237\u662f\u5426\u4f1a\u613f\u610f\u8ba9\u7535\u8111\u6301\u7eed\u6ee1\u8f7d\u5de5\u4f5c\uff1f\u8fd9\u4e2a\u95ee\u9898\u6bd4\u201c\u641c\u7d22\u6709\u591a\u5feb\u201d\u66f4\u672c\u8d28\u3002Clipto\u771f\u6b63\u7684\u589e\u957f\u74f6\u9888\u5c06\u4e0d\u662f\u6280\u672f\u80fd\u529b\uff0c\u800c\u662f\u5982\u4f55\u5728\u4e0d\u727a\u7272\u201c\u672c\u5730\u5316\u201d\u627f\u8bfa\u7684\u524d\u63d0\u4e0b\uff0c\u89e3\u51b3\u8de8\u8bbe\u5907\u534f\u540c\u8fd9\u4e00\u7ec8\u6781\u96be\u9898\u2014\u2014\u5982\u679c\u505a\u4e0d\u5230\uff0c\u5b83\u6c38\u8fdc\u53ea\u80fd\u662f\u4e00\u4e2a\u9ad8\u7ea7\u7684\u201c\u6587\u4ef6\u641c\u7d22\u5668\u201d\uff0c\u800c\u975e\u201c\u4e2a\u4eba\u8bb0\u5fc6\u7cfb\u7edf\u201d\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Clipto<\/span>\n <\/div>\n<div class=\"comment-content\">Like Google Photos, but fully local. Turn the terabytes of video, audio, meetings, and files you work with into searchable memories, without uploading anything to the cloud. Clipto automatically tags people, dialogue, and scenes, so you can instantly find any moment buried in your media just by describing what you’re looking for. It’s fast too: on a MacBook Pro M5, Clipto indexed 2TB of videos in just 24 hours.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We’ve been honing Clipto’s story for a few months. At the end of our last call <a href=\"https:\/\/www.producthunt.com\/@henry_kang\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"henry_kang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@henry_kang<\/a> proved the value of the product.<\/p>\n<\/p>\n<p>He and his team were out in the desert, <em>testing Clipto remotely<\/em>: minimal reception, terabytes of footage sitting on his laptop, and he needed to find a specific shot for the launch video.<\/p>\n<\/p>\n<p>He searched for: <em>“the wide drone shot where the car enters the desert”<\/em>. <\/p>\n<p>He didn’t want “a cinematic moment.” Not a “vibes” search.<\/p>\n<\/p>\n<p>He <em>knew<\/em> he had the clip but in the pre-Clipto world, it would take hours of video scrubbing to find it. <\/p>\n<\/p>\n<p><strong>He found that clip in seconds using natural language to search over his own media, fully local. <\/strong><\/p>\n<p><strong>Just like Google Photos \u2014 but nothing lives in the cloud.<\/strong><\/p>\n<\/p>\n<p>This isn’t an easy problem to solve. Henry’s been pursuing this direction for over twenty years, when at <a href=\"https:\/\/www.ri.cmu.edu\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">CMU’s Robotics Institute<\/a> (my alma mater, FYI), he began pushing the limits of computer vision. He starting with indexing hundreds of images and then advanced to <em>millions of objects<\/em> \u2014 and watched recognition basically explode once memory scaled. <\/p>\n<\/p>\n<p>Clipto is in many respects the culmination of that work, pointed at your personal hard drive.<\/p>\n<\/p>\n<p>And it’s quick: a modern M5 MacBook chews through ~2TB of video in about a day. Why not push yours through its paces?<\/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><a href=\"https:\/\/www.producthunt.com\/@henry_kang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@henry_kang<\/a> <a href=\"https:\/\/www.producthunt.com\/@chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a> Genuinely fascinating – to have that kind of local searchability is a game-changer for sure. The video aspect alone is great but to have audio searchability as well is something podcasters, the interview-heavy (I’m thinking like HR departments), and even marketing, who’d have a combo of both would benefit from. I see many applications for this in the corporate world where privacy and compliance are concerns. Congrats!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@henry_kang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@henry_kang<\/a> <a href=\"https:\/\/www.producthunt.com\/@chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a> As a fellow creator b-roll management is the worst part of post production hands down<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a> <\/p>\n<p>Thanks Chris. \ud83d\ude4f<\/p>\n<\/p>\n<p>One thing we\u2019ve learned from today\u2019s discussions is that people aren\u2019t really looking for \u201cAI magic.\u201d<\/p>\n<\/p>\n<p>They already know the clip exists.<\/p>\n<\/p>\n<p>They already own the footage.<\/p>\n<\/p>\n<p>They just need a reliable way to find it.<\/p>\n<\/p>\n<p>Whether it\u2019s:<\/p>\n<\/p>\n<p>\u2022 the exact moment a decision was made in a meeting<br \/>\u2022 a specific quote from a podcast recorded months ago<br \/>\u2022 a particular shot buried in terabytes of footage<\/p>\n<\/p>\n<p>the common problem is the same:<\/p>\n<\/p>\n<p>our computers store everything, but remember nothing.<\/p>\n<\/p>\n<p>That\u2019s ultimately what we\u2019re building toward: a local memory layer for the media people already own.<\/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>Hi Product Hunt! I\u2019m Henry, founder of Clipto.<\/p>\n<\/p>\n<p><strong>Clipto gives you the ability to search in natural language over terabytes of media in seconds.<\/strong><\/p>\n<p><strong>Think: Google Photos, but fully local.<\/strong><\/p>\n<\/p>\n<p>During my 20 years ago at <a href=\"https:\/\/www.ri.cmu.edu\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">CMU\u2019s Robotics Institute<\/a>, I became obsessed with memory systems: <em>what if computers could actually remember what they\u2019ve seen?<\/em><\/p>\n<\/p>\n<p>I trained robots to memorize <em>millions<\/em> of product images crawled from the Amazon catalog (the standard back then was to index 100s of images at a time), and discovered that <em>they could use that memory to recognize almost anything they encountered!<\/em><\/p>\n<\/p>\n<p><strong>By pushing computers beyond their conventional limits, I had unlocked an explosion in machine intelligence.<\/strong><\/p>\n<\/p>\n<p>Years later, the problem has become personal.<\/p>\n<\/p>\n<p>Our computers are full of valuable raw footage, interviews, recordings, and more, but most of that data is still painfully hard to search, revisit, or reuse. <strong><em>We are data-rich, but knowledge-poor.<\/em><\/strong><\/p>\n<\/p>\n<p>That\u2019s why I built Clipto. Clipto helps you find what matters inside terabytes of video, audio, meetings, and files, <em>instantly<\/em>, turning hours of repetitive work into seconds.<\/p>\n<ul>\n<li>\n<p>Find the wide drone shot where the cars enter frame.<\/p>\n<\/li>\n<li>\n<p>Find the shot specifically in the moment the sandstorm arrives from hours of footage.<\/p>\n<\/li>\n<li>\n<p>And find what you <em>know<\/em> is in there, without suffering through hours of scrubbing.<\/p>\n<\/li>\n<\/ul>\n<p>Clipto’s memory system live where your data already is: on your device, under your control, available anytime, even offline \u2014 so you can keep working wherever and whenever inspiration strikes.<\/p>\n<\/p>\n<p><strong>After two years of compressing, optimizing, distilling and orchestrating AI models to run entirely on-device, we are ready to share it with the Product Hunt community.<\/strong><\/p>\n<\/p>\n<p>It\u2019s still early, and it\u2019s still compute-heavy. Right now, Clipto works best on higher-performance Apple Silicon Macs (M1 Pro\/Max\/Ultra and newer) with 24GB+ RAM. If you have a compatible Mac, we\u2019d love for you to try it.<\/p>\n<\/p>\n<p><strong>To celebrate our launch, we’re offering 1 month free to anyone who signs up this week with code PHLNCH.<\/strong><\/p>\n<\/p>\n<p>I\u2019ll be here in the comments all day and would genuinely love to hear about the strategies you’ve developed to find your content diamonds in your digital rough.<\/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\/@henry_kang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@henry_kang<\/a> Congrats on the launch Henry \ud83d\udc4f<\/p>\n<p>The \u201cGoogle Photos, but fully local\u201d analogy clicked for me immediately. Curious how long the initial indexing usually takes for something like 1TB of footage?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 interesting.<\/p>\n<\/p>\n<p>I’m curious about how deeply it understands media content.<\/p>\n<p>Does it recognise things like camera angles, shot types (wide, medium, close-up), camera movements, transitions, B-roll, and multi-camera sequences?<\/p>\n<p>It would be incredibly useful if I could search for something like “close-up shot of a person smiling” or “drone footage with a slow pan” and instantly find matching clips across my archive.<\/p>\n<p>Would love to know how detailed the visual understanding gets beyond basic object and dialogue detection.<\/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\/@pradeepmalakar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pradeepmalakar<\/a> That’s a really professional cinematography question. We’re working hard to enrich our understanding of cinematic language to better serve professional video creators \u2014 here’s what we can reliably recognize today:<\/p>\n<ul>\n<li>\n<p><strong>Shot Type<\/strong>: Wide Shot, Medium Shot \u2014 e.g. “wide shot of a city street” or “medium shot interview”<\/p>\n<\/li>\n<li>\n<p><strong>Camera Angle<\/strong>: High Angle, Overhead\/Top-down \u2014 e.g. “overhead shot of a table” or “high angle crowd scene”<\/p>\n<\/li>\n<li>\n<p><strong>Framing & Composition<\/strong>: Landscape \u2014 e.g. “landscape framing outdoor scene”<\/p>\n<\/li>\n<li>\n<p><strong>Scene & Setting<\/strong>: Urban\/City, Green Screen\/Studio, Day \u2014 e.g. “studio interview daytime” or “urban street scene”<\/p>\n<\/li>\n<li>\n<p><strong>Technical Specs<\/strong>: AV1, Rec.709, 4:2:0, 8-bit, 25FPS \u2014 e.g. filter footage by codec or color space when you need format consistency in an edit<\/p>\n<\/li>\n<li>\n<p><strong>Focus & Quality<\/strong>: Out of Focus \u2014 e.g. quickly filter out unusable takes<\/p>\n<\/li>\n<\/ul>\n<p>…and more, these are just a few examples across the many dimensions Clipto tags. Sorry I can’t list them all here! Every case shown in our demo video is a real.<\/p>\n<p>Camera movements, transitions, B-roll classification, and multi-camera sequences \u2014 those are on the roadmap and we’re heads-down on it.<\/p>\n<p>Would love to hear what specific search queries matter most to your workflow \u2014 it really helps us understand what to build next:)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Love the local-first philosophy! Does the single license cover multiple Macs, or do I need a separate seat for my studio desktop and my travel MacBook?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jocky\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jocky<\/a> Thanks! Today, most users run Clipto across their personal devices without friction.<\/p>\n<\/p>\n<p>We\u2019re still refining some of the licensing and account management details as the product grows, especially for creators and teams who work across multiple machines.<\/p>\n<\/p>\n<p>Our goal is to make legitimate personal use feel simple, not burdensome.<\/p>\n<\/p>\n<p>Out of curiosity, when you switch between your studio desktop and travel MacBook, are you typically working with the same media library or different projects on each machine?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Interesting. Local-first stops being a privacy story the second you can find a clip on your own drive faster than you’d find it in cloud storage. Question – what happens to the index when I rename or move a file in Finder after indexing? Does Clipto watch the filesystem?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@artstavenka1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@artstavenka1<\/a> Great question.<\/p>\n<\/p>\n<p>Yes, Clipto watches the local filesystem and keeps the index in sync.<\/p>\n<\/p>\n<p>If you rename or move a file after it\u2019s been indexed, Clipto will detect the change and update its references automatically, so the media doesn\u2019t need to be re-indexed from scratch.<\/p>\n<\/p>\n<p>The heavy lifting (transcripts, visual understanding, embeddings, etc.) is already done, so we\u2019re simply updating the file mapping rather than reprocessing the entire asset.<\/p>\n<\/p>\n<p>We designed it this way because media libraries are constantly evolving. People reorganize folders, rename projects, move files between drives, and we don\u2019t want that to break search. Local-first only works if the index evolves with your library.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019m a YouTuber and managing b-roll is my biggest nightmare. Does Clipto allow for tagging, or is it all AI-based search?<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@song_kirby\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@song_kirby<\/a> Totally feel you. Managing B-roll was my personal nightmare back when I was creating videos. It’s actually one of the core reasons we built Clipto. It automatically analyzes and tags your footage across multiple dimensions \u2014 shot type, people, actions, dialogue, expressions, subjects and more. All AI, zero manual work. Your B-roll will become a fully searchable library.<\/p>\n<p>And what makes it really special \u2014 at least for me personally \u2014 is this: when you’re deep in an edit, you often need that one specific detail to nail the emotional continuity, the storytelling flow, or the movement between cuts. Something you half-remember from the shoot, or honestly didn’t even notice you’d captured. Just describe it in plain language, and you’ll find exactly what you need in seconds. <\/p>\n<p>Hope Clipto will help you 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>‘like Google Photos but fully local’ framing is clean but Google Photos works because the index follows you across devices seamlessly. curious how Clipto handles the multi-device problem. if i index 2TB on my MacBook and then want to search from my iPad or a second machine, what does that look like. is the index portable or does each device need to reindex independently because that changes the use case significantly for anyone with more than one machine<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ansari_adin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ansari_adin<\/a> That\u2019s a very insightful question.<\/p>\n<\/p>\n<p>Today, Clipto works independently on each machine. The index is built locally and stays local, so if you index 2TB of media on your MacBook, that index currently doesn\u2019t automatically appear on another device.<\/p>\n<\/p>\n<p>We made that tradeoff intentionally because our first priority was privacy, local ownership, and offline usability.<\/p>\n<\/p>\n<p>That said, we completely agree that long-term memory becomes much more valuable when it can follow you across devices. Cross-device memory and synchronization are already on our roadmap, and we\u2019re actively exploring ways to do that while preserving the local-first principles that make Clipto unique.<\/p>\n<\/p>\n<p>In many ways, this is one of the most interesting problems for us: how do you build a Google Photos-like memory layer without giving up control of your data to the cloud?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">Congrats on the PH launch, @henry_kang & team! \ud83c\udf89<\/p>\n<p>\u201cFully local + natural language search\u201d is such a killer combo\u2014especially after that desert story. I\u2019ve wasted hours scrubbing through raw footage myself, so I feel that pain.<\/p>\n<p>What I love: the 2TB\/day indexing speed on M5 is seriously impressive. And the fact that nothing leaves your drive? \ud83d\udc4f Privacy-first done right.<\/p>\n<p>One idea to make it even stickier: allow users to manually name detected faces (e.g., label \u201cMom\u201d or \u201cClient A\u201d). Right now auto-tagging is great, but custom naming would turn \u201ca person\u201d into your person. Imagine searching \u201cGrandpa\u2019s birthday\u201d and actually finding it.<\/p>\n<p>Does Clipto already support that? If not, would love to see it in the roadmap!<\/p>\n<p>Congrats again\u2014can\u2019t wait to try it out. \ud83d\udd25<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rocsheh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rocsheh<\/a> Thanks, Zepeng!<\/p>\n<\/p>\n<p>Yes, Clipto already supports this today!<\/p>\n<\/p>\n<p>You can assign custom names to detected faces, so instead of searching for \u201ca person\u201d, you can search for people that actually matter to you, such as family members, friends, clients, or collaborators.<\/p>\n<\/p>\n<p>We\u2019ve found that once people start organizing media around real identities, search becomes much more powerful. Instead of \u201cfind a woman speaking on stage,\u201d you can search for things like \u201cMom\u2019s speech\u201d, \u201cClient A interview\u201d, or \u201cJohn at the conference.\u201d<\/p>\n<\/p>\n<p>We think that\u2019s an important step toward turning media search into a true personal memory system.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This feels like what the Apple ‘Photos’ search should have been for professional video files. Super impressed.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@limxn6\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@limxn6<\/a> High praise \u2014 thank you. \ud83d\ude0a<\/p>\n<p>Apple Photos is great for memories. Clipto is built for <strong>work<\/strong>: terabytes of raw footage, interviews, production assets \u2014 all searchable locally, offline, instantly.<\/p>\n<p>Glad it resonates. Let me know what you find when you try 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>This is genuinely impressive \u2014 local-first AI search for video is something I didn’t know I needed until now. The desert story really sold it for me. <\/p>\n<p>Quick question: does Clipto index audio content like podcast recordings or interview transcripts the same way it handles video footage? I have hundreds of hours of recorded interviews and this could be a total game-changer for my workflow.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jaredl\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jaredl<\/a> <strong>Totally yes.<\/strong> Clipto can index audio content like podcast recordings and interviews the same way it handles video footage.<\/p>\n<p>Beyond search, Clipto can also transcribe your recordings into text, generate concise summaries or key highlights, and let you chat directly with your podcasts, interviews, or meeting transcripts.<\/p>\n<p>Once a transcript is completed, you can open the document and use the AI Chat box at the bottom of the page \u2014 labeled <strong>\u201cAsk Clipto AI everything about the transcription\u201d<\/strong> \u2014 to ask anything about the content.<\/p>\n<p>The AI will answer based on the current document, pulling responses directly from your own recording. You can ask it to summarize a long interview, extract key moments, turn the transcript into polished content, or simply answer specific questions.<\/p>\n<p>For any AI-generated response, you can also <strong>Copy<\/strong>, <strong>Regenerate<\/strong>, or <strong>Pin<\/strong> it back to the original text.<\/p>\n<p>So for hundreds of hours of recorded interviews, Clipto should be a strong fit: it helps you search, understand, summarize, and QA your audio archive without manually going through everything.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@jaredl\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jaredl<\/a> Absolutely. Video gets most of the attention, but Clipto works with audio just as well.<\/p>\n<\/p>\n<p>Podcasts, interviews, meetings, voice recordings, and other audio files are all indexed and made searchable. You can search across transcripts using natural language and jump directly to the relevant moments.<\/p>\n<\/p>\n<p>In fact, if you\u2019re sitting on hundreds of hours of recorded interviews, that\u2019s one of the strongest use cases for Clipto. Those recordings often contain valuable insights that are almost impossible to rediscover later without a system like this.<\/p>\n<\/p>\n<p>We\u2019d love to hear how you\u2019re currently managing and searching those interviews today.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Been following the journey on LinkedIn and so glad to see you guys finally launch! The search functionality is spooky good.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks <a href=\"https:\/\/www.producthunt.com\/@sandy_liusy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sandy_liusy<\/a> Sandy! \ud83d\ude4f<\/p>\n<\/p>\n<p>Search has definitely become the heart of the product. There\u2019s something magical about finding a specific moment from terabytes of media in seconds. <\/p>\n<\/p>\n<p>To be honest, I\u2019m still surprised by some of the details Clipto catches. Every now and then it finds something in a frame that I completely missed while filming. \ud83d\ude04<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Concept is really intresting and the smooth onboarding<br \/>How did you get the idea to make that kind of stuff? what was your excatly the moments you think to create this.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I am not a creator , but I do have lots of personal photos stored in different locations on my device , will clipto be able to organise those for me ? And can it build a memory chart out if it. For me rather then searching I like what google shows to me on time to time , like memories.<\/p>\n<p>But sometimes searching is also required. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Local-only across audio + video + files is the version of this I keep waiting for, congrats on shipping. The piece that usually breaks under real load is the indexing job, not the search itself. How are you handling the initial pass on someone with 5 years of meeting recordings? And does the index update incrementally or do new files queue behind the original backfill?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 does the search handle lighting conditions? If I search for ‘forest at night’ vs ‘forest during the day,’ is the vision model sensitive enough to distinguish the cinematic mood?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@carooolxxyy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@carooolxxyy<\/a> Great question.<\/p>\n<\/p>\n<p>Yes. Our visual models don\u2019t just recognize objects and scenes, they also capture contextual signals such as lighting conditions, time of day, atmosphere, and other visual characteristics.<\/p>\n<\/p>\n<p>So in practice, searches like:<\/p>\n<\/p>\n<p>\u2022 \u201cforest at night\u201d<br \/>\u2022 \u201cforest during the day\u201d<br \/>\u2022 \u201csunset over the ocean\u201d<br \/>\u2022 \u201cdark and moody street scene\u201d<\/p>\n<\/p>\n<p>can produce very different results, even when the underlying scene category is similar.<\/p>\n<\/p>\n<p>Of course, cinematic mood is inherently subjective, so there are limits to what any model can perfectly understand. But distinguishing things like day vs. night, bright vs. dark environments, or dramatically different visual atmospheres is something the system is designed to handle.<\/p>\n<\/p>\n<p>We\u2019d actually love to hear the kinds of searches you\u2019d want to run. \u201cCinematic mood\u201d is an area where we\u2019re continuing to push the models forward.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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! I believe this product is very helpful for me! Clipto arrives at the intersection of three powerful trends: on-device AI, privacy-centric computing, and knowledge management. it has genuine disruptive potential.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@fei_li5\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fei_li5<\/a> Thanks, really appreciate that.<\/p>\n<\/p>\n<p>We believe those three trends are converging faster than most people realize. What started as a search product is gradually evolving into something closer to a local memory layer for personal media.<\/p>\n<\/p>\n<p>Curious which part caught your attention first: local AI, privacy, or knowledge management?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>For long-form team collaboration, is there a way to share the index file with another editor, or does each person need to re-index the same footage locally?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@s_cen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@s_cen<\/a> Great question!<\/p>\n<\/p>\n<p>Today, each Clipto library and index lives locally on the user\u2019s machine. If multiple editors are working independently, each machine maintains its own local index.<\/p>\n<\/p>\n<p>That said, collaborative workflows are something we\u2019re actively thinking about. As media libraries grow and teams become more distributed, sharing knowledge about a media collection becomes just as important as sharing the files themselves.<\/p>\n<\/p>\n<p>Team collaboration, shared knowledge, and more flexible ways to work across multiple users and machines are all areas we\u2019re exploring for the roadmap.<\/p>\n<\/p>\n<p>Out of curiosity, what\u2019s your setup today? A shared NAS, cloud storage, or a traditional post-production workflow with multiple editors?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 natural language search get better over time through local fine-tuning, or is the model static upon installation?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ea_z\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ea_z<\/a> Great question.<\/p>\n<\/p>\n<p>To clarify, Clipto does <strong>not<\/strong> perform local model fine-tuning on your personal media library today. The underlying models themselves aren\u2019t continuously retrained on-device.<\/p>\n<\/p>\n<p>What we do have is a local data flywheel. As you use Clipto, your interactions, edits, labels, and feedback help the system build a better understanding of your media and preferences over time.<\/p>\n<\/p>\n<p>For example, if you consistently organize content a certain way, rename detected people, or make specific editing decisions, those signals can be incorporated into future retrieval and understanding workflows.<\/p>\n<\/p>\n<p>So while the model weights remain unchanged, the system itself becomes increasingly personalized as it accumulates more context about your library and how you work with it.<\/p>\n<\/p>\n<p>We think that\u2019s often more valuable than fine-tuning alone because it allows the experience to improve while keeping your personal media private and local.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve got a lot of multi-cam footage and heavy ProRes files. Does the app struggle with professional codecs, or is it optimized for proxy-like speeds internally?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@oscarliu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@oscarliu<\/a> Great question.<\/p>\n<\/p>\n<p>Professional codecs are absolutely a use case we designed for. We see a lot of ProRes, multi-cam footage, drone footage, and other creator-grade media libraries.<\/p>\n<\/p>\n<p>Under the hood, Clipto normalizes media through its processing pipeline, allowing us to support a wide range of formats while keeping indexing efficient and consistent.<\/p>\n<\/p>\n<p>More importantly, our goal isn\u2019t to play back or edit every frame in real time. The goal is to understand the content and make it searchable, so we can optimize the indexing workflow differently from a traditional NLE.<\/p>\n<\/p>\n<p>We\u2019ve successfully indexed libraries containing hundreds of gigabytes and even multiple terabytes of media, including ProRes-heavy workflows.<\/p>\n<\/p>\n<p>Out of curiosity, what\u2019s your typical setup? Premiere, Resolve, Final Cut, or something else?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>On-device NL search over 2TB is the hard part \u2014 curious if you’re embedding frames with a local CLIP-style model + ANN index, or sampling keyframes? And how does it stay incremental as the library grows?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@qifengzheng\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@qifengzheng<\/a> Great question.<\/p>\n<\/p>\n<p>The high-level approach is directionally similar, but the actual system is quite a bit more involved than a straightforward CLIP + ANN pipeline.<\/p>\n<\/p>\n<p>We don\u2019t rely on a single vision model. Instead, we combine multiple model types and signals, including visual understanding, semantic retrieval, transcripts, metadata, and other media-specific features.