\n \n \n Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-01-19<\/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 | 2026-01-19<\/h1>\n<p> <!-- \u5c55\u793aapp\u5361\u7247 --><\/p>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#1<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/OK6WMXUV37WSIV\" class=\"app-title\">Noodle Seed<\/a><\/p>\n<div class=\"one-liner\">Connect your business to AI conversations in minutes<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">312<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Noodle Seed\u662f\u4e00\u4e2a\u65e0\u4ee3\u7801\u5e73\u53f0\uff0c\u5e2e\u52a9\u4f01\u4e1a\u5728ChatGPT\u7b49AI\u5bf9\u8bdd\u573a\u666f\u4e2d\u5feb\u901f\u6784\u5efa\u54c1\u724c\u5e94\u7528\uff0c\u89e3\u51b3\u4f01\u4e1a\u5728AI\u641c\u7d22\u65f6\u4ee3\u201c\u9690\u5f62\u201d\u7684\u75db\u70b9\uff0c\u76f4\u63a5\u6355\u83b7\u9500\u552e\u7ebf\u7d22\u548c\u5b8c\u6210\u4ea4\u6613\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/eea7da7e-b8ff-4e52-a1cc-da8607f1aa0e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ac868684-6495-474c-aebe-42b52c17d21d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/68d29beb-78a7-4217-8f43-177e3c22c61f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b3deef6b-19b8-4d1a-94eb-bbcf61b5736d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d9baefb8-78ca-443c-be83-fee03d518fac.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f4aab3e2-3018-4e18-8a4f-ae0d9c04a7d1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e8c80549-14a8-4047-be9d-16bebf08bbf5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0e5ca3e3-5f1e-4301-a67a-7213712830c5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3aee8917-c7d5-4e57-9c91-14755abb1de3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d8a84f33-3400-450b-80dd-b96d4ec0356a.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\/6f84942e-0ca1-441c-b53d-912b3bbbebbc.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/AoBUvPUZvmQ\"><source src=\"https:\/\/youtu.be\/AoBUvPUZvmQ\" 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\">SaaS<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">No-Code<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5e94\u7528\u6784\u5efa<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">AI\u5bf9\u8bdd\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u53d1\u73b0<\/span><br \/>\n <span class=\"tag\">\u7ebf\u7d22\u6355\u83b7<\/span><br \/>\n <span class=\"tag\">\u591a\u5e73\u53f0\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">CRM\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u4f53\u9a8c<\/span><br \/>\n <span class=\"tag\">\u4e2d\u5c0f\u4f01\u4e1a\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">GPT\u5e94\u7528\u5546\u5e97<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u53ef\u5176\u6293\u4f4f\u4e86AI\u641c\u7d22\u7684\u6e20\u9053\u8f6c\u79fb\u8d8b\u52bf\u3002\u6709\u6548\u8bc4\u8bba\u96c6\u4e2d\u5728\uff1a\u8be2\u95ee\u6280\u672f\u5b9e\u73b0\u7ec6\u8282\uff08\u5982\u4e0eMCP\u534f\u8bae\u96c6\u6210\u3001\u6570\u636e\u6536\u96c6\u65b9\u5f0f\uff09\uff1b\u63a2\u8ba8\u5546\u4e1a\u6a21\u5f0f\uff08\u4e0e\u81ea\u5efa\u6216\u96c7\u4f63agency\u7684\u4f18\u52a3\uff09\uff1b\u62a5\u544a\u96c6\u6210\u95ee\u9898\uff08\u5982Shopify\u8fde\u63a5\u62a5\u9519\uff09\uff1b\u5efa\u8bae\u805a\u7126\u5782\u76f4\u884c\u4e1a\u3002\u56e2\u961f\u56de\u590d\u8be6\u7ec6\uff0c\u5c55\u73b0\u4e86\u6280\u672f\u6df1\u5ea6\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Noodle Seed\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u6253\u9020\u53c8\u4e00\u4e2aGPT\u5305\u88c5\u5668\uff0c\u800c\u65e8\u5728\u6210\u4e3aAI\u539f\u751f\u65f6\u4ee3\u7684\u201c\u65b0\u5b98\u7f51\u201d\u90e8\u7f72\u5e73\u53f0\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u6280\u672f\u70ab\u6280\uff0c\u800c\u662f\u7cbe\u51c6\u5361\u4f4d\u4e86\u4e00\u4e2a\u5173\u952e\u751f\u6001\u7f3a\u53e3\uff1a\u5f53OpenAI\u7b49\u5de8\u5934\u5fd9\u4e8e\u642d\u5efa\u57fa\u7840\u6a21\u578b\u548cApp Store\u201c\u64cd\u4f5c\u7cfb\u7edf\u201d\u65f6\uff0cNoodle Seed\u9009\u62e9\u6210\u4e3a\u5e2e\u52a9\u6d77\u91cf\u666e\u901a\u4f01\u4e1a\u201c\u5f00\u53d1\u5e76\u4e0a\u67b6\u5e94\u7528\u201d\u7684\u201c\u670d\u52a1\u5546\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u4ecb\u7ecd\u4e2d\u201c800M+\u7528\u6237\u6bcf\u5468\u641c\u7d22\u201d\u7684\u8868\u8ff0\u6781\u5177\u8bf1\u60d1\u529b\uff0c\u4f46\u4e5f\u662f\u6700\u5927\u7684\u98ce\u9669\u70b9\u3002\u5b83\u672c\u8d28\u4e0a\u5c06\u4f01\u4e1a\u7684\u6d41\u91cf\u547d\u8109\u5bc4\u6258\u4e8e\u7b2c\u4e09\u65b9\u5e73\u53f0\u7684\u7b97\u6cd5\u63a8\u8350\u4e0e\u653f\u7b56\u53d8\u52a8\u4e0a\uff0c\u8fd9\u4e0e\u65e9\u671f\u79fb\u52a8\u4e92\u8054\u7f51\u5bf9App Store\u7684\u4f9d\u8d56\u5982\u51fa\u4e00\u8f99\u3002\u56e2\u961f\u5728\u8bc4\u8bba\u4e2d\u5c06\u5176\u7c7b\u6bd4\u4e3a\u201ciOS\u548cAndroid\u5e94\u7528\u201d\u800c\u975eSEO\uff0c\u8fd9\u4e00\u5b9a\u4f4d\u662f\u6e05\u9192\u7684\uff0c\u4e5f\u610f\u5473\u7740\u5176\u5546\u4e1a\u6a21\u5f0f\u5c06\u4f34\u968f\u5e73\u53f0\u751f\u6001\u7684\u5f00\u653e\u4e0e\u5c01\u95ed\u5468\u671f\u800c\u8d77\u4f0f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8bc4\u8bba\u4e2d\u56e2\u961f\u5bf9\u6280\u672f\u96be\u70b9\u7684\u9610\u91ca\uff08\u5982MCP\u534f\u8bae\u7684\u590d\u6742\u6027\u3001\u201c\u9690\u5f62\u7ba1\u9053\u201d\u7684\u6784\u5efa\uff09\u662f\u5176\u6784\u5efa\u58c1\u5792\u7684\u8bda\u5b9e\u4f53\u73b0\u3002\u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u771f\u6b63\u6311\u6218\u5e76\u975e\u6280\u672f\uff0c\u800c\u662f\u5e02\u573a\u6559\u80b2\u4e0e\u4f01\u4e1a\u9884\u7b97\u7684\u4e89\u593a\u3002\u4e2d\u5c0f\u4f01\u4e1a\u662f\u5426\u4f1a\u4e3a\u201cAI\u5b58\u5728\u611f\u201d\u8fd9\u4e00\u5c1a\u672a\u88ab\u5b8c\u5168\u9a8c\u8bc1\u7684\u6e20\u9053\u6301\u7eed\u4ed8\u8d39\uff1f\u8bc4\u8bba\u4e2d\u201c\u4ece\u5370\u5ea6\u5230\u7f8e\u56fd\u201d\u7684\u5e7f\u6cdb\u5ba2\u6237\u7fa4\u770b\u4f3c\u662f\u4f18\u52bf\uff0c\u4e5f\u53ef\u80fd\u610f\u5473\u7740\u4ea7\u54c1\u5c1a\u672a\u627e\u5230\u6700\u75db\u3001\u6700\u613f\u4ed8\u8d39\u7684\u5229\u57fa\u5e02\u573a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cNoodle Seed\u662f\u4e00\u6b21\u5927\u80c6\u4e14\u65f6\u673a\u6070\u5f53\u7684\u62bc\u6ce8\u3002\u5b83\u4e0d\u662f\u5728\u89e3\u51b3\u4e00\u4e2a\u73b0\u5b58\u95ee\u9898\uff0c\u800c\u662f\u5728\u9884\u5224\u5e76\u5851\u9020\u4e00\u4e2a\u5373\u5c06\u6210\u4e3a\u4e3b\u6d41\u7684\u9700\u6c42\u2014\u2014\u5728\u5bf9\u8bdd\u754c\u9762\u5b8c\u6210\u5546\u4e1a\u95ed\u73af\u3002\u6210\u8d25\u5173\u952e\u5728\u4e8e\u5176\u80fd\u5426\u5728\u5e73\u53f0\u751f\u6001\u6210\u719f\u524d\uff0c\u5feb\u901f\u5efa\u7acb\u7f51\u7edc\u6548\u5e94\u4e0e\u54c1\u724c\u8ba4\u77e5\uff0c\u4ece\u201c\u53ef\u9009\u5de5\u5177\u201d\u53d8\u4e3a\u201c\u57fa\u7840\u8bbe\u65bd\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\">Noodle Seed<\/span>\n <\/div>\n<div class=\"comment-content\">Get discovered where your customers are already searching. Build your branded AI app in minutes. No code needed. Start with ChatGPT, where 800M+ people search every week. Expand to other platforms as they open their app stores. Capture leads, book appointments, and sell products. Generate FAQs and testimonials with AI. Upload docs to make your app smarter. Sync to HubSpot automatically. Your customers are asking AI for recommendations. Be the answer.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch!<\/p>\n<p>Btw, where does the Noodle Seed name comes from anyway? \ud83d\ude09<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>14<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@miloszdun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@miloszdun<\/a> <\/p>\n<p>When starting the company, I didn’t really have a good name in my mind. So I started thinking about the qualities that a name should have instead of the name itself. Then, I gave those qualities to an AI agent to give me suggestions of names with those qualities.<\/p>\n<p>1. It should be extremely easy to spell and easy to remember so that if I tell someone “Noodle Seed,” most people will get the spelling right, and it is so weird that they are likely to also remember it.<br \/>2. A top level .com domain name being available. I saw all of these startups and companies with .ai and other domain names but for some reason I wanted to keep it classic.<br \/>3. Last but not least, I wanted it to be a clean slate in people’s minds. So when I tell someone Noodle Seed, they have no idea what it could be. If I name a company Neural Networks, Limited or something, it has a lot of prebuilt connotation of what kinds of things this company can possibly do. And I really wanted it to be a clean slate. It also allows us to really build a brand based on exactly what we do rather than trying to latch on to any existing biases that people have about certain names.<\/p>\n<p>With this criteria, I started to iterate with ChatGPT. The name Noodle Seed came up early, but it didn’t strike me at first. However, when I started looking at the list again and again, it grew on me, and I decided it was an interesting name. Time will tell if this was a good way to go \ud83d\ude42<\/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<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@miloszdun appreciate the support X \ud83e\udee1<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@miloszdun Thank you for the support!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Product Hunters,<\/p>\n<p>We only started building this a few months ago.<\/p>\n<p><strong>Starting out <\/strong>in September 2024, we were just a few misfits building a vibe coding platform. By the time we launched, the market had moved on. Vibe coding turned out to be more niche than we thought. Developers still need real expertise despite the “anyone can code” promise.<\/p>\n<\/p>\n<p><strong>First pivot:<\/strong> We built custom AI apps for small and medium businesses. Got one customer after months. The economics didn’t work. Building wasn’t the problem. Selling at a sustainable price was.<\/p>\n<p><strong>October 2025:<\/strong> Over a year burned. Two failed attempts. But we still had the team and the expertise.<\/p>\n<p>Then ChatGPT announced their app store.<\/p>\n<p><strong>November 2025:<\/strong><\/p>\n<p>OpenAI will build tools for ChatGPT. Google for Gemini. Anthropic for Claude. The big platforms will build for their own ecosystems. But there’s space for third parties to build cross-platform tools. Not vibe coding platforms where you build everything yourself, but actual ready-to-use tools that work everywhere.<\/p>\n<p>We started building in November 2025. Two and a half months or so later, here we are.<\/p>\n<\/p>\n<p><strong>The bets we’re making:<\/strong><\/p>\n<p>Right now we’re in ChatGPT. We’re building components that let customers embed this on their websites. We’re exploring Claude and looking into Gemini. MCP is the emerging standard today. Tomorrow if there’s a different standard, that’s just an adapter for us.<\/p>\n<p>This is still an experiment. Time will tell.<\/p>\n<\/p>\n<p><strong>The advice I ignored:<\/strong> (time will tell if that was a mistake)<\/p>\n<p>People told me to focus on specific tools for specific verticals. But right now we’re getting calls from everywhere. Different industries, different sizes, from India to the US to Mexico to Europe.<\/p>\n<p>People also said solve discoverability before engagement. But AI optimization isn’t like SEO. These platforms are so personalized to each user’s history that there’s no way to optimize globally. You build a really good product, make sure the metadata connects intent to your offering, and let the AI do its work.<\/p>\n<\/p>\n<p><strong>Question for you:<\/strong><\/p>\n<p>If you’re a founder who’s pivoted, what was the moment you realized “this is it”?<\/p>\n<p>And if you’re thinking about using Noodle Seed: what business outcomes are you looking to achieve? What are we missing? We want the feedback.<\/p>\n<\/p>\n<p>Try it and give us feedback. We’re submitting apps to ChatGPT’s store for free for Product Hunt launchers.<\/p>\n<p>Fahd<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>12<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Love how Noodle Seed makes \u201cbe discoverable inside AI conversations\u201d a no-code channel for real leads, not just a shiny integration.\u200b<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>12<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@zeiki_yu Thank you!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zeiki_yu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zeiki_yu<\/a> Thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@zeiki_yu thank you for the support!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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! \ud83d\udc4b\ud83c\udffc<\/p>\n<p>I’m Asad, Co-founder of Noodle Seed. We’re a platform that creates AI apps so your business gets recommended inside ChatGPT and other agents. <\/p>\n<p>Here’s the shift: In the early 2000s, businesses needed websites. After 2008, they needed mobile apps. Now, over a billion people ask AI for recommendations instead of searching. Most businesses are invisible there, and there’s no SEO playbook when the AI just picks an answer. Noodle Seed is for local businesses, SaaS companies, and e-commerce brands that want to show up when AI recommends. <\/p>\n<p>Here’s what’s included in your app: <\/p>\n<p> \ud83d\udca0 Your knowledge base, your voice. Talk to customers the way you want, not however an LLM paraphrases your content. <\/p>\n<p>\ud83d\udca0 Showcase products and services. Customers browse what you offer inside the conversation. Soon they’ll be able to buy directly in chat too. <\/p>\n<p>\ud83d\udca0 Capture leads and book appointments directly in your Calendar <\/p>\n<p>\ud83d\udca0 One profile, every AI. Build once, show up in ChatGPT, Gemini, Claude, and whatever comes next. <\/p>\n<p>To celebrate our launch, we’re submitting apps created by Noodle Seed users to OpenAI for free. <\/p>\n<p>Try it at <a href=\"http:\/\/noodleseed.