<\/p>\n<\/p>\n<p>For video, we also don\u2019t simply sample frames at fixed intervals. A big part of the challenge is identifying the most informative moments in a video while keeping the index efficient at scale. We\u2019ve built quite a bit of logic around selecting and processing high-information-density frames rather than treating every frame equally.<\/p>\n<\/p>\n<p>As for growth over time, the library is designed to be incremental. Under the hood, we maintain a persistent local knowledge structure and database layer that allows new content to be added continuously without rebuilding everything from scratch.<\/p>\n<\/p>\n<p>Out of curiosity, have you built search or retrieval systems before? This is one of the more technical questions we\u2019ve gotten today. \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>This looks like a great concept. I’d definitely love to give it a try, especially since I spend a lot of time switching between notes, recordings, and transcripts. One question though; when can we expect support for Pixel phones? That would make it an easy download for me.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@vikranth_reddy_bollam\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vikranth_reddy_bollam<\/a> Thanks! We\u2019d love to have you try it as well.<\/p>\n<\/p>\n<p>Pixel support is definitely something we\u2019re interested in, but today our focus is on Mac. The product is fairly compute-intensive, and we wanted to start on a platform where we could deliver the best possible experience before expanding further.<\/p>\n<\/p>\n<p>We\u2019ve spent a lot of effort optimizing for Apple Silicon and making large-scale media indexing practical on a local machine.<\/p>\n<\/p>\n<p>Mobile devices are absolutely on our radar, but for now we\u2019re focused on continuing to improve the Mac experience first and then evaluating the best path to bring Clipto to other platforms.<\/p>\n<\/p>\n<p>Out of curiosity, what\u2019s your primary use case on a Pixel? Notes, recordings, podcasts, or something else?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 super cool, I wanted to ask you a question. How does it deal with hardware and devices that are very weak?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@sam_alghaithi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sam_alghaithi<\/a> Great question! Supporting a wide range of hardware has actually been one of our biggest engineering challenges.<\/p>\n<\/p>\n<p>We approach it from two directions.<\/p>\n<\/p>\n<p>First, at the model layer, we use different model tiers optimized for different classes of machines. Depending on the available hardware, Clipto can choose between smaller and larger models to balance quality, speed, and resource usage.<\/p>\n<\/p>\n<p>Second, we\u2019ve spent a lot of time optimizing the orchestration layer. Different workloads are scheduled differently depending on the machine\u2019s capabilities.<\/p>\n<\/p>\n<p>On high-end systems, we can take advantage of more parallelism and process media much faster. On lower-powered machines, the priority shifts toward stability and responsiveness, making sure indexing doesn\u2019t overwhelm the computer or interfere with normal work.<\/p>\n<\/p>\n<p>There\u2019s still room for improvement, but a lot of the engineering effort has gone into making local AI practical on real-world hardware rather than assuming everyone has a top-spec machine.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>An absolute game-changer for the creator economy. Managing asset libraries is the unsexy part of the job that everyone hates. Thanks for fixing 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lisa_helicopter_l\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lisa_helicopter_l<\/a> Thank you! That pain is exactly what pushed us to build Clipto.<\/p>\n<p>Asset management is one of those invisible parts of creative work that takes a huge amount of time, but rarely gets talked about. If Clipto can help creators spend less time digging through folders and more time actually making things, that\u2019s a big win for us.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 problem I didn’t even realize was draining my energy every day. No more hunting for files. Instantly installed.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@rydensun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rydensun<\/a> Really glad to hear that \u2014 and thanks for installing so quickly.This is exactly the kind of everyday friction we hoped to address. File hunting feels small in the moment, but when it happens day after day, it can quietly consume a surprising amount of time and attention.Would love to hear how Clipto works with your own media after you\u2019ve had a chance to try it\uff1a\uff09<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This feels like a glimpse into the future of local file management. Huge congrats on the Product Hunt launch, Henry & team! Def trying this out 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\/@jianqiang_hao\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jianqiang_hao<\/a> Thank you so much, really appreciate the support.<\/p>\n<p>\u201cFuture of local file management\u201d is exactly the direction we care about: making the files already sitting on your device easier to understand, search, and reuse without forcing everything into the cloud.<\/p>\n<p>Would love to hear what you think after trying it with your own media.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Comment list for <a href=\"http:\/\/Clipto.AI\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Clipto.AI<\/a> on Product Hunt<\/p>\n<p><strong> <\/strong><\/p>\n<p>Actually works offline? That\u2019s a game-changer for when I\u2019m editing on the road or in a cafe with spotty Wi-Fi.<\/p>\n<p> <\/p>\n<p> <\/p>\n<div>\n<table>\n<tbody>\n<tr>\n<td>\n<p> <\/p>\n<\/td>\n<td>\n<\/td>\n<td>\n<\/td>\n<td>\n<\/td>\n<td>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>Actually works offline? That\u2019s a game-changer for when I\u2019m editing on the road or in a cafe with spotty Wi-Fi.<\/p>\n<p><a href=\"https:\/\/docs.google.com\/spreadsheets\/d\/1neOVmJEaDOKHb4NsPQc5130AXJAuvxTA9DmOm2SWfVk\/edit?gid=0#\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Turn on screen reader support<\/a><\/p>\n<p>Working\u2026<\/p>\n<p>To enable screen reader support, press Ctrl+Alt+Z To learn about keyboard shortcuts, press Ctrl+slash<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mooyan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mooyan<\/a> Yes. You can even use Clipto on the road, on a mountaintop set, in the desert, on a plane, or pretty much anywhere, without relying on the cloud. Give it a try, and we\u2019d love to hear more of your feedback, 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>This is cool. Keeping everything local is a massive win, especially with how unpredictable cloud costs can get and how worried people are about privacy right now. I really respect that you stuck to local-only storage to protect user data.<\/p>\n<p>As a developer working a lot with local-first Python frameworks, I’m super curious about the performance side. How do you manage the local system resources so that indexing a massive 2TB drive doesn’t slow their device to a crawl?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@rumiza_shaikh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rumiza_shaikh<\/a> Thanks! Performance has actually been one of the biggest engineering challenges for us.<\/p>\n<\/p>\n<p>We\u2019ve spent a lot of time optimizing the entire stack, from model acceleration and inference efficiency to orchestration between different models and processing pipelines.<\/p>\n<\/p>\n<p>The goal is to make indexing large media libraries feel like a background task rather than something that takes over your machine.<\/p>\n<\/p>\n<p>That said, we\u2019re definitely not done. There is still plenty of room for improvement, especially around memory footprint and resource utilization during large indexing jobs.<\/p>\n<\/p>\n<p>We\u2019ve been shipping performance improvements continuously, and there are a few more significant optimizations currently in the pipeline.<\/p>\n<\/p>\n<p>Since you\u2019re working with local-first systems yourself, I\u2019d love to stay in touch and compare notes. This is one of those areas where there\u2019s still a lot of unexplored territory.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Very cool! Going to check it out.<\/div>\n<div class=\"comment-actions\">\n<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\/@mogabr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mogabr<\/a> Thank you for your kind words! We’re very much looking forward to you experiencing Clipto.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Cool concept. Real question though \u2014 is this doing actual frame-by-frame visual understanding or is it metadata\/transcript\/keyframe analysis? Because the gap between those two is enormous for practical use. What I actually want: upload 10 raw clips of the same scene, AI watches them all, ranks by emotional resonance, suggests best cuts. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@joe_rucker\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joe_rucker<\/a> Great question. It\u2019s not just metadata, transcripts, or simple keyframe extraction.<\/p>\n<\/p>\n<p>We combine multiple signals, including metadata, speech transcripts, visual understanding, and information extracted directly from the video stream.<\/p>\n<\/p>\n<p>That said, we also don\u2019t do naive frame-by-frame analysis across every frame. At scale, that becomes extremely expensive while often adding little value. Instead, we use a more selective approach to identify and analyze the most informative moments within a video.<\/p>\n<\/p>\n<p>Our current focus is helping users find the right moments and clips from large media libraries as quickly as possible.<\/p>\n<\/p>\n<p>The workflow you described, where AI reviews multiple takes, ranks them, and suggests the best cuts, is a fascinating direction. While Clipto doesn\u2019t currently optimize for edit recommendations, many of the underlying building blocks are already there.<\/p>\n<\/p>\n<p>Out of curiosity, what\u2019s your current editing workflow today? Are you using Premiere, Final Cut, Resolve, or something else? And how much of the selection process is still manual versus AI-assisted?<\/p>\n<\/p>\n<p>We\u2019re spending a lot of time thinking about how AI agents and creative tools could work together, so I\u2019d love to learn how you\u2019re approaching it.<\/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>Tried a similar tool last year and it choked on my 500GB of GoPro footage. Curious if Clipto handles high-bitrate HEVC files smoothly.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@trydoff\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@trydoff<\/a> Great question.<\/p>\n<\/p>\n<p>Yes, high-bitrate HEVC footage is something we encounter quite often, especially from GoPros, drones, and modern mirrorless cameras.<\/p>\n<\/p>\n<p>During indexing, Clipto normalizes media through our processing pipeline, so it can handle a wide range of formats and codecs, including H.264, H.265\/HEVC, AV1, VP8\/VP9, MPEG-2, ProRes, AAC, MP3, FLAC, WAV, and more.<\/p>\n<\/p>\n<p>In practice, we\u2019ve successfully indexed and searched across libraries containing hundreds of gigabytes and even multiple terabytes of HEVC footage.<\/p>\n<\/p>\n<p>Processing speed will depend on your hardware, but HEVC itself is absolutely a first-class citizen in the 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<\/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\/EHY7QRSUF2SXN4\" class=\"app-title\">Oura Ring 5<\/a><\/p>\n<div class=\"one-liner\">The world\u2019s smallest smart ring, now even better<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">273<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Oura Ring 5\u662f\u4e00\u6b3e\u4e3b\u6253\u8212\u9002\u4f69\u6234\u4e0e\u4e3b\u52a8\u5065\u5eb7\u6d1e\u5bdf\u7684\u667a\u80fd\u6212\u6307\uff0c\u901a\u8fc7\u66f4\u5c0f\u7684\u4f53\u79ef\u548c\u957f\u8fbe9\u5929\u7684\u7eed\u822a\uff0c\u89e3\u51b3\u7528\u6237\u5168\u5929\u5019\u8ffd\u8e2a\u7761\u7720\u3001\u538b\u529b\u3001\u5fc3\u7387\u53ca\u6062\u590d\u6570\u636e\u800c\u4e0d\u613f\u4f69\u6234\u6c89\u91cd\u8155\u6234\u8bbe\u5907\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/ef6173e8-cea4-4914-9e79-5f0a84ae1b69.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=8C8dC9yQ7m8\"><source src=\"https:\/\/www.youtube.com\/watch?v=8C8dC9yQ7m8\" 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\/9584008f-9707-49da-8038-b314e33f75a6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/79d18736-9c53-496f-aa0c-3e5f68cebaaf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/78143292-599b-4890-ae8e-9cb2e2b89beb.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\/62637826-8a7c-4b24-b64e-958fa33a59d6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6c04ad09-ccaf-4fd7-b6fb-d63eabd900c1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/675293ad-06d9-4825-a942-9a1ce9b28fde.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/17806d3c-62e5-4df4-a6ae-a047ece90418.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\/f70a378e-7736-41d7-8c2c-527fbd5cd26d.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\/dbece4ca-bb76-4d96-94e9-6267119c26eb.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\/98a2fc48-84b9-4a94-a9e7-2670561f7c7d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/41bb22ba-c1bd-46a3-a0ca-9009f5c8d0d5.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\/2847dbb8-2da8-4e9f-97e8-9d6e5792e4e0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c46c14a3-0391-4a24-b769-9e7064a2e21c.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\">Health & Fitness<\/span><br \/>\n <span class=\"tag\">Hardware<\/span><br \/>\n <span class=\"tag\">Wearables<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u667a\u80fd\u6212\u6307<\/span><br \/>\n <span class=\"tag\">\u5065\u5eb7\u76d1\u6d4b<\/span><br \/>\n <span class=\"tag\">\u7761\u7720\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u538b\u529b\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5fc3\u7387\u76d1\u6d4b<\/span><br \/>\n <span class=\"tag\">\u53ef\u7a7f\u6234\u8bbe\u5907<\/span><br \/>\n <span class=\"tag\">\u4e3b\u52a8\u5065\u5eb7<\/span><br \/>\n <span class=\"tag\">\u949b\u5408\u91d1\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u957f\u7eed\u822a<\/span><br \/>\n <span class=\"tag\">Oura<\/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\u5173\u5fc3\u8001\u7528\u6237\u80fd\u5426\u83b7\u5f97\u8f6f\u4ef6\u66f4\u65b0\uff1b\u8d28\u7591\u84dd\u7259\u8fde\u63a5\u4e0eApple Health\u7684\u517c\u5bb9\u6027\u95ee\u9898\uff1b\u8be2\u95ee\u7761\u7720\u8ffd\u8e2a\u7684\u51c6\u786e\u6027\uff08\u6709\u53cd\u9988\u79f0\u4f1a\u6f0f\u8bb0\u521d\u6bb5\u7761\u7720\u4e14\u65e0\u6cd5\u624b\u52a8\u6821\u6b63\uff09\uff1b\u63a2\u8be2Health Radar\u8bc6\u522b\u5f02\u5e38\u6ce2\u52a8\u7684\u7b97\u6cd5\u903b\u8f91\uff1b\u540c\u65f6\u6709\u7528\u6237\u79f0\u8d5e\u5c0f\u5de7\u8bbe\u8ba1\u662f\u201c\u53bb\u624b\u8155\u5316\u201d\u7684\u5173\u952e\u7a81\u7834\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 Oura Ring 5\u5728\u786c\u4ef6\u4e0a\u8fc8\u51fa\u4e86\u5173\u952e\u4e00\u6b65\u2014\u201440%\u7684\u4f53\u79ef\u7f29\u51cf\u548c2\u514b\u91cd\u91cf\u4f7f\u5176\u771f\u6b63\u903c\u8fd1\u201c\u65e0\u611f\u4f69\u6234\u201d\u7684\u8fb9\u754c\u3002\u8fd9\u4e0d\u518d\u662f\u7b80\u5355\u7684\u8fed\u4ee3\uff0c\u800c\u662f\u4e00\u6b21\u5bf9\u4f69\u6234\u573a\u666f\u7684\u91cd\u65b0\u5b9a\u4e49\uff1a\u5f53\u6212\u6307\u6bd4\u7edd\u5927\u591a\u6570\u4f20\u7edf\u6212\u6307\u8fd8\u8f7b\u65f6\uff0c\u5b83\u624d\u53ef\u80fd\u6210\u4e3a\u771f\u6b63\u768424\/7\u5065\u5eb7\u4f34\u4fa3\u3002\u7136\u800c\uff0c\u4ea7\u54c1\u7684\u771f\u5b9e\u4ef7\u503c\u5e76\u4e0d\u5b8c\u5168\u5728\u4e8e\u5c3a\u5bf8\u3002\u8bc4\u8bba\u4e2d\u7528\u6237\u6700\u5c16\u9510\u7684\u8d28\u7591\u6307\u5411\u4e86\u6838\u5fc3\u529f\u80fd\u2014\u2014\u7761\u7720\u8ffd\u8e2a\u7684\u51c6\u786e\u6027\u3002\u6709\u4eba\u76f4\u8a00\u201c\u4f1a\u6f0f\u8bb0\u524d1-3\u5c0f\u65f6\u7761\u7720\u4e14\u65e0\u6cd5\u624b\u52a8\u6821\u6b63\u201d\uff0c\u8fd9\u662f\u667a\u80fd\u6212\u6307\u54c1\u7c7b\u6700\u81f4\u547d\u7684\u4fe1\u4efb\u88c2\u7f1d\uff1a\u5982\u679c\u6838\u5fc3\u6570\u636e\u5b58\u5728\u660e\u663e\u76f2\u533a\uff0c\u518d\u5c0f\u7684\u4f53\u79ef\u4e5f\u53ea\u662f\u6446\u8bbe\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8f6f\u4ef6\u5c42\u9762\uff0cOura\u6b63\u8bd5\u56fe\u7528\u201cHealth Radar\u201d\u7b49AI\u529f\u80fd\u6784\u5efa\u5dee\u5f02\u5316\u3002\u4f46\u4e00\u4e2a\u5173\u952e\u77db\u76fe\u5728\u4e8e\uff1a\u7528\u6237\u5bf9\u201c\u4e3b\u52a8\u63d0\u9192\u201d\u7684\u671f\u5f85\uff0c\u4e0e\u5f53\u524d\u4ea7\u54c1\u5728\u6570\u636e\u6821\u6b63\u3001Apple Health\u517c\u5bb9\u6027\u7b49\u57fa\u7840\u4f53\u9a8c\u4e0a\u7684\u7f3a\u5931\u5f62\u6210\u4e86\u53cd\u5dee\u3002\u4e0e\u5176\u753b\u997c\u201c\u591c\u95f4\u547c\u5438\u6a21\u5f0f\u201d\u201c\u8840\u538b\u4fe1\u53f7\u201d\u7b49\u533b\u5b66\u7ea7\u63a8\u6d4b\uff0c\u4e0d\u5982\u5148\u89e3\u51b3\u7528\u6237\u65e9\u6668\u5fc5\u987b\u624b\u52a8\u8fd0\u884c\u5feb\u6377\u65b9\u5f0f\u624d\u80fd\u540c\u6b65\u6570\u636e\u7684\u201c\u975e\u667a\u80fd\u201d\u4f53\u9a8c\u3002\u6b64\u5916\uff0cOura\u7684\u8ba2\u9605\u5236\u6a21\u5f0f\u6b63\u5728\u5c06\u786c\u4ef6\u5229\u6da6\u8f6c\u5316\u4e3a\u957f\u671f\u6536\u5272\uff0c\u7528\u6237\u5173\u5fc3\u7684\u201c\u8001\u7528\u6237\u80fd\u5426\u83b7\u5f97\u66f4\u65b0\u201d\u672c\u8d28\u4e0a\u662f\u5bf9\u786c\u4ef6\u5bff\u547d\u4e0e\u8f6f\u4ef6\u4ed8\u8d39\u5899\u4e4b\u95f4\u7684\u535a\u5f08\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6574\u4f53\u800c\u8a00\uff0cOura Ring 5\u662f\u201c\u786c\u4ef6\u6b63\u786e\u201d\u4e0e\u201c\u8f6f\u4ef6\u5f85\u8865\u201d\u7684\u7ed3\u5408\u4f53\u3002\u5b83\u7528\u6781\u81f4\u7684\u5c0f\u5de7\u53e9\u5f00\u4e86\u4e3b\u6d41\u6d88\u8d39\u5e02\u573a\u7684\u5927\u95e8\uff0c\u4f46\u80fd\u5426\u771f\u6b63\u7559\u4f4f\u7528\u6237\uff0c\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u7528\u5b9e\u9645\u6570\u636e\u6253\u8d62\u7761\u7720\u8ffd\u8e2a\u7684\u4e00\u5bf9\u4e00\u6218\u4e89\u2014\u2014\u800c\u4e0d\u662f\u4ec5\u9760\u201c\u5fd8\u6389\u4f60\u6234\u7740\u5b83\u201d\u7684\u6587\u6848\u8bf4\u8f9e\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\">Oura Ring 5<\/span>\n <\/div>\n<div class=\"comment-content\">Meet Oura Ring 5. Now 40% smaller with a titanium design and up to 9 days of battery for sleep, activity, stress, heart health, and recovery.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone!<\/p>\n<p>The best smart ring is the one that keeps getting easier to forget you\u2019re wearing.<\/p>\n<p>Ring 5 is 40% smaller than Ring 4 and weighs as little as 2 grams. It tracks the core Oura loop of sleep, readiness, recovery, stress, and activity directly from your finger.<\/p>\n<p>Oura is also taking a much more proactive approach with the software. Starting in June, features like <a href=\"https:\/\/ouraring.com\/blog\/new-software-features\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>Health Radar<\/strong><\/a> will help surface patterns around nighttime breathing, blood pressure signals, and GLP-1 use.<\/p>\n<p>So it gives you more early signals when something is worth paying attention to.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<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> Does it mean that this one is “thinner” and “smaller in weight”? right? So that’s where the “smallest” ring got its customisation? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 interesting. I’m currently using an older Oura ring and was wondering if existing users will get these updates as well. Would love to know how much of this is software versus new hardware.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\u2019m an Oura OG – love my ring and the Oura ethos, keep it rolling! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">Honestly, a smaller ring is genius for people who don’t like the feel of wrist watches. One thing I noticed with smart rings is the sharing of consumer data, i just wanted to know, is the app that helps connect to the ring a third party software or is the software made by your team. <\/p>\n<p>Regardless this deserves a cheers of pint for the team, Great work!<\/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>Does this include an update to the software that brings full connectivity with Apple Health? Having to run the app and then a shortcut every morning just to get complete insights isn’t optimal.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 like the direction you’re taking with the proactive insights. How does Health Radar know when something is just a normal fluctuation and when it’s something users should pay more attention to?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@plahtela\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"plahtela\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@plahtela<\/a> <a href=\"https:\/\/www.producthunt.com\/@thisisthequick\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"thisisthequick\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thisisthequick<\/a> <a href=\"https:\/\/www.producthunt.com\/@laura_furman\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"laura_furman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@laura_furman<\/a> the 40% size reduction isn’t a design upgrade, it’s the mainstream unlock. The ring has always been the right signal for people who don’t want to wear a health statement on their wrist. Shipping this as a preorder is the right call too. Strong 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>How accurate is the sleep tracking?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@nithin_raju1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nithin_raju1<\/a> if you are ok that it misses the first 1-3 hours of your sleep, you never get up at night to go to the toilet and can live with the fact that you can’t correct the sleep times manually (like with every other tracker on the market), you will be happy 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<\/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\/DHJEGKLQBKHAGY\" class=\"app-title\">Second Brain for AI<\/a><\/p>\n<div class=\"one-liner\">Persistent memory for Claude, ChatGPT & Cursor. Free.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">238<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Second Brain for AI\u662f\u4e00\u6b3e\u81ea\u6258\u7ba1\u5f0f\u7684AI\u6301\u4e45\u8bb0\u5fc6\u5c42\uff0c\u80fd\u5728Claude\u3001ChatGPT\u3001Cursor\u7b49\u5de5\u5177\u95f4\u540c\u6b65\u9879\u76ee\u51b3\u7b56\u3001\u504f\u597d\u548c\u5386\u53f2\u4e0a\u4e0b\u6587\uff0c\u89e3\u51b3\u6bcf\u6b21\u5bf9\u8bdd\u90fd\u9700\u4ece\u96f6\u5f00\u59cb\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a69a7796-caae-4946-91dc-37f175206bd9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0a54f90c-ee12-4a58-bec5-f5ee99626053.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\/2a68fbf4-74aa-40b3-975e-c6300a070cf3.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=h0JqRM0UxHE\"><source src=\"https:\/\/www.youtube.com\/watch?v=h0JqRM0UxHE\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u8bb0\u5fc6\u5c42<\/span><br \/>\n <span class=\"tag\">\u6301\u4e45\u5316\u4e0a\u4e0b\u6587<\/span><br \/>\n <span class=\"tag\">\u8bed\u4e49\u68c0\u7d22<\/span><br \/>\n <span class=\"tag\">\u81ea\u6258\u7ba1\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">\u591a\u5de5\u5177\u540c\u6b65<\/span><br \/>\n <span class=\"tag\">MCP\u534f\u8bae<\/span><br \/>\n <span class=\"tag\">\u51b2\u7a81\u68c0\u6d4b<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u7a97\u53e3\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">Cloudflare<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39\u5f00\u6e90<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u5173\u6ce8\u56db\u70b9\uff1a1. \u8bb0\u5fc6\u51b2\u7a81\u5904\u7406\uff08\u65b0\u65e7\u6570\u636e\u5982\u4f55\u8986\u76d6\/\u5408\u5e76\uff09\u4e0e\u7248\u672c\u5386\u53f2\u7f3a\u5931\uff1b2. \u975e\u540e\u7aef\u7528\u6237\u7684\u90e8\u7f72\u95e8\u69db\uff08\u8981\u6c42\u4e00\u952e\u90e8\u7f72\u800c\u975e\u624b\u52a8\u914d\u7f6e\uff09\uff1b3. \u8de8\u4f1a\u8bdd\u8bb0\u5fc6\u4e0e\u7a97\u53e3\u5185\u6ea2\u51fa\u95ee\u9898\u7684\u533a\u522b\uff1b4. \u5bf9\u6570\u636e\u201c\u6700\u65b0\u5373\u6b63\u786e\u201d\u903b\u8f91\u7684\u62c5\u5fe7\uff0c\u5efa\u8bae\u589e\u52a0\u201c\u89c4\u8303\/\u8349\u7a3f\/\u5f03\u7528\u201d\u72b6\u6001\u6807\u6ce8\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 Second Brain for AI\u7cbe\u51c6\u51fb\u4e2d\u4e86\u5f53\u524dAI\u5de5\u5177\u751f\u6001\u4e2d\u6700\u4ee4\u4eba\u6293\u72c2\u7684\u65ad\u5c42\uff1a\u6bcf\u4e2a\u4f1a\u8bdd\u90fd\u662f\u201c\u8bb0\u5fc6\u683c\u5f0f\u5316\u201d\u7684\u767d\u677f\u3002\u4ea7\u54c1\u4ef7\u503c\u4e0d\u5728\u4e8e\u63d0\u4f9b\u66f4\u5927\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\uff0c\u800c\u5728\u4e8e\u6784\u5efa\u8de8\u5de5\u5177\u7684\u3001\u6301\u4e45\u7684\u3001\u53ef\u88ab\u610f\u56fe\u68c0\u7d22\u7684\u201c\u5927\u8111\u76ae\u5c42\u201d\u3002\u5bf9\u4e8e\u91cd\u5ea6\u4f7f\u7528\u8005\u6765\u8bf4\uff0c\u53cd\u590d\u6ce8\u5165\u73af\u5883\u4fe1\u606f\u7684\u65f6\u95f4\u635f\u8017\u5df2\u7ecf\u8d85\u8fc7\u4e86AI\u672c\u8eab\u5e26\u6765\u7684\u6548\u7387\u589e\u76ca\uff0c\u56e0\u6b64\u8fd9\u4e2a\u89e3\u51b3\u65b9\u6848\u5728\u8fb9\u9645\u6548\u7528\u4e0a\u662f\u6210\u7acb\u7684\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u4ece\u8bc4\u8bba\u4e2d\u80fd\u770b\u51fa\uff0c\u4ea7\u54c1\u76ee\u524d\u8fd8\u5904\u4e8e\u201c\u80fd\u7528\u201d\u800c\u975e\u201c\u597d\u7528\u201d\u7684\u9636\u6bb5\u3002\u6838\u5fc3\u7684\u51b2\u7a81\u68c0\u6d4b\u673a\u5236\u4ec5\u4f9d\u8d56\u8bed\u4e49\u76f8\u4f3c\u5ea6\u548cLLM\u88c1\u51b3\uff0c\u4e14\u5bf9\u201c\u65e7\u8bb0\u201d\u7684\u66ff\u4ee3\u7b56\u7565\u504f\u5411\u7c97\u66b4\u2014\u2014\u5f53\u65b0\u65e7\u8bb0\u5fc6\u77db\u76fe\u65f6\uff0c\u65e7\u8bb0\u5fc6\u76f4\u63a5\u88ab\u5220\u9664\uff0c\u8fd9\u5728\u5b9e\u9645\u5de5\u4f5c\u6d41\u4e2d\u662f\u5371\u9669\u7684\u3002\u4e00\u4e2a\u516d\u5468\u524d\u786e\u5b9a\u7684\u6280\u672f\u67b6\u6784\u51b3\u7b56\u5f88\u53ef\u80fd\u56e0\u4e3a\u4e00\u6b21\u4e34\u65f6\u8ba8\u8bba\u88ab\u9519\u8bef\u8986\u76d6\u3002\u5f00\u53d1\u8005\u56de\u5e94\u4e2d\u63d0\u5230\u7684\u201c\u91cd\u8981\u6027\u8bc4\u5206\u5f71\u54cd\u6392\u5e8f\u4f46\u4e0d\u5f71\u54cd\u6539\u5199\u201d\u4e5f\u63ed\u793a\u4e86\u903b\u8f91\u7f3a\u9677\uff1a\u51b3\u5b9a\u4fe1\u606f\u662f\u5426\u5e94\u88ab\u66f4\u65b0\u7684\u4e0d\u5e94\u662f\u65f6\u95f4\u6233\uff0c\u800c\u662f\u5176\u88ab\u6807\u8bb0\u7684\u201c\u6743\u5a01\u5c42\u7ea7\u201d\uff08\u89c4\u8303\/\u8349\u7a3f\/\u5e9f\u5f03\uff09\u3002\n <\/p>\n<p class=\"ai-content\">\n \u66f4\u503c\u5f97\u5173\u6ce8\u7684\u662f\uff0c\u7528\u6237\u5728\u90e8\u7f72\u4f53\u9a8c\u4e0a\u7ed9\u51fa\u7684\u4fe1\u53f7\u6781\u4e3a\u660e\u786e\uff1a\u6280\u672f\u95e8\u69db\u6b63\u5728\u6740\u6b7b\u4ea7\u54c1\u89e6\u8fbe\u3002\u5c3d\u7ba1\u56e2\u961f\u5df2\u6709\u4e00\u952e\u90e8\u7f72\u5230Cloudflare\u7684\u65b9\u6848\uff0c\u4f46README\u7684\u5165\u95e8\u5f15\u5bfc\u663e\u7136\u5931\u8d25\u4e86\u3002\u5bf9\u4e8e\u4e00\u4e2a\u5f3a\u8c03\u201c\u81ea\u6258\u7ba1\u201d\u201c\u6570\u636e\u4e3b\u6743\u201d\u7684\u4ea7\u54c1\uff0c\u9700\u8981\u8ba9\u975e\u540e\u7aef\u7528\u6237\uff0c\u4f8b\u5982\u4ea7\u54c1\u7ecf\u7406\u6216\u8d44\u6df1\u7814\u7a76\u5458\uff0c\u4e5f\u80fd\u8f7b\u677e\u70b9\u51fb\u542f\u52a8\uff0c\u5426\u5219\u8fd9\u5c42\u201c\u8bb0\u5fc6\u5c42\u201d\u53ea\u4f1a\u53d8\u6210Github\u4e0a\u7684\u53c8\u4e00\u4e2a\u6f02\u4eae\u4f46\u65e0\u4eba\u7528\u7684\u516c\u5f00\u4ed3\u5e93\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u4ea7\u54c1\u5728\u201c\u8de8\u4f1a\u8bdd\u8bb0\u5fc6\u201d\uff08Second Brain\uff09\u4e0e\u201c\u4f1a\u8bdd\u5185\u6ea2\u51fa\u201d\uff08\u6eda\u52a8\u6458\u8981\uff09\u4e4b\u95f4\u5b58\u5728\u4e00\u6761\u6ca1\u6709\u586b\u5e73\u7684\u6c9f\u58d1\u3002\u540e\u8005\u662f\u7528\u6237\u5b9e\u9645\u9ad8\u9891\u590d\u73b0\u7684\u75db\u4e2d\u75db\uff0c\u4f46\u5c1a\u5728\u8def\u7ebf\u56fe\u7b2c9\u4f4d\uff0c\u4f18\u5148\u7ea7\u504f\u4f4e\u3002\u5982\u679c\u56e2\u961f\u53ea\u5728\u8bb0\u5fc6\u5c42\u505a\u6301\u4e45\u5316\uff0c\u800c\u4e0d\u89e3\u51b3\u957f\u5bf9\u8bdd\u7684\u9996\u5c3e\u5931\u5fc6\u95ee\u9898\uff0c\u4ea7\u54c1\u7684\u7528\u6237\u9ecf\u6027\u5c06\u59cb\u7ec8\u53d7\u9650\u4e8e\u4f1a\u8bdd\u5f62\u6001\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u7684\u6765\u8bf4\uff0cSecond Brain\u8d70\u5728\u6b63\u786e\u7684\u65b9\u5411\u4e0a\uff0c\u4f46\u76ee\u524d\u66f4\u50cf\u4e00\u4e2a\u4e3a\u5f00\u53d1\u8005\u7fa4\u4f53\u51c6\u5907\u7684\u667a\u80fd\u201c\u526a\u8d34\u677f\u201d\u3002\u8981\u6210\u4e3a\u771f\u6b63\u7684AI\u7b2c\u4e8c\u5927\u8111\uff0c\u8fd8\u9700\u8981\u5728\u51b2\u7a81\u7ba1\u7406\u3001\u7528\u6237\u6743\u9650\uff08\u5982\u8bb0\u5fc6\u6240\u6709\u8005\u6807\u6ce8\uff09\u3001\u4ee5\u53ca\u5f15\u5165\u7248\u672c\u5386\u53f2\u7684\u8fed\u4ee3\u4e2d\u5b8c\u6210\u8715\u53d8\u3002\u4ea7\u54c1\u7684\u5bf9\u624b\u4e0d\u662fChatGPT\u7684\u7528\u6237\u8bb0\u5fc6\uff0c\u800c\u662f\u7528\u6237\u5927\u8111\u7684\u8f7b\u4fe1\u6210\u672c\u2014\u2014\u4e00\u65e6\u6ce8\u5165\u9519\u8bef\u4e0a\u4e0b\u6587\u5bfc\u81f4\u7684\u51b3\u7b56\u635f\u5931\u8d85\u8fc7\u4e86\u624b\u52a8\u8f93\u5165\u7684\u9ebb\u70e6\uff0c\u7528\u6237\u5c31\u4f1a\u6d41\u5931\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\">Second Brain for AI<\/span>\n <\/div>\n<div class=\"comment-content\">Every AI conversation starts from zero. Your projects, decisions, and preferences disappear as soon as you close the chat. Second Brain fixes that. It is a self-hosted memory layer that works with Claude, ChatGPT, Cursor, and any MCP client. You can store context once and recall it by meaning instead of keywords. It includes duplicate detection, semantic search, and a web UI. Built on Cloudflare, it offers a free tier and your data remains yours. MIT licensed.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Semantic retrieval over stored context beats keyword search for memory, and the dedup layer is a smart addition since AI workflows generate a lot of overlapping notes. We’ve wrestled with context window management in multi-step AI tasks too: deciding when to summarize vs. fetch older context is genuinely tricky. How does the similarity threshold work when memories partially overlap? Can users tune it?<\/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\">@anand_thakkar1 Great technical question. There are two thresholds at play. Below 0.85 similarity the new memory is stored as a separate entry. In the 0.85 to 0.95 band, it goes to LLM judgment to decide whether to add, replace, merge, or ignore based on actual content. Above 0.95 it treats it as a duplicate and skips storage entirely.<\/p>\n<p>topK is configurable so you can control how many candidates get pulled into that judgment step. Full threshold tunability is on the roadmap.<\/p>\n<p>right now the importance score influences recall ranking but does not factor into the merge or delete decision. That’s actually a really interesting idea though. A high-importance memory probably should require stronger evidence before getting overwritten. Adding that to the roadmap.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@anand_thakkar1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anand_thakkar1<\/a> Context windows reset every time you close a session so persistent memory and chat history solve different problems entirely<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 the actual setup experience looks like for someone who knows their way around cloudflare but isn’t a backend developer. the github readme is usually where these projects lose 80% of potential users because the instructions assume a level of comfort with wrangler and environment variables that most people who would benefit from this don’t have. is there a one-click deploy path or is it still a manual configuration process<\/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\">@ansari_adin This is genuinely the most useful feedback I’ve received today and you’re 100% right. The README assumes too much. There is a one-click Deploy to Cloudflare button that handles the Worker, D1, and Vectorize setup automatically\u2026 no Wrangler, no CLI, no environment variables to configure manually. You click deploy, fill in a name, and it’s live. I’m going to make that the first thing people see. Thank you for saying this out loud.<\/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>This is a strong wedge. The bit I\u2019d be most careful with is treating \u201cnewer\u201d as automatically more correct when memories conflict. For writing\/product work especially, an old positioning decision might still be canonical while a recent one-off chat is just exploration.<\/p>\n<\/p>\n<p>A lightweight status layer could help a lot: canonical, draft, preference, deprecated, maybe source-linked. Then the model can say \u201cI found the current rule\u201d vs \u201cI found a past note that may be stale,\u201d instead of injecting both with the same confidence.<\/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\/@jim_jeffers\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jim_jeffers<\/a> Valid. Newer isn\u2019t always more correct. A positioning decision from six months ago can absolutely outrank a throwaway idea from yesterday. The current contradiction logic does lean on recency too heavily for that case.<\/p>\n<\/p>\n<p>The status layer you\u2019re describing (canonical, draft, deprecated) is exactly the right fix. It\u2019s on the roadmap but not shipped yet. The honest answer right now is that importance scoring and explicit pinning partially address it, but a first-class memory status field would close the gap properly. Adding this to the backlog with your framing\u2026 it\u2019s more precise than how we had it scoped.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>curious how it handles conflicting memories. if you store an architecture decision then change it a month later, does it override or accumulate? stale context injected confidently is probably worse than no context at all<\/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\">Great question! This is actually something I spent a lot of time on. <\/p>\n<p>Second Brain has automatic contradiction detection built in. When you store a new memory, it checks your existing memories for semantic conflicts using vector similarity and LLM judgment. If it finds a contradiction, the old entry is deleted and the new one is stored as canonical. So if you change an architecture decision, the old one doesn’t silently linger. <\/p>\n<p>You’re right that stale context injected confidently is worse than no context and that’s exactly why this was a priority build for me.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">CC A<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dobaduc\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dobaduc<\/a> appreciate you Duc! Are you building anything that deals with AI context or memory?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Quick update since launch. Here are a few things worth noting:<br \/>We shipped the Second Brain CLI today. If you use the terminal, you can now capture and recall memories without leaving it.<\/p>\n<pre><code>npm install -g second-brain-cf-cli<\/code><\/pre>\n<p>For those asking about integrations, Second Brain works with Claude, ChatGPT, Cursor, Windsurf, and any MCP-compatible client. There\u2019s also an Obsidian plugin in the community directory, a Chrome extension, iOS Shortcuts in the repo, and a web UI if you prefer managing everything visually.<\/p>\n<p>CLI, Obsidian, Chrome extension, iOS Shortcuts, MCP\u2026 same memory, every interface.<\/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>The product is good and very needed for those who want very personalised chats.<\/p>\n<\/p>\n<p>But even claude has a good context window not that big but decent<\/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\">@jay_gangwar Great point, and it’s a common misconception worth clarifying! Context window is what the AI can see in a single session. Second Brain is what carries over between sessions. When you close Claude and open it tomorrow, that context window is gone. Second Brain is what fills it back in with what actually matters\u2026 your decisions, your preferences, your project history. They work together, not against each other.<\/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>Nice one <a href=\"https:\/\/www.producthunt.com\/@rahilpirani\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"rahilpirani\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rahilpirani<\/a> !<\/p>\n<p>This can be run on-prem too?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@aiswarya_s Thank you! It runs on Cloudflare Workers so it’s not traditional on-prem, but since it deploys to your own Cloudflare account, your data never touches any third-party server. You own it completely. As close to on-prem as serverless gets!<\/div>\n<div class=\"comment-actions\">\n<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>persistent memory is the piece most AI tools are missing right now. you end up re-explaining context every session which kills the usefulness for anything beyond one-off tasks. curious how this handles conflicting memories when your thinking evolves over time \u2014 does it version or just overwrite?<\/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\">@ozandag Exactly the problem that made me build this. On conflicting memories it does both depending on how you handle it. The `update` tool lets you explicitly overwrite a memory in place when your thinking changes. <\/p>\n<p>But there’s also automatic contradiction detection: when you store something new, it checks existing memories for semantic conflicts and auto-resolves by replacing the old one with the new one as canonical. Full versioning history is on the roadmap but not there yet. For now it’s explicit update or automatic conflict resolution.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Does it work seamlessly with ChatGPT and Claude 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\/@nithin_raju1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nithin_raju1<\/a> Yes! Claude and ChatGPT both connect via MCP and pull from the same Second Brain memory layer. Store something in Claude, recall it in ChatGPT. Same context, same session history, across both. <\/p>\n<\/p>\n<p>That’s actually one of the core reasons I built it… your memory shouldn’t be locked to one tool.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 Product Hunt, I’m Rahil. I built Second Brain.<\/p>\n<p>I got tired of explaining myself to every AI tool during each session. A new Claude window is a blank slate. A new Cursor project doesn\u2019t know my stack. It adds up quickly.<\/p>\n<\/p>\n<p>Second Brain is a self-hosted memory layer that connects to Claude, ChatGPT, Cursor, and any MCP client. You store context once and recall it by meaning across any session. Everything lives in your own Cloudflare account, not on a third-party server. There’s a free tier, and you don’t need a subscription. You also get a web UI to browse and manage everything visually.<\/p>\n<\/p>\n<p><strong>What makes it different:<\/strong><\/p>\n<ul>\n<li>\n<p>It works with all your AI tools\u2014not tied to one app.<\/p>\n<\/li>\n<li>\n<p>It uses semantic recall, which finds memories by meaning instead of exact keywords.<\/p>\n<\/li>\n<li>\n<p>It\u2019s self-hosted, so your data stays in your own Cloudflare account.<\/p>\n<\/li>\n<li>\n<p>There\u2019s a free tier, so it costs nothing to run.<\/p>\n<\/li>\n<li>\n<p>The web interface lets you browse, search, and manage memories visually.<\/p>\n<\/li>\n<\/ul>\n<p>II\u2019m really curious: what context do you find yourself re-entering most? That has influenced my roadmap more than anything else.<\/p>\n<\/p>\n<p>Ask me anything. Big shout out to <a href=\"https:\/\/www.producthunt.com\/@fmerian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fmerian<\/a> for his support!<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Memory as a separate product (rather than a feature of one chat client) is the right bet. The interesting bit is conflict resolution: when Claude and Cursor have both updated the same project entry over the last day with different framings, what wins? Last-write, semantic merge, or surfaced to the user? That choice usually decides whether the layer feels like trust or like noise after a few weeks of use.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 memory problem is so underrated in AI tooling right now. you spend 20 minutes setting up context in a conversation and then it just… vanishes. self-hosted is the right call too, especially for teams dealing with proprietary code. how does it handle conflicting memories across different tools?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ozandag\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ozandag<\/a> Exactly right on the self-hosted point. Proprietary code should never be on someone else’s server.<\/p>\n<\/p>\n<p>On conflicting memories across tools: since all your AI tools write to the same memory layer, conflicts are caught at the time of writing, no matter which tool triggered the write. When a new memory arrives that contradicts an existing one, it is detected through semantic similarity and LLM judgment. The old entry is replaced, and its vector is removed. So, if Claude updates something you told Cursor last week, it resolves automatically instead of accumulating into contradictory 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>The between-session memory problem is real and this solves it well. The harder problem – at least for how I use AI – is within-session overflow. My conversations regularly hit 100K+ words before they die\/lag to unusble. The context window can’t hold it all anyway, so even within a single session I’m losing early context. What I actually want is a rolling summarizer that compresses as the thread grows – keeping the essential through-line while shedding weight. That plus persistent cross-session memory would be the full solution. This a great idea tho, one I really like!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@joe_rucker You\u2019ve described the problem precisely. Between-session memory is what Second Brain solves today. The within-session overflow problem\u2026 compressing a 100K word thread down to its essential through-line is issue #9 on our roadmap: Semantic Compression. Rolling summaries that shed weight while preserving the core narrative, then persisting those summaries across sessions so nothing is ever truly lost.<\/p>\n<p>You\u2019ve basically described the full vision. We\u2019re building it!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does duplicate detection handle near-duplicates or nuanced variations in context? I’ve found that tricky in my own memory tools.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@trydoff Great question. We use a three tier cosine similarity band in what we call Smart Merge. Anything above 0.95 is a true duplicate and merges automatically. The 0.85 to 0.95 band is the nuanced zone where an LLM decides: merge, append, or keep separate. Below 0.85 it stores as new context. Smart Merge handles most edge cases without being too aggressive about collapsing related but distinct memories.<\/div>\n<div class=\"comment-actions\">\n<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\">how it’s different than <a href=\"https:\/\/github.com\/rohitg00\/agentmemory\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/github.com\/rohitg00\/agen…<\/a><\/div>\n<div class=\"comment-actions\">\n<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\/@rohit_ghumare\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohit_ghumare<\/a> Great project, truly impressive work! <\/p>\n<\/p>\n<p>The main difference is infrastructure. Agentmemory, from what I see, runs a local server that you have to manage. <\/p>\n<\/p>\n<p>Second Brain deploys to Cloudflare Workers and runs entirely serverless. There is no process to handle, no Docker, and no Node runtime. Your data is stored in your own Cloudflare D1 and Vectorize. One-click deploy, free tier, it’s done. <\/p>\n<\/p>\n<p>There\u2019s a different tradeoff: Agentmemory offers more features, while Second Brain is easier to run and own.<\/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\">@rahilpirani is agent memory just for code?<\/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\">@health_rational Not at all\u2026 Second Brain works with any MCP-compatible client. Claude, ChatGPT, Cursor, Windsurf, whatever you use. It\u2019s general purpose memory, not tied to any specific workflow.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The ‘every conversation starts from zero’ problem is real \u2014 I waste so much time re-explaining project context to Claude Code every new session. Self-hosted is a big plus for me. Curious about the MCP integration \u2014 does it expose memory as a tool that the LLM can call dynamically, or is it more of a pre-prompt injection layer?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 forgetting problem is the actual bottleneck \u2014 not the quality of the model’s reasoning. We’ve been building AI agents at Tuple for 18 months and the single biggest drop in usefulness happens at session boundary. A tool that routes around that without requiring the user to manage a “context file” is directionally correct. The self-hosted angle matters more than it might seem for B2B adoption \u2014 our clients will not put proprietary deal flow or client strategy into a vendor’s cloud memory layer, full stop. Local or self-hosted is the only viable path there.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/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\/S6D5ZCV6OE5UPW\" class=\"app-title\">TabTasker<\/a><\/p>\n<div class=\"one-liner\">Zero servers. Total privacy. Your new favorite toolbox.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">207<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>TabTasker\u662f\u4e00\u6b3e\u5728\u6d4f\u89c8\u5668\u4e2d\u5b8c\u5168\u79bb\u7ebf\u8fd0\u884c\u7684\u514d\u8d39\u5de5\u5177\u96c6\uff0c\u8ba9\u4f60\u65e0\u9700\u4e0a\u4f20\u4efb\u4f55\u6587\u4ef6\u5373\u53ef\u5904\u7406PDF\u3001\u56fe\u7247\u3001\u97f3\u9891\u53ca50\u591a\u79cd\u65e5\u5e38\u4efb\u52a1\uff0c\u5f7b\u5e95\u89e3\u51b3\u5bf9\u6570\u636e\u9690\u79c1\u6cc4\u9732\u7684\u62c5\u5fe7\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c6755def-5d63-4adf-9f8a-f6d246121067.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9ffaa2aa-d466-4933-9b14-bd1aef38fdd0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6353dadc-2430-4f41-b1b7-0f44ca14e6f8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b19b99d1-17df-416d-b465-36d5f8f9a4f0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/328c3d5f-6e7c-4595-990a-ec58d1088d75.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\">Privacy<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u79bb\u7ebf\u5de5\u5177\u96c6<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u672c\u5730\u5904\u7406<\/span><br \/>\n <span class=\"tag\">PDF\u7f16\u8f91<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4fdd\u62a4<\/span><br \/>\n <span class=\"tag\">WebAssembly<\/span><br \/>\n <span class=\"tag\">ONNX Runtime<\/span><br \/>\n <span class=\"tag\">AI\u8f6c\u5f55<\/span><br \/>\n <span class=\"tag\">\u56fe\u7247\u5904\u7406<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u65e0\u670d\u52a1\u5668<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u8ba4\u53ef\u96f6\u4e0a\u4f20\u7684\u9690\u79c1\u8bbe\u8ba1\uff0c\u5c24\u5176\u8d5e\u8bb8\u65e0\u9700\u6ce8\u518c\u548c\u5b8c\u5168\u514d\u8d39\u3002\u6280\u672f\u7528\u6237\u5173\u6ce8WASM\u4e0eWhisper\u6a21\u578b\u7684\u5b9e\u9645\u8fd0\u884c\u6548\u7387\uff0c\u5e76\u5efa\u8bae\u5bf9\u201c\u96f6\u670d\u52a1\u5668\u201d\u58f0\u660e\u8fdb\u884c\u7f51\u7edc\u8bf7\u6c42\u5ba1\u8ba1\u3002\u5f00\u53d1\u8005\u56de\u5e94\u79f0\u53ef\u901a\u8fc7\u6d4f\u89c8\u5668Network tab\u81ea\u884c\u9a8c\u8bc1\uff0c\u5e76\u627f\u8ba4\u56e0\u65e0\u6cd5\u8ffd\u8e2a\u9519\u8bef\u800c\u4f9d\u8d56\u7528\u6237\u53cd\u9988\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n TabTasker\u7684\u201c\u96f6\u670d\u52a1\u5668\u201d\u5ba3\u8a00\u5728\u9690\u79c1\u7126\u8651\u8513\u5ef6\u7684\u5f53\u4e0b\u582a\u79f0\u7cbe\u51c6\u7684\u8425\u9500\u9776\u5411\uff0c\u4f46\u5176\u771f\u5b9e\u4ef7\u503c\u5e76\u975e\u5355\u7eaf\u7684\u6280\u672f\u98a0\u8986\uff0c\u800c\u662f\u5bf9\u7528\u6237\u5fc3\u7406\u8d26\u6237\u7684\u5de7\u5999\u5361\u4f4d\u3002\u5c06\u6240\u6709\u5904\u7406\u538b\u5728\u5ba2\u6237\u7aef\uff0c\u7528WebAssembly\u548cONNX Runtime\u786c\u625bFFmpeg\u4e0eWhisper\u7684\u8fd0\u7b97\u91cf\uff0c\u786e\u5b9e\u4f53\u73b0\u4e86\u5de5\u7a0b\u8bda\u610f\u2014\u2014\u5c24\u5176\u662f\u653e\u5f03Web Speech API\u4ee5\u4fdd\u5168\u201c\u6570\u636e\u4e0d\u51fa\u6807\u7b7e\u201d\u7684\u627f\u8bfa\uff0c\u8fd9\u4e00\u5200\u5207\u5f97\u679c\u65ad\u3002\u7136\u800c\uff0c\u5b83\u5e76\u672a\u771f\u6b63\u89e3\u51b3\u201c\u672c\u5730\u8ba1\u7b97\u201d\u4e0e\u201c\u4fbf\u5229\u6027\u201d\u7684\u53e4\u8001\u77db\u76fe\uff1a\u91cd\u5ea6\u7528\u6237\u5f88\u5feb\u4f1a\u53d1\u73b0\uff0c\u8f6c\u78014K\u89c6\u9891\u6216\u5904\u7406\u5927PDF\u65f6\uff0c\u98ce\u6247\u72c2\u8f6c\u7684\u7b14\u8bb0\u672c\u5e76\u4e0d\u6bd4\u4e91\u670d\u52a1\u66f4\u201c\u5feb\u201d\u3002\u8bc4\u8bba\u4e2d\u5de5\u7a0b\u5e08\u4eec\u8ffd\u95ee\u7684\u201cWASM\u4f53\u91cf\u4e0e\u5185\u5b58\u9650\u5236\u201d\u6b63\u662f\u5176\u9690\u75db\u2014\u2014\u8fd9\u4e2a\u5de5\u5177\u7bb1\u5728\u5c55\u793a\u5b9e\u529b\u7684\u540c\u65f6\uff0c\u4e5f\u66b4\u9732\u4e86\u6d4f\u89c8\u5668\u6c99\u76d2\u7684\u7269\u7406\u8fb9\u754c\u3002\u66f4\u7280\u5229\u7684\u89c2\u5bdf\u5728\u4e8e\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u6697\u793a\u4e86\u4ea7\u54c1\u4e0a\u9650\uff1a\u65e2\u7136\u6ca1\u6709\u670d\u52a1\u5668\u8d26\u5355\uff0c\u90a3\u4e48\u76c8\u5229\u70b9\u4f55\u5728\uff1f\u82e5\u4f9d\u8d56\u6350\u8d60\u6216\u672a\u6765\u529f\u80fd\u6536\u8d39\uff0c\u5219\u53ef\u80fd\u91cd\u8e48\u201c\u9690\u79c1\u6362\u4fbf\u5229\u201d\u9677\u9631\uff1b\u82e5\u575a\u6301\u5b8c\u5168\u514d\u8d39\uff0c\u5219\u7f3a\u4e4f\u6301\u7eed\u8fed\u4ee3\u7684\u52a8\u529b\u3002\u800c\u5bf9\u201c\u96f6\u670d\u52a1\u5668\u201d\u7684\u5ba1\u8ba1\u63d0\u95ee\uff0c\u6070\u597d\u6233\u4e2d\u8f6f\u808b\u2014\u2014\u5373\u4f7f\u6ca1\u6709\u540e\u7aef\uff0c\u524d\u7aef\u4f9d\u8d56\u7684\u7b2c\u4e09\u65b9CDN\u3001\u914d\u7f6e\u7684Service Worker\uff0c\u751a\u81f3GitHub Pages\u7684\u65e5\u5fd7\uff0c\u90fd\u53ef\u80fd\u9020\u6210\u6570\u636e\u201c\u4fa7\u6f0f\u201d\u3002TabTasker\u5f53\u4e0b\u662f\u6781\u4f73\u7684\u7b7e\u540d\u6863\u4ea7\u54c1\uff1a\u521b\u59cb\u4eba\u5c55\u793a\u6280\u672f\u5ba1\u7f8e\uff0c\u4e2a\u4eba\u7528\u6237\u5b89\u653e\u654f\u611f\u6587\u4ef6\u3002\u4f46\u8981\u6210\u4e3a\u201c\u751f\u4ea7\u5de5\u5177\u201d\uff0c\u5b83\u4ecd\u9700\u8bc1\u660e\u81ea\u5df1\u4e0d\u662f\u6d4f\u89c8\u5668\u91cc\u90a3\u4e2a\u4f18\u96c5\u7684\u79bb\u7ebf\u5b64\u5c9b\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\">TabTasker<\/span>\n <\/div>\n<div class=\"comment-content\">A free web toolbox running 100% offline in your browser. We built TabTasker so you can edit PDFs, process images, transcribe audio, and access 50+ utilities without uploading a single file. Lastly, it is free to use.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Product Hunt \ud83d\udc4b<\/p>\n<p>We are building TabTasker because we got tired of the same old problem. Every time I needed to format some JSON, convert a file, or run a quick AI prompt, I had to paste my data into a random website. It always felt a bit sketchy wondering where that information was actually going.<\/p>\n<p>So, we decided to build a toolbox that completely respects your privacy.<\/p>\n<p>TabTasker runs 100% locally right inside your browser. By using WebAssembly and ONNX Runtime Web, all the processing happens directly on your own machine.<\/p>\n<p>What this means for your daily workflow:<\/p>\n<p>Zero uploads: Your files, code, and text stay on your device.<br \/>Instant speed: You get immediate results because there is no waiting on server traffic or queues.<br \/>Absolute privacy: Nothing is saved on our end, and your data is never sent away.<\/p>\n<\/p>\n<p>TabTasker runs entirely on your own device, we don\u2019t have massive server bills. That means we can keep this toolbox 100% free with no paywalls or sign-ups.<\/p>\n<p>It is just a simple, honest digital workbench for the tasks you do every day. For your sensitive documents of photos, TabTasker is ready to support you with ultimate privacy.<\/p>\n<\/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> Most web tools that process your files \u2014 PDFs, images, audio \u2014 are sending those files to a server you don’t control, even if the UI feels local. TabTasker’s bet is different: WebAssembly and in-browser AI models (Whisper, BLIP, DistilBART) doing the actual processing inside your browser tab, zero server contact. For anyone handling pitch decks, contracts, or anything sensitive that they’d normally hesitate before uploading to Smallpdf, that architecture matters. For pre-seed founders who deal with confidential documents daily, this is the kind of tool that belongs in the stack quietly. Added TabTasker to SoftRankings under the pre-seed productivity stack for that reason. <a href=\"https:\/\/www.producthunt.com\/@caglar_su\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"caglar_su\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@caglar_su<\/a> \u2014 which tool in the collection was the hardest to get running fully client-side?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@caglar_su\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@caglar_su<\/a> Privacy is becoming a product feature again. Congrats on the launch! I like that TabTasker runs 100% offline in the browser, especially for PDFs, images, audio, and other files people don\u2019t always want to upload somewhere. Curious how you think about the tradeoff between local-first privacy and the convenience users expect from cloud tools.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@caglar_su\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@caglar_su<\/a> “Every time I needed to format some JSON, […] I had to paste my data into a random website.” – hahaha, literally story of my life. Sounds like an amazing thing!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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, there’s no need to share my data anymore.<\/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\/@jannnnn\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jannnnn<\/a> Absolutely, that\u2019s exactly the idea. You shouldn\u2019t have to share your data with multiple random tools just to get simple tasks done. Keeping everything in one trusted toolbox makes the workflow much safer and easier.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Running FFmpeg and transcription models entirely in the browser via WebAssembly is the real engineering lift here. Most tools skip client-side processing because WASM bundle sizes and memory limits are genuinely painful. We’ve hit similar tradeoffs handling sensitive data in AI pipelines where even transient server hops create compliance headaches. Is the transcription using a WASM-compiled Whisper variant, or native browser speech APIs where available?<\/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\/@anand_thakkar1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anand_thakkar1<\/a> Hey Anand, great question.<\/p>\n<\/p>\n<p>Transcription runs Whisper (whisper-tiny) compiled to ONNX, executed in-browser via Transformers.js on ONNX Runtime Web. It uses WebGPU when available (fp16) and falls back to WASM automatically. Not the native Web Speech API, since that streams audio to vendor servers on some browsers and breaks the “nothing leaves your tab” promise.<\/p>\n<\/p>\n<p>On FFmpeg, we actually pulled ffmpeg.wasm out for exactly the reasons you mentioned. <\/p>\n<\/p>\n<p>Net result: no backend, no server hop, audio never makes a network trip. The trust boundary is the browser tab.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@caglar_su\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"caglar_su\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@caglar_su<\/a> <a href=\"https:\/\/www.producthunt.com\/@mfethio\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"mfethio\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mfethio<\/a> <a href=\"https:\/\/www.producthunt.com\/@acanturgut\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"acanturgut\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@acanturgut<\/a> I like the privacy-first angle here. A lot of productivity tools become less useful when people hesitate to put real work into them, so keeping things local and lightweight can actually make the workflow more practical.