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">noodleseed.com<\/a>.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>12<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@asadatnoodle\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@asadatnoodle<\/a> congrats on the launch! Does this work solely for the ecomm businesses? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@austin_heaton Thank you! – This works for businesses in various categories. For example we\u2019ve even got two charity organisations as early customers (The Citizens Foundation and Child Life)<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Congrats on the launch, Asad \u2014 Noodle Seed makes \u201cshow up inside AI conversations\u201d feel real: a branded ChatGPT app with your knowledge base, lead capture, booking, and CRM\/calendar sync. This is the first no-code angle I\u2019ve seen that\u2019s actually about conversion, not just a wrapper.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 – does a user have to “add Guyal GPT” to the context explicitly in order for things to work within ChatGPT?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@niyogi – Guyal will have an App inside ChatGPT. GPTs are different. <\/p>\n<p>The submission is currently in review by OpenAI, but soon you\u2019ll be interact with it here <a href=\"https:\/\/chatgpt.com\/apps\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/chatgpt.com\/apps<\/a><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\ud83d\udc4b Excited to see Noodle Seed live on Product Hunt today!<\/p>\n<p>As a Founding Engineer, I had the privilege of building much of the infrastructure and backend that makes this possible; from setting up MCP server configurations required for ChatGPT apps to seamlessly integrate, to powering key third-party integrations like Google Calendar and HubSpot that enable real business workflows.<\/p>\n<p>What we\u2019ve built with Noodle Seed isn\u2019t just another no-code tool, it\u2019s a platform that helps businesses get their presence inside conversational AI like ChatGPT, Claude, Gemini, and more in a matter of minutes. By abstracting away the heavy technical complexity (OAuth flows, compliance rules, deployment pipelines, etc.), we\u2019re enabling companies to meet customers where they\u2019re already asking questions and making decisions right inside AI conversations.<\/p>\n<p>The vision is simple but powerful: empower every business to be discoverable, interactive, and transactional within AI assistants without needing a dev team. Proud of what the team has built and excited to keep pushing the boundaries of what\u2019s possible in the AI-first era. \ud83d\ude80<\/p>\n<p>Would love to hear your feedback, and don\u2019t forget to upvote if you believe in this direction as much as we do \ud83d\ude4c<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hut! Founding engineer at Noodle Seed here \ud83d\udc4b<\/p>\n<\/p>\n<p>My focus was the frontend, UX, and the widgets that live inside AI conversations. ChatGPT has strict design guidelines, so making our widgets stand out while staying compliant was a fun challenge. We built a smart onboarding where users just enter their website and we fetch everything – branding, logos, products, business info – so they can sit back and watch their AI presence build itself. I also shaped the flows around our integrations (Google Calendar, HubSpot, Shopify), the multi-org system for businesses managing multiple brands, and our knowledge base analytics where businesses see real-time conversations to understand how their messaging actually performs.<\/p>\n<\/p>\n<p>But beyond the tech – what excites me most is the vision. We wanted to give businesses real value, not just “AI presence.” Through our knowledge tool, they actually control how they’re represented in AI conversations. Their voice, their messaging, their story – no more hoping the LLM gets it right. This shift to AI discovery is inevitable, and we built Noodle Seed to make it accessible for any business to tap into this new distribution channel with minimal friction.<\/p>\n<\/p>\n<p>Would love to hear your thoughts, happy to go deeper on any of this!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Asad, that shift from SEO to AI just picking an answer is a big one. Was there a moment where you searched for something in ChatGPT, saw it recommend a business, and thought wait, how did that get picked?<\/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\">@vouchy Hey \ud83d\udc4b\ud83c\udffc – Great question! I was having coffee with a friend who runs a business, and he mentioned that when you ask ChatGPT for recommendations in his space, his competitor shows up but he never does. That got me curious: how does this work? What determines who gets picked?<\/p>\n<p>That rabbit hole led me here. Happy to share what I\u2019ve learned so far, but the big insight for me has been the ChatGPT Apps. I truly believe embedded brand experiences through these apps are how millions of small businesses will actually become discoverable in chat now.\u200b\u200b\u200b\u200b\u200b\u200b\u200b\u200b\u200b\u200b\u200b\u200b\u200b\u200b\u200b\u200b<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vouchy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vouchy<\/a> <\/p>\n<p>It’s not only about recommendation or even showing up as a reference. What we are doing is far deeper so that any business can actually start interacting with an end user with a user interface and start collecting information and providing services right inside ChatGPT. So while recommendation is a GEO problem, what we are doing is a far more embedded experience than recommendations.<\/p>\n<p>This is more like iOS and Android apps than SEO. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Bridging the gap between a conversational interface and actual “lead capture” is usually where generic GPT wrappers fail. Does the platform allow for structured data collection (like booking forms or qualification steps) that pipes directly into a CRM, or is it primarily analyzing text logs for intent?<\/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\">@samet_sezer Good question! And yes, indeed it does. Noodle Seed enables a “contact us” interactive widget inside ChatGPT for your business. When anyone submits a response, the details are piped to your connected CRM.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@samet_sezer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samet_sezer<\/a> Hi!<br \/>Yes, we do allow structured data collection. Currently working on CRM integrations like hubspot and gohighlevel etc. We do use an integration platform that makes it easy to build any new integrations so that if any of our customers want a new integration, we can build it very quickly.