<\/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\/@alpertayfurr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alpertayfurr<\/a> Thank you for your kind comment. We completely agree with you.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This looks like a great productivity tool \ud83d\ude80<\/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\/@nithin_raju1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nithin_raju1<\/a> Thank you for your kind comment.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Which tools get used the most so far, is it mainly PDF editing or the image converters?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Hi, <a href=\"https:\/\/www.producthunt.com\/@thamibenjelloun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thamibenjelloun<\/a> <\/p>\n<\/p>\n<p>From what we can tell, the PDF to podcast, PDF editor, Image background remover and Local LLM are definitely the crowd favorites right now. Because everything runs strictly locally on your device for privacy, we actually can’t see any deep usage details, and honestly, we are totally thrilled about that \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>The zero-upload model is the right call for this category. We ran into serious friction getting Tuple’s SMB clients to adopt any tool that required cloud access to their files \u2014 IT approval cycles alone killed two POCs. The instinct to keep processing local is exactly what removes that blocker. One thing worth testing: the use case that tends to unlock stickier retention for productivity tools like this is the “I just saved myself from a real mistake” moment, not the “this is convenient” moment. If you can instrument which utilities trigger that feeling, you’ll know exactly which to lead with in copy.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Offline-first toolbox in the browser is a genuinely useful pitch, especially for anyone working with anything they don’t want sitting on someone else’s servers. Two things I’d want to know before recommending it to teammates: which of the 50+ utilities actually run fully in WASM vs. just hit a local endpoint, and what the audio-transcribe model size looks like at runtime. The honest answer to both probably decides whether this is a desktop replacement or a clever side 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>the ‘zero servers’ claim is the one i’d want verified independently before trusting sensitive files to it. not saying it’s not true, just that a lot of tools make this claim and then have analytics, error logging, or feature flagging that phones home without being obvious about it. have you had anyone audit the network requests during a typical session or is there a technical writeup somewhere about what actually stays local<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ansari_adin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ansari_adin<\/a> Hi Ansari,<\/p>\n<\/p>\n<p>Thank you for asking this. It is a really valid question.<\/p>\n<\/p>\n<p>You do not just have to take our word for it when we say TabTasker is offline and private. It is actually very easy to verify it yourself. If you open the site and check the Network tab in your browser’s Inspect tool, you will see exactly what is happening. There is no communication with outside servers while you work (it only downloads the related tool if required), and we do not even have a backend to leak data to.<\/p>\n<\/p>\n<p>We tested it ourselves multiple times. Every single tool is just a static page running directly on your device. You might notice Local JS Service Workers in the Network tab, but those run entirely inside your browser. Ultimately, the very best verification is just testing it out on your own machine.<\/p>\n<\/p>\n<p>The trade-off for this strict privacy is that we have absolutely no way to track errors or see if something fails on your end. Because we cannot monitor bugs automatically, we put a feedback button on every page. We are completely relying on the community to let us know if they run into any unexpected issues.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">#5<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/S663NU4CVUKEEA\" class=\"app-title\">Marqly 5.0<\/a><\/p>\n<div class=\"one-liner\">Your AI-powered bookmark manager<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">169<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Marqly 5.0 \u662f\u4e00\u6b3e\u5229\u7528AI\u81ea\u52a8\u4e3a\u6536\u85cf\u94fe\u63a5\u6253\u6807\u7b7e\u3001\u5206\u7c7b\u5e76\u652f\u6301\u8bed\u4e49\u641c\u7d22\u7684\u667a\u80fd\u4e66\u7b7e\u7ba1\u7406\u5668\uff0c\u89e3\u51b3\u7528\u6237\u5728\u6d77\u91cf\u4e66\u7b7e\u4e2d\u5feb\u901f\u68c0\u7d22\u548c\u590d\u7528\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5c662ea4-e18b-40dc-a2c6-694926321f13.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9816b92f-5b28-4cc7-91cd-5cb04232673d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2bfdb7d4-e6a2-49db-8ed7-49f554a1e60a.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\">SaaS<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4e66\u7b7e\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u8bed\u4e49\u641c\u7d22<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u6807\u7b7e<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u6458\u8981<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u67e5\u8be2<\/span><br \/>\n <span class=\"tag\">\u8de8\u5e73\u53f0\u540c\u6b65<\/span><br \/>\n <span class=\"tag\">\u79bb\u7ebf\u8bbf\u95ee<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u5e93\u6784\u5efa<\/span><br \/>\n <span class=\"tag\">\u4fe1\u606f\u68c0\u7d22<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u6269\u5c55<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u4e3a\u4e66\u7b7e\u7ba1\u7406\u7684\u75db\u70b9\u662f\u201c\u68c0\u7d22\u800c\u975e\u4fdd\u5b58\u201d\uff0c\u62c5\u5fc3\u6570\u5343\u6761\u4e66\u7b7e\u4f1a\u53d8\u6210\u201c\u5893\u7891\u201d\u3002\u7528\u6237\u5173\u6ce8AI\u5982\u4f55\u5e94\u5bf9\u8ba4\u8bc1\u9875\u9762\u6216JS\u6e32\u67d3\u9875\u9762\u7684\u5185\u5bb9\u6293\u53d6\u95ee\u9898\uff0c\u5b98\u65b9\u56de\u5e94\u4f1a\u964d\u7ea7\u4f7f\u7528URL\u548c\u5143\u6570\u636e\u4fe1\u53f7\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 Marqly 5.0 \u7684\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u5c06\u4e66\u7b7e\u7ba1\u7406\u4ece\u201c\u5b58\u50a8\u884c\u4e3a\u201d\u5347\u7ea7\u4e3a\u201c\u68c0\u7d22\u884c\u4e3a\u201d\u3002\u5b83\u806a\u660e\u5730\u907f\u5f00\u4e86\u4f20\u7edf\u5de5\u5177\u6bd4\u62fc\u201c\u6536\u85cf\u901f\u5ea6\u201d\u7684\u8bef\u533a\uff0c\u7784\u51c6\u4e86\u7528\u6237\u516b\u4e2a\u6708\u540e\u9762\u5bf9\u4e24\u5343\u6761\u94fe\u63a5\u65f6\u7684\u771f\u5b9e\u7126\u8651\u3002\u4ea7\u54c1\u8bed\u4e49\u641c\u7d22\u548c\u81ea\u52a8\u6807\u7b7e\u7684\u8bbe\u8ba1\uff0c\u7cbe\u51c6\u51fb\u4e2d\u4e86\u4eba\u7c7b\u601d\u7ef4\u6a21\u5f0f\uff08\u81ea\u7136\u8bed\u8a00\uff09\u4e0e\u6570\u636e\u7ec4\u7ec7\u6a21\u5f0f\uff08\u6587\u4ef6\u5939\/\u6807\u7b7e\uff09\u4e4b\u95f4\u7684\u5272\u88c2\u2014\u2014\u7528\u6237\u672c\u6765\u5c31\u4e0d\u4f1a\u8bb0\u4f4f\u81ea\u5df1\u5f53\u65f6\u653e\u5728\u4e86\u54ea\u4e2a\u6587\u4ef6\u5939\uff0c\u53ea\u4f1a\u8bb0\u5f97\u201c\u597d\u50cf\u770b\u8fc7\u4e00\u7bc7\u8bb2XX\u7684\u6587\u7ae0\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u8bc4\u8bba\u4e2d\u4e00\u4f4d\u6280\u672f\u7528\u6237\u7684\u63d0\u95ee\u503c\u5f97\u6df1\u601d\uff1a\u5bf9\u4e8e\u88ab\u8ba4\u8bc1\u5899\u6216JS\u6e32\u67d3\u9875\u9762\u201c\u9501\u4f4f\u201d\u7684\u94fe\u63a5\uff0cAI\u6807\u7b7e\u529f\u80fd\u662f\u5426\u5f62\u540c\u865a\u8bbe\uff1f\u5b98\u65b9\u627f\u8ba4\u4f1a\u964d\u7ea7\u4f7f\u7528URL\u3001\u6807\u9898\u7b49\u6709\u9650\u4fe1\u53f7\uff0c\u8fd9\u6070\u6070\u66b4\u9732\u4e86AI\u4e66\u7b7e\u7ba1\u7406\u7684\u963f\u5580\u7409\u65af\u4e4b\u8e35\uff1a\u5f53\u5185\u5bb9\u4e0d\u53ef\u89c1\u65f6\uff0cAI\u7684\u201c\u667a\u80fd\u201d\u5c31\u9000\u5316\u4e3a\u5173\u952e\u8bcd\u5339\u914d\u3002\u8fd9\u610f\u5473\u7740Marqly\u5728\u79c1\u6709\u5316\u3001\u52a8\u6001\u5316\u5185\u5bb9\u9762\u524d\uff0c\u53ef\u80fd\u4e0e\u5176\u4ed6\u7ade\u54c1\u4e00\u6837\u9677\u5165\u201c\u51c6\u786e\u7387\u6298\u6263\u201d\u7684\u7a98\u5883\u3002\u4ea7\u54c1\u76ee\u524d\u66f4\u591a\u89e3\u51b3\u4e86\u201c\u8de8\u6d4f\u89c8\u5668\u3001\u8de8\u8bbe\u5907\u201d\u7684\u7269\u7406\u5b58\u50a8\u6563\u4e71\u95ee\u9898\uff0c\u4f46\u5728\u89e3\u51b3\u201c\u8de8\u4fe1\u606f\u5899\u201d\u7684\u975e\u7269\u7406\u95ee\u9898\u4e0a\uff0c\u8fd8\u9700\u8981\u66f4\u6fc0\u8fdb\u7684\u65b9\u6848\uff08\u5982\u955c\u50cf\u7f13\u5b58\u3001\u7528\u6237\u4e3b\u52a8\u8865\u5145\u5185\u5bb9\uff09\u3002\u603b\u4f53\u6765\u8bf4\uff0c\u5b83\u5728\u201c\u6574\u7406\u201d\u73af\u8282\u505a\u5f97\u5f88\u68d2\uff0c\u4f46\u5728\u201c\u8bfb\u53d6\u201d\u73af\u8282\u7684\u5e95\u5c42\u58c1\u5792\u4ecd\u672a\u7a81\u7834\u3002\u5982\u679c\u672a\u6765\u80fd\u6253\u901a\u9605\u8bfb\u5668\u6a21\u5f0f\u4e0e\u8ba2\u9605\u6e90\u7684\u4e8c\u6b21\u52a0\u5de5\uff0c\u5c06\u66f4\u6709\u5e0c\u671b\u4ece\u201c\u4e66\u7b7e\u52a9\u624b\u201d\u8fdb\u5316\u4e3a\u201c\u5916\u8111\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\">Marqly 5.0<\/span>\n <\/div>\n<div class=\"comment-content\">Marqly is an AI-powered bookmark manager that automatically organizes your saved links using intelligent tagging, categorization, and semantic search. Save articles, videos, docs, and websites from any device, then find them instantly using natural language instead of folders and manual sorting. With AI summaries, reader mode, cross-platform sync, offline access, and smart organization, Marqly helps you build a searchable knowledge library without the maintenance.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \ud83d\udc4b<\/p>\n<p>Kim here. <\/p>\n<p>Like many people, I had thousands of bookmarks spread across browsers, devices, notes apps, and random folders. The biggest problem wasn’t saving information. It was finding it again months later.<\/p>\n<p>Most bookmark managers still rely on manual folders and tagging. We wanted to build something different.<\/p>\n<p>Marqly 5.0 uses AI to automatically understand, organize, tag, summarize, and make your saved content searchable. Instead of remembering where you saved something, you can simply search using natural language and let Marqly find it for you.<\/p>\n<p>Over the past year we’ve rebuilt large parts of the product, including AI-powered organization, semantic search, content understanding, summaries, improved browser extensions, offline support, and a much faster search experience.<\/p>\n<p>We’re still early and would genuinely love your feedback.<\/p>\n<p>What is your biggest frustration with bookmarks today?<\/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\/@marqly\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marqly<\/a> Congrats! Bookmark managers tend to win or lose on retrieval, not on capture. Capture is solved by the browser. The question Marqly’s positioning needs to answer is what happens 8 months in when I have 2k saved items: do I get my way back to the right highlight in 5 seconds, or does it become another graveyard tab? That’s the gap most of this category falls into.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hehe it’s super cool! My bookmarks are going out of control so It’s absolutely needed! I’m sure many founders like me gonna be more than happy with this! Wish you all the best<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@german_merlo1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@german_merlo1<\/a> Thank you! \ud83d\ude04 That’s exactly why we built it. At some point bookmarks stop being organized and start becoming a graveyard of links. Hopefully Marqly helps with that. Really appreciate the support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Anyone switched from traditional bookmark managers?<\/p>\n<h3><\/h3>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@nithin_raju1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nithin_raju1<\/a> Yep. Most bookmark managers eventually become storage closets. People save thousands of links and rarely find them again. Marqly focuses on helping you actually retrieve and use what you save, with AI organization and search doing most of the heavy lifting.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Semantic search over saved links is the right call. Natural language queries are actually how people think about their saved content, not folder paths. We’ve built similar auto-classification pipelines and the gnarly part is always content behind auth walls or JS-rendered pages. How does the AI tagging handle bookmarks where the actual page content isn’t accessible at save time? Does it fall back to URL and title signals only?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@anand_thakkar1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anand_thakkar1<\/a> Exactly. When content is accessible, we use the page content for much richer tagging and search. If it’s behind an auth wall, heavily JS-rendered, or otherwise unavailable at save time, we gracefully fall back to signals like the URL, title, metadata, domain, and any available context. Not perfect, but usually enough to classify the bookmark reasonably well until more content becomes available later.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/ADVROJUYQ6XJHX\" class=\"app-title\">Web Clipper for NotebookLM<\/a><\/p>\n<div class=\"one-liner\">Your ultimate NotebookLM’s Chrome Extension<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">131<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Web Clipper for NotebookLM\u662f\u4e00\u6b3eChrome\u6269\u5c55\uff0c\u901a\u8fc7\u4e00\u952e\u526a\u85cf\u7f51\u9875\u3001PDF\u3001YouTube\u89c6\u9891\/\u9891\u9053\/\u64ad\u653e\u5217\u8868\u3001Reddit\u7ebf\u7a0b\u3001AI\u5bf9\u8bdd\u7b49\u5185\u5bb9\u5230NotebookLM\uff0c\u5e76\u652f\u6301\u5c06\u7b14\u8bb0\u4e2d\u7684\u95ea\u5361\u3001\u601d\u7ef4\u5bfc\u56fe\u3001\u62a5\u544a\u3001\u804a\u5929\u8bb0\u5f55\u5bfc\u51fa\u5230Anki\u3001Obsidian\u3001Word\/PDF\/Markdown\u7b49\u5916\u90e8\u5de5\u5177\uff0c\u89e3\u51b3\u7528\u6237\u624b\u52a8\u590d\u5236\u7c98\u8d34URL\u7684\u7e41\u7410\u75db\u70b9\u548cNotebookLM\u6570\u636e\u201c\u56f0\u5728\u5185\u90e8\u201d\u65e0\u6cd5\u81ea\u7531\u6d41\u8f6c\u7684\u77ed\u677f\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/99b9d9ec-4ac0-4b15-a6d6-3f77e38eae1b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/44618c9a-ecf6-407d-a647-cf293044bdca.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d38f51b5-0501-44cc-bafa-91d9cd19e701.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2e3cb1ad-2eab-4791-848f-23b18cde4fe5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6b442423-c7f7-40b4-9b49-2a93f41a5abe.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\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Online Learning<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Chrome\u6269\u5c55<\/span><br \/>\n <span class=\"tag\">NotebookLM\u589e\u5f3a<\/span><br \/>\n <span class=\"tag\">\u7f51\u9875\u526a\u85cf<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u5bfc\u51fa<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u7814\u7a76\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">AI\u7b14\u8bb0<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u540c\u6b65<\/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\u8be5\u63d2\u4ef6\u89e3\u51b3\u4e86NotebookLM\u201c\u6570\u636e\u5b64\u5c9b\u201d\u95ee\u9898\uff0c\u5c24\u5176\u770b\u91cd\u5bfc\u51fa\u5230Obsidian\u548cAnki\u7684\u529f\u80fd\u3002\u6838\u5fc3\u53cd\u9988\uff1a\u4e00\u662f\u5f53\u526a\u85cf\u6570\u767e\u4e2a\u89c6\u9891\u7684\u957f\u9891\u9053\u65f6\uff0c\u7528\u6237\u5e94\u80fd\u9009\u62e9\u89c6\u9891\u800c\u975e\u9759\u9ed8\u8017\u5c3d\u914d\u989d\uff1b\u4e8c\u662f\u5e0c\u671b\u5bfc\u51fa\u5185\u5bb9\u80fd\u6807\u6ce8\u6e90\u6587\u4ef6\u7684\u540c\u6b65\u65b0\u9c9c\u5ea6\uff08\u5982\u5b9e\u65f6\u540c\u6b65\/\u4e00\u6b21\u5bfc\u5165\/\u5931\u8d25\uff09\u4ee5\u63d0\u5347\u53ef\u4fe1\u5ea6\u3002\u53e6\u6709\u7528\u6237\u5173\u5fc3Reddit\u526a\u85cf\u662f\u5426\u5408\u89c4\uff08API\u8c03\u7528\u53ca\u9650\u6d41\uff09\uff0c\u5f00\u53d1\u8005\u56de\u5e94\u4f7f\u7528\u516c\u5f00API\u4e14\u9075\u5b88\u9650\u6d41\uff0c\u975e\u5927\u89c4\u6a21\u722c\u53d6\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 Web Clipper for NotebookLM\u7684\u8d70\u7ea2\uff0c\u672c\u8d28\u4e0a\u662fAI\u7b14\u8bb0\u5de5\u5177\u751f\u6001\u201c\u5f00\u653e\u6027\u201d\u7f3a\u5931\u7684\u5fc5\u7136\u7ed3\u679c\u3002NotebookLM\u867d\u7136\u51ed\u501f\u5927\u6a21\u578b\u7684\u7406\u89e3\u80fd\u529b\u5728\u4fe1\u606f\u6574\u7406\u4e0a\u8868\u73b0\u60ca\u8273\uff0c\u4f46\u5176\u5c01\u95ed\u7684\u4ea7\u54c1\u5f62\u6001\u2014\u2014\u6570\u636e\u65e0\u6cd5\u6279\u91cf\u590d\u5236\u3001\u65e0\u6cd5\u5bfc\u51fa\u3001\u65e0\u6cd5\u540c\u6b65\u2014\u2014\u5b9e\u9645\u4e0a\u628a\u7528\u6237\u53d8\u6210\u4e86\u201c\u6570\u636e\u4f43\u519c\u201d\u3002\u8fd9\u6b3e\u63d2\u4ef6\u505a\u7684\uff0c\u6070\u6070\u662f\u7528\u6700\u8f7b\u91cf\u7684\u65b9\u5f0f\uff0c\u5e2e\u7528\u6237\u628a\u88ab\u56f0\u5728NotebookLM\u6570\u5b57\u56f4\u5899\u91cc\u7684\u8d44\u4ea7\u642c\u8fd0\u51fa\u53bb\uff0c\u540c\u65f6\u628a\u5916\u90e8\u7684\u6d77\u91cf\u5185\u5bb9\u9ad8\u6548\u5730\u6254\u8fdb\u6765\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u4ea7\u54c1\u7b56\u7565\u770b\uff0c\u5176\u4ef7\u503c\u5e76\u975e\u5355\u7eaf\u201c\u526a\u85cf\u201d\uff0c\u800c\u5728\u4e8e\u6253\u901a\u4e86\u4e24\u4e2a\u5173\u952e\u65ad\u70b9\uff1a\u4e00\u662f\u201c\u8f93\u5165\u6548\u7387\u201d\u2014\u2014\u4ece\u9010\u6761\u7c98\u8d34URL\u5347\u7ea7\u4e3a\u9891\u9053\/\u64ad\u653e\u5217\u8868\u6279\u91cf\u5bfc\u5165\u3001AI\u5bf9\u8bdd\u4e00\u952e\u62fe\u53d6\uff0c\u5927\u5e45\u964d\u4f4e\u4e86\u7d20\u6750\u641c\u96c6\u7684\u6469\u64e6\uff1b\u4e8c\u662f\u201c\u8f93\u51fa\u81ea\u7531\u201d\u2014\u2014\u901a\u8fc7Anki\u3001Obsidian\u7b49\u6210\u719f\u5de5\u5177\u7684\u5bfc\u51fa\uff0c\u5c06NotebookLM\u7684\u4e34\u65f6\u7814\u7a76\u4ea7\u51fa\u8f6c\u5316\u4e3a\u53ef\u957f\u671f\u79ef\u7d2f\u7684\u7ec8\u8eab\u77e5\u8bc6\u5e93\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e0d\u8fc7\uff0c\u98ce\u9669\u4e5f\u4e0d\u5bb9\u5ffd\u89c6\u3002\u4f9d\u8d56Reddit\u516c\u5f00API\u7684\u526a\u85cf\u65b9\u5f0f\u53ef\u6301\u7eed\u6027\u5b58\u7591\uff0c\u4e00\u65e6Reddit\u6536\u7d27\u653f\u7b56\uff0c\u529f\u80fd\u53ef\u80fd\u968f\u65f6\u5931\u6548\u3002\u6b64\u5916\uff0c\u89c6\u9891\u6279\u91cf\u8f6c\u5f55\u4f1a\u5feb\u901f\u6d88\u8017NotebookLM\u7684\u914d\u989d\uff0c\u7528\u6237\u53cd\u9988\u4e2d\u5df2\u6709\u4eba\u62c5\u5fe7\u201c\u65e0\u58f0\u8017\u5149\u989d\u5ea6\u201d\u2014\u2014\u5982\u679c\u63d2\u4ef6\u4e0d\u4e3b\u52a8\u63d0\u793a\u548c\u9650\u5236\uff0c\u53cd\u800c\u53ef\u80fd\u6210\u4e3a\u7528\u6237\u7684\u53cd\u5411\u75db\u70b9\u3002\u66f4\u5173\u952e\u7684\u662f\uff0cGoogle\u6b63\u5728\u63a8\u8fdbDrive\u539f\u751f\u540c\u6b65\uff0c\u4e00\u65e6NotebookLM\u81ea\u8eab\u8865\u9f50\u5bfc\u51fa\u548c\u590d\u5236\u529f\u80fd\uff0c\u8be5\u63d2\u4ef660%\u4ee5\u4e0a\u7684\u6838\u5fc3\u4ef7\u503c\u5c06\u77ac\u95f4\u5f52\u96f6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6240\u4ee5\uff0c\u76ee\u524d\u7684\u53e3\u53f7\u662f\u201cthe extension grows into a layer that genuinely extends NotebookLM\u201d\uff0c\u4f46\u771f\u76f8\u662f\uff1a\u8fd9\u4e2a\u201clayer\u201d\u7684\u751f\u5b58\u5468\u671f\uff0c\u5b8c\u5168\u53d6\u51b3\u4e8eGoogle\u7684\u4e0a\u5c42\u51b3\u7b56\u3002\u77ed\u671f\u770b\u662f\u8d81\u865a\u800c\u5165\u7684\u8865\u4f4d\u4ea7\u54c1\uff0c\u957f\u671f\u770b\u5219\u662f\u4e00\u573a\u4e0e\u5e73\u53f0\u8d5b\u8dd1\u7684\u8d4c\u535a\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\">Web Clipper for NotebookLM<\/span>\n <\/div>\n<div class=\"comment-content\">NotebookLM, supercharged from both ends. \u2022 Clip in: one click saves any web page, PDF, AI chat, Reddit thread, tweet or a YouTube video, channel, or playlist (cherry-pick which videos to include). \u2022 Export out: NotebookLM’s flashcards to Anki, mind maps to Obsidian, reports to Word\/PDF, full chats to Markdown. \u2022 Stay in sync: Google Drive sources auto-refresh in the background. \u2022 UI blends in like Google built it.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b I’m St\u00e9phane, maker of <strong>Web Clipper for NotebookLM<\/strong>.<\/p>\n<\/p>\n<p>This started from a dumb, repetitive pain: I kept wanting to drop YouTube videos and web pages into NotebookLM to study them \u2014 and there was no clean way. I was copy-pasting URLs, losing transcripts, doing it one source at a time.<\/p>\n<\/p>\n<p>There were a few existing tools, and I tried them. But they felt intrusive, a bit rough around the edges, and never quite did what I needed. So I decided to build the one I wanted to use.<\/p>\n<\/p>\n<p>It began as a simple one-click clipper: hit the button on any page \u2014 a YouTube video, an article, a Reddit thread, even a ChatGPT or Claude conversation \u2014 and it lands in NotebookLM as a clean source, ready to query. But the more I lived in NotebookLM, the more small gaps I kept hitting. So over time the extension grew into a layer that genuinely <strong><em>extends<\/em><\/strong> NotebookLM with the things it can’t do on its own:<\/p>\n<\/p>\n<ul>\n<li>\n<p><strong>Duplicate an entire notebook<\/strong> in one click (NotebookLM has no copy) \u2014 Drive sources stay live-synced, the rest get re-imported automatically<\/p>\n<\/li>\n<li>\n<p><strong>Bulk-import a whole YouTube channel or playlist<\/strong>, skipping videos you already have<\/p>\n<\/li>\n<li>\n<p><strong>Bulk-delete sources<\/strong> instead of removing them one at a time<\/p>\n<\/li>\n<li>\n<p><strong>Export what NotebookLM<\/strong> <strong>traps inside it<\/strong> \u2014 flashcards to Anki, mind maps to Obsidian, chats to Markdown\/PDF with citations intact, reports to Word<\/p>\n<\/li>\n<li>\n<p><strong>Keep Google Drive sources auto-synced<\/strong> so your notebook never goes stale<\/p>\n<p>It’s free at the exception of a few Pro features, works on basically any page (not just a fixed list of sites), and a few months in it’s already used by 25,000+ people around the world \u2014 which still slightly blows my mind.<\/p>\n<p>I’ll be in the comments all day. The thing I’d genuinely love to know: <strong>what’s the one thing you wish NotebookLM did that it doesn’t?<\/strong> That’s usually where the next feature comes from. \ud83d\ude4f<\/p>\n<\/li>\n<\/ul>\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>This is exactly what the NotebookLM ecosystem needed! \ud83d\ude80<\/p>\n<p>I\u2019ve been using NotebookLM for a while, and the “URL copy-pasting” friction was real\u2014it definitely breaks the research flow. What I love about this Web Clipper is that it doesn’t just “clip”; the ability to export to Obsidian and Anki makes it a complete productivity powerhouse.<\/p>\n<p>Solving a “repetitive pain” is where the best tools are born. Great job on the launch, St\u00e9phane! Upvoted! \u2b06\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@stephane_turquay\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@stephane_turquay<\/a> Clip-in plus export-out is the right shape for NotebookLM, the default flow leaves you stranded once you want the output anywhere else. One question, when you clip a long YouTube channel with say 200 videos, do you let the user pick before transcripts run or do all of them silently chew through the NotebookLM quota?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 export-out side is just as interesting as the clip-in side. NotebookLM is great until the useful thing gets trapped in the notebook.<\/p>\n<\/p>\n<p>One thing I\u2019d love to see clearly surfaced: freshness\/source state on synced Drive sources and exported artifacts. If a report or chat export includes citations, it would be useful to know whether the underlying source was live-synced today, imported once, or failed to refresh. That little trust signal matters a lot when people reuse research in docs, decks, or study material.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thank you<a href=\"https:\/\/www.producthunt.com\/@jim_jeffers\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jim_jeffers<\/a>! That’s a great feedback!<\/p>\n<\/p>\n<p>Google is currently rolling out an update so that Google Drive files will be automatically sync’d with NotebookLM therefore, there should be always up to date.<\/p>\n<p>It’s unclear at the moment to say if they will provide additional information on the freshness of the files. However if they do provide the last sync date, it’s a great idea to mention it in exports as you suggested.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Reddit thread clipping is interesting but Reddit’s relationship with scrapers and extensions has gotten complicated since the API changes. are you pulling the thread content directly from the page DOM or going through the API and if it’s the API how are you handling rate limits for users who clip a lot. asking because i’ve seen a few Reddit clipping tools quietly break or get their API access revoked and it’s usually not obvious to users until suddenly nothing works<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ansari_adin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ansari_adin<\/a> We are using the Reddit’s public API and are careful with respecting the rate limits. Those are same endpoints the browser would use to deliver the content to end-users.<\/p>\n<p>Overall, this extension as well as NotebookLM are not meant to be use for mass scraping therefore we are well under quotas.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love tools that improve research workflows.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">Thank you so much for your support @nithin_raju1! It\u2019s exactly one of the reasons why I started building Web Clipper for NotebookLM \ud83c\udf89<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#7<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/X32YBYNCD2HE73\" class=\"app-title\">Copycat Cafe<\/a><\/p>\n<div class=\"one-liner\">Learn your next language by copying native speakers<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">43<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u901a\u8fc7\u6a21\u4eff\u6bcd\u8bed\u8005\u7684\u771f\u5b9e\u5bf9\u8bdd\u5e76\u501f\u52a9AI\u8bed\u97f3\u514b\u9686\u4e0e\u53d1\u97f3\u8bc4\u5206\uff080-100%\uff09\uff0c\u89e3\u51b3\u201c\u80fd\u770b\u61c2\u5374\u8bf4\u4e0d\u51fa\u201d\u7684\u6838\u5fc3\u75db\u70b9\uff0c\u5e2e\u52a9\u5b66\u4e60\u8005\u572815\u5206\u949f\u5185\u4ece\u88ab\u52a8\u7406\u89e3\u8f6c\u5411\u4e3b\u52a8\u5f00\u53e3\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2cc715bc-6c5c-495d-8e1a-cd1742aad06a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/362eddaa-71b3-41d5-bc9c-33dd461a0a4a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/71feaef6-3fa3-449b-abf4-a95a97747c1a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f1c4e309-b9e9-41c3-946d-57cb68b6f3c8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bd9c7cd1-4d6f-4106-8e3f-329c3c896c11.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3cfad824-834a-4beb-84ae-9d71fe92cf89.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8a6ff460-48f4-4bef-a664-970c52b6ab7d.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\">Education<\/span><br \/>\n <span class=\"tag\">Languages<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8bed\u8a00\u5b66\u4e60<\/span><br \/>\n <span class=\"tag\">AI\u53d1\u97f3\u8bc4\u5206<\/span><br \/>\n <span class=\"tag\">\u53e3\u8bed\u8bad\u7ec3<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u514b\u9686<\/span><br \/>\n <span class=\"tag\">\u6c89\u6d78\u5f0f\u6a21\u4eff<\/span><br \/>\n <span class=\"tag\">\u6cd5\u8a9e\u5b78\u7fd2<\/span><br \/>\n <span class=\"tag\">\u897f\u73ed\u7259\u8bed\u5b66\u4e60<\/span><br \/>\n <span class=\"tag\">\u53e3\u8bed\u81ea\u4fe1<\/span><br \/>\n <span class=\"tag\">\u975e\u5178\u578b\u5b66\u4e60\u6cd5<\/span><br \/>\n <span class=\"tag\">\u5c0f\u5718\u968a\u7522\u54c1<\/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\u597d\u8bc4\u5176\u63d0\u5347\u53e3\u8bed\u80fd\u529b\u4e0e\u81ea\u4fe1\uff0c\u5c24\u5176\u4e0eDuolingo\u5bf9\u6bd4\u65f6\u5f3a\u8c03\u201c\u771f\u6b63\u903c\u4f60\u5f00\u53e3\u201d\u3002\u6838\u5fc3\u95ee\u9898\u96c6\u4e2d\u5728\u5bf9\u4e0d\u540c\u53e3\u97f3\u662f\u5426\u516c\u5e73\uff08\u5b98\u65b9\u56de\u5e94\u4e0d\u60e9\u7f5a\u53e3\u97f3\uff0c\u53ea\u5173\u6ce8\u53ef\u7406\u89e3\u5ea6\uff09\uff0c\u4ee5\u53caAI\u8bed\u97f3\u514b\u9686\u7684\u60c5\u611f\u8868\u73b0\u529b\uff08\u4f9d\u8d56ElevenLabs\uff09\u3002\u90e8\u5206\u8001\u7528\u6237\u8868\u8fbe\u4e86\u957f\u671f\u652f\u6301\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 Copycat Cafe \u7684\u5b58\u5728\u672c\u8eab\u5c31\u662f\u5bf9Duolingo\u7b49\u4e3b\u6d41\u8bed\u8a00\u5b66\u4e60\u4ea7\u54c1\u7684\u4e00\u79cd\u65e0\u58f0\u6297\u8bae\u3002\u5f53\u5927\u5382\u8fd8\u5728\u7528\u201c\u5355\u8bcd\u5339\u914d\u201d\u548c\u201c\u5b8c\u5f62\u586b\u7a7a\u201d\u5806\u780c\u7528\u6237\u65f6\u957f\u65f6\uff0c\u5b83\u7cbe\u51c6\u5207\u5165\u4e86\u201c\u80fd\u770b\u61c2\u4f46\u8bf4\u4e0d\u51fa\u53e3\u201d\u8fd9\u4e2a\u88ab\u957f\u671f\u5ffd\u89c6\u7684\u65ad\u5c42\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8eAI\uff0c\u800c\u5728\u4e8e\u56de\u5f52\u4eba\u7c7b\u8bed\u8a00\u4e60\u5f97\u7684\u672c\u8d28\uff1a\u6a21\u4eff\u3002\u628a\u8bed\u97f3\u8bc4\u5206\u3001AI\u514b\u9686\u548c\u81ea\u7531\u5bf9\u8bdd\u4f5c\u4e3a\u624b\u6bb5\uff0c\u672c\u8d28\u662f\u5728\u6a21\u62df\u201c\u5a74\u513f\u5b66\u8bed\u201d\u7684\u8bd5\u9519\u73af\u5883\uff0c\u800c\u975e\u201c\u5b66\u751f\u505a\u9898\u201d\u7684\u8003\u8bd5\u903b\u8f91\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u4ea7\u54c1\u8def\u5f84\u770b\uff0c\u8fd9\u662f\u4e00\u4e2aAI+\u5782\u76f4\u573a\u666f\u7684\u6210\u529f\u8303\u672c\u3002\u4e24\u4e2a\u521b\u59cb\u4eba\u505a\u523016K MRR\u548c1000+\u4ed8\u8d39\u7528\u6237\uff0c\u8bc1\u660e\u6781\u5ea6\u7ec6\u5206\u5e02\u573a\u7684\u4ed8\u8d39\u610f\u613f\u8fdc\u9ad8\u4e8e\u6cdb\u5316\u6559\u80b2\u5de5\u5177\u3002\u4f46\u98ce\u9669\u540c\u6837\u660e\u663e\uff1a\u53d1\u97f3\u8bc4\u5206\u7684\u51c6\u786e\u6027\u5728\u975e\u6807\u51c6\u53e3\u97f3\u9762\u524d\u4f9d\u7136\u662f\u6280\u672f\u96be\u70b9\uff0c\u867d\u7136\u6709\u201c\u53ea\u8bc4\u5206\u53ef\u7406\u89e3\u5ea6\u201d\u7684\u7b56\u7565\uff0c\u4f46\u7528\u6237\u5982\u679c\u611f\u77e5\u5230\u8bc4\u5206\u4e0d\u516c\uff0c\u4fe1\u4efb\u4f1a\u7acb\u523b\u5d29\u584c\u3002\u8bed\u97f3\u514b\u9686\u7684\u60c5\u611f\u8868\u8fbe\u4e5f\u5b8c\u5168\u53d7\u5236\u4e8e\u7b2c\u4e09\u65b9\u6a21\u578b\uff08ElevenLabs\uff09\uff0c\u8fd9\u662f\u4f9b\u5e94\u94fe\u4e0a\u7684\u4e00\u4e2a\u6f5c\u5728\u8106\u5f31\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u53e6\u5916\uff0c\u5f53\u524d\u4ec5\u652f\u6301\u6cd5\u8bed\u548c\u897f\u73ed\u7259\u8bed\uff0c\u9650\u5236\u4e86\u7528\u6237\u5929\u82b1\u677f\u3002\u5982\u679c\u540e\u7eed\u589e\u52a0\u5fb7\u8bed\u3001\u610f\u5927\u5229\u8bed\u7b49\u8bed\u8a00\u65f6\u65e0\u6cd5\u590d\u73b0\u540c\u6837\u9ad8\u6c34\u5e73\u7684\u58f0\u97f3\u514b\u9686\u548c\u53d1\u97f3\u8bc4\u5206\uff0c\u589e\u957f\u5c31\u4f1a\u9047\u5230\u74f6\u9888\u3002\u6574\u4f53\u6765\u770b\uff0c\u8fd9\u662f\u4e00\u6b3e\u201c\u5c0f\u800c\u7f8e\u201d\u4f46\u201c\u4e0d\u8f7b\u6613\u5927\u201d\u7684\u4ea7\u54c1\u3002\u5b83\u8bc1\u660e\u4e86AI\u8bed\u8a00\u5b66\u4e60\u4e0d\u8be5\u53ea\u6709\u80cc\u5355\u8bcd\u4e00\u6761\u8def\uff0c\u4f46\u80fd\u5426\u4ece\u5c0f\u4f17\u53e3\u7891\u8d70\u5411\u89c4\u6a21\u589e\u957f\uff0c\u8fd8\u8981\u770b\u5b83\u5bf9\u8bed\u8a00\u6269\u5c55\u548c\u5168\u7403\u53e3\u97f3\u5305\u5bb9\u6027\u7684\u5904\u7406\u80fd\u529b\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\">Copycat Cafe<\/span>\n <\/div>\n<div class=\"comment-content\">Most language apps teach you to recognize words. Copycat Cafe teaches you to speak them. Watch real conversations with voices cloned from native speakers, copy what they say with AI scoring your pronunciation 0-100%, then chat freely with an AI that corrects you without judgment. 15 minutes a day. French and Spanish, more languages coming. Built by two people who read every email. 1,000+ paying learners, $16k MRR.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt!<\/p>\n<p>Most language apps train you to recognize words. Ours trains you to speak them.<\/p>\n<\/p>\n<p>We kept hearing the same story from learners: five years on Duolingo, streak in the hundreds, then they walk into a bakery in Paris (or a caf\u00e9 in Madrid) and freeze when someone speaks to them. They understood fine, they just couldn’t get a word out in response.<\/p>\n<\/p>\n<p>So we rebuilt the app I’d been running solo for a decade around how humans actually learn to talk. Babies don’t conjugate, they <strong>copy.<\/strong><\/p>\n<\/p>\n<p>The Copycat Method takes about 15 minutes a day:<\/p>\n<ul>\n<li>\n<p><strong>Watch<\/strong> a real conversation with the text not visible at first. Ears before brain.<\/p>\n<\/li>\n<li>\n<p><strong>Copy<\/strong> each line out loud. AI scores your pronunciation word by word, so you know exactly which sounds need work.<\/p>\n<\/li>\n<li>\n<p><strong>Chat<\/strong> with an AI cat coach to use what you just copied in a real conversation, where the only thing judging you is the score.<\/p>\n<\/li>\n<\/ul>\n<p>What you get out of it: you stop freezing when a native speaker turns to you, your accent stops sounding foreign, and your pronunciation scores climb from around 60% to 90%+ on lines you’ve copied a few times.<\/p>\n<\/p>\n<p>We’re at $16k MRR with 1,000+ paying learners. French and Spanish today, with German and Italian on the way and iOS coming too. No VC, no growth team. Just two people who read every email.<\/p>\n<\/p>\n<p>Two things I’d genuinely love your take on:<\/p>\n<ul>\n<li>\n<p>If you’ve tried language apps before, what made you quit?<\/p>\n<\/li>\n<li>\n<p>What would convince you that an app could actually get you speaking, not just understanding?<\/p>\n<\/li>\n<\/ul>\n<p>Nur and I are here all day. Bring the hard questions.<\/p>\n<p>PS: Code <strong>PH30OFF<\/strong> gets you 30% off the annual plan for the next 60 days.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>11<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bhouy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bhouy<\/a> Good luck with the launch, Benjamin. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Good luck with all of this, <a href=\"https:\/\/www.producthunt.com\/@bhouy\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"bhouy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bhouy<\/a>. You\u2019re doing great stuff with the rebrand!<\/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\/@toolboxofdesign\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@toolboxofdesign<\/a> Thanks Nick, really appreciate it! :). The amazing design assets you created help 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>I was using another online training tool. When I tried to speak French in Canada or in Europe, I would end up switching to English. After using Copycat I am looking forward to trying my French with people who are French. I feel more confident.<\/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’m having a great time on CopyCat Cafe taking my rusty 8 years of academic French and, lesson by lesson, turning myself into a much more fluent and colloquial French speaker. I had already mastered the accent. But I never acquired a complete, colloquial vocabulary or the ability to just automatically use right words and expressions, or the ability to understand what native French speakers say, because they talk so fast. CopyCat is really helping me with all of that!<\/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\/@elizabeth_e_michaud\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@elizabeth_e_michaud<\/a> I\u2019m really glad to hear that, that\u2019s exactly what we are aiming for \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>Will try – interested how it compares to Duolingo<\/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\">@moritz_schultz Great to hear, Moritz! Compared to Duolingo, we really tried to include a lot of natural phrases you would use in daily conversations, but I\u2019m curious to hear about your feedback. \ud83d\ude42<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 very pleased and grateful to you Benjamin. I am an on\/off French student of yours and have always appreciated your accessibility when I had questions or issues. Wishing you great success in this newest iteration of your life’s work. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@diane_jones4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@diane_jones4<\/a> thanks you so much Diane! \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>I love Copy Cat and have used the earlier version for several years for French, and now have added Spanish. What I found interesting is that I no longer struggle for a word in English before speaking in Spanish – but my brain goes to French first to find the missing word I want to say in Spanish! Copy Cat practice doesn’t judge you: sometimes I show up daily, other times weekly, but you can pick up wherever you want as well as whenever you want The AI conversation tool intimidated me at first, because I still had to talk! But now Benjamin’s team has added convesation hints. I feel like I am cheating by reading those, but the AI mimicks a typical native conversation instead of watering it down. You can choose normal and slower speed for listening, too. A fan and follower for years, and will continue to use and recommend.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@judalon_manes\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@judalon_manes<\/a> thank you so much for your kind words Judalon :). Your support over the years means a lot to us.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 do you handle different accents, like does the 0 to 100 score penalize someone for sounding non French?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thamibenjelloun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thamibenjelloun<\/a> great question, and a fair thing to worry about. Short version: no, you don\u2019t get penalized just for having an accent.<\/p>\n<p>The score works at the level of individual sounds, not your overall \u201cnativeness.\u201d Your speech is aligned phoneme by phoneme against a reference for the language (French as spoken in France, a neutral Latin American Spanish), and each sound is checked for how close it is to the target. A clear accent is completely fine \u2014 what actually pulls a score down is when a sound drifts far enough that it lands as a different sound, or gets hard to follow.<\/p>\n<p>We\u2019ve tested it across thousands of accents and people score well as long as they\u2019re intelligible. The bar is \u201ccan a native speaker understand you and recognize the sound you meant,\u201d not \u201cdo you sound Parisian.\u201d<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Great app for improving spoken French. I’ve been using it for a few months it has really helped my confidence.<\/div>\n<div class=\"comment-actions\">\n<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\">@catherine_wright4 Thank you so much Catherine. \ud83d\ude42<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love you app Benjamin – really helps Meg me to express myself more naturally in French. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jean_nolan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jean_nolan<\/a> I’m really glad to hear that, nothing makes me happier than knowing we help people actually speak French \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>16K MRR with two people is the whole story. The insight that recognition \u2260 production is obvious in hindsight but nobody was solving it this way. Used voice cloning extensively for a different project \u2014 the pronunciation scoring is the hard part. How are you handling accent variation within a single language?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@joe_rucker\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joe_rucker<\/a> mostly by focusing on intelligibility. Meaning you get a good score as long as your accent is understandable to native speakers. Although we do plan on releasing different pronunciation assessments for different language variants.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The voice cloning twist is brilliant. How do you ensure the cloned voices capture emotional nuance from the real conversations?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@trydoff\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@trydoff<\/a> credit for this goes to ElevenLabs and their V3 model. It\u2019s really good at understanding meanings and automatically having the right emotions.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Good luck, Benjamin! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@dmytro_krasun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dmytro_krasun<\/a> Thank you! \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\">#8<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/EISRRIOGWQGZ6L\" class=\"app-title\">Zoomix<\/a><\/p>\n<div class=\"one-liner\">Create beautiful product demos with smooth zoom effects.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">16<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Zoomix \u662f\u4e00\u6b3e\u6d4f\u89c8\u5668\u63d2\u4ef6\uff0c\u901a\u8fc7\u81ea\u52a8\u6dfb\u52a0\u667a\u80fd\u7f29\u653e\u3001\u5149\u6807\u8ffd\u8e2a\u548c\u5e72\u51c0\u80cc\u666f\uff0c\u8ba9\u7528\u6237\u65e0\u9700\u526a\u8f91\u5c31\u80fd\u5feb\u901f\u751f\u6210\u4e13\u4e1a\u7ea7\u7684\u4ea7\u54c1\u6f14\u793a\u89c6\u9891\uff0c\u89e3\u51b3\u5c4f\u5e55\u5f55\u5236\u753b\u9762\u7c97\u7cd9\u3001\u89c2\u4f17\u6d41\u5931\u548c\u540e\u671f\u7f16\u8f91\u8017\u65f6\u7684\u95ee\u9898\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8457adfd-6dd6-46ee-8ee7-e8855951466a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/aa57c7e3-8537-477d-9f3e-4d4a402bbdc0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bdcd2e0c-ab69-432b-ab7e-ddd25900a1a1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e7e1a6d6-9519-4d01-94db-0292e11c0818.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4adeb4d9-b123-498c-afd0-8ef15d1a4e38.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\/f2f19139-31fb-4e0a-8450-82d326b0a540.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/7f-Z8x39Jp8\"><source src=\"https:\/\/youtu.be\/7f-Z8x39Jp8\" 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>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5c4f\u5e55\u5f55\u5236<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u6f14\u793a<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u63d2\u4ef6<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u7f29\u653e<\/span><br \/>\n <span class=\"tag\">\u5149\u6807\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u89c6\u9891\u7f8e\u5316<\/span><br \/>\n <span class=\"tag\">\u96f6\u526a\u8f91<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u89c6\u9891\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\u6307\u51fa\u5b98\u7f51\u5b9a\u4ef7\u94fe\u63a5\u5931\u6548\u3001\u7f3a\u5c11\u793e\u4ea4\u5a92\u4f53\u8d26\u53f7\u548cLogo\u3001\u4e0eLoom\u7684\u5dee\u5f02\u5316\u4e0d\u6e05\u7b49\u95ee\u9898\u3002\u5f00\u53d1\u8005\u5df2\u4fee\u590d\u94fe\u63a5\uff0c\u8bf4\u660e\u5f53\u524d\u6709Pro\u7248\u4e94\u6298\u9996\u53d1\u4f18\u60e0\uff0c\u5e76\u5f3a\u8c03\u514d\u8d39\u7248\u65e0\u5f55\u5236\u9650\u5236\u3002\u90e8\u5206\u7528\u6237\u8be2\u95ee\u79bb\u7ebf\u6216\u684c\u9762\u7aef\u5e94\u7528\uff0c\u76ee\u524d\u6682\u65e0\u8ba1\u5212\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Zoomix \u5207\u4e2d\u4e86\u4e00\u4e2a\u771f\u5b9e\u7684\u75db\u70b9\uff1a\u7edd\u5927\u591a\u6570\u5c4f\u5e55\u5f55\u5236\u65e2\u4e11\u964b\u53c8\u5206\u6563\u6ce8\u610f\u529b\uff0c\u5bfc\u81f4\u89c2\u4f17\u96be\u4ee5\u8ddf\u968f\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u201c\u5f55\u5236\u201d\uff0c\u800c\u662f\u201c\u81ea\u52a8\u7f8e\u5316\u201d\u2014\u2014\u901a\u8fc7\u667a\u80fd\u7f29\u653e\u3001\u5149\u6807\u8ffd\u8e2a\u548c\u80cc\u666f\u6e05\u7406\uff0c\u5c06\u539f\u59cb\u7684\u5f55\u5236\u5185\u5bb9\u76f4\u63a5\u8f6c\u5316\u4e3a\u66f4\u6613\u89c2\u770b\u7684\u201c\u4ea7\u54c1\u53d9\u4e8b\u201d\u3002\u8fd9\u79cd\u96f6\u7f16\u8f91\u3001\u5373\u5f55\u5373\u5f97\u7684\u601d\u8def\uff0c\u7cbe\u51c6\u6253\u51fb\u4e86\u90a3\u4e9b\u6ca1\u6709\u89c6\u9891\u5236\u4f5c\u80fd\u529b\u4f46\u9700\u8981\u5feb\u901f\u5206\u4eab\u4ea7\u54c1\u6f14\u793a\u7684\u521b\u4e1a\u8005\u3001\u4ea7\u54c1\u7ecf\u7406\u548c\u9500\u552e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u9762\u4e34\u7684\u6311\u6218\u4e5f\u5f88\u660e\u663e\u3002\u7b2c\u4e00\uff0c\u5dee\u5f02\u5316\u58c1\u5792\u4e0d\u8db3\u3002Loom\u3001Screen Studio\u7b49\u7ade\u54c1\u5df2\u5360\u636e\u7528\u6237\u5fc3\u667a\uff0c\u4e14Zoomix\u7684\u201c\u81ea\u52a8\u7f29\u653e\u201d\u548c\u201c\u5149\u6807\u8ffd\u8e2a\u201d\u5e76\u975e\u98a0\u8986\u6027\u521b\u65b0\uff0c\u66f4\u591a\u662f\u529f\u80fd\u5c42\u9762\u7684\u96c6\u6210\u4f18\u5316\uff0c\u6280\u672f\u95e8\u69db\u4e0d\u9ad8\uff0c\u6781\u6613\u88ab\u6a21\u4eff\u6216\u96c6\u6210\u5230\u4e3b\u6d41\u5de5\u5177\u4e2d\u3002\u7b2c\u4e8c\uff0c\u4ece\u8bc4\u8bba\u770b\uff0c\u4ea7\u54c1\u5c1a\u5904\u5728\u6781\u5176\u65e9\u671f\u7684\u9636\u6bb5\uff0c\u5b98\u7f51\u94fe\u63a5\u5931\u6548\u3001\u793e\u4ea4\u8d44\u4ea7\u4e3a\u96f6\u3001\u54c1\u724c\u4f20\u64ad\u4e4f\u529b\uff0c\u8bf4\u660e\u56e2\u961f\u5728\u8fd0\u8425\u548c\u4fe1\u4efb\u5efa\u8bbe\u4e0a\u5b58\u5728\u660e\u663e\u77ed\u677f\u3002\u7528\u6237\u8d28\u7591\u201c\u548cLoom\u6709\u4ec0\u4e48\u533a\u522b\u201d\u65f6\uff0c\u5f00\u53d1\u8005\u7684\u56de\u7b54\u867d\u660e\u786e\uff0c\u4f46\u201c\u514d\u8d39\u65e0\u5f55\u5236\u9650\u5236\u201d\u7684\u5356\u70b9\u5728\u5546\u4e1a\u5316\u957f\u671f\u53ef\u6301\u7eed\u6027\u4e0a\u5b58\u7591\u3002\n <\/p>\n<p class=\"ai-content\">\n Zoomix \u771f\u6b63\u7684\u673a\u4f1a\u5728\u4e8e\u805a\u7126\u201c\u6d4f\u89c8\u5668\u5f55\u5236+\u81ea\u52a8\u7f8e\u5316\u201d\u8fd9\u4e2a\u6781\u7a84\u573a\u666f\uff0c\u5e76\u6301\u7eed\u4f18\u5316AI\u5bf9\u64cd\u4f5c\u884c\u4e3a\u7684\u7406\u89e3\uff0c\u8ba9\u7279\u6548\u771f\u6b63\u201c\u61c2\u201d\u7528\u6237\u5728\u8bb2\u4ec0\u4e48\uff0c\u800c\u975e\u673a\u68b0\u7f29\u653e\u3002\u5982\u679c\u80fd\u505a\u5230\u201c\u5f55\u4e00\u6b21\uff0c\u81ea\u52a8\u751f\u6210\u591a\u79cd\u6f14\u793a\u98ce\u683c\u201d\uff0c\u5219\u6709\u53ef\u80fd\u5728\u5de5\u5177\u7c7bSaaS\u4e2d\u5360\u636e\u4e00\u5e2d\u4e4b\u5730\u3002\u4f46\u76ee\u524d\u6765\u770b\uff0c\u5b83\u66f4\u50cf\u4e00\u4e2a\u7cbe\u81f4\u7684\u529f\u80fd\u63d2\u4ef6\uff0c\u800c\u975e\u4e00\u4e2a\u6210\u719f\u7684\u4ea7\u54c1\u5e73\u53f0\u3002\u82e5\u4e0d\u80fd\u5728\u201c\u65e0\u6cd5\u7f16\u8f91\u4f46\u968f\u65f6\u53ef\u7f8e\u201d\u8fd9\u6761\u8def\u4e0a\u505a\u5230\u6781\u81f4\uff0c\u7528\u6237\u5f88\u5bb9\u6613\u56de\u5934\u62e5\u62b1Loom\u52a0\u540e\u671f\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\">Zoomix<\/span>\n <\/div>\n<div class=\"comment-content\">Most screen recordings look cheap and messy. Viewers drop off. Creators waste hours editing. Zoomix records straight from your browser and automatically adds smart zoom effects, cursor tracking, and clean backgrounds to make your recordings magical. No editing. No plugins. Just hit record and share something worth watching.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vatsal_gabani\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vatsal_gabani<\/a> the view pricing link on the website doesn’t work, only the pricing link in the menu.<\/p>\n<\/p>\n<p>PS any product hunt discount for the pro lifeline deal \ud83d\ude42 ?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tomm_p\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tomm_p<\/a> Thanks Tom for the quick feedback!! I have resolved the issues now.<br \/>Also Pro plan already has a 50% off launch offer as displayed in the extension UI. I also have updated the website pricing section.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\ud83d\udc4b Thanks for checking out Zoomix!<\/p>\n<p>Most screen recordings are difficult to follow and require hours of editing before they look professional. Zoomix helps you create polished, engaging videos directly from your browser by automatically enhancing recordings while you focus on sharing your ideas.<\/p>\n<p>Zoomix offers you:<\/p>\n<p>\ud83c\udfa5 Auto Zoom Effects – Automatically focuses on important actions to make recordings more engaging.<br \/>\n\ud83d\uddb1\ufe0f Cursor Tracking – Highlights cursor movements so viewers can easily follow every step.<br \/>\n\ud83c\udf99\ufe0f Screen, Camera & Audio Recording – Record your screen, webcam, and microphone together with ease.<br \/>\n\ud83c\udfa8 Professional Backgrounds – Add clean backgrounds and layouts that instantly improve video quality.<br \/>\n\u26a1 One-Click Recording – Start recording in seconds without downloads, plugins, or complicated setup.<\/p>\n<p>We’re just getting started and would love your feedback, ideas, and support as we continue making screen recording simpler and more enjoyable for everyone. \ud83d\ude80\u2764\ufe0f<\/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>Recording straight from the browser is smart. Any plans for offline mode or desktop app?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@trydoff\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@trydoff<\/a> Thanks for the compliment!! Although there are no plans for an offline app yet but if there is a demand for that, I might move to that model too!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Does the project have any valid socials? I checked but found none except on LinkedIn and there is no logo so im not sure if it related to your 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jojopose\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jojopose<\/a> No its currently not listed to any major social media platforms. Although I have listed it to multiple saas listing websites.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 <a href=\"https:\/\/www.producthunt.com\/products\/loom\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"loom\" target=\"_blank\" rel=\"noopener\">@Loom<\/a> <\/p>\n<\/p>\n<p>And what is 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jay_gangwar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jay_gangwar<\/a> Thanks Jay! \ud83d\ude4c<\/p>\n<p>Loom is great for recording and sharing videos. Zoomix focuses on making recordings look polished automatically. We add smart auto-zoom effects, cursor tracking, and clean backgrounds right from the browser, so creators spend less time editing and more time sharing.<\/p>\n<p>As for pricing, Zoomix has a free plan with no recording limits, so you can create as many videos as you want. \ud83d\ude80. For power users, we’re currently offering Zoomix Pro for as a launch offer for 39$.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">#9<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/ARXUOL3LNGA2TL\" class=\"app-title\">DROP<\/a><\/p>\n<div class=\"one-liner\">Turn creative files into beautiful client delivery pages.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">13<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>DROP\u662f\u4e00\u6b3e\u4e13\u6ce8\u4e8e\u6781\u7b80\u5316\u6587\u4ef6\u4ea4\u4ed8\u7684\u5de5\u5177\uff0c\u901a\u8fc7\u53bb\u6389\u5197\u4f59\u529f\u80fd\uff0c\u8ba9\u521b\u610f\u5de5\u4f5c\u8005\u80fd\u5feb\u901f\u521b\u5efa\u6587\u4ef6\u7a7a\u95f4\u5e76\u751f\u6210\u5206\u4eab\u94fe\u63a5\uff0c\u89e3\u51b3\u6587\u4ef6\u5206\u53d1\u6d41\u7a0b\u4e2d\u64cd\u4f5c\u6c89\u91cd\u3001\u6548\u7387\u4f4e\u4e0b\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e8aaa3f9-a4de-4d83-857b-3f7420788dbb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f761fdcb-c5d0-4edb-826e-6649709deb55.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ebbf64cd-601f-43b5-921f-1bb589e565a7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7e224cd0-260c-4f8a-8025-dd112db9ffee.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cd44176a-6fc3-4104-97c5-75637cccca55.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\">Storage<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6587\u4ef6\u5206\u4eab<\/span><br \/>\n <span class=\"tag\">\u4ea4\u4ed8\u9875\u9762<\/span><br \/>\n <span class=\"tag\">\u6781\u7b80\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u521b\u610f\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u94fe\u63a5\u5206\u4eab<\/span><br \/>\n <span class=\"tag\">\u900f\u660e\u8ba1\u8d39<\/span><br \/>\n <span class=\"tag\">\u7a7a\u95f4\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cf\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u4fe1\u7528\u989d\u5ea6<\/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\uff08\u5373\u4ea7\u54c1\u521b\u59cb\u4eba\uff09\u4e3b\u52a8\u63d0\u51fa\u4ea7\u54c1\u56de\u9000\u81f3\u6781\u7b80\u6d41\u7a0b\uff0c\u4e3b\u8981\u53cd\u9988\u96c6\u4e2d\u5728\u4e24\u70b9\uff1a1\uff09\u5f53\u524d\u6587\u4ef6\u5206\u4eab\u6d41\u7a0b\u4e2d\u4ecd\u5b58\u5728\u54ea\u4e9b\u5197\u4f59\u6b65\u9aa4\uff1b2\uff09\u5206\u4eab\u94fe\u63a5\u7684\u4fe1\u7528\u989d\u5ea6\u8ba1\u8d39\u6a21\u578b\u662f\u5426\u8db3\u591f\u6e05\u6670\u900f\u660e\u3002\u6682\u65e0\u5176\u4ed6\u7528\u6237\u6709\u6548\u8bc4\u8bba\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 DROP\u7684\u201c\u81ea\u5bab\u5f0f\u201d\u91cd\u6784\uff0c\u5728AI\u548c\u534f\u4f5c\u529f\u80fd\u6cdb\u6ee5\u7684\u5f53\u4e0b\uff0c\u582a\u79f0\u4e00\u80a1\u6e05\u6d41\u3002\u5b83\u7cbe\u51c6\u6d1e\u5bdf\u4e86\u521b\u610f\u4ea4\u4ed8\u573a\u666f\u4e2d\u4e00\u4e2a\u6700\u75db\u7684\u70b9\uff1a\u4e0d\u662f\u529f\u80fd\u4e0d\u591f\uff0c\u800c\u662f\u529f\u80fd\u592a\u591a\u3002\u7528\u6237\u4e0a\u4f20\u6587\u4ef6\u3001\u7ed9\u5ba2\u6237\u770b\u3001\u62ff\u5230\u53cd\u9988\uff0c\u8fd9\u4e2a\u6838\u5fc3\u95ed\u73af\u88ab\u65e0\u6570\u201cAI\u589e\u5f3a\u201d\u3001\u201c\u53bb\u4e2d\u5fc3\u5316\u201d\u7b49\u4f2a\u9700\u6c42\u5c42\u5c42\u5305\u88f9\u3002DROP\u76f4\u63a5\u780d\u638995%\u7684\u201c\u5c4e\u5c71\u201d\u529f\u80fd\uff0c\u56de\u5f52\u201c\u4e0a\u4f20-\u5206\u4eab\u201d\u7684\u539f\u5b50\u7ea7\u64cd\u4f5c\uff0c\u8fd9\u79cd\u51cf\u6cd5\u54f2\u5b66\u5728SaaS\u4ea7\u54c1\u4e2d\u663e\u5f97\u5c24\u4e3a\u73cd\u8d35\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c13\u7968\u7684\u6295\u7968\u6570\u66b4\u9732\u4e86\u5176\u73b0\u5b9e\u56f0\u5883\uff1a\u6781\u7b80\u610f\u5473\u7740\u6781\u4f4e\u7684\u62a4\u57ce\u6cb3\u3002\u4efb\u4f55\u7f51\u76d8\u90fd\u80fd\u505a\u7c7b\u4f3c\u4e8b\u60c5\uff0cDROP\u552f\u4e00\u7684\u5dee\u5f02\u5316\u662f\u201c\u900f\u660e\u4fe1\u7528\u5206\u8ba1\u8d39\u201d\u2014\u2014\u8fd9\u66f4\u50cf\u4e00\u4e2a\u5546\u4e1a\u5b9e\u9a8c\u800c\u975e\u7528\u6237\u4f53\u9a8c\u7684\u7a81\u7834\u3002\u5176\u6240\u8c13\u7684\u201c\u6536\u4ef6\u4eba\u53ef\u4ece\u7b80\u6d01\u9875\u9762\u4e0b\u8f7d\u201d\u4e5f\u5e76\u975e\u65b0\u6982\u5ff5\u3002\u5982\u679cDROP\u53ea\u662f\u505a\u6210\u4e86\u4e00\u4e2a\u66f4\u5e72\u51c0\u7684WeTransfer\uff0c\u90a3\u5b83\u6700\u7ec8\u4f1a\u6ca6\u4e3a\u201c\u65e0AI\u529f\u80fd\u7684\u4e8c\u6d41\u5de5\u5177\u201d\uff0c\u5728\u5de8\u5934\u78be\u538b\u548c\u7528\u6237\u514d\u8d39\u4e60\u60ef\u4e4b\u95f4\u88ab\u6324\u538b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u503c\u5f97\u601d\u8003\u7684\u662f\uff1a\u201c\u6781\u7b80\u201d\u80fd\u5426\u652f\u6491\u8d77\u4e00\u4e2a\u72ec\u7acb\u4ea7\u54c1\u7684\u751f\u5b58\uff1f\u5bf9\u4e8e\u8ffd\u6c42\u6548\u7387\u7684\u521b\u610f\u5de5\u4f5c\u8005\u800c\u8a00\uff0cDROP\u7684\u4f4e\u6469\u64e6\u786e\u5b9e\u8bf1\u4eba\uff0c\u4f46\u7528\u6237\u7c98\u6027\u5b8c\u5168\u4f9d\u8d56\u4e8e\u201c\u4e0a\u4f20-\u5206\u4eab\u201d\u7684\u8def\u5f84\u4f9d\u8d56\u3002\u5018\u82e5DROP\u4e0d\u5c3d\u5feb\u627e\u5230\u6570\u636e\u7ba1\u7406\u3001\u7248\u672c\u8ffd\u6eaf\u6216\u54c1\u724c\u5316\u4ea4\u4ed8\u9875\u9762\u7b49\u66f4\u6df1\u5c42\u7684\u4ef7\u503c\u951a\u70b9\uff0c\u5b83\u7684\u547d\u8fd0\u5f88\u53ef\u80fd\u5c31\u50cf\u5176\u9f13\u5439\u7684\u201c\u53cdAI\u53e3\u53f7\u201d\u4e00\u6837\uff0c\u6210\u4e3a\u884c\u4e1a\u6f6e\u6c34\u9000\u53bb\u540e\u4e00\u4e2a\u6f02\u4eae\u7684\u6ce1\u6cab\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\">DROP<\/span>\n <\/div>\n<div class=\"comment-content\">We removed 95% bullshit features, include almost all “AI ” features, make DROP pure and simple again<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\"># Maker Comment<\/p>\n<p>Hey Product Hunt,<\/p>\n<p>We rebuilt DROP around a much smaller workflow:<\/p>\n<p>Upload files, get a share link, and move on.