<br \/>For structured data collection, we are also working on another customer request for custom forms, mainly for user onboarding so that some or all of the customer onboarding can be done right inside chatgpt and remove any friction for users.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Being a founding engineer on Noodle Seed has honestly been one of the most fun and meaningful experiences of my career. What makes it special isn\u2019t just the product, it\u2019s the team. Everyone here genuinely cares about what we\u2019re building and why we\u2019re building it.<\/p>\n<p>A big part of our work has been rethinking what products look like for ChatGPT apps. Instead of traditional websites or dashboards, we\u2019re building experiences that live directly inside conversations, flows, widgets, actions, and making them actually useful for real businesses. It\u2019s been challenging and super exciting all at once.<\/p>\n<p>Seeing this live on Product Hunt feels surreal. Really proud of what we\u2019ve built and even more excited about what\u2019s coming next \ud83d\ude80<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rehan_ali40\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rehan_ali40<\/a> Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\">@rehan_ali40 congratulations<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">When a business asks \u201cWhy shouldn\u2019t we just build a custom GPT ourselves (or hire an agency)?\u201d what are the 2\u20133 hardest problems you solve that remain painful even with modern tooling (actions\/MCP\/connectors), and how do you quantify that advantage?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> <\/p>\n<\/p>\n<p>Noodle Seed is not a custom GPT. We provide a rich branded experience and we build it in a way that you build once and deploy across ChatGPT, web and mobile apps and in the future enable it for Gemini, Claude, Perplexity and other platforms that enable app experiences and marketplaces in the future.<\/p>\n<p>If you are a large business where it makes sense to make the investment in custom building, that is perfectly okay. But we have pre-built tools that a user can simply enable and use rather than custom building or hiring agencies etc.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@curiouskitty Great questions! 2 hardest problems:<\/p>\n<p>1. Distribution, Getting discovered is hard. It\u2019s like the difference between opening a shop vs getting foot traffic. We get you listed in the OpenAI App Store where 800M+ weekly users \ufffcare already searching and having conversations with high intent. <\/p>\n<p>2. Staying connected. Your business changes daily. Prices, inventory, availability. Keeping your ChatGPT App synced with real data without breaking things is the part that looks simple until it isn\u2019t.<\/p>\n<p>Working with a custom dev agency takes weeks of figuring out the details. We get your app ready for submission to the App Store in minutes.<\/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\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> Adding to what Fahd and Asad shared – there’s a third problem that’s easy to overlook because it’s completely invisible when things work correctly:<\/p>\n<p><strong>3. The “invisible plumbing” – MCP isn’t just another API<\/strong><\/p>\n<p>Custom GPTs use simple API calls. But the ChatGPT App Store uses something called MCP (Model Context Protocol) – a completely different way for AI to talk to your business. Think of it like the difference between sending emails (API) vs having a live phone line (MCP).<\/p>\n<p>When you hire an agency or build yourself, they typically discover this complexity <strong>after<\/strong> starting:<\/p>\n<p> – Your widgets need a specific format ChatGPT understands (not regular HTML)<\/p>\n<p> – Every customer interaction needs real-time data isolation (your customers can’t see each other’s data)<\/p>\n<p> – The protocol requires specific handshakes and response formats<\/p>\n<p>We’ve written 10,000+ lines of code that handles this plumbing. The “minutes to publish” part is possible because that code already exists and is battle-tested.<\/p>\n<p><strong>To quantify the advantage:<\/strong><\/p>\n<p> – Agency timeline: 4-8 weeks to understand MCP + build + test + iterate<\/p>\n<p> – Our timeline: Configure your business info \u2192 publish \u2192 live in ChatGPT<\/p>\n<p>The honest answer to “why not build it yourself” is: you absolutely can if you have the dev resources and MCP expertise. But most businesses would rather spend those 4-8 weeks (and $15-40K) actually running their business.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 brilliant! I can’t wait to build this out. I’m getting an error that your app is not approved when I try to connect it to Shopify, though. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Hey<a href=\"https:\/\/www.producthunt.com\/@paulgeller\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@paulgeller<\/a>, we’re working with Shopify to resolve the issue. We had such a large influx of users today and we want to make sure all the compliance stuff is squared away. We’ll be back with an update very soon \ud83d\ude03<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks so much! \ud83d\ude4c<\/p>\n<p>Let’s connect over email and we’ll get you sorted. Drop me a line at <a href=\"mailto:asad@noodleseed.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">asad@noodleseed.com<\/a> and we’ll take a look 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<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@paulgeller\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@paulgeller<\/a> thank you so much! We’ll update and sort this out for you ASAP.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! This is a smart angle most people are missing. Search is shifting from Google to AI assistants. If businesses are not discoverable inside ChatGPT, Claude, or Perplexity, they effectively do not exist. Noodle Seed turns that shift into a service, not a theory.<\/p>\n<\/p>\n<p>The partner model makes sense. Recurring revenue, early access, and one platform instead of fragmented tools. This is positioning work for the next distribution layer, not a short-term growth hack.<\/p>\n<\/p>\n<p>For agencies and consultants, this feels like an obvious add-on before it becomes table stakes.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@beginners_blog\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@beginners_blog<\/a> Appreciate you getting this so clearly. You nailed it – this is the next distribution layer, not some shiny object to chase for a quarter.<\/p>\n<p>The fragmentation piece is exactly why we built it this way. Nobody wants to manage five different dashboards for AI discovery. One platform, one workflow, recurring revenue that actually sticks.<\/p>\n<p>And you’re right about agencies – the ones moving now will own this category with their clients. The ones waiting will be explaining why they didn’t see it coming.