<\/p>\n<p>The earlier product had too many directions. This version cuts DROP back to the thing people kept needing: a quick space for files, a clean link for recipients, and transparent credits when sharing becomes paid usage.<\/p>\n<p>What you can do now:<\/p>\n<p>– Upload files into a space.<br \/>\n– Share the whole space or selected files.<br \/>\n– Preview the shared page before sending.<br \/>\n– See share-link credit cost before creating a logged-in link.<br \/>\n– Copy existing links again without being charged again.<br \/>\n– Let recipients download from a simple shared page.<\/p>\n<p>We are keeping this release intentionally narrow. No big workspace promise, no AI positioning, no overloaded collaboration layer. Just a fast file handoff flow.<\/p>\n<p>I would love feedback on two things:<\/p>\n<p>1. Where does file sharing still feel too heavy in your current workflow?<br \/>\n2. Does the credit model feel clear enough before you create a share link?<\/p>\n<p>Thanks for taking a look.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#10<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/N2WUV57X6U6KEW\" class=\"app-title\">Uindow<\/a><\/p>\n<div class=\"one-liner\">The programmable browser with trusted interactions<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">13<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Uindow \u662f\u4e00\u6b3e\u53ef\u7f16\u7a0b\u6d4f\u89c8\u5668\uff0c\u901a\u8fc7\u65e0\u4ee3\u7801\u5f55\u5236\u4e0e\u7eafJavaScript\u7f16\u8f91\u76f8\u7ed3\u5408\uff0c\u8ba9\u7528\u6237\u5728\u4e0d\u727a\u7272\u786e\u5b9a\u6027\u7684\u524d\u63d0\u4e0b\uff0c\u5b89\u5168\u3001\u53ef\u63a7\u5730\u5b8c\u6210\u771f\u5b9e\u7f51\u9875\u81ea\u52a8\u5316\u4efb\u52a1\uff0c\u89e3\u51b3\u5e02\u9762\u4e0a\u81ea\u52a8\u5316\u5de5\u5177\u8981\u4e48\u4f9d\u8d56\u4e0d\u53ef\u63a7\u7684AI\u4e91\u7aef\u3001\u8981\u4e48\u811a\u672c\u8106\u5f31\u96be\u7528\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/03a3d94e-e90a-4f92-acfe-e168d16985c9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b5d18c65-6a05-44cd-b0f7-0335e2746c71.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/33157772-aa47-465e-97e9-b30e43ac3099.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Software Engineering<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">GitHub<\/span><br \/>\n <span class=\"tag\">No-Code<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u53ef\u7f16\u7a0b\u6d4f\u89c8\u5668<\/span><br \/>\n <span class=\"tag\">\u7f51\u9875\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u5f55\u5236<\/span><br \/>\n <span class=\"tag\">JavaScript\u811a\u672c<\/span><br \/>\n <span class=\"tag\">\u672c\u5730AI<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90<\/span><br \/>\n <span class=\"tag\">\u793e\u533a\u6a21\u5757<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u5f55\u5236<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8bc4\u8bba\u4ec5\u6709\u4e09\u6761\uff08\u542bMaker\u81ea\u8ff0\uff09\uff0c\u6838\u5fc3\u662fMaker\u4ecb\u7ecd\u4ea7\u54c1\u6838\u5fc3\u4eae\u70b9\uff1a\u652f\u6301\u672c\u5730AI\u63a8\u7406\u3001\u6570\u636e\u4e0d\u5916\u6cc4\u3001\u81ea\u52a8\u5316\u53ef\u5f55\u89c6\u9891\u3001\u514d\u8d39\u4e14\u6e90\u7801\u53ef\u7528\u3002\u6682\u65e0\u7528\u6237\u5177\u4f53\u95ee\u9898\u6216\u5efa\u8bae\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Uindow \u7684\u91ce\u5fc3\u503c\u5f97\u80af\u5b9a\uff0c\u4f4613\u7968\u7684\u9996\u65e5\u6210\u7ee9\u4e5f\u66b4\u9732\u51fa\u5b83\u76ee\u524d\u4ecd\u662f\u4e00\u6b3e\u5c0f\u4f17\u3001\u751a\u81f3\u672a\u7ecf\u8fc7\u5e02\u573a\u9524\u6253\u7684\u5de5\u5177\u3002Maker Mark \u51e0\u4e4e\u628a\u4ea7\u54c1\u6240\u6709\u4f18\u52bf\u6d53\u7f29\u5728\u4e00\u6761\u8bc4\u8bba\u91cc\u2014\u2014\u4ece\u65e0\u4ee3\u7801\u5f55\u5236\u5230\u7eafJS\u7f16\u8f91\uff0c\u4ece\u672c\u5730LLM\u5230\u793e\u533a\u6a21\u5757\u2014\u2014\u4f46\u8fd9\u4e9b\u201c\u5168\u6808\u5f0f\u201d\u529f\u80fd\u6070\u6070\u53ef\u80fd\u6210\u4e3a\u53cc\u5203\u5251\u3002\n <\/p>\n<p class=\"ai-content\">\n \u9996\u5148\uff0c\u201c\u53ef\u7f16\u7a0b\u6d4f\u89c8\u5668\u201d\u8fd9\u4e2a\u5b9a\u4f4d\u672c\u8eab\u5c31\u6781\u7a84\u3002\u76ee\u6807\u7528\u6237\u5fc5\u987b\u662f\u65e2\u61c2\u7f51\u9875\u4ea4\u4e92\u53c8\u613f\u5199JS\u7684\u5f00\u53d1\u8005\uff0c\u540c\u65f6\u8fd8\u9700\u8981\u81ea\u52a8\u5316\u4f46\u4e0d\u613f\u7528Puppeteer\/Selenium\uff1f\u8fd9\u5176\u5b9e\u662f\u4e2a\u5f88\u77db\u76fe\u7684\u7fa4\u4f53\uff1a\u771f\u6b63\u7684\u5f00\u53d1\u8005\u503e\u5411\u4e8e\u7528\u5f00\u6e90\u6846\u67b6\u5b9a\u5236\uff0c\u800c\u975e\u53d7\u56f0\u4e8e\u4e00\u4e2a\u95ed\u6e90\uff08\u867d\u5f00\u6e90\u4f46\u53d7\u63a7\uff09\u7684\u6d4f\u89c8\u5668\u73af\u5883\uff1b\u800c\u7eaf\u4e1a\u52a1\u7528\u6237\uff0c\u53c8\u5f88\u53ef\u80fd\u88ab\u201c\u7eafJavaScript\u201d\u8fd9\u4e2a\u95e8\u69db\u529d\u9000\u3002Maker\u8bd5\u56fe\u7528\u201c\u65e0\u4ee3\u7801\u5f55\u5236\u201d\u964d\u4f4e\u95e8\u69db\uff0c\u4f46\u4e00\u65e6\u81ea\u52a8\u5316\u51fa\u73b0\u504f\u5dee\uff0c\u975e\u6280\u672f\u4eba\u5458\u5c31\u4e0d\u5f97\u4e0d\u63a5\u89e6JS\uff0c\u90a3\u8ddf\u7528\u81ea\u52a8\u5316\u6d4b\u8bd5\u6846\u67b6\u6709\u4f55\u533a\u522b\uff1f\n <\/p>\n<p class=\"ai-content\">\n \u5176\u6b21\uff0c\u201c\u4fe1\u4efb\u4ea4\u4e92\u201d\u867d\u80fd\u5b9e\u73b0\u6587\u4ef6\u4e0a\u4f20\u3001select\u5143\u7d20\u4fee\u6539\u7b49\u539f\u751f\u64cd\u4f5c\uff0c\u4f46\u8fd9\u5e76\u975e\u9769\u547d\u6027\u7a81\u7834\uff0cAutoHotkey\u3001Playwright\u7b49\u5de5\u5177\u65e9\u5df2\u901a\u8fc7\u66f4\u5e95\u5c42\u7684API\u5b9e\u73b0\u7c7b\u4f3c\u80fd\u529b\u3002Uindow\u7684\u5dee\u5f02\u5316\u5728\u4e8e\u201c\u672c\u5730AI\u63a8\u7406\u201d\u2014\u2014\u8fd9\u4e2a\u5356\u70b9\u5951\u5408\u9690\u79c1\u5408\u89c4\u8d8b\u52bf\uff0c\u4f46\u5b9e\u9645\u64cd\u4f5c\u4e2d\uff0c\u672c\u5730\u5c0f\u6a21\u578b\u7684\u4e0a\u4e0b\u6587\u7406\u89e3\u80fd\u529b\u8fdc\u4e0d\u5982\u4e91\u7aef\u5927\u6a21\u578b\uff0c\u5bf9\u4e8e\u590d\u6742\u903b\u8f91\u5224\u65ad\u548c\u6a21\u7cca\u4efb\u52a1\uff0c\u6548\u679c\u5f88\u53ef\u80fd\u5927\u6253\u6298\u6263\u3002\u7528\u6237\u6700\u7ec8\u4ecd\u53ef\u80fd\u91cd\u56de\u4e91\u7aefAI\uff0c\u90a3\u201c\u53ef\u63a7\u201d\u7684\u627f\u8bfa\u5c31\u53d8\u6210\u4e86\u4f2a\u547d\u9898\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5546\u4e1a\u5316\u524d\u666f\u4e5f\u5b58\u7591\u3002\u76ee\u524d\u4ec5\u5f3a\u8c03\u201c\u4e2a\u4eba\u514d\u8d39\u3001\u6e90\u7801\u53ef\u7528\u201d\uff0c\u4f46\u5982\u679c\u7528\u6237\u6570\u4e0a\u4e0d\u53bb\uff0c\u793e\u533a\u6a21\u5757\u751f\u6001\u5c31\u6210\u4e86\u7a7a\u4e2d\u697c\u9601\u3002\u81f3\u4e8e\u88ab\u5f55\u89c6\u9891\u3001.js.yaml\u683c\u5f0f\u8fd9\u4e9b\u529f\u80fd\uff0c\u66f4\u50cf\u9526\u4e0a\u6dfb\u82b1\u7684\u8865\u4e01\u800c\u975e\u6838\u5fc3\u62a4\u57ce\u6cb3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u7684\u6765\u8bf4\uff0cUindow \u662f\u4e00\u4e2a\u6280\u672f\u529f\u5e95\u624e\u5b9e\u4e14\u7406\u5ff5\u8ba8\u559c\u7684\u65e9\u671f\u4f5c\u54c1\uff0c\u4f46\u5c1a\u672a\u8bc1\u660e\u81ea\u5df1\u80fd\u6bd4 Playwright + LangChain \u7684\u7ec4\u5408\u62f3\u66f4\u5177\u5b9e\u9645\u7ade\u4e89\u529b\u3002\u5b83\u66f4\u9002\u5408\u90a3\u4e9b\u5bf9\u9690\u79c1\u6781\u5ea6\u654f\u611f\u3001\u4e14\u613f\u610f\u5fcd\u53d7\u521d\u671f\u4e0d\u5b8c\u5584\u7684\u5c0f\u56e2\u961f\u505aPOC\u9a8c\u8bc1\u3002\u60f3\u771f\u4e0e\u6210\u719f\u5de5\u5177\u6273\u624b\u8155\uff0c\u8fd8\u9700\u8981\u66f4\u591a\u4e00\u7ebf\u7528\u6237\u53cd\u9988\u548c\u75db\u70b9\u6253\u78e8\uff0c\u800c\u975e\u53ea\u9760\u4e00\u5f20\u529f\u80fd\u6e05\u5355\u81ea\u55e8\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\">Uindow<\/span>\n <\/div>\n<div class=\"comment-content\">Uindow is a programmable browser for real-world web automation. Create automations with ease, with a world-class recorder, and can edit them in pure JavaScript.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! \ud83d\udc4b I’m Mark, the maker of Uindow.<\/p>\n<p>I built Uindow because every web automation tool I tried forced a painful tradeoff: either you get AI flexibility (unpredictable, cloud-dependent, sometimes extremely unsafe, and super-expensive) or JavaScript determinism (brittle, with no intelligence). <\/p>\n<p>Uindow does both – you create automations with just a few clicks (no-code), and optionally call a locally running large language model wherever you actually need AI reasoning. Nothing ever leaves your machine.<\/p>\n<p>A few things I’m especially proud of:<\/p>\n<p>\u2b50 All interactions are trusted – from clicks to file uploads, and even HTML select element changes – try that with Puppeteer or Selenium!<br \/>\n\u2b50 Everything is safely stored on your device, and sensitive data is never hard-coded in your automations<br \/>\n\u2b50 The learning curve is minimal, with a world-class recorder<br \/>\n\u2b50 Automations are exported as .js.yaml – fully portable, version-controllable, and shareable<br \/>\n\u2b50 You can record your automations as video – even between page navigations<br \/>\n\u2b50 You can use and publish community modules, with one-click install<br \/>\n\u2b50 And best of all, it’s free for personal use and source-available: <a href=\"https:\/\/github.com\/uindow\/uindow\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/github.com\/uindow\/uindow\/<\/a><\/p>\n<p>What workflows would you automate first?<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#11<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/G23EUZKIVDMV2U\" class=\"app-title\">Harness Starter Kit<\/a><\/p>\n<div class=\"one-liner\">Repo guardrails for reliable AI coding agents<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">12<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Harness Starter Kit \u5c06AI\u7f16\u7a0b\u52a9\u624b\u7684\u8106\u5f31\u5355\u6b21\u63d0\u793a\u8bcd\u8f6c\u5316\u4e3a\u5b58\u50a8\u5728\u4ee3\u7801\u4ed3\u5e93\u4e2d\u7684\u6301\u4e45\u5316\u89c4\u5219\u4e0e\u68c0\u67e5\u673a\u5236\uff0c\u89e3\u51b3\u56e2\u961f\u534f\u4f5c\u65f6\u4e0a\u4e0b\u6587\u4e22\u5931\u548c\u89c4\u5219\u65e0\u6cd5\u590d\u7528\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a5b5601d-3e37-4434-ac16-7ef9da4ecdbe.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4f0f9955-316f-4fa9-bf09-030d5d6e7d74.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9cf159f0-604c-46bd-983f-ce135a8fd94f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/86bbde63-047c-4ea5-b332-a0dd82587ef7.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\">No-Code<\/span><br \/>\n <span class=\"tag\">Vibe coding<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7f16\u7801\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u4ed3\u5e93\u5b88\u62a4\u89c4\u5219<\/span><br \/>\n <span class=\"tag\">AGENTS.md<\/span><br \/>\n <span class=\"tag\">\u6f02\u79fb\u68c0\u6d4b<\/span><br \/>\n <span class=\"tag\">\u5931\u8d25\u8bb0\u5fc6<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u63d0\u793a\u8bcd\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">Cursor<\/span><br \/>\n <span class=\"tag\">Codex<\/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\u5f3a\u8c03\u9879\u76ee\u5de7\u601d\u662f\u5c06\u5173\u952e\u6307\u4ee4\u201c\u5199\u5728\u4ed3\u5e93\u91cc\u201d\u800c\u975e\u63d0\u793a\u8bcd\u4e2d\uff1b\u8be2\u95ee\u5982\u4f55\u8ba9\u4ee3\u7406\u8bb0\u4f4f\u5e76\u9884\u9632\u53cd\u590d\u51fa\u73b0\u7684\u9519\u8bef\uff0c\u5e76\u5e0c\u671b\u83b7\u53d6\u672c\u5730\u8bd5\u7528\u94fe\u63a5\u3002\u6682\u65e0\u5176\u4ed6\u8d1f\u9762\u6216\u5efa\u8bbe\u6027\u6279\u8bc4\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 Harness Starter Kit\u5207\u4e2d\u4e86\u5f53\u524dAI\u7f16\u7a0b\u5de5\u5177\u7684\u4e00\u4e2a\u6838\u5fc3\u76f2\u533a\u2014\u2014\u4f1a\u8bdd\u7684\u201c\u5931\u5fc6\u75c7\u201d\u3002\u5927\u591a\u6570AI\u7f16\u7801\u4ee3\u7406\uff08\u5982Cursor\u3001Copilot\uff09\u4f9d\u8d56\u77ed\u6682\u7684\u5bf9\u8bdd\u7a97\u53e3\u6216\u5c40\u90e8\u4e0a\u4e0b\u6587\uff0c\u5bfc\u81f4\u56e2\u961f\u5c42\u9762\u7684\u6700\u4f73\u5b9e\u8df5\u3001\u9519\u8bef\u89c4\u907f\u8bb0\u5f55\u65e0\u6cd5\u7d2f\u79ef\u3002\u8be5\u4ea7\u54c1\u901a\u8fc7\u201cAGENTS.md + \u6f02\u79fb\u68c0\u6d4b + \u5931\u8d25\u8bb0\u5fc6\u201d\u7684\u7ec4\u5408\uff0c\u5c06\u5236\u5ea6\u5316\u7684\u77e5\u8bc6\u5c01\u88c5\u8fdb\u7248\u672c\u63a7\u5236\uff0c\u672c\u8d28\u4e0a\u662f\u4e3aAI\u534f\u4f5c\u5f15\u5165\u201c\u4ee3\u7801\u89c4\u8303\u201d\u7684\u7b49\u4ef7\u7269\u3002\u601d\u8def\u7b80\u6d01\u4e14\u52a1\u5b9e\uff1a\u4e0d\u4f9d\u8d56\u5916\u90e8\u590d\u6742\u4e2d\u95f4\u4ef6\uff0c\u4ec5\u901a\u8fc7\u6587\u4ef6\u7ed3\u6784\u548c\u68c0\u67e5\u811a\u672c\u5c31\u5b8c\u6210\u4e86\u89c4\u5219\u56fa\u5316\u3002\u4e0d\u8fc7\uff0c\u5b83\u7684\u771f\u5b9e\u4ef7\u503c\u53d6\u51b3\u4e8e\u4e24\u4e2a\u53d8\u91cf\uff1a\u4e00\u662fAI\u4ee3\u7406\u672c\u8eab\u662f\u5426\u613f\u610f\u9075\u5faa\u4ed3\u5e93\u4e2d\u7684\u6307\u4ee4\uff08\u5f88\u591a\u5de5\u5177\u5bf9\u672c\u5730\u89c4\u5219\u6587\u4ef6\u7684\u652f\u6301\u4ecd\u5f88\u8584\u5f31\u6216\u4f18\u5148\u7ea7\u4f4e\uff09\uff0c\u4e8c\u662f\u56e2\u961f\u662f\u5426\u6709\u610f\u613f\u7ef4\u62a4\u8fd9\u4e9b\u6587\u4ef6\uff08\u4e00\u65e6\u89c4\u5219\u8fc7\u65f6\u6216\u7f3a\u5931\uff0c\u53cd\u800c\u4f1a\u8bef\u5bfc\u4ee3\u7406\uff09\u3002\u76ee\u524d12\u7968\u6697\u793a\u5176\u5c1a\u672a\u5f15\u53d1\u5e7f\u6cdb\u5173\u6ce8\uff0c\u4f46\u201c\u63d0\u793a\u8bcd\u4f18\u5148\u201d\u7684\u8bbe\u8ba1\u54f2\u5b66\u503c\u5f97\u80af\u5b9a\u2014\u2014\u5b83\u907f\u5f00\u4e86\u91cd\u8026\u5408\u7684\u5b89\u88c5\u6d41\u7a0b\uff0c\u964d\u4f4e\u4e86\u91c7\u7528\u95e8\u69db\u3002\u5bf9\u4e8e\u5df2\u6df1\u5ea6\u4f7f\u7528AI\u7f16\u7801\u7684\u56e2\u961f\uff0c\u8fd9\u5957\u9aa8\u67b6\u80fd\u5feb\u901f\u642d\u5efa\u201c\u4ee3\u7406\u884c\u4e3a\u5b88\u5219\u201d\uff0c\u4f46\u82e5\u60f3\u6210\u4e3a\u6807\u51c6\u65b9\u6848\uff0c\u4ecd\u9700\u793e\u533a\u8d21\u732e\u66f4\u591a\u5373\u7528\u7684\u5806\u6808\u914d\u7f6e\u6587\u4ef6\u548c\u9519\u8bef\u6a21\u5f0f\u5e93\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Harness Starter Kit<\/span>\n <\/div>\n<div class=\"comment-content\">Harness Starter Kit helps teams turn fragile AI coding prompts into durable repository rules: AGENTS.md, drift checks, failure memory, adoption reports, and stack profiles for safer agent collaboration.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt,<\/p>\n<p>I built Harness Starter Kit because I kept seeing the same problem with AI coding agents: every session starts smart, but the important project rules disappear when the chat ends.<\/p>\n<p>The idea behind this project is simple: stop putting all the critical context in one-off prompts. Put it in the repo.<\/p>\n<p>Harness Starter Kit helps teams add durable agent instructions, lightweight drift checks, failure memory, decision records, adoption reports, and stack-specific harness snippets to real repositories.<\/p>\n<p>It is intentionally prompt-first, not installer-first. The target repo stays the source of truth, and the kit pushes agents to inspect, adapt, and verify instead of blindly copying defaults.<\/p>\n<p>I\u2019d love feedback from people using Cursor, Claude Code, Codex, Copilot, or other coding agents in production repos:<\/p>\n<p>What recurring agent mistakes would you want your repo to remember and prevent?<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>For anyone who wants to inspect the repo or try it locally: <a href=\"https:\/\/github.com\/baskduf\/harness-starter-kit\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/github.com\/baskduf\/harness-starter-kit<\/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<\/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\/XRAMZ7CMUCN4BA\" class=\"app-title\">Hum<\/a><\/p>\n<div class=\"one-liner\">Make your website feel alive with realtime visitor presence<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">11<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Hum\u901a\u8fc7\u73b0\u4ee3\u5316\u8bbe\u8ba1\u7684\u5b9e\u65f6\u8bbf\u5ba2\u5fbd\u7ae0\u548c\u5728\u7ebf\u4eba\u6570\u6302\u4ef6\uff0c\u5e2e\u52a9\u7f51\u7ad9\u6446\u8131\u8001\u65e7\u7684\u7edf\u8ba1\u5de5\u5177\uff0c\u4ee5\u7f8e\u89c2\u4e14\u4e0d\u7a81\u5140\u7684\u65b9\u5f0f\u5c55\u793a\u8bbf\u5ba2\u52a8\u6001\uff0c\u89e3\u51b3\u7f51\u7ad9\u201c\u6709\u4eba\u6c14\u5374\u770b\u4e0d\u89c1\u201d\u7684\u5c34\u5c2c\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d6c560c1-e46b-481b-b954-85f45e90cc41.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5b86a48d-ecc4-4c13-96db-7809f122bf45.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4d2a9c3f-a40f-48ac-8425-b76903088b24.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2379060a-b2ed-4037-b295-de84e93a0504.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\">SaaS<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u7f51\u7ad9\u8bbf\u5ba2\u5c55\u793a<\/span><br \/>\n <span class=\"tag\">\u793e\u4ea4\u8bc1\u660e<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u5728\u7ebf\u6302\u4ef6<\/span><br \/>\n <span class=\"tag\">\u8bbf\u5ba2\u8ba1\u6570\u5668<\/span><br \/>\n <span class=\"tag\">UI\u7ec4\u4ef6<\/span><br \/>\n <span class=\"tag\">\u7f51\u7ad9\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cf\u5316\u5206\u6790<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8ba4\u53ef\u4ea7\u54c1\u8bbe\u8ba1\u4f46\u8d28\u7591UI\u662f\u5426\u4e3aAI\u751f\u6210\uff0c\u521b\u59cb\u4eba\u5766\u8bda\u4f7f\u7528Claude\u8bbe\u8ba1\u540e\u7ecf\u81ea\u8eabUX\u80cc\u666f\u4f18\u5316\u3002\u53e6\u6709\u7528\u6237\u9884\u6d4b\u4ea7\u54c1\u88ab\u4f4e\u4f30\uff0c\u521b\u59cb\u4eba\u611f\u8c22\u5e76\u671f\u671b\u6301\u7eed\u53cd\u9988\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Hum\u7cbe\u51c6\u5207\u4e2d\u4e86\u4e00\u4e2a\u88ab\u5ffd\u89c6\u7684\u9700\u6c42\uff1a\u7f51\u7ad9\u201c\u6709\u4eba\u6c14\u201d\u7684\u53ef\u89c6\u5316\u3002\u4f20\u7edf\u65b9\u6848\u8981\u4e48\u662f\u4e11\u964b\u7684\u201c\u4f60\u662f\u7b2cX\u4f4d\u8bbf\u5ba2\u201d\uff0c\u8981\u4e48\u662f\u504f\u91cd\u540e\u53f0\u6570\u636e\u7684\u5206\u6790\u5e73\u53f0\uff08\u5982Google Analytics\uff09\u3002Hum\u9009\u62e9\u805a\u7126\u4e8e\u201c\u524d\u7aef\u611f\u77e5\u201d\uff0c\u7528\u73b0\u4ee3UI\u5c06\u5b9e\u65f6\u8bbf\u5ba2\u6570\u636e\u8f6c\u5316\u4e3a\u4e00\u79cd\u793e\u4ea4\u8bc1\u660e\uff0c\u8fd9\u672c\u8d28\u4e0a\u662f\u5728\u8d29\u5356\u4e00\u79cd\u201c\u6c1b\u56f4\u611f\u201d\u2014\u2014\u8ba9\u7f51\u7ad9\u8bbf\u95ee\u8005\u611f\u89c9\u8eab\u5904\u4e00\u4e2a\u6d3b\u8dc3\u7a7a\u95f4\uff0c\u4ece\u800c\u63d0\u5347\u505c\u7559\u548c\u8f6c\u5316\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u6280\u672f\u89d2\u5ea6\u770b\uff0c\u5176\u58c1\u5792\u4e0d\u9ad8\u3002\u5b9e\u65f6\u8ba1\u6570\u5668\u53ef\u901a\u8fc7WebSocket\u6216\u8f6e\u8be2\u5b9e\u73b0\uff0c20+\u6a21\u677f\u8003\u9a8c\u7684\u662f\u8bbe\u8ba1\u800c\u975e\u5de5\u7a0b\u80fd\u529b\u3002\u771f\u6b63\u7684\u4ef7\u503c\u5728\u4e8e\u62a2\u5360\u4e86\u201c\u6570\u636e\u53ef\u89c6\u5316\u201d\u4e0e\u201cUX\u589e\u5f3a\u201d\u4e4b\u95f4\u7684\u7f1d\u9699\u5e02\u573a\u3002\u4f46\u98ce\u9669\u540c\u6837\u660e\u663e\uff1a\u7528\u6237\u5bb9\u6613\u5ba1\u7f8e\u75b2\u52b3\uff0c\u4e14\u4e00\u65e6\u514d\u8d39\u5c42\u6cdb\u6ee5\uff0c\u8fd9\u79cd\u201c\u5728\u7ebf\u611f\u201d\u4f1a\u53d8\u5f97\u5ec9\u4ef7\u3002\u521b\u59cb\u4eba\u5c06UI\u5f52\u529f\u4e8eClaude\u5e76\u5766\u8bda\u8c03\u6574\uff0c\u4f53\u73b0\u4e86\u6267\u884c\u6548\u7387\uff0c\u4f46\u957f\u671f\u770b\uff0cHum\u82e5\u53ea\u505c\u7559\u5728\u6302\u4ef6\u5c42\uff0c\u5f88\u96be\u5f62\u6210\u62a4\u57ce\u6cb3\u3002\u5efa\u8bae\u5176\u5411\u201c\u5b9e\u65f6\u793e\u4ea4\u8bc1\u660e+\u8f7b\u91cf\u884c\u4e3a\u5206\u6790\u201d\u8fdb\u5316\uff0c\u6bd4\u5982\u7edf\u8ba1\u54ea\u4e9b\u9875\u9762\u8bbf\u5ba2\u6700\u591a\u3001\u4ece\u54ea\u4e9b\u9875\u9762\u8df3\u8f6c\uff0c\u5e76\u63d0\u4f9b\u201c\u70ed\u529b\u56fe\u201d\u5f0f\u7684\u884c\u4e3a\u75d5\u8ff9\uff0c\u624d\u80fd\u4ece\u201c\u597d\u770b\u7684\u5de5\u5177\u201d\u5347\u7ef4\u6210\u201c\u771f\u6b63\u63d0\u5347\u8f6c\u5316\u7387\u7684\u5546\u4e1a\u5de5\u5177\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\">Hum<\/span>\n <\/div>\n<div class=\"comment-content\">Most visitor counters and social proof widgets look outdated, intrusive, or overly focused on analytics. Hum focuses on modern design first, offering beautiful realtime visitor badges, live presence widgets, and 20+ customisable templates that blend naturally into modern websites. Developers can add them with a simple integration, while businesses get lightweight analytics and customisation without the complexity of traditional analytics platforms.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very underrated product. Congrats on 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\/@daniel_nwankwo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniel_nwankwo<\/a> Thank you! Means 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 product is good. <\/p>\n<\/p>\n<p>But I like the ui very much did you make it on your own or Claude design<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jay_gangwar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jay_gangwar<\/a> Hey thank you! Design I got from Claude design, but since I am from UX background, I refined it in my own way.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 Product Hunt \ud83d\udc4b<\/p>\n<p>I’m excited to share Hum with you today.<\/p>\n<p>The idea came from a simple frustration: I wanted visitor counters and website presence widgets for my own projects, but most options felt outdated, overly intrusive, or focused entirely on analytics.<\/p>\n<p>Hum is my attempt to make those widgets feel modern.<\/p>\n<p>With Hum, you can add beautiful visitor badges, live visitor counters, and realtime website presence widgets that actually blend into modern websites. The focus is on simplicity, customisation, and design.<\/p>\n<p>A few things we’re working on:<br \/>\n\u2022 Realtime visitor counts<br \/>\n\u2022 Unique visitor badges<br \/>\n\u2022 20+ widget templates<br \/>\n\u2022 Lightweight analytics<br \/>\n\u2022 Simple developer-friendly integration<\/p>\n<p>This is still early, and I’d genuinely love your feedback. If you try it, let me know what feels useful, what’s missing, or what you’d like to see next.<\/p>\n<p>Thanks for checking it out \u2764\ufe0f<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#13<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/OCQX3HJIU7AQME\" class=\"app-title\">CoffeePomodoro<\/a><\/p>\n<div class=\"one-liner\">Brew your productivity, one Pomodoro at a time<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">10<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>CoffeePomodoro \u5c06\u756a\u8304\u949f\u4e0e\u5496\u5561\u6587\u5316\u878d\u5408\uff0c\u901a\u8fc7\u7b49\u7ea7\u664b\u5347\u3001\u8fde\u7eed\u6253\u5361\u548c\u6e29\u6696\u52a8\u6548\uff0c\u89e3\u51b3\u7528\u6237\u5728\u4e13\u6ce8\u8fc7\u7a0b\u4e2d\u7f3a\u4e4f\u4eea\u5f0f\u611f\u548c\u6301\u7eed\u52a8\u529b\u7684\u75db\u70b9\uff0c\u8ba9\u65f6\u95f4\u7ba1\u7406\u53d8\u5f97\u50cf\u54c1\u5496\u5561\u4e00\u6837\u6109\u60a6\u800c\u81ea\u7136\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/43f271c8-609e-42ee-b64b-fbf9a9bb9839.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=CXgoWSfk21U\"><source src=\"https:\/\/www.youtube.com\/watch?v=CXgoWSfk21U\" 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\/69ae19aa-d495-42b9-b668-41f3da6bfb28.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4d445766-a091-42e4-95be-c585d86738a9.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\/22283971-22b5-49dc-baaa-403c711792f0.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\/805e60df-7501-4d2a-8e99-6e0e9649dee1.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\/78411472-8380-4cfd-affe-6ba1f15f5002.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\/a9cc3871-5f44-4447-93c7-cbfe9326e15a.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\/295cda87-c765-4ebc-9d8d-c94a2a6ad1b8.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\/ca1d0f85-d4e0-443f-b4cc-3625b764175d.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\/2a85c94e-fe88-4fd2-a385-2c99781027ec.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Android<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Time Tracking<\/span><br \/>\n <span class=\"tag\">Coffee<\/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\u81ea\u8ff0\u4ea7\u54c1\u7075\u611f\u6e90\u4e8e\u5496\u5561\u4e0e\u4e13\u6ce8\u7684\u65e5\u5e38\u4eea\u5f0f\uff0c\u5df2\u575a\u6301\u5f00\u53d1\u4e00\u5e74\u534a\uff0c\u73b0\u9762\u5411\u7528\u6237\u5f81\u6c42\u201c\u8ba9\u4e13\u6ce8\u66f4\u6e29\u6696\u201d\u7684\u5efa\u8bae\uff0c\u671f\u5f85\u4f18\u5316\u4f53\u9a8c\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n CoffeePomodoro \u7684\u521b\u610f\u5207\u5165\u70b9\u503c\u5f97\u80af\u5b9a\u2014\u2014\u7528\u5496\u5561\u6587\u5316\u4e3a\u67af\u71e5\u7684\u756a\u8304\u949f\u6ce8\u5165\u60c5\u611f\u6e29\u5ea6\uff0c\u8fd9\u662f\u5b83\u533a\u522b\u4e8e\u666e\u901a\u8ba1\u65f6\u5668\u7684\u6838\u5fc3\u5dee\u5f02\u3002\u7136\u800c\uff0c\u4ece10\u4e2a\u6295\u7968\u6570\u548c\u4ec5\u6709\u5f00\u53d1\u8005\u4e00\u6761\u8bc4\u8bba\u7684\u51b7\u6e05\u6570\u636e\u6765\u770b\uff0c\u4ea7\u54c1\u5c1a\u672a\u5f62\u6210\u6709\u6548\u7684\u793e\u533a\u5171\u9e23\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u529f\u80fd\u5806\u780c\uff0821\u79cd\u97f3\u6548\u3001\u5c0f\u7ec4\u4ef6\u3001\u7075\u52a8\u5c9b\u7b49\uff09\uff0c\u800c\u5728\u4e8e\u5c06\u201c\u5496\u5561\u4eea\u5f0f\u611f\u201d\u62bd\u8c61\u4e3a\u53ef\u91cf\u5316\u7684\u6210\u957f\u8def\u5f84\uff08\u4ece\u5b9d\u5b9d\u676f\u5230\u5496\u5561\u5f81\u670d\u8005\uff09\u3002\u8fd9\u79cd\u6e38\u620f\u5316\u8bbe\u8ba1\u82e5\u80fd\u843d\u5730\uff0c\u786e\u5b9e\u80fd\u63d0\u5347\u7528\u6237\u7c98\u6027\u3002\u4f46\u95ee\u9898\u4e5f\u5728\u6b64\uff1a\u5496\u5561\u7b49\u7ea7\u4e0e\u4e13\u6ce8\u6548\u7387\u4e4b\u95f4\u7684\u5173\u8054\u662f\u5426\u8db3\u591f\u76f4\u89c2\uff1f\u7528\u6237\u662f\u5426\u4f1a\u4e3a\u4e86\u89e3\u9501\u4e00\u4e2a\u865a\u62df\u676f\u5b50\u800c\u957f\u671f\u575a\u6301\uff1f\u5982\u679c\u7f3a\u4e4f\u66f4\u6df1\u7684\u793e\u4ea4\u6216\u6570\u636e\u53cd\u9988\u673a\u5236\uff08\u5982\u5bf9\u6bd4\u4ed6\u4eba\u3001\u4e13\u6ce8\u65f6\u957f\u5206\u6790\uff09\uff0c\u8fd9\u79cd\u201c\u5c0f\u786e\u5e78\u201d\u73a9\u6cd5\u5bb9\u6613\u5feb\u901f\u75b2\u52b3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u72ec\u7acb\u5f00\u53d1\u80051.5\u5e74\u7684\u6295\u5165\u503c\u5f97\u5c0a\u91cd\uff0c\u4f46\u4ea7\u54c1\u5728\u8425\u9500\u548c\u7528\u6237\u4e92\u52a8\u4e0a\u660e\u663e\u8584\u5f31\u3002\u5f53\u524d\u9636\u6bb5\uff0c\u6bd4\u8d77\u6dfb\u52a0\u66f4\u591a\u529f\u80fd\uff0c\u66f4\u5e94\u805a\u7126\u4e8e\u201c\u5496\u5561\u53d9\u4e8b\u201d\u7684\u5b8c\u6574\u95ed\u73af\u2014\u2014\u6bd4\u5982\u5c06\u4e00\u6b21\u4e13\u6ce8\u65f6\u957f\u4e0e\u4e00\u676f\u5496\u5561\u7684\u201c\u51b7\u5374\u201d\u65f6\u95f4\u8054\u52a8\uff0c\u6216\u7528\u771f\u5b9e\u5496\u5561\u4f18\u60e0\u5238\u6fc0\u52b1\u6253\u5361\u3002\u5426\u5219\uff0c\u5b83\u4ecd\u4f1a\u6df9\u6ca1\u5728\u65e0\u6570\u201c\u597d\u770b\u4f46\u65e0\u7528\u201d\u7684\u6548\u7387\u5de5\u5177\u4e2d\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\">CoffeePomodoro<\/span>\n <\/div>\n<div class=\"comment-content\">CoffeePomodoro turns your focus sessions into a warm coffee journey. Use the classic Pomodoro technique, level up through coffee ranks (from Babyccino to Coffee Conqueror), track streaks, and stay motivated with cozy animations, 21 focus sounds, Dynamic Island support, and home screen widgets. Built daily for 1.5 years by a solo indie dev. Available on iOS & Android.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey hunters! \ud83d\udc4b\u2615<br \/>\nI’m Remzi, a solo indie dev, and CoffeePomodoro is the app I always dreamed of building.<br \/>\nHere’s the story: I’ve always been a heavy Pomodoro app user. But every time I looked at the coffee on my desk, I thought \u2014 why doesn’t this cup balance out with my focus? Sometimes I’d even stretch a single coffee across an entire focus session. That little ritual is exactly where CoffeePomodoro was born.<br \/>\nSo I built a Pomodoro timer where focus feels warm and rewarding instead of stressful. You brew your productivity \u2014 level up through coffee ranks (from Babyccino to Coffee Conqueror), build streaks, unlock cups, and stay in flow with 21 focus sounds, Dynamic Island support, and home screen widgets.<br \/>\nI’ve worked on it every single day for about 1.5 years. It’s on both iOS and Android now.