<\/p>\n<p>We’ve got a partner program as well for Agencies!<\/p>\n<p>Thanks for the support \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@beginners_blog\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@beginners_blog<\/a> thank you for the support! And yes, it is exactly how you say it is, LLMs in the future will be much more than just plain text conversations. With such a huge user base (800+ million on ChatGPT) it was inevitable that an app store like infrastructure is made around the platform. ChatGPT did it today, other models will follow suit.<br \/>The best thing about this is that users would only have to build only once and have their presence visible across multiple distribution layers all from a single platform. Conversations with AI will never be the same anymore and businesses will definitely make the move towards utilising this new distribution layer as well. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@beginners_blog spot on!<\/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>congrasts on the lanuch! nice product. May I ask if we can intergrate our product features into chatgpt via your service (for exaple, our product can help people to create events)\uff1f <\/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\/@tyler_tian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tyler_tian<\/a> Hi Tyler,<\/p>\n<p>While we don’t have integrations into our customers’ software at this point in time, we do plan to integrate end-user OAuth so that the end user can log in using their own credentials to our customers’ service. This warrants a conversation if you are willing and up for it?<br \/><a href=\"https:\/\/meetfahd.noodleseed.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/meetfahd.noodleseed.com<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>congrats on the launch! it feels so useful for brands that want to be seen and, frankly speaking, I didn’t even know that ChatGPT can recommend actual businesses! Noodle Seed sounds like a perfect opportunity for those who look for new customers and clients!<\/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\/@yellow_yetti\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yellow_yetti<\/a> thank you for the support \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@yellow_yetti\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yellow_yetti<\/a> Thank you for your 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<div class=\"reply-item\">\n<div class=\"reply-content\">@yellow_yetti Thank you! – The App Store by OpenAI is truly a game changer. So many people are already searching with intent in ChatGPT to make purchases. Now they won\u2019t get blue link rather an interactive brand experience \ud83d\ude42<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Product Hunt!<\/p>\n<p>I’m Naveed Rafi from Noodle Seed. I work directly with customers helping them to be discoverable on AI platforms and support the team look at data and insights for decision making.<\/p>\n<\/p>\n<p>Our customers help us realise Noodle Seed’s vision of connecting every business with every conversation. I’ve spoken to several founders and everyone finds value across a variety of Noodle Seed’s capabilities. Some love the idea of being discoverable on AI whilst others love the idea of having an always on agent who can answer their FAQs in a conversational way.<\/p>\n<\/p>\n<p>Do check out the capabilities and feel free to get in touch about what you liked and what you would love to see!<\/p>\n<\/p>\n<p>I look forward to seeing what you come up with and supporting you on your journey to being natively available on AI platforms.<\/p>\n<\/p>\n<p>Thanks,<\/p>\n<p>Naveed <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Noodle Seed is like giving businesses a superhero cape \ud83d\ude00 <\/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\">@abod_rehman Think of us as Alfred from Batman! \ud83d\udc99<\/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\">@abod_rehman upwards and onwards! \ud83e\uddb8\u200d\u2642\ufe0f<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> empowering businesses to become superheroes is what drove our efforts in making Noodle Seed \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/WQ6BONDSWGTZT7\" class=\"app-title\">OS Ninja<\/a><\/p>\n<div class=\"one-liner\">Explore and learn open source using AI<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">287<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>OS Ninja\u662f\u4e00\u6b3eAI\u9a71\u52a8\u7684\u5f00\u6e90\u4ee3\u7801\u5b66\u4e60\u5e73\u53f0\uff0c\u901a\u8fc7\u5c06\u590d\u6742\u7684\u4ee3\u7801\u4ed3\u5e93\u8f6c\u5316\u4e3a\u4ea4\u4e92\u5f0f\u3001AI\u5f15\u5bfc\u7684\u5b66\u4e60\u8def\u5f84\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u5728\u6d77\u91cf\u5f00\u6e90\u9879\u76ee\u4e2d\u96be\u4ee5\u5165\u95e8\u3001\u65e0\u4ece\u4e0b\u624b\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/609fd209-0cf1-4cd2-aed9-d8f3d483adea.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5e7a5ba4-5068-4d1a-a6d6-7cf7bc065322.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8df4466c-6c88-48e3-9371-741158ed51da.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d87908b9-04d5-4377-8511-2885a273d732.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4a8c7507-e504-4245-946a-128c58d665f5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f1cf445b-e397-45b6-9963-626878a42fc2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5b675166-7153-407c-877a-40d15892fc40.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/df2ddf33-6b73-4e99-afde-68e7737c04b2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/39bd3571-058b-406d-b99b-c24ab5a58248.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b6d02472-d4fb-430f-8750-41153f057509.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/24518221-d3e9-4d93-a0f9-90f279315390.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">Software Engineering<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7f16\u7a0b\u5bfc\u5e08<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u5b66\u4e60\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u5b66\u4e60\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4ea4\u4e92\u5f0f\u6559\u7a0b<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u6559\u80b2<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u56fe\u8c31<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u6587\u6863<\/span><br \/>\n <span class=\"tag\">\u6280\u80fd\u63d0\u5347<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316\u5b66\u4e60<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u964d\u4f4e\u5f00\u6e90\u5b66\u4e60\u95e8\u69db\u7684\u4ef7\u503c\uff0c\u5173\u6ce8\u5185\u5bb9\u4e0e\u4ee3\u7801\u540c\u6b65\u7684\u5b9e\u65f6\u6027\u3001\u4e0d\u540c\u5b66\u4e60\u6a21\u5f0f\u5207\u6362\u7684\u8fde\u8d2f\u6027\uff0c\u5e76\u8be2\u95ee\u5176\u76f8\u8f83\u4e8e\u901a\u7528LLM\u548c\u9759\u6001\u6587\u6863\u7684\u6838\u5fc3\u4f18\u52bf\u3002\u5f00\u53d1\u8005\u56e2\u961f\u56de\u5e94\u5f3a\u8c03\u4e86\u5b9e\u65f6\u540c\u6b65\u3001\u6df1\u5ea6\u8bed\u4e49\u641c\u7d22\u548c\u7ed3\u6784\u5316\u6c89\u6d78\u5f0f\u5b66\u4e60\u4f53\u9a8c\u662f\u5176\u5173\u952e\u5dee\u5f02\u70b9\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 OS Ninja\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u6210\u4e3a\u53c8\u4e00\u4e2a\u4ee3\u7801\u68c0\u7d22\u6216\u6587\u6863\u751f\u6210\u5de5\u5177\uff0c\u800c\u5728\u4e8e\u91cd\u5851\u5f00\u6e90\u77e5\u8bc6\u7684\u5185\u5316\u8303\u5f0f\u3002\u5b83\u8bd5\u56fe\u89e3\u51b3\u7684\uff0c\u662f\u201c\u4fe1\u606f\u8fc7\u8f7d\u201d\u4e0e\u201c\u8ba4\u77e5\u8f6c\u5316\u201d\u4e4b\u95f4\u7684\u6839\u672c\u77db\u76fe\u3002\u5f00\u6e90\u4e16\u754c\u4e0d\u7f3a\u4ee3\u7801\u548c\u6587\u6863\uff0c\u7f3a\u7684\u662f\u5c06\u5e9e\u6742\u4fe1\u606f\u7ed3\u6784\u5316\u4e3a\u4e2a\u4eba\u53ef\u5438\u6536\u77e5\u8bc6\u4f53\u7cfb\u7684\u201c\u5f15\u5bfc\u529b\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u771f\u6b63\u7684\u950b\u5229\u4e4b\u5904\uff0c\u6216\u8bb8\u5728\u4e8e\u5176\u8bd5\u56fe\u7528AI\u6a21\u62df\u5e76\u5916\u5316\u8d44\u6df1\u5f00\u53d1\u8005\u7684\u201c\u4ee3\u7801\u9605\u8bfb\u5fc3\u667a\u6a21\u578b\u201d\u3002\u65e0\u8bba\u662f\u82cf\u683c\u62c9\u5e95\u5f0f\u7684\u8ffd\u95ee\u3001\u8d39\u66fc\u5f0f\u7684\u901a\u4fd7\u5316\u89e3\u6784\uff0c\u8fd8\u662f\u4f20\u7edf\u7684\u6df1\u6f5c\uff0c\u5176\u672c\u8d28\u662f\u63d0\u4f9b\u4e86\u591a\u79cd\u8fdb\u5165\u590d\u6742\u7cfb\u7edf\u7684\u8ba4\u77e5\u8def\u5f84\u3002\u8fd9\u6bd4\u5355\u7eaf\u63d0\u4f9b\u667a\u80fd\u804a\u5929\u6216\u751f\u6210\u9759\u6001wiki\u66f4\u8fdb\u4e00\u6b65\uff0c\u5b83\u5173\u6ce8\u7684\u662f\u5b66\u4e60\u8fc7\u7a0b\u7684\u201c\u8282\u594f\u201d\u548c\u201c\u811a\u624b\u67b6\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u201c\u5b9e\u65f6\u540c\u6b65\u201d\u627f\u8bfa\u7684\u6280\u672f\u6210\u672c\u4e0e\u51c6\u786e\u6027\u662f\u5de8\u5927\u8003\u9a8c\uff0c\u5c24\u5176\u5728\u5feb\u901f\u8fed\u4ee3\u7684\u4ed3\u5e93\u4e2d\uff0cAI\u751f\u6210\u7684\u89e3\u8bfb\u4e00\u65e6\u8fc7\u65f6\u6216\u4e0e\u4ee3\u7801\u5931\u51c6\uff0c\u4fe1\u4efb\u5c06\u77ac\u95f4\u5d29\u584c\u3002\u5176\u6b21\uff0c\u4ece\u201c\u6709\u8da3\u5f15\u5bfc\u201d\u5230\u201c\u6df1\u5ea6\u638c\u63e1\u201d\u4e4b\u95f4\u5b58\u5728\u9e3f\u6c9f\uff0c\u5de5\u5177\u80fd\u5426\u5f15\u5bfc\u7528\u6237\u4ece\u7406\u89e3\u793a\u4f8b\u8de8\u8d8a\u5230\u72ec\u7acb\u8c03\u8bd5\u3001\u8d21\u732e\u4ee3\u7801\uff0c\u662f\u8861\u91cf\u5176\u4ef7\u503c\u6df1\u5ea6\u7684\u5173\u952e\u3002\u6700\u540e\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u4e0e\u751f\u6001\u6269\u5c55\u6027\u5b58\u7591\uff1a\u8986\u76d6\u4e3b\u6d41\u4ed3\u5e93\u7684\u5e7f\u5ea6\u3001\u5bf9\u957f\u5c3e\u9879\u76ee\u7684\u652f\u6301\u80fd\u529b\uff0c\u4ee5\u53ca\u5982\u4f55\u907f\u514d\u81ea\u8eab\u6210\u4e3a\u53c8\u4e00\u4e2a\u9700\u8981\u7ef4\u62a4\u7684\u201c\u77e5\u8bc6\u5b64\u5c9b\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cOS Ninja\u7684\u4ef7\u503c\u5b9a\u4f4d\u7cbe\u51c6\u51fb\u4e2d\u4e86\u5f00\u53d1\u8005\u6210\u957f\u7684\u9690\u6027\u9700\u6c42\uff0c\u5176\u7ed3\u6784\u5316AI\u5f15\u5bfc\u7684\u601d\u8def\u9887\u5177\u524d\u77bb\u6027\u3002\u4f46\u5b83\u80fd\u5426\u4ece\u4e00\u6b3e\u51fa\u8272\u7684\u201c\u5b66\u4e60\u8f85\u52a9\u5de5\u5177\u201d\u8fdb\u5316\u4e3a\u4e0d\u53ef\u6216\u7f3a\u7684\u201c\u80fd\u529b\u589e\u957f\u57fa\u7840\u8bbe\u65bd\u201d\uff0c\u53d6\u51b3\u4e8e\u5176\u6280\u672f\u6808\u7684\u575a\u56fa\u6027\u3001\u5bf9\u5b66\u4e60\u79d1\u5b66\u66f4\u6df1\u5c42\u7684\u878d\u5165\uff0c\u4ee5\u53ca\u80fd\u5426\u5728\u5f00\u53d1\u8005\u5de5\u4f5c\u6d41\u4e2d\u627e\u5230\u4e00\u4e2a\u4e0d\u53ef\u66ff\u4ee3\u7684\u951a\u70b9\u3002\u5b83\u4e0d\u662f\u5728\u63d0\u4f9b\u4fe1\u606f\uff0c\u800c\u662f\u5728\u8bd5\u56fe\u8bbe\u8ba1\u201c\u7406\u89e3\u201d\u672c\u8eab\uff0c\u8fd9\u662f\u4e00\u4e2a\u5927\u80c6\u4e14\u503c\u5f97\u8b66\u60d5\uff08\u5176\u96be\u5ea6\uff09\u7684\u65b9\u5411\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">OS Ninja<\/span>\n <\/div>\n<div class=\"comment-content\">Our goal is simple but ambitious: to make deep-diving into code feel more like an adventure! Most of us know that Open Source is the backbone of the modern web, but finding the right project to learn from or contribute to can feel like searching for a needle in a digital haystack. Not anymore. We turn complex code repositories into interactive, AI-guided learning journeys. Choose how you learn best: Deep-dive, Socratic, Feynman, or traditional book format. No more ‘wall of information’ fatigue.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Product Hunt! \ud83d\udc4b<\/p>\n<p>Most of us know that Open Source is the backbone of the modern web, but finding the right project to learn from, contribute to, or integrate can feel like searching for a needle in a digital haystack.<\/p>\n<p>We built os.ninja because we wanted to stop “searching” and start “discovering.” We wanted a way to navigate the massive ecosystem of OSS with the speed and precision of a ninja.<\/p>\n<p>Our goal is to lower the barrier to entry for high-level software mastery. Open source shouldn’t be intimidating\u2014it should be your playground. By heading to os.ninja, you\u2019re getting a curated, high-signal view of the open-source world with learning paths for hundreds of open source repos.<\/p>\n<p>I\u2019d love to hear your thoughts: What is the biggest challenge you face when trying to learn a new open-source stack? Do you have any suggestions to make the product more useful. Projects like Google CodeWiki and Devin’s Deep Wiki throw out a lot of information but that’s not how learning happens. Information is not education. We\u2019re building os.ninja on the belief that learning requires a hook, not just a handbook. <\/p>\n<p>I’ll be here all day to answer questions and chat about the future of OSS learning and discovery! What’s your #1 struggle with new projects? We’re all ears for suggestions.<\/p>\n<p>Happy hacking, <br \/>Team OS Ninja<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>27<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@puneet_singh25\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@puneet_singh25<\/a> This hits the mark. Open source is powerful, but starting out is often overwhelming.<\/p>\n<\/p>\n<p>The discovery-first approach with clear learning paths is what stands out. Biggest struggle for me is knowing where to begin in a large repo and what actually matters. <a href=\"http:\/\/os.ninja\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">os.ninja<\/a> looks like a great step in the right direction \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@puneet_singh25\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@puneet_singh25<\/a> Discovery is great, but sticking is harder. What\u2019s the earliest hook that actually gets someone to open the repo and start poking at code: a concrete task, a \u201cfix this first\u201d path, or seeing how real teams use it in production?