<br \/>\nI’d genuinely love your feedback \u2014 what would make your focus sessions cozier? Happy to answer anything in the comments today. \ud83d\ude4f<\/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<\/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\/ALVPZNMORHLVWO\" class=\"app-title\">ColorCraft<\/a><\/p>\n<div class=\"one-liner\">Batch-recolor 500+ sprites in seconds<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">10<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>ColorCraft \u662f\u4e00\u6b3e\u4e3a\u50cf\u7d20\u6e38\u620f\u5f00\u53d1\u8005\u8bbe\u8ba1\u7684\u6279\u91cf\u91cd\u4e0a\u8272\u5f15\u64ce\uff0c\u901a\u8fc7\u8fde\u63a5 Aseprite \u5b9e\u65f6\u8054\u52a8\uff0c\u5728\u51e0\u79d2\u5185\u81ea\u52a8\u4e3a\u6570\u767e\u5f20\u7cbe\u7075\u56fe\u66f4\u6362\u914d\u8272\u65b9\u6848\uff0c\u89e3\u51b3\u4e86\u89d2\u8272\u3001\u5143\u7d20\u53d8\u4f53\u7b49\u7f8e\u672f\u8d44\u4ea7\u624b\u52a8\u8fed\u4ee3\u7684\u4f4e\u6548\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/97ca8cd8-e302-4a88-945b-3e3ffef4e32a.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/H6FVNnyfYwk\"><source src=\"https:\/\/youtu.be\/H6FVNnyfYwk\" 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\/7954a217-f252-4188-81de-d3a4730935cd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/88585af7-28f0-4ae3-ad4d-240defd9022f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/40ddb5c2-6c53-43fb-9ac7-4758a03d2338.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\">Productivity<\/span><br \/>\n <span class=\"tag\">Art<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6279\u91cf\u91cd\u4e0a\u8272<\/span><br \/>\n <span class=\"tag\">\u50cf\u7d20\u827a\u672f<\/span><br \/>\n <span class=\"tag\">\u6e38\u620f\u5f00\u53d1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">Aseprite \u8054\u52a8<\/span><br \/>\n <span class=\"tag\">\u7cbe\u7075\u56fe<\/span><br \/>\n <span class=\"tag\">\u8c03\u8272\u677f<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u9884\u89c8<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u5de5\u574a<\/span><br \/>\n <span class=\"tag\">\u72ec\u7acb\u6e38\u620f<\/span><br \/>\n <span class=\"tag\">\u56fe\u5f62\u5904\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\uff08\u5f00\u53d1\u8005\uff09\u81ea\u8ff0\u5728\u5236\u4f5c\u6e38\u620f\u65f6\uff0c\u624b\u52a8\u7edf\u4e00\u8d44\u4ea7\u914d\u8272\u5e76\u53cd\u590d\u4fee\u6539\u7684\u6d41\u7a0b\u975e\u5e38\u75db\u82e6\uff0c\u8fdb\u800c\u5f00\u53d1\u4e86\u672c\u5de5\u5177\u3002\u4eceCLI\u8d77\u5bb6\uff0c\u6700\u7ec8\u5b8c\u5584\u4e3a\u62e5\u6709\u5b9e\u65f6\u8054\u52a8\u3001\u591a\u79cd\u989c\u8272\u7b97\u6cd5\u3001\u52a8\u753b\u652f\u6301\u3001\u906e\u7f69\u7b49\u529f\u80fd\u7684\u5b8c\u6574\u5e94\u7528\uff0c\u5e76\u63d0\u4f9b\u4e863.50\u7f8e\u5143\u7684\u9996\u53d1\u4f18\u60e0\u4ef7\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 ColorCraft\u7cbe\u51c6\u5207\u4e2d\u4e86\u50cf\u7d20\u6e38\u620f\u7f8e\u672f\u7ba1\u7ebf\u4e2d\u6700\u201c\u810f\u6d3b\u7d2f\u6d3b\u201d\u7684\u73af\u8282\u2014\u2014\u914d\u8272\u53d8\u4f53\u8fed\u4ee3\u3002\u5bf9\u4e8e\u8ffd\u6c42\u89c6\u89c9\u4e00\u81f4\u6027\u53c8\u9700\u8981\u6279\u91cf\u4ea7\u51fa\u4e0d\u540c\u5143\u7d20\uff08\u5982\u7ea2\u84dd\u7eff\u4e09\u79cd\u53f2\u83b1\u59c6\uff09\u7684\u72ec\u7acb\u5f00\u53d1\u8005\u800c\u8a00\uff0c\u5b83\u786e\u5b9e\u80fd\u907f\u514d\u5927\u91cf\u7684\u201c\u53e6\u5b58\u4e3a+\u624b\u52a8\u5438\u8272\u201d\u64cd\u4f5c\uff0c\u5c06\u91cd\u590d\u52b3\u52a8\u81ea\u52a8\u5316\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u201cAseprite Live-Link\u201d\u5e26\u6765\u7684\u6240\u89c1\u5373\u6240\u5f97\u53cd\u9988\uff0c\u4ee5\u53ca4\u79cd\u611f\u77e5\u989c\u8272\u7b97\u6cd5\u80cc\u540e\u7684\u4e13\u4e1a\u5ea6\uff0c\u8fd9\u4f7f\u5f97\u5b83\u4e0d\u4ec5\u4ec5\u662f\u7b80\u5355\u7684\u989c\u8272\u66ff\u6362\uff0c\u800c\u662f\u8bd5\u56fe\u5728\u4e0d\u7834\u574f\u5149\u7167\u548c\u7ec6\u8282\u7684\u524d\u63d0\u4e0b\u5b8c\u6210\u903b\u8f91\u53d8\u6362\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ece\u4ea7\u54c1\u4ecb\u7ecd\u548c\u8bc4\u8bba\u770b\uff0c\u5b83\u76ee\u524d\u66f4\u50cf\u4e00\u4e2a\u670d\u52a1\u4e8eAseprite\u7684\u201c\u63d2\u4ef6\u7ea7\u201d\u5de5\u5177\uff0c\u800c\u975e\u72ec\u7acb\u5f15\u64ce\u3002\u5176\u7528\u6237\u57fa\u7840\u4e25\u91cd\u53d7\u9650\u4e8e\u201c\u4f7f\u7528Aseprite\u4e14\u9700\u8981\u6279\u91cf\u91cd\u4e0a\u8272\u201d\u7684\u7ec6\u5206\u4eba\u7fa4\u3002\u6781\u4f4e\u7684\u6295\u7968\u6570\uff0810\u7968\uff09\u4e5f\u4fa7\u9762\u5370\u8bc1\u4e86\u5176\u51b7\u542f\u52a8\u7684\u5546\u4e1a\u56f0\u5883\u3002\u867d\u71363.5\u7f8e\u5143\u7684\u5b9a\u4ef7\u5bf9\u4e8e\u91cd\u5ea6\u4f7f\u7528\u8005\u6765\u8bf4\u662f\u201c\u5c18\u57c3\u4ef7\u201d\uff0c\u4f46\u6f5c\u5728\u7528\u6237\u662f\u5426\u4f1a\u7279\u610f\u4e3a\u201c\u81ea\u52a8\u5316\u77ed\u677f\u73af\u8282\u201d\u4e0b\u8f7d\u4e00\u4e2a\u72ec\u7acb\u5e94\u7528\uff0c\u800c\u975e\u5bfb\u6c42\u5df2\u6709\u7684\u5f00\u6e90\u811a\u672c\u89e3\u51b3\u65b9\u6848\uff0c\u662f\u5176\u9700\u8981\u56de\u7b54\u7684\u5173\u952e\u95ee\u9898\u3002\u6b64\u5916\uff0c\u8bc4\u8bba\u4e2d\u900f\u9732\u7684\u4eceCLI\u5230Full App\u7684\u6f14\u8fdb\u53f2\uff0c\u6697\u793a\u5176UI\/UX\u53ef\u80fd\u4ecd\u6709\u201c\u5f00\u53d1\u8005\u4e3a\u81ea\u5df1\u9020\u8f66\u201d\u7684\u6253\u78e8\u7a7a\u95f4\u3002\u957f\u8fdc\u770b\uff0c\u80fd\u5426\u4ece\u201cAseprite\u4f34\u4fa3\u201d\u8fdb\u5316\u4e3a\u66f4\u5f00\u653e\u7684\u50cf\u7d20\u5de5\u4f5c\u6d41\u67a2\u7ebd\uff0c\u624d\u662f\u5176\u80fd\u5426\u4ece\u5229\u57fa\u5de5\u5177\u8de8\u8d8a\u4e3a\u793e\u533a\u57fa\u7840\u8bbe\u65bd\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\">ColorCraft<\/span>\n <\/div>\n<div class=\"comment-content\">Creating characters, elemental variants, and biome-themed assets usually takes a lot of manual work. ColorCraft is a professional batch-recoloring engine that automates the “boring part” of gamedev. Simply link youraseprite files, pick your palettes, and watch your variations update in real-time as you draw. With native Aseprite Live-Link, 4 perceptual color matching algorithms, and industrial-scale batching (500+ sprites in seconds), ColorCraft is the missing link in your pixel art pipeline.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">While making my own game i wanted to have all my assets in the same palette to create a consistent vibe. This was a ton of manual work and every time I made a change I had to do everything again. Being a developer of course I created something to automate this for me. At first it was just a cli tool, then i build a very basic ui, then i added support for more palette types, then improved the UI some more. I just kept improving it till the point its a full application.<\/p>\n<p>ColorCraft allows you to easily batch recolor hundreds of files in seconds. It has a live link feature where you can instantly see the work you are making in Aseprite in multiple palettes. There is a cli mode for the power automation users in the pipeline. Dark\/light mode. Different distance metrics, different dithering algorithms, support for sprite sheet animations, masking, and more…<\/p>\n<p>Hope it can help some of my fellow indie devs out there!<\/p>\n<p>PS: on launch ColorCraft will have a special deal, 3.50$ in stead of 4.99$.<\/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\/@jeltedeproft\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jeltedeproft<\/a> thanks man, love the 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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#15<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/R4UN3JX72T7DVP\" class=\"app-title\">CollectMonial<\/a><\/p>\n<div class=\"one-liner\">Custom testimonial walls that match your brand and convert<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">9<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>CollectMonial \u662f\u4e00\u6b3e\u4e3a\u72ec\u7acb\u5f00\u53d1\u8005\u548cSaaS\u521b\u59cb\u4eba\u8bbe\u8ba1\u7684\u54c1\u724c\u5316\u8bc4\u4ef7\u5899\u5de5\u5177\uff0c\u7528\u6237\u901a\u8fc7\u4e00\u4e2a\u94fe\u63a5\u5373\u53ef\u6536\u96c6\u89c6\u9891\u6216\u6587\u5b57\u8bc4\u4ef7\uff0c\u5e76\u4ee5\u9ad8\u5ea6\u53ef\u81ea\u5b9a\u4e49\u7684\u6837\u5f0f\u5d4c\u5165\u7f51\u7ad9\uff0c\u89e3\u51b3\u4e86\u4e00\u7ad9\u5f0f\u83b7\u53d6\u5ba2\u6237\u597d\u8bc4\u4e14\u4e0d\u7834\u574f\u54c1\u724c\u89c6\u89c9\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/34e86e79-4e01-412b-993d-9745ba00573c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/87bfc404-9abb-47fc-9eb1-4b2ac1a84443.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/504d37a3-3cc3-44cc-a848-c4769af55cd2.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\">Public Relations<\/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\">\u8bc4\u4ef7\u6536\u96c6<\/span><br \/>\n <span class=\"tag\">\u89c6\u9891\u63a8\u8350<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u5b9a\u5236<\/span><br \/>\n <span class=\"tag\">\u5d4c\u5165\u7ec4\u4ef6<\/span><br \/>\n <span class=\"tag\">SaaS\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u72ec\u7acb\u5f00\u53d1\u8005<\/span><br \/>\n <span class=\"tag\">\u5ba2\u6237\u53cd\u9988<\/span><br \/>\n <span class=\"tag\">\u53e3\u7891\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u793e\u4ea4\u8bc1\u660e<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u53d1\u5e03<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u521b\u59cb\u4eba\u6307\u51fa\u73b0\u6709\u5de5\u5177\u4ef7\u683c\u9ad8\uff08$50+\/\u6708\uff09\u4e14Widget\u6837\u5f0f\u7834\u574f\u54c1\u724c\u8bbe\u8ba1\uff0c\u56e0\u6b64\u6253\u9020\u4e86\u5b9a\u4ef7$25\/\u6708\u7684\u5de5\u5177\uff0c\u652f\u6301\u6df1\u5ea6\u5b9a\u5236\u3001\u4e00\u952e\u5d4c\u5165\u3001\u98de\u4e66\/\u63a8\u7279\u5bfc\u5165\u53ca\u591a\u6d3b\u52a8\u7ba1\u7406\u3002\u6709\u7528\u6237\u8868\u793a\u201c\u770b\u8d77\u6765\u5f88\u9177\u201d\uff0c\u5c06\u53bb\u8bd5\u7528\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n CollectMonial \u5207\u4e2d\u4e86\u4e00\u4e2a\u975e\u5e38\u5177\u4f53\u4f46\u624e\u5b9e\u7684\u75db\u70b9\uff1aSaaS\u548c\u72ec\u7acb\u5f00\u53d1\u8005\u5bf9\u201c\u793e\u4ea4\u8bc1\u660e\u201d\u7684\u521a\u9700\u4e0e\u73b0\u6709\u8bc4\u4ef7\u5de5\u5177\u201c\u8d35\u4e14\u4e11\u201d\u4e4b\u95f4\u7684\u77db\u76fe\u3002\u521b\u59cb\u4eba\u4ee5\u54c1\u724c\u8bbe\u8ba1\u5e08\u7684\u89c6\u89d2\u5207\u5165\uff0c\u5c06\u201c\u54c1\u724c\u4e00\u81f4\u6027\u201d\u4f5c\u4e3a\u6838\u5fc3\u5356\u70b9\uff0c\u8fd9\u8fdc\u6bd4\u5355\u7eaf\u505a\u4e00\u4e2a\u201c\u8bc4\u4ef7\u6536\u96c6\u5de5\u5177\u201d\u66f4\u6709\u62a4\u57ce\u6cb3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u4ea7\u54c1\u5b9a\u4ef7\u770b\uff0c$25\/\u6708\u7684FLAT\u8d39\u7528\u5bf9\u4e2a\u4eba\u5f00\u53d1\u8005\u6781\u5177\u5438\u5f15\u529b\uff0c\u76f4\u63a5\u7784\u51c6\u4e86Trustpilot\u3001Yotpo\u7b49\u9ad8\u4ef7\u5de5\u5177\u7684\u201c\u4f4e\u914d\u66ff\u4ee3\u201d\u5e02\u573a\u3002\u529f\u80fd\u4e0a\uff0c\u89c6\u9891\u8bc4\u4ef7+\u4e00\u952e\u5d4c\u5165+\u652f\u6301\u4eceX\u548cLinkedIn\u5bfc\u5165\uff0c\u5df2\u7ecf\u8986\u76d6\u4e86\u57fa\u672c\u7684MVP\uff0c\u5e76\u4e14\u201c\u591a\u6d3b\u52a8\u7ba1\u7406\u201d\u6697\u793a\u4e86\u5b83\u5411\u4e0b\u6e38\u8425\u9500\u81ea\u52a8\u5316\u6269\u5c55\u7684\u6f5c\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u76ee\u524d9\u7968\u7684\u5fae\u5f31\u53cd\u9988\u8bf4\u660e\u4ea7\u54c1\u5c1a\u5728\u51b7\u542f\u52a8\u9636\u6bb5\uff0c\u503c\u5f97\u6ce8\u610f\u7684\u662f\u8bc4\u8bba\u4e2d\u4ec5\u67091\u4f4d\u6f5c\u5728\u7528\u6237\u8868\u8fbe\u4e86\u8bd5\u7528\u610f\u613f\uff0c\u7f3a\u4e4f\u5bf9\u5b9e\u9645\u8f6c\u5316\u7387\u3001\u5d4c\u5165\u540e\u52a0\u8f7d\u6027\u80fd\u3001\u89c6\u9891\u5b58\u50a8\u6210\u672c\u7684\u6df1\u5ea6\u8ba8\u8bba\u3002\u771f\u6b63\u7684\u6311\u6218\u5728\u4e8e\uff1a\u5f53\u7528\u6237\u91cf\u589e\u957f\u540e\uff0c\u89c6\u9891\u5b58\u50a8\u548c\u5e26\u5bbd\u6210\u672c\u4f1a\u8fc5\u901f\u541e\u566c\u5229\u6da6\uff0c25\u7f8e\u5143\/\u6708\u7684\u5b9a\u4ef7\u80fd\u5426\u652f\u6491\u8d77\u957f\u671f\u8fd0\u8425\uff1f\u6b64\u5916\uff0c\u5927\u5382\u5982Canva\u6216Notion\u82e5\u5728\u4e0b\u4e00\u4e2a\u7248\u672c\u4e2d\u76f4\u63a5\u96c6\u6210\u540c\u7c7b\u529f\u80fd\uff0c\u8be5\u5de5\u5177\u5c06\u9762\u4e34\u88ab\u201c\u5e73\u53f0\u5316\u541e\u566c\u201d\u7684\u98ce\u9669\u3002CollectMonial \u7684\u957f\u671f\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u6536\u96c6\u201d\uff0c\u800c\u5728\u4e8e\u6210\u4e3a\u904d\u5e03\u72ec\u7acb\u7ad9\u70b9\u7684\u201c\u54c1\u724c\u5316\u8bc4\u4ef7\u7f51\u7edc\u201d\uff0c\u5173\u952e\u5728\u4e8e\u80fd\u5426\u5229\u7528\u65e9\u671f\u793e\u533a\u5efa\u7acb\u8d77\u50cf\u7d20\u7ea7\u5339\u914d\u4e0d\u540c\u4e3b\u9898\u7684\u6a21\u677f\u751f\u6001\uff0c\u4ece\u800c\u5f62\u6210\u6570\u636e\u4e0e\u8d44\u4ea7\u7684\u8f6c\u6362\u58c1\u5792\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\">CollectMonial<\/span>\n <\/div>\n<div class=\"comment-content\">CollectMonial is testimonial collection software for SaaS founders and solopreneurs. Send a single link to clients, they record a video or write a testimonial, and you embed a fully branded testimonial wall on your site with one script tag. Customize card edges, colors, and layouts to match your brand.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey, I’m a brand designer turned solo founder. Every time I tried to add testimonials to a client site, the existing tools either cost $50+\/month or produced widgets that completely broke the brand design.<\/p>\n<p>So I built CollectMonial, a testimonial collection software with deep design customization, priced at $25\/month flat.<\/p>\n<p>What it does:<br \/>\n– Send a link to clients, they record video or text testimonials directly in their browser<br \/>\n– Customize card edges, colors, and layouts so your testimonial wall matches your brand<br \/>\n– Embed it on any site with one script tag<br \/>\n– Import existing testimonials from X and LinkedIn<br \/>\n– Multiple campaigns for different products or services<\/p>\n<p>Would love some early feedback.<\/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>this looks cool! will check it out for <a href=\"https:\/\/shhots.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">shhots.ai<\/a> \ud83d\ude4c<\/p>\n<\/p>\n<p>congrats on the launch <a href=\"https:\/\/www.producthunt.com\/@devanuj\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"devanuj\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@devanuj<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rajat_dangi1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rajat_dangi1<\/a> Thanks a lot Rajat \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\">#16<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/OB63U6DN43TAW5\" class=\"app-title\">JSON Kit<\/a><\/p>\n<div class=\"one-liner\">Fix broken AI JSON and 6 more JSON tools, all in-browser<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">9<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>JSON Kit \u662f\u4e00\u5957\u6d4f\u89c8\u5668\u7aef JSON \u4fee\u590d\u4e0e\u5904\u7406\u5de5\u5177\u96c6\uff0c\u6838\u5fc3\u529f\u80fd\u662f\u81ea\u52a8\u4fee\u590d\u5927\u6a21\u578b\u8f93\u51fa\u7684\u7834\u635f JSON\uff0c\u5e76\u660e\u786e\u6807\u6ce8\u9519\u8bef\u539f\u56e0\uff0c\u89e3\u51b3\u5f00\u53d1\u8005\u56e0 AI JSON \u683c\u5f0f\u4e0d\u517c\u5bb9\u5bfc\u81f4\u7684\u5954\u6e83\u6216\u8f6c\u6362\u5931\u8d25\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery single-item\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3aef1a28-8ebb-489e-bd1b-fa3e7e66cc24.octet-stream?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>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">JSON\u4fee\u590d<\/span><br \/>\n <span class=\"tag\">AI\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u7aef<\/span><br \/>\n <span class=\"tag\">\u5728\u7ebf\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u683c\u5f0f\u8f6c\u6362<\/span><br \/>\n <span class=\"tag\">\u8c03\u8bd5<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90<\/span><br \/>\n <span class=\"tag\">\u5927\u6a21\u578b\u9002\u914d<\/span><br \/>\n <span class=\"tag\">\u96f6\u9690\u79c1\u98ce\u9669<\/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>\u6682\u65e0\u7528\u6237\u8d1f\u9762\u8bc4\u8bba\u3002\u53d1\u5e03\u8005\u81ea\u8ff0\u9879\u76ee\u6e90\u4e8e\u89e3\u51b3\u5927\u6a21\u578b\u8f93\u51faJSON\u683c\u5f0f\u4e0d\u4e00\u81f4\u7684\u75db\u70b9\uff0c\u5f3a\u8c03\u6d4f\u89c8\u5668\u7aef\u8fd0\u884c\u4fdd\u62a4\u9690\u79c1\uff0c\u5e95\u5c42\u4f9d\u8d56\u5f00\u6e90\u5e93\uff0c\u5e76\u6b22\u8fce\u53cd\u9988\u66f4\u591a\u8fb9\u7f18\u9519\u8bef\u6848\u4f8b\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 JSON Kit \u7684\u5207\u5165\u70b9\u975e\u5e38\u7cbe\u51c6\u2014\u2014\u6293\u4f4f\u4e86\u201cAI\u5f00\u53d1\u7ea2\u5229\u671f\u201d\u6700\u7410\u788e\u5374\u9ad8\u9891\u7684\u5c4e\u5751\uff1a\u5927\u6a21\u578b\u8f93\u51fa\u7ed3\u6784\u5316\u6570\u636e\u65f6\u7684\u683c\u5f0f\u4efb\u6027\u3002\u8fd9\u7c7b\u201cAI JSON\u4fee\u590d\u201d\u672c\u8d28\u4e0a\u4e0d\u662f\u6280\u672f\u96be\u9898\uff0c\u800c\u662f\u5f00\u53d1\u4f53\u9a8c\u7684\u626b\u76f2\u5de5\u5177\u3002\u5b83\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u7b97\u6cd5\u6df1\u5ea6\uff0c\u800c\u5728\u4e8e\u53ca\u65f6\u6027\uff1a\u5c06\u4fee\u590d\u673a\u5236\u76f4\u63a5\u505a\u6210\u6d4f\u89c8\u5668\u7aef\u3001\u96f6\u90e8\u7f72\u7684\u5373\u65f6\u5de5\u5177\uff0c\u4e14\u52a0\u4e0a\u4e86\u201c\u9519\u8bef\u8bca\u65ad\u6807\u7b7e\u201d\u8fd9\u4e00\u5de7\u5999\u7684\u8ba4\u77e5\u5c42\uff0c\u8ba9\u7528\u6237\u4ece\u201c\u7384\u5b66\u62a5\u9519\u201d\u8df3\u8f6c\u5230\u201c\u770b\u539f\u56e0\u6539\u4ee3\u7801\u201d\u3002\u8fd9\u79cd\u5b9a\u4f4d\u806a\u660e\u4e14\u514b\u5236\uff1a\u4e0d\u81ea\u5efa\u5927\u6a21\u578b\uff0c\u4e0d\u641e\u4e91\u7aef\u670d\u52a1\uff0c\u89c4\u907f\u4e86\u9690\u79c1\u4e89\u8bae\uff0c\u4e5f\u964d\u4f4e\u4e86\u7ef4\u62a4\u6210\u672c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u95ee\u9898\u4e5f\u5f88\u660e\u663e\uff1a\u5de5\u5177\u96c6\u91cc\u5927\u591a\u662f\u201c\u522b\u4eba\u90fd\u6709\u4e86\uff0c\u6211\u987a\u4fbf\u505a\u4e00\u4e2a\u201d\u7684\u5197\u4f59\u529f\u80fd\uff08\u5982\u683c\u5f0f\u5316\u3001JSONPath\uff09\uff0c\u7f3a\u4e4f\u771f\u6b63\u7684\u7a00\u7f3a\u6027\u3002\u4fee\u590d\u903b\u8f91\u4f9d\u8d56\u5f00\u6e90\u5e93\uff0c\u610f\u5473\u7740\u540c\u8d28\u5316\u6781\u6613\u88ab\u590d\u5236\u3002\u8fd9\u79cd\u4ea7\u54c1\u5f62\u6001\u5929\u751f\u98de\u8f6e\u6548\u5e94\u5f31\uff0c\u7528\u6237\u7528\u5b8c\u5373\u8d70\uff0c\u7f3a\u4e4f\u9ecf\u6027\u3002\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u5728\u4e8e\u80fd\u5426\u79ef\u7d2f\u51fa\u201c\u7f55\u89c1\u9519\u8bef\u6a21\u5f0f\u6570\u636e\u5e93\u201d\u2014\u2014\u6bd4\u5982\u5927\u6a21\u578b\u8f93\u51fa\u7684\u591a\u884c\u622a\u65ad\u3001\u975e\u6807\u51c6Unicode\u3001\u6df7\u5408\u8bed\u8a00\u6ce8\u91ca\u7b49\u2014\u2014\u4ece\u201c\u901a\u7528\u4fee\u590d\u201d\u8fdb\u5316\u5230\u201cAI\u8f93\u51fa\u7279\u5316\u4fee\u590d\u201d\u3002\u5982\u679c\u6b62\u6b65\u4e8e\u6807\u7b7e\u5316\u5f00\u6e90\u5de5\u5177\uff0c\u5f88\u5feb\u5c31\u4f1a\u6210\u4e3a\u5f00\u53d1\u8005\u6536\u85cf\u5939\u91cc\u5403\u7070\u7684\u53c8\u4e00\u4e2a\u7f51\u5740\u3002\u7b2c\u4e00\u7248\u4e0d\u9519\uff0c\u4f46\u522b\u6b62\u6b65\u4e8e\u6b64\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\">JSON Kit<\/span>\n <\/div>\n<div class=\"comment-content\">JSON Kit is a set of fast, browser-side JSON tools built for the AI era. The standout is Fix LLM JSON: paste the broken JSON that ChatGPT, Claude, or local models hand you, and get clean, valid JSON back instantly, with a label for exactly what was wrong (trailing commas, single quotes, Python literals, markdown fences, truncated output, and more). Everything runs 100% in your browser, so your output never touches a server.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \ud83d\udc4b I built JSON Kit.<br \/>\nThis started from one annoying bug. I kept piping LLM output into JSON.parse() and it would work fine for days, then break in production because the model added a trailing comma or wrapped everything in a “`json fence. If you’ve built anything on top of AI output you’ve probably hit the exact same thing.<br \/>\nSo I made Fix LLM JSON: paste the broken stuff, get clean JSON back, and it tells you what was wrong instead of silently fixing it. It runs entirely in your browser, which I cared about because LLM outputs are full of API keys and user data I didn’t want sending anywhere.<br \/>\nFull transparency: the repair engine under the hood is the open-source jsonrepair library by Jos de Jong, with a layer I built on top to detect and label the specific error patterns. The rest of the kit (formatter, JSON\u2192TS, JSON\u2192Zod, JSONPath, diff, markdown extractor) grew out of the same “I keep needing this” itch.<br \/>\nIt’s free to use, no signup. Would genuinely love feedback on what else breaks your JSON, especially the weird edge cases. Happy to answer anything in the comments today.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/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\/63QWRYLJDGZOWW\" class=\"app-title\">Mixstream<\/a><\/p>\n<div class=\"one-liner\">Rebuilding Music and Digital Economy<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">9<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Mixstream\u662f\u4e00\u4e2a\u8ba9\u97f3\u4e50\u4eba\u81ea\u4e3b\u638c\u63a7\u97f3\u4e50\u7ecf\u6d4e\u7684\u5e73\u53f0\uff0c\u901a\u8fc7\u900f\u660e\u7684\u7248\u7a0e\u8ffd\u8e2a\u548c\u540c\u6b65\u6388\u6743\uff0c\u89e3\u51b3\u827a\u672f\u5bb6\u5728\u4f20\u7edf\u884c\u4e1a\u4e2d\u6536\u5165\u4e0d\u900f\u660e\u3001\u4e2d\u95f4\u5546\u62bd\u6210\u9ad8\u3001\u65e0\u6cd5\u4e86\u89e3\u6bcf\u7b14\u7248\u7a0e\u6765\u6e90\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3cd3c15d-b018-4547-a7a1-688835b75e9c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6bf273fa-eb2e-4392-b753-ceac17dfc8c6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cb8f3b85-4bd2-4fef-99af-406f19e7b592.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3f793b5c-4667-415f-a605-4f200a6398dc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f31c518c-c26b-46f5-bff2-4853c5e4d317.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\">Music<\/span><br \/>\n <span class=\"tag\">Streaming Services<\/span><br \/>\n <span class=\"tag\">Tech<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u97f3\u4e50\u4eba\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u7248\u7a0e\u900f\u660e<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u97f3\u4e50\u53d1\u884c<\/span><br \/>\n <span class=\"tag\">\u540c\u6b65\u6388\u6743<\/span><br \/>\n <span class=\"tag\">AI\u5de5\u4f5c\u5ba4<\/span><br \/>\n <span class=\"tag\">\u53bb\u4e2d\u4ecb\u5316<\/span><br \/>\n <span class=\"tag\">\u521b\u4f5c\u8005\u7ecf\u6d4e<\/span><br \/>\n <span class=\"tag\">\u81ea\u4e3b\u7248\u6743<\/span><br \/>\n <span class=\"tag\">\u6d41\u5a92\u4f53\u5206\u53d1<\/span><br \/>\n <span class=\"tag\">\u7248\u7a0e\u8ffd\u8e2a<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u5bf9\u5e73\u53f0\u900f\u660e\u7248\u7a0e\u548c\u53bb\u4e2d\u95f4\u5546\u5316\u7684\u7406\u5ff5\u8868\u793a\u652f\u6301\uff0c\u671f\u5f85\u5176\u672a\u6765\u53d1\u5c55\u3002\u521b\u59cb\u4eba\u5f3a\u8c03\u4e86\u884c\u4e1a\u5f0a\u7aef\uff08\u7248\u7a0e\u9ed1\u7bb1\u3001\u4e2d\u95f4\u5546\u76d8\u5265\uff09\uff0c\u5e76\u8bf4\u660e\u6784\u5efa\u4e86\u5b8c\u6574\u6280\u672f\u6808\uff08\u542b\u81ea\u5bb6\u6d41\u5a92\u4f53\u5e94\u7528\u548cAI\u5de5\u4f5c\u5ba4\uff09\uff0c\u5e0c\u671b\u83b7\u5f97\u827a\u672f\u5bb6\u3001\u7ba1\u7406\u8005\u7b49\u5bf9\u5e73\u53f0\u4fe1\u4efb\u5ea6\u7684\u771f\u5b9e\u53cd\u9988\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Mixstream\u7684\u5207\u5165\u70b9\u7cbe\u51c6\u5730\u8e29\u4e2d\u4e86\u97f3\u4e50\u884c\u4e1a\u7684\u201c\u6697\u4f24\u201d\u2014\u2014\u7248\u7a0e\u4e0d\u900f\u660e\u548c\u521b\u4f5c\u8005\u88ab\u5265\u524a\u3002\u5b83\u6ca1\u6709\u5728\u53d1\u884c\u4ef7\u683c\u8fd9\u4e2a\u7ea2\u6d77\u91cc\u6253\u6eda\uff0c\u800c\u662f\u628a\u4ef7\u503c\u951a\u5b9a\u5728\u201c\u6743\u5229\u4e0e\u8bb8\u53ef\u201d\u7684\u590d\u6742\u5c42\u4e0a\uff0c\u8fd9\u786e\u5b9e\u6bd4\u5355\u7eaf\u7684\u201c\u4e0a\u4f20\u6587\u4ef6\u201d\u66f4\u6709\u62a4\u57ce\u6cb3\u3002\u4f46\u5766\u767d\u8bf4\uff0c\u201c\u900f\u660e\u201d\u548c\u201c\u516c\u5e73\u201d\u662f\u6bcf\u4e2a\u533a\u5757\u94fe\u97f3\u4e50\u9879\u76ee\u90fd\u558a\u8fc7\u7684\u53e3\u53f7\uff0c\u6700\u7ec8\u5927\u591a\u6298\u621f\u4e8e\u7528\u6237\u589e\u957f\u4e0e\u53d8\u73b0\u6548\u7387\u3002Mixstream\u7684MVP\u548c\u4ec59\u7968\u7684\u73b0\u72b6\u8bf4\u660e\u5b83\u4ecd\u5904\u4e8e\u6781\u65e9\u671f\u9a8c\u8bc1\u9636\u6bb5\uff0c\u6700\u5927\u7684\u6311\u6218\u4e0d\u662f\u6280\u672f\uff0c\u800c\u662f\u5982\u4f55\u8ba9\u5df2\u7ecf\u5bf9\u5404\u7c7b\u201c\u753b\u997c\u201d\u5e73\u53f0\u9ebb\u6728\u7684\u827a\u672f\u5bb6\u771f\u6b63\u76f8\u4fe1\u5e76\u8fc1\u79fb\u5176\u6838\u5fc3\u8d44\u4ea7\u2014\u2014\u97f3\u4e50\u7248\u6743\u3002\u9760\u201cAI\u5904\u7406\u7e41\u7410\u4e8b\u52a1\u201d\u548c\u201c\u81ea\u5efa\u6d41\u5a92\u4f53\u5e94\u7528\u201d\u6765\u8bc1\u660e\u7ba1\u7ebf\u53ef\u884c\uff0c\u542c\u8d77\u6765\u66f4\u50cf\u4e00\u79cd\u81ea\u8bc1\u6e05\u767d\u7684\u82e6\u529f\u592b\uff0c\u800c\u975e\u89c4\u6a21\u5316\u7684\u5229\u5668\u3002\u82e5\u4e0d\u80fd\u5feb\u901f\u63a5\u5165\u8db3\u591f\u5927\u7684\u7248\u7a0e\u6c60\uff08\u5982\u70ed\u95e8\u5f71\u89c6\u540c\u6b65\u6388\u6743\u8d44\u6e90\uff09\u6216\u63d0\u4f9b\u663e\u8457\u9ad8\u4e8eSpotify\u7b49\u5de8\u5934\u7684\u5206\u6210\u6bd4\u4f8b\uff0c\u5f88\u53ef\u80fd\u6f14\u53d8\u6210\u53c8\u4e00\u4e2a\u201c\u5c0f\u800c\u7f8e\u201d\u7684\u7406\u60f3\u4e3b\u4e49\u8bd5\u9a8c\u54c1\u3002\u771f\u6b63\u7684\u4ef7\u503c\uff0c\u5728\u4e8e\u5176\u7cfb\u7edf\u7684\u5e95\u5c42\u5ba1\u8ba1\u80fd\u529b\u80fd\u5426\u6210\u4e3a\u884c\u4e1a\u672a\u6765\u7684\u57fa\u7840\u8bbe\u65bd\uff0c\u800c\u4e0d\u53ea\u662f\u53c8\u4e00\u6b3e\u53d1\u884c\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\">Mixstream<\/span>\n <\/div>\n<div class=\"comment-content\">Mixstream puts artists in control of their own music economy, transparently and fairly. Release and distribute to every DSP, monetize your catalog through sync licensing, and see exactly how every royalty is generated, down to the stream. No black-box accounting, no middlemen skimming the top; just transparent payouts, fair splits, and 100% ownership of our masters.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>A nice one for talented musicians looking for support! Love to see how it goes in the future.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \ud83d\udc4b Sami here, one of the founders of Mixstream alongside Dylan.<br \/>\nWe built this because the music industry has the incentives backwards. Artists make the music, but everyone else owns the economy around it. Your royalties show up as a single number in someone else’s dashboard, with no way to see how it was actually generated.<\/p>\n<p>Middlemen take the biggest cut. And most distribution tools just race each other to the bottom on price, because uploading a file to Spotify was never the hard part. We wanted to flip that. Mixstream is a studio where artists actually control their own music economy. You release and distribute to every DSP, monetize your catalog through sync licensing, and see exactly how every royalty is earned, down to the stream. <\/p>\n<p>You keep your masters. No black box, no skimming.<\/p>\n<p>Building it taught us the real lesson: distribution is a commodity, but the rights and licensing layer on top is where the value lives. So we built the whole stack ourselves, even our own streaming app just to prove the pipeline works end to end, with an AI studio that handles the tedious parts so artists can stay focused on the music.<\/p>\n<p>We are launching the MVP and currently signing up alpha partners who will get long term exclusive benefits on Mixstream via the partnership program.<\/p>\n<p>We would genuinely love your honest feedback, especially from artists, managers, and anyone who has ever squinted at a royalty statement. What would make you trust a platform with your catalog?<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<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\/5TIN5TV3EG6TT7\" class=\"app-title\">AnyFrame<\/a><\/p>\n<div class=\"one-liner\">Platform for every agent your team builds<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">9<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>AnyFrame\u662f\u4e00\u4e2a\u8ba9\u56e2\u961f\u5feb\u901f\u642d\u5efa\u4e0e\u90e8\u7f72\u591a\u667a\u80fd\u4f53\uff08Agent\uff09\u7684\u5e73\u53f0\uff0c\u901a\u8fc7\u63d0\u4f9b\u6c99\u7bb1\u3001\u5185\u5b58\u3001\u53ef\u89c2\u6d4b\u6027\u7b49\u5e95\u5c42\u57fa\u7840\u8bbe\u65bd\uff0c\u89e3\u51b3\u5f00\u53d1\u8005\u91cd\u590d\u6784\u5efaAgent\u8fd0\u884c\u73af\u5883\u7684\u75db\u70b9\uff0c\u5e76\u652f\u6301\u5c06Agent\u5d4c\u5165Slack\u3001GitHub\u7b49\u73b0\u6709\u5de5\u4f5c\u6d41\u4e2d\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6be0e696-968f-4d68-9330-49433eb3732e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/27fe1a77-d1ea-4086-bbd6-17049cf23f43.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/424df1c8-2c60-4f41-9737-22159d2002bf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/856afd1f-9a74-4388-aba2-c35ebab1ff22.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\/d6217702-c76e-46f2-91ca-0f18f2ddb660.gif?auto=format\" data-video-url=\"https:\/\/www.loom.com\/share\/58a47458b2d942709aba7cf1562fdb60\"><source src=\"https:\/\/www.loom.com\/share\/58a47458b2d942709aba7cf1562fdb60\" 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\">Software Engineering<\/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\">\u591a\u667a\u80fd\u4f53\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">Agent\u8fd0\u7ef4<\/span><br \/>\n <span class=\"tag\">\u57fa\u7840\u8bbe\u65bd<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u6c99\u7bb1\u73af\u5883<\/span><br \/>\n <span class=\"tag\">\u53ef\u89c2\u6d4b\u6027<\/span><br \/>\n <span class=\"tag\">SDK<\/span><br \/>\n <span class=\"tag\">AI\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">Slack\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">GitHub\u96c6\u6210<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237Chirag\uff08\u8054\u5408\u521b\u59cb\u4eba\uff09\u4e3b\u52a8\u4ecb\u7ecd\u4ea7\u54c1\uff0c\u5f3a\u8c03\u56e2\u961f\u538c\u5026\u4e86\u91cd\u590d\u6784\u5efaAgent\u57fa\u7840\u67b6\u6784\uff0cAnyFrame\u8d1f\u8d23\u8fd0\u884c\u65f6\u4e0e\u96c6\u6210\uff0c\u7528\u6237\u53ef\u4e13\u6ce8\u4e8e\u4e1a\u52a1\u903b\u8f91\u3002\u8bc4\u8bba\u76ee\u524d\u65e0\u8d1f\u9762\u53cd\u9988\u6216\u5177\u4f53\u95ee\u9898\uff0c\u4e3b\u8981\u8868\u8fbe\u4ea7\u54c1\u5b9a\u4f4d\u4e0e\u672a\u6765\u8ba1\u5212\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n AnyFrame\u8e29\u4e2d\u4e86\u5f53\u524dAI\u5e94\u7528\u843d\u5730\u4e2d\u6700\u75db\u7684\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\u95ee\u9898\uff1aAgent\u7684\u90e8\u7f72\u4e0e\u8fd0\u7ef4\u3002\u5176\u4ef7\u503c\u4e0d\u5728\u4e8e\u521b\u9020\u65b0\u7684AI\u80fd\u529b\uff0c\u800c\u5728\u4e8e\u5c06\u57fa\u7840\u8bbe\u65bd\u6807\u51c6\u5316\u2014\u2014\u6c99\u7bb1\u9694\u79bb\u3001\u5185\u5b58\u7ba1\u7406\u3001\u5de5\u5177\u94fe\u96c6\u6210\u3001\u4ee5\u53ca\u8de8\u5de5\u4f5c\u6d41\uff08Slack\/GitHub\uff09\u7684\u89e6\u53d1\u673a\u5236\uff0c\u8fd9\u4e9b\u90fd\u662f\u4eceDemo\u5230\u751f\u4ea7\u73af\u5883\u7684\u5fc5\u8981\u53f0\u9636\uff0c\u4f46\u5f88\u591a\u56e2\u961f\u7684\u786e\u5728\u53cd\u590d\u9020\u8f6e\u5b50\u3002\u7136\u800c\uff0c\u4ea7\u54c1\u4ec5\u53d1\u5e03\u4e00\u4e2a\u6708\uff0c\u4ec5\u67099\u7968\uff0c\u8bf4\u660e\u76ee\u524d\u8fd8\u5728\u65e9\u671f\u6982\u5ff5\u9a8c\u8bc1\u9636\u6bb5\uff0c\u5e02\u573a\u63a5\u53d7\u5ea6\u5b58\u7591\u3002\u5b83\u7684\u771f\u6b63\u547d\u95e8\u5728\u4e8e\uff1a1\uff09\u7ade\u4e89\u6fc0\u70c8\uff0c\u540c\u7c7b\u578b\u7684LangChain\u3001AutoGPT\u3001\u4ee5\u53ca\u4e91\u5382\u5546\u7684Agent\u6846\u67b6\u90fd\u5df2\u5e03\u5c40\uff0cAnyFrame\u5982\u4f55\u5dee\u5f02\u5316\uff1f\u76ee\u524d\u770b\u4ec5\u6709\u201cHarness\u53ef\u4e92\u6362\u201d\u7b97\u662f\u4eae\u70b9\uff0c\u4f46\u8fd9\u672c\u8d28\u662f\u517c\u5bb9\u6027\uff0c\u5e76\u975e\u62a4\u57ce\u6cb3\u30022\uff09\u7528\u6237\u8bc4\u8bba\u4e2d\u53ea\u6709\u521b\u59cb\u56e2\u961f\u81ea\u8ff0\uff0c\u7f3a\u4e4f\u771f\u5b9e\u7b2c\u4e09\u65b9\u53cd\u9988\uff0c\u96be\u4ee5\u5224\u65ad\u5b9e\u9645\u843d\u5730\u4e2d\u6c99\u7bb1\u6027\u80fd\u3001\u5ef6\u8fdf\u3001\u5f02\u5e38\u5904\u7406\u7b49\u5173\u952e\u6307\u6807\u7684\u6210\u719f\u5ea6\u30023\uff09\u5ba3\u79f0\u201c\u5206\u949f\u7ea7\u542f\u52a8swarm\u201d\uff0c\u4f46\u5728\u4f01\u4e1a\u7ea7\u573a\u666f\u4e0b\uff0c\u6743\u9650\u63a7\u5236\u3001\u5ba1\u8ba1\u65e5\u5fd7\u3001\u6210\u672c\u76d1\u63a7\u7b49\u6cbb\u7406\u9700\u6c42\u53ef\u80fd\u88ab\u8fc7\u5ea6\u7b80\u5316\u3002\u603b\u4f53\u6765\u770b\uff0c\u65b9\u5411\u6b63\u786e\uff0c\u4f46\u9700\u8981\u8fc5\u901f\u8bc1\u660e\u80fd\u5728\u5927\u89c4\u6a21\u3001\u9ad8\u5e76\u53d1\u3001\u590d\u6742\u6d41\u7a0b\u4e2d\u7a33\u5b9a\u8fd0\u884c\uff0c\u5426\u5219\u5f88\u5bb9\u6613\u6ca6\u4e3a\u53c8\u4e00\u4e2a\u201cDemo\u7ea7\u201d\u5de5\u5177\u3002\u56e2\u961f\u901f\u5ea6\u662f\u4f18\u52bf\uff0c\u4f46\u4ea7\u54c1\u6df1\u5ea6\u624d\u662f\u751f\u5b58\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\">AnyFrame<\/span>\n <\/div>\n<div class=\"comment-content\">Spin up swarms of agents in minutes, for any use case, on any harness. For internal tools or customer-facing products.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! \ud83d\udc4b<\/p>\n<p>I’m Chirag, co-founder of AnyFrame, building this together with <a href=\"https:\/\/www.producthunt.com\/@inishchith\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@inishchith<\/a><\/p>\n<p>For the last 6 months, we watched teams burn weeks building agent infrastructure before writing a single line of actual business logic. Sandboxes, retries, memory, observability, harness integrations. Every team was rebuilding the same plumbing from scratch.<\/p>\n<p>We got tired of watching it happen, so a month ago we started building the fix.<\/p>\n<p>AnyFrame is the platform layer every agent team keeps reinventing. You bring the logic. We handle the runtime, sandboxing, memory, and observability. Your agents live inside Slack, GitHub, Discord, wherever work already happens, and get triggered naturally by the things that happen there.<\/p>\n<\/p>\n<p><strong>What we shipped today:<\/strong><\/p>\n<ul>\n<li>\n<p>Agents that can browse the web, interact with any UI, and connect to your existing tools for context and action<\/p>\n<\/li>\n<li>\n<p>Triggers from the tools your team already uses (Slack, GitHub, Discord and more)<\/p>\n<\/li>\n<li>\n<p>Harness-swappable agents (Claude Code, Cursor, Codex) so you can flip anytime without rewrites<\/p>\n<\/li>\n<li>\n<p>Python + TypeScript SDK to embed agents inside your own product in a few lines<\/p>\n<\/li>\n<\/ul>\n<p>We’re one month old and this is just the beginning. We have a packed roadmap and will keep shipping fast. This community’s feedback will directly shape what we prioritize next, so we’d love to hear what you’re building and what’s getting in your way.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#19<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/D5IR75ZOSMCL2H\" class=\"app-title\">Launci<\/a><\/p>\n<div class=\"one-liner\">the go-to-market agent <\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">8<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Launci \u662f\u4e00\u4e2a\u9762\u5411\u521b\u59cb\u4eba\u7684AI\u4e0a\u5e02\uff08GTM\uff09\u4ee3\u7406\uff0c\u80fd\u6839\u636e\u4f60\u8bbe\u5b9a\u7684\u76ee\u6807\uff0c\u81ea\u52a8\u8c03\u7814\u6f5c\u5728\u5ba2\u6237\u5e76\u5728\u90ae\u4ef6\u3001LinkedIn\u3001X\u3001Reddit\u7b49\u6e20\u9053\u64b0\u5199\u4e2a\u6027\u5316\u89e6\u8fbe\u6d88\u606f\uff0c\u89e3\u51b3\u51b7\u542f\u52a8\u65f6\u201c\u627e\u4e0d\u5230\u5bf9\u7684\u4eba\u3001\u5199\u4e0d\u51fa\u5bf9\u7684\u6587\u6848\u201d\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/eca32f5f-1364-4ba3-8c0f-a226bdb5a429.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/81bf957d-c2fb-47fd-85f4-bedf524e1d5a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2380d46c-4cfe-4cee-85c7-8ab04bc983a2.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\">Email<\/span><br \/>\n <span class=\"tag\">Sales<\/span><br \/>\n <span class=\"tag\">Marketing<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI GTM\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u51b7\u542f\u52a8<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316\u5916\u8054<\/span><br \/>\n <span class=\"tag\">\u521b\u59cb\u4eba\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u793e\u4ea4\u5a92\u4f53\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u6f5c\u5728\u5ba2\u6237\u8c03\u7814<\/span><br \/>\n <span class=\"tag\">AI\u9500\u552e\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u5c0f\u4f17\u5e02\u573a\u89e6\u8fbe<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u8425\u9500<\/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\uff080\u70b9\u8d5e\uff09\u8bc4\u8bba\u80af\u5b9a\u4e86\u521b\u59cb\u4eba\u7684\u5047\u8bbe\u65b9\u5411\u6b63\u786e\uff0c\u4f46\u5173\u952e\u6311\u6218\u5728\u4e8e\u4ee3\u7406\u80fd\u5426\u53ef\u9760\u5730\u5bfc\u822aLinkedIn\u5e73\u53f0\u3002\u76ee\u524d\u4ec5\u67091\u6761\u56de\u5e16\u83b7\u5f97\u70b9\u8d5e\uff0c\u6574\u4f53\u53cd\u9988\u6709\u9650\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Launci \u5207\u4e2d\u4e86\u4e00\u4e2a\u771f\u5b9e\u7684\u75db\u70b9\uff1a\u4f20\u7edfGTM\u5de5\u5177\u5728\u201c\u91cf\u201d\u4e0a\u5185\u5377\uff0c\u5374\u5ffd\u7565\u4e86\u51b7\u542f\u52a8\u6700\u7a00\u7f3a\u7684\u201c\u8d28\u201d\u2014\u2014\u627e\u5230\u771f\u6b63\u5173\u5fc3\u4f60\u4e14\u4f60\u80fd\u63d0\u4f9b\u72ec\u7279\u4ef7\u503c\u7684\u4eba\u3002\u5176\u4ef7\u503c\u4e0d\u5728\u4e8e\u81ea\u52a8\u5316\u53d1\u9001\uff0c\u800c\u5728\u4e8e\u7528AI\u6a21\u62df\u4eba\u505a\u201c\u6162\u6d3b\u201d\uff1a\u6df1\u5ea6\u8c03\u7814\u3001\u7406\u89e3\u4e0a\u4e0b\u6587\u3001\u9501\u5b9a\u9500\u552e\u6570\u636e\u5e93\u96be\u4ee5\u8986\u76d6\u7684\u201c\u6c34\u4e0b\u89d2\u8272\u201d\uff08\u5982\u884c\u4e1a\u8bb0\u8005\u3001\u64ad\u5ba2\u4e3b\u3001\u5c0f\u4f17\u793e\u533a\u7248\u4e3b\uff09\u3002\u8fd9\u79cd\u5b9a\u4f4d\u8ba9\u5b83\u907f\u5f00\u4e86\u4e0eApollo\u3001Lemlist\u7b49\u6295\u653e\u578b\u5de5\u5177\u7684\u6b63\u9762\u7ade\u4e89\uff0c\u8f6c\u800c\u670d\u52a1\u90a3\u4e9b\u8ffd\u6c42\u7cbe\u51c6\u800c\u975e\u5e7f\u6492\u7f51\u7684\u6df1\u5ea6\u6280\u672f\u521b\u59cb\u4eba\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u98ce\u9669\u540c\u6837\u660e\u663e\u3002\u6b63\u5982\u7528\u6237\u8bc4\u8bba\u6240\u8d28\u7591\u7684\uff0cAI\u4ee3\u7406\u5bf9LinkedIn\u7b49\u5c01\u95ed\u793e\u4ea4\u7f51\u7edc\u7684\u5bfc\u822a\u80fd\u529b\u662f\u6700\u5927\u74f6\u9888\u2014\u2014\u81ea\u52a8\u5316\u722c\u53d6\u3001\u6a21\u62df\u771f\u4eba\u4ea4\u4e92\u6781\u6613\u89e6\u53d1\u5e73\u53f0\u53cd\u722c\u673a\u5236\u6216\u8d26\u53f7\u5c01\u7981\u3002\u6b64\u5916\uff0c\u201c\u8be2\u95ee\u540e\u518d\u6267\u884c\u201d\u7684\u8bbe\u8ba1\u867d\u5f3a\u8c03\u63a7\u5236\u611f\uff0c\u5374\u53ef\u80fd\u62d6\u6162\u54cd\u5e94\u901f\u5ea6\uff0c\u62b5\u6d88\u81ea\u52a8\u5316\u7684\u672c\u8d28\u4f18\u52bf\u3002\u82e5\u4e0d\u80fd\u4ee5\u6781\u4f4e\u7528\u6237\u4ecb\u5165\u6210\u672c\u5b9e\u73b0\u9ad8\u7cbe\u5ea6\u51b3\u7b56\uff0c\u521b\u59cb\u4eba\u4f9d\u7136\u4f1a\u89c9\u5f97\u4e0d\u5982\u81ea\u5df1\u5199\u3002Launci \u7684\u7406\u60f3\u7528\u6237\u753b\u50cf\u5e94\u662f\u201c\u6781\u5ba2\u521b\u59cb\u4eba\u201d\uff1a\u4fe1\u4efbAI\u7684\u63a8\u7406\u80fd\u529b\uff0c\u613f\u610f\u5bb9\u5fcd\u90e8\u5206\u5ef6\u8fdf\u4ee5\u6362\u53d6\u6df1\u5ea6\u7cbe\u51c6\u3002\u957f\u671f\u770b\uff0c\u5b83\u5fc5\u987b\u5efa\u7acb\u4e00\u5957\u900f\u660e\u7684\u4fe1\u4efb\u673a\u5236\u2014\u2014\u8ba9\u7528\u6237\u6e05\u6670\u770b\u5230AI\u7684\u8c03\u7814\u903b\u8f91\u548c\u51b3\u7b56\u4f9d\u636e\uff0c\u5426\u5219\u5c06\u6ca6\u4e3a\u53c8\u4e00\u4e2a\u201c\u770b\u8d77\u6765\u5f88\u806a\u660e\u4f46\u5b9e\u9645\u4e0d\u6562\u7528\u201d\u7684\u73a9\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\">Launci<\/span>\n <\/div>\n<div class=\"comment-content\">For founders who’d rather ship code than DM strangers. Launci is the AI go-to-market agent for founders. Drop a goal and it operates for days: researches prospects, writes personal outreach across email, LinkedIn, X and Reddit, sends from your own inbox, follows up, brings replies back. It asks before it ships. Works for the niches Apollo can’t touch.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt,<\/p>\n<p>I’m Pung, building Launci solo from Munich.<\/p>\n<p>The hard part of launching isn’t sending the message. It’s finding someone who actually cares about your thing, and writing something that proves you understand them.<\/p>\n<p>Every cold outreach tool I’ve used optimizes for the wrong thing, more sends, bigger lists, more templates. Reply rates sit at 0.5% because nobody’s finding the right person or writing the right angle.<\/p>\n<p>So Launci does the slow, hard work. You give it a goal in plain English and the agent:<\/p>\n<p>– Researches prospects across email, LinkedIn, X, Reddit, and DMs, including the people sales databases can’t find: indie journalists, podcast hosts, niche newsletter writers, community moderators, micro-influencers in your specific corner<br \/>– Picks the angle per person, references a specific post, a quote from their site, a real connection<br \/>– Sends from your own inbox or account, follows up for days, brings replies back to you<br \/>– Asks before it ships every move<\/p>\n<p>If there’s no good reason to reach out, it doesn’t. One specific message beats 100 templated ones.<\/p>\n<p>Three things I’d love feedback on:<br \/>1. Did the demo land or feel too dense?<br \/>2. Anything obvious missing from the channels?<br \/>3. “Asks before it ships”, right amount of control, or should I default to more autonomous?<\/p>\n<p>Will be answering every comment today.<\/p>\n<p>Pung<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@pungme\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pungme<\/a> Your hypothesis is right for sure. Will come down to how reliably the agent navigates LinkedIn. Good luck!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">#20<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/UUJW2SY55KMO42\" class=\"app-title\">Open Source Alternative Finder<\/a><\/p>\n<div class=\"one-liner\">Free replacements for Slack, Notion, Figma & 60+ paid tools<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">8<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u6bcf\u65e5\u66f4\u65b0\u7684\u5de5\u5177\u5bf9\u6bd4\u7f51\u7ad9\uff0c\u5e2e\u52a9\u7528\u6237\u627e\u5230Slack\u3001Notion\u3001Figma\u7b4960+\u4ed8\u8d39SaaS\u7684\u514d\u8d39\u3001\u81ea\u6258\u7ba1\u5f00\u6e90\u66ff\u4ee3\u54c1\uff0c\u5e76\u63d0\u4f9b\u8fc1\u79fb\u6307\u5357\u548cAI\u5206\u6790\uff0c\u89e3\u51b3\u56e2\u961f\u9ad8\u989d\u8f6f\u4ef6\u8ba2\u9605\u8d39\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cd593f1b-1364-4b74-b30b-e9e334be6ed9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/da94bfc5-61d4-4dfd-a32c-bbc594c11d47.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a22405d6-2299-4032-87f2-f9b10d755a62.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b937b328-6a35-45cb-aeaa-4326b59781e3.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\">SaaS<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5f00\u6e90\u66ff\u4ee3<\/span><br \/>\n <span class=\"tag\">SaaS\u5bf9\u6bd4<\/span><br \/>\n <span class=\"tag\">\u81ea\u6258\u7ba1<\/span><br \/>\n <span class=\"tag\">\u8fc1\u79fb\u6307\u5357<\/span><br \/>\n <span class=\"tag\">AI\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u5b9a\u4ef7\u900f\u660e<\/span><br \/>\n <span class=\"tag\">\u72ec\u7acb\u5f00\u53d1\u8005<\/span><br \/>\n <span class=\"tag\">\u7701\u94b1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u6548\u7387<\/span><br \/>\n <span class=\"tag\">VPS\u90e8\u7f72<\/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\u8005John\u89e3\u91ca\u4e86\u9879\u76ee\u521d\u8877\uff1a\u56e2\u961f\u6bcf\u5e74\u652f\u4ed8$8000+\u8ba2\u9605\u8d39\uff0c\u800c\u81ea\u6258\u7ba1\u65b9\u6848\u4ec5\u9700$6\/\u6708VPS\u3002\u4ed6\u5f3a\u8c03\u4e86\u201c\u7559\u5728\u4ed8\u8d39\u5de5\u5177\u201d\u7684\u8bda\u5b9e\u5bf9\u6bd4\u3001\u96be\u5ea6\u8bc4\u7ea7\u548c\u8282\u7701\u8ba1\u7b97\u5668\u3002\u7528\u6237\u5173\u6ce8\u70b9\u5728\u4e8e\u8fc1\u79fb\u6307\u5357\u6df1\u5ea6\u548c\u5b9a\u4f4d\u6e05\u6670\u5ea6\uff0c\u671f\u5f85\u66f4\u591a\u7c7b\u522b\u8986\u76d6\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 Open Source Alternative Finder\u7cbe\u51c6\u5207\u4e2d\u4e86\u201cSaaS\u8ba2\u9605\u75b2\u52b3\u201d\u8fd9\u4e00\u521a\u9700\u2014\u2014\u5c24\u5176\u662f\u5bf9\u4e2d\u5c0f\u56e2\u961f\u548c\u9884\u7b97\u654f\u611f\u7684\u6280\u672f\u7528\u6237\u800c\u8a00\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u7f57\u5217\u66ff\u4ee3\u54c1\u201d\uff0c\u800c\u5728\u4e8e\u7528AI\u964d\u4f4e\u51b3\u7b56\u6210\u672c\uff1a\u6bcf\u5929\u81ea\u52a8\u66f4\u65b0\u3001\u5b9a\u4ef7\u5bf9\u6bd4\u3001\u8fc1\u79fb\u96be\u5ea6\u8bc4\u7ea7\uff0c\u751a\u81f3\u6709\u4e2a\u201c\u8bda\u5b9e\u529d\u9000\u201d\u6a21\u5757\uff08\u63d0\u793a\u7528\u6237\u4f55\u65f6\u4e0d\u9002\u5408\u8f6c\u5f00\u6e90\uff09\uff0c\u8fd9\u6bd4\u7edd\u5927\u591a\u6570\u5f00\u6e90\u63a8\u8350\u7ad9\u66f4\u52a1\u5b9e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u95ee\u9898\u4e5f\u5f88\u660e\u663e\uff1a\u5f53\u524d\u4ec557\u7ec4\u5bf9\u6bd4\u30018\u7c7b\u5de5\u5177\uff0c\u8986\u76d6\u6df1\u5ea6\u6709\u9650\uff0c\u4e14AI\u751f\u6210\u7684\u201cAI\u88c1\u51b3\u201d\u53ef\u80fd\u7f3a\u4e4f\u6280\u672f\u7ec6\u8282\u7684\u5b9e\u64cd\u9a8c\u8bc1\u3002\u5f00\u53d1\u8005John\u4ee5\u201c\u96f6\u6210\u672c\u7ba1\u9053\u201d\u8fd0\u8425\uff0c\u4f9d\u8d56GitHub Actions\u548cGroq AI\uff0c\u8fd9\u65e2\u662f\u4f18\u52bf\uff08\u4f4e\u95e8\u69db\uff09\uff0c\u4e5f\u662f\u9690\u5fe7\u2014\u2014\u4e00\u65e6\u7ef4\u62a4\u8005\u7cbe\u529b\u5206\u6563\uff0c\u5185\u5bb9\u66f4\u65b0\u548c\u51c6\u786e\u6027\u53ef\u80fd\u6ed1\u5761\u3002\n <\/p>\n<p class=\"ai-content\">\n \u53e6\u5916\uff0c\u6295\u7968\u6570\u4ec58\uff0c\u793e\u533a\u5171\u9e23\u5fae\u5f31\u3002\u8bc4\u8bba\u4e2d\u867d\u6709\u5f00\u53d1\u8005\u5766\u8bda\u5206\u4eab\uff0c\u5374\u51e0\u4e4e\u6ca1\u6709\u7528\u6237\u771f\u5b9e\u53cd\u9988\u6216\u4f7f\u7528\u4f53\u9a8c\u3002\u8fd9\u6697\u793a\u4ea7\u54c1\u4ecd\u5904\u4e8e\u65e9\u671f\u201c\u81ea\u55e8\u201d\u9636\u6bb5\uff0c\u5c1a\u672a\u5f62\u6210\u53e3\u7891\u4f20\u64ad\u3002\u82e5\u60f3\u4ece\u201c\u4e2a\u4eba\u9879\u76ee\u201d\u8dc3\u5347\u4e3a\u201c\u4ea7\u54c1\u201d\uff0c\u9700\u8981\u66f4\u7cfb\u7edf\u7684\u793e\u533a\u5efa\u8bbe\u3001\u7528\u6237\u6848\u4f8b\uff0c\u4ee5\u53ca\u66f4\u6df1\u5ea6\u7684\u8fc1\u79fb\u6559\u7a0b\uff08\u5982\u5b9e\u9645\u90e8\u7f72\u8e29\u5751\u8bb0\u5f55\uff09\u3002\u4e00\u53e5\u8bdd\uff1a\u65b9\u5411\u6b63\u786e\uff0c\u4f46\u79bb\u201c\u66ff\u4ee3\u54c1\u53c2\u8003\u6807\u6746\u201d\u8fd8\u6709\u4e0d\u5c11\u8def\u8981\u8d70\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Open Source Alternative Finder<\/span>\n <\/div>\n<div class=\"comment-content\">A daily-updated comparison site covering 60+ proprietary SaaS tools and their free, self-hosted open-source alternatives. Every page includes pricing tables, self-hosting difficulty ratings, step-by-step migration guides, and an AI verdict. Built and run by John Ogoina, a solo developer based in Nigeria.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey PH \ud83d\udc4b I’m John, the solo developer behind OSALFinder \u2014 built and run from Nigeria.<\/p>\n<p>The idea came from a simple frustration: teams were paying $8,000+\/year for tools like Slack, Notion, Figma, and Jira \u2014 and equally good self-hosted alternatives existed for the cost of a $6\/month VPS. But there was nowhere that compared them honestly, with real pricing tables, self-hosting difficulty ratings, and step-by-step migration guides.<\/p>\n<p>So I built it. The entire site runs on a $0\/month pipeline \u2014 GitHub Actions scrapes live data daily, Groq AI generates the comparison content, and GitHub Pages hosts it all for free. 57 comparisons across 8 categories, rebuilt every 24 hours.<\/p>\n<p>A few things I’m especially proud of:<br \/>\n\u2014 The “Stay with the paid tool if…” section on every page (we’re honest when the OSS alternative isn’t good enough)<br \/>\n\u2014 Self-hosting difficulty ratings (1\u20135 scale with time estimates)<br \/>\n\u2014 The Savings Calculator that shows your team’s exact annual saving<\/p>\n<p>Happy to answer any questions about the pipeline, the niche, or building solo with AI tools.<\/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>Thanks to everyone who voted today. I genuinely didn’t expect makers to show up this early.<\/p>\n<\/p>\n<p><strong>@alexcloudstar @david_firouzbakht @praneethnarisetty<\/strong> \u2014 curious what drew you to the tool. Any categories where you’d want to see deeper migration guides? Still expanding coverage and maker input tends to be sharper than general feedback.<\/p>\n<\/p>\n<p>I’m open to any honest thoughts on the positioning too. It’s always better to hear it straight.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<\/div>\n<p><\/p>\n<div id=\"imageModal\" class=\"modal\">\n <span class=\"close\">×<\/span><br \/>\n <img class=\"modal-content\" id=\"modalImage\">\n<\/div>\n<p><script>\n \/\/ \u83b7\u53d6\u6a21\u6001\u6846\u5143\u7d20\n const modal = document.getElementById(\"imageModal\");\n const modalImg = document.getElementById(\"modalImage\");\n const closeBtn = document.getElementsByClassName(\"close\")[0];<\/p>\n<p> \/\/ \u68c0\u6d4b\u662f\u5426\u4e3a\u79fb\u52a8\u8bbe\u5907\n const isMobile = \/iPhone|iPad|iPod|Android\/i.test(navigator.userAgent);<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4f18\u5316\n function addTouchOptimization() {\n if (isMobile) {\n \/\/ \u4e3a\u6240\u6709\u53ef\u70b9\u51fb\u5143\u7d20\u6dfb\u52a0\u89e6\u6478\u53cd\u9988\n const clickableElements = document.querySelectorAll(\n '.media-content, .close, .video-overlay, .play-icon'\n );<\/p>\n<p> clickableElements.forEach(el => {\n el.style.touchAction = 'manipulation'; \/\/ \u9632\u6b62\u53cc\u51fb\u7f29\u653e\n });\n }\n }<\/p>\n<p> \/\/ \u4e3a\u6240\u6709\u56fe\u7247\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6\n const images = document.querySelectorAll(\"img.media-content\");\n images.forEach(img => {\n img.onclick = function() {\n modal.style.display = \"block\";\n modalImg.src = this.src;\n \/\/ \u963b\u6b62\u80cc\u666f\u6eda\u52a8\n document.body.style.overflow = \"hidden\";\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n img.addEventListener('touchstart', function(e) {\n \/\/ \u9632\u6b62\u89e6\u6478\u4e8b\u4ef6\u89e6\u53d1\u4e0d\u5fc5\u8981\u7684\u884c\u4e3a\n e.preventDefault();\n this.click();\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u4e3a\u89c6\u9891\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6 - \u8df3\u8f6c\u5230\u89c6\u9891URL\n const videos = document.querySelectorAll(\"video.media-content\");\n videos.forEach(video => {\n \/\/ \u70b9\u51fb\u89c6\u9891\u672c\u8eab\u65f6\u8df3\u8f6c\u5230\u89c6\u9891URL\n video.onclick = function(e) {\n \/\/ \u68c0\u67e5\u70b9\u51fb\u76ee\u6807\u662f\u5426\u662f\u89c6\u9891\u63a7\u4ef6\u6216\u5176\u5b50\u5143\u7d20\n let isControlClick = false;\n let target = e.target;<\/p>\n<p> \/\/ \u5411\u4e0a\u904d\u5386DOM\uff0c\u68c0\u67e5\u662f\u5426\u70b9\u51fb\u4e86\u63a7\u4ef6\u5143\u7d20\n while (target && target !== this) {\n \/\/ \u68c0\u67e5\u662f\u5426\u6709\u63a7\u4ef6\u76f8\u5173\u7684\u7c7b\u540d\u6216\u5c5e\u6027\n if (target.classList.contains('video-js') || \n target.tagName.toLowerCase() === 'button' || \n target.tagName.toLowerCase() === 'input' || \n target.tagName.toLowerCase() === 'select' ||\n target.className.includes('control')) {\n isControlClick = true;\n break;\n }\n target = target.parentElement;\n }<\/p>\n<p> \/\/ \u53ea\u6709\u5f53\u70b9\u51fb\u7684\u662f\u89c6\u9891\u672c\u8eab\u800c\u975e\u63a7\u4ef6\u65f6\u624d\u8df3\u8f6c\n if (!isControlClick && e.target.tagName.toLowerCase() === 'video') {\n const videoUrl = this.getAttribute('data-video-url') || this.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n video.addEventListener('touchstart', function(e) {\n \/\/ \u68c0\u67e5\u662f\u5426\u70b9\u51fb\u4e86\u63a7\u4ef6\n let isControlClick = false;\n let target = e.target;<\/p>\n<p> while (target && target !== this) {\n if (target.tagName.toLowerCase() === 'button' || \n target.tagName.toLowerCase() === 'input' || \n target.className.includes('control')) {\n isControlClick = true;\n break;\n }\n target = target.parentElement;\n }<\/p>\n<p> if (!isControlClick) {\n e.preventDefault();\n const videoUrl = this.getAttribute('data-video-url') || this.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u4e3a\u89c6\u9891\u906e\u7f69\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6\uff0c\u786e\u4fdd\u70b9\u51fb\u906e\u7f69\u4e5f\u80fd\u8df3\u8f6c\n const videoOverlays = document.querySelectorAll('.video-overlay');\n videoOverlays.forEach(overlay => {\n overlay.onclick = function(e) {\n \/\/ \u963b\u6b62\u4e8b\u4ef6\u5192\u6ce1\u5230\u89c6\u9891\u5143\u7d20\n e.stopPropagation();\n const video = this.parentElement.querySelector('video.media-content');\n if (video) {\n const videoUrl = video.getAttribute('data-video-url') || video.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n overlay.addEventListener('touchstart', function(e) {\n e.preventDefault();\n e.stopPropagation();\n const video = this.parentElement.querySelector('video.media-content');\n if (video) {\n const videoUrl = video.getAttribute('data-video-url') || video.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u5173\u95ed\u6a21\u6001\u6846\n closeBtn.onclick = function() {\n modal.style.display = \"none\";\n \/\/ \u6062\u590d\u80cc\u666f\u6eda\u52a8\n document.body.style.overflow = \"auto\";\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n closeBtn.addEventListener('touchstart', function(e) {\n e.preventDefault();\n modal.style.display = \"none\";\n document.body.style.overflow = \"auto\";\n }, { passive: false });\n }<\/p>\n<p> \/\/ \u70b9\u51fb\u6a21\u6001\u6846\u5916\u90e8\u5173\u95ed\n window.onclick = function(event) {\n if (event.target === modal) {\n modal.style.display = \"none\";\n document.body.style.overflow = \"auto\";\n }\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n modal.addEventListener('touchstart', function(e) {\n if (e.target === modal) {\n modal.style.display = \"none\";\n document.body.style.overflow = \"auto\";\n }\n }, { passive: true });\n }<\/p>\n<p> \/\/ \u6309ESC\u952e\u5173\u95ed\u6a21\u6001\u6846\n document.addEventListener('keydown', function(event) {\n if (event.key === 'Escape' && modal.style.display === 'block') {\n modal.style.display = 'none';\n document.body.style.overflow = \"auto\";\n }\n });<\/p>\n<p> \/\/ \u68c0\u67e5\u6bcf\u4e2a\u5a92\u4f53\u753b\u5eca\u4e2d\u662f\u5426\u53ea\u6709\u4e00\u4e2a\u9879\u76ee\uff0c\u5982\u679c\u662f\uff0c\u6dfb\u52a0single-item\u7c7b\n document.querySelectorAll('.media-gallery').forEach(gallery => {\n if (gallery.querySelectorAll('.media-item-wrapper').length === 1) {\n gallery.classList.add('single-item');\n }\n });<\/p>\n<p> \/\/ \u521d\u59cb\u5316\u89e6\u6478\u4f18\u5316\n addTouchOptimization();<\/p>\n<p> \/\/ \u7a97\u53e3\u5927\u5c0f\u53d8\u5316\u65f6\u91cd\u65b0\u68c0\u67e5\u753b\u5eca\u72b6\u6001\n window.addEventListener('resize', function() {\n document.querySelectorAll('.media-gallery').forEach(gallery => {\n if (gallery.querySelectorAll('.media-item-wrapper').length === 1) {\n gallery.classList.add('single-item');\n } else {\n gallery.classList.remove('single-item');\n }\n });\n });<\/p>\n<p> \/\/ --- \u8bc4\u8bba\u533a\u57df\u6298\u53e0\/\u5c55\u5f00\u529f\u80fd ---\n const commentToggles = document.querySelectorAll('.comments-toggle');<\/p>\n<p> commentToggles.forEach(toggle => {\n toggle.addEventListener('click', function() {\n \/\/ \u5207\u6362\u5f53\u524dtoggle\u7684open\u72b6\u6001\n this.classList.toggle('open');<\/p>\n<p> \/\/ \u83b7\u53d6\u5bf9\u5e94\u7684\u8bc4\u8bba\u5bb9\u5668\n const commentsContainer = this.nextElementSibling;\n if (commentsContainer && commentsContainer.classList.contains('comments-container')) {\n commentsContainer.classList.toggle('open');\n }\n });\n });\n<\/script><\/p>\n<p><\/body><br \/>\n<\/html><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-05-31 PH\u70ed\u699c | 2026-05-31 #1 Clipt […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"template-clean-canvas.php","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[],"class_list":["post-239","post","type-post","status-publish","format-standard","hentry","category-producthunt"],"_links":{"self":[{"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/posts\/239","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/comments?post=239"}],"version-history":[{"count":0,"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/posts\/239\/revisions"}],"wp:attachment":[{"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/media?parent=239"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/categories?post=239"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/tags?post=239"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}