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Pretty cool! How do you keep the learning content in sync with fast-changing repos?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lak7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lak7<\/a> We do differential updates to all the content. Think of how dropbox works for changes to large files. We do something similar for codebase and all the content generated from the codebase. <\/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>switching between Socratic and Feynman modes is such a smart unlock for docs fatigue. does the AI keep my context if I swap modes mid-stream?<\/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\/@samet_sezer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samet_sezer<\/a> yes, it will remember your last used mode. We have been thoughtful about the different guides! My favorite is Socratic! <\/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>Looks really cool! As a designer\/coder I’ve wanted to understand tailwindcss a bit better to structure my design files and tokens to match, and this looks like a great way to learn that. I just submitted a request for the repo to be added!<\/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\/@gyan_lakhwani\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gyan_lakhwani<\/a> Thanks a ton! We will publish tailwindcss in 24 hours. <\/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>Open Source Democratises Innovation, and I’m excited to see this project come to life. Congrats, Puneet! <\/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\/@harish_uthayakumar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@harish_uthayakumar<\/a> Thanks! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">When a developer is choosing between generic LLM chat, repo-wiki generators, and traditional docs\/READMEs, what is the clearest point where OS Ninja wins\u2014and what makes you confident users will switch rather than treat this as a one-time novelty?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> I’ll give a long answer. The clearest point where OS Ninja wins is at the intersection of <strong>scale and freshness.<\/strong> Generic LLMs and static wikis fall apart for large code repos. Generic LLMs only see a “snapshot” of your files from a specific moment. In a fast-moving repo, that snapshot becomes a liability within hours. The OS Ninja Difference: We integrate real-time content updates synced with your code changes. When you refactor a core module, OS Ninja knows immediately\u2014no manual wiki updates or retraining required. Deep Semantic Search vs. Pattern Matching – Traditional docs and READMEs rely on you knowing <em>exactly<\/em> what keyword to search for. As a repo grows, finding “how we handle auth” across 50 folders is a nightmare. Instead of just matching strings, we map the intent of your query to the logic of your code. It doesn’t just find the file; it understands the relationship between your functions. We do code indexing based on each programming language. We believe in high-fidelity engagement. A “novelty” tool in our humble opinion is a chat interface. Learning is not done using chat. Learning is done using a structured path or a guided map. We are moving beyond text to include integrated video walkthroughs, auto-generated innovative diagrams, and live sandbox to test out code changes for example. This transforms documentation from a flat file into a rich, immersive knowledge base that lives <em>along<\/em> the dev cycle. It\u2019s like going from BART to a bullet train; from an internal combustion engine to an electric car<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is really cool! Will you consider generating some video tutorials, similar to notebookLM?<\/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\/@weiuniverse\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@weiuniverse<\/a> thanks! Yes, we plan to add videos for important concepts in every repo. <\/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\">Can you add Linux?<\/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\/@monicasupa\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@monicasupa<\/a> Yes, it will be done soon. Thanks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Helping people understand complex things without intimidation is hard to get right. What part of open source did users struggle with the most before you built 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\">Congrats.. interesting product .. all the best \ud83d\ude80\ud83d\ude80<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#3<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/NKNFFTFSGHEWCS\" class=\"app-title\">Updatest<\/a><\/p>\n<div class=\"one-liner\">Your new home for Mac updates.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">215<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u4e3aMac\u7528\u6237\u6253\u9020\u7684\u66f4\u65b0\u805a\u5408\u5de5\u5177\uff0c\u901a\u8fc7\u7edf\u4e00\u7ba1\u7406Homebrew\u3001Mac App Store\u7b49\u591a\u6e90\u5e94\u7528\u66f4\u65b0\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u4e0e\u9ad8\u7ea7\u7528\u6237\u5728\u591a\u5e73\u53f0\u3001\u591a\u65b9\u5f0f\u66f4\u65b0\u5e94\u7528\u65f6\u9762\u4e34\u7684\u7e41\u7410\u4e0e\u6df7\u4e71\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b9f74f29-36a4-4b2b-9690-0c1a55c7c1bd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f2c58a77-5be8-4e7c-b226-7a0736806184.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/402facb2-a0bd-4b8f-820c-abb2803bf2b0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/16addbde-e481-4864-81ed-edc97a18cc4b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9ada77f5-bc1c-46e8-9795-08a1b680cfb2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Mac<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Menu Bar Apps<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Mac\u8f6f\u4ef6\u66f4\u65b0<\/span><br \/>\n <span class=\"tag\">\u66f4\u65b0\u805a\u5408\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">Homebrew\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u6279\u91cf\u66f4\u65b0<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">macOS\u4f18\u5316<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u7edf\u4e00\u66f4\u65b0\u6e90\u7684\u4fbf\u5229\u6027\uff0c\u5c24\u5176\u5bf9\u201c\u5f15\u5bfc\u5f0fHomebrew\u63a5\u7ba1\u201d\u529f\u80fd\u5370\u8c61\u6df1\u523b\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\u5982\u4f55\u5904\u7406\u590d\u6742\u4f9d\u8d56\u51b2\u7a81\u3001\u662f\u5426\u652f\u6301Tauri\u7b49\u65b0\u6846\u67b6\u3001\u4ee5\u53ca\u66f4\u65b0\u65e5\u5fd7\u4e0e\u7248\u672c\u91cd\u8981\u6027\u63d0\u793a\u3002\u5f00\u53d1\u8005\u56de\u5e94\u79ef\u6781\uff0c\u8be6\u7ec6\u89e3\u91ca\u4e86\u6280\u672f\u539f\u7406\u4e0e\u8bbe\u8ba1\u8003\u91cf\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 Updatest\u770b\u4f3c\u89e3\u51b3\u4e86\u4e00\u4e2a\u201c\u5c0f\u95ee\u9898\u201d\uff0c\u5b9e\u5219\u5207\u4e2d\u4e86macOS\u751f\u6001\u957f\u671f\u5b58\u5728\u7684\u7ed3\u6784\u6027\u75db\u70b9\uff1a\u5e94\u7528\u5206\u53d1\u4e0e\u66f4\u65b0\u6e20\u9053\u7684\u788e\u7247\u5316\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u7684\u4fe1\u606f\u805a\u5408\uff0c\u800c\u5728\u4e8e\u5145\u5f53\u4e86\u4e00\u4e2a\u201c\u66f4\u65b0\u8def\u7531\u5c42\u201d\u4e0e\u201c\u7ba1\u7406\u8303\u5f0f\u8f6c\u6362\u5668\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5b83\u654f\u9510\u5730\u6355\u6349\u5230\uff0c\u9ad8\u7ea7\u7528\u6237\u7684\u8f6f\u4ef6\u73af\u5883\u901a\u5e38\u662fApp Store\u3001Homebrew\u3001\u624b\u52a8\u5b89\u88c5\u7b49\u591a\u79cd\u6a21\u5f0f\u7684\u6df7\u5408\u4f53\uff0c\u800c\u4f20\u7edf\u66f4\u65b0\u65b9\u5f0f\u8feb\u4f7f\u7528\u6237\u5728\u591a\u4e2a\u754c\u9762\u548c\u547d\u4ee4\u884c\u95f4\u5207\u6362\u3002Updatest\u901a\u8fc7\u201c\u5f15\u5bfc\u5f0fHomebrew\u63a5\u7ba1\u201d\uff0c\u4e0d\u4ec5\u63d0\u4f9b\u4e86\u66f4\u65b0\uff0c\u66f4\u5728\u6f5c\u79fb\u9ed8\u5316\u4e2d\u5f15\u5bfc\u7528\u6237\u5c06\u6742\u4e71\u7684\u624b\u52a8\u5b89\u88c5\u6807\u51c6\u5316\u4e3a\u53ef\u7ba1\u7406\u7684Homebrew cask\uff0c\u8fd9\u662f\u4e00\u79cd\u5bf9\u7528\u6237\u8f6f\u4ef6\u7ba1\u7406\u4e60\u60ef\u7684\u4f18\u96c5\u89c4\u8bad\u3002\u5176\u575a\u6301\u672c\u5730\u5316\u3001\u65e0\u8ffd\u8e2a\u7684\u8bbe\u8ba1\uff0c\u4e0e\u5de5\u5177\u6240\u5904\u7406\u7684\u654f\u611f\u7cfb\u7edf\u6743\u9650\u5f62\u6210\u4e86\u53ef\u4fe1\u7684\u547c\u5e94\uff0c\u8fd9\u662f\u5176\u533a\u522b\u4e8e\u4e00\u4e9b\u201c\u5168\u80fd\u578b\u4f18\u5316\u5de5\u5177\u201d\u7684\u5173\u952e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u4e5f\u540c\u6837\u660e\u663e\u3002\u9996\u5148\uff0c\u5176\u6838\u5fc3\u4ef7\u503c\u9ad8\u5ea6\u7ed1\u5b9aHomebrew\u751f\u6001\uff0c\u5bf9\u975e\u6280\u672f\u7528\u6237\u95e8\u69db\u72b9\u5b58\u3002\u5176\u6b21\uff0c\u9762\u5bf9Sparkle\u3001Electron\u7b49\u6846\u67b6\u7684\u66f4\u65b0\u673a\u5236\uff0c\u5b83\u66f4\u591a\u662f\u201c\u5448\u73b0\u201d\u800c\u975e\u201c\u89e3\u51b3\u201d\uff0c\u5f53\u66f4\u65b0\u8fc7\u7a0b\u672c\u8eab\u9700\u8981\u590d\u6742\u4ea4\u4e92\u6216\u6743\u9650\u65f6\uff0c\u5b83\u4ecd\u9700\u9000\u5c45\u4e8c\u7ebf\uff0c\u5c06\u7528\u6237\u4ea4\u8fd8\u7ed9\u7ec8\u7aef\u6216\u539f\u751f\u5b89\u88c5\u5668\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u4f9d\u8d56\u51b2\u7a81\u548cTauri\u7684\u63d0\u95ee\uff0c\u6b63\u63ed\u793a\u4e86\u5176\u5728\u8986\u76d6\u5e7f\u5ea6\u4e0e\u5904\u7406\u6df1\u5ea6\u4e0a\u9762\u4e34\u7684\u6301\u7eed\u5de5\u7a0b\u6311\u6218\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cUpdatest\u662f\u201c\u7ec8\u7aef\u547d\u4ee4GUI\u5316\u201d\u8d8b\u52bf\u4e0b\u7684\u4e00\u4e2a\u7cbe\u81f4\u4ea7\u7269\uff0c\u5b83\u8bd5\u56fe\u5728\u6613\u7528\u6027\u4e0e\u6743\u529b\u611f\u4e4b\u95f4\u4e3a\u9ad8\u7ea7\u7528\u6237\u627e\u5230\u4e00\u4e2a\u5e73\u8861\u70b9\u3002\u5b83\u7684\u6210\u529f\u4e0d\u5728\u4e8e\u66ff\u4ee3\u4e86Homebrew\uff0c\u800c\u5728\u4e8e\u8ba9Homebrew\u7684\u7ba1\u7406\u7406\u5ff5\u66f4\u5e73\u6613\u8fd1\u4eba\u3002\u5176\u957f\u671f\u53d1\u5c55\uff0c\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u4fdd\u6301\u8f7b\u91cf\u3001\u53ef\u4fe1\u7684\u540c\u65f6\uff0c\u6d88\u5316\u66f4\u591a\u66f4\u65b0\u6e90\u7684\u590d\u6742\u6027\uff0c\u771f\u6b63\u6210\u4e3amacOS\u8f6f\u4ef6\u751f\u547d\u5468\u671f\u4e2d\u4e0d\u53ef\u6216\u7f3a\u7684\u5e95\u5c42\u57fa\u7840\u8bbe\u65bd\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Updatest<\/span>\n <\/div>\n<div class=\"comment-content\">Updatest is a Mac app that unifies updates from Homebrew, Mac App Store, Sparkle, Electron, and GitHub Releases into one clean dashboard. Discover outdated apps, adopt manual installs into Homebrew, get security details, and bulk\u2011update with confidence\u2014no sketchy update databases, your data stays local.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b<\/p>\n<p>I\u2019m Jared, an indie macOS developer and the creator of Updatest.<\/p>\n<p><strong>Updatest is your new home for Mac updates.<\/strong> It unifies updates from Homebrew, Mac App Store, Sparkle, Electron, and GitHub Releases into one clean dashboard.<\/p>\n<p>Updatest started as a small tool I built for myself to bring manually installed apps under Homebrew, making it easier to keep everything up to date without spending time in the terminal. Over time it grew into a single place to keep all my apps updated, regardless of how they update.<\/p>\n<p>I shared the <a href=\"https:\/\/www.reddit.com\/r\/macapps\/comments\/1oiiumz\/caskly_is_now_updatest_a_smarter_redesigned_home\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">first version of Reddit<\/a>, got <a href=\"https:\/\/www.reddit.com\/r\/macapps\/comments\/1p82lqq\/updatest_your_new_home_for_macos_app_updates\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">more feedback<\/a>, and most <a href=\"https:\/\/www.reddit.com\/r\/macapps\/comments\/1pwvmpd\/updatest_your_home_for_macos_app_updates\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">recently felt I really hit a nerve<\/a>. We can even go all the way back in time to when <a href=\"https:\/\/www.reddit.com\/r\/macapps\/comments\/1n5m3vn\/beta_caskly_a_new_home_for_your_app_updates_built\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Updatest was called Caskly<\/a>.<\/p>\n<p>The response showed this was a problem a lot of macOS users were running into, which helped drive the direction of the app. I\u2019m excited to finally share it here now that it\u2019s officially out of beta.<\/p>\n<p><strong>How it fits together <\/strong><br \/>macOS apps update through many different systems, and some apps you install manually can also be managed by Homebrew later on. Updatest was the first updater to surface this capability in a clear, guided way, long before it became a common pattern.<\/p>\n<p><strong>What\u2019s included? <\/strong><br \/>– Automatic detection of supported update sources per app <br \/>– Clear, guided Homebrew adoption for apps installed outside of Homebrew <br \/>– Homebrew formulae updates alongside app updates <br \/>– Source aware update checks that reflect how each app updates <br \/>– A fully native macOS experience with no tracking and no telemetry <\/p>\n<p>The goal is simple: make macOS updates understandable without compromising privacy.<\/p>\n<p>Would love to hear what you think, especially now that it\u2019s out of beta.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hugeirl\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hugeirl<\/a> Oh wow! This solves a very real Mac pain! What\u2019s the first \u201coh wow\u201d moment users hit the app that finally shows up as updateable when it never did before, or the guided Homebrew adoption that removes the fear of breaking a manually installed app?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Love how Updatest unifies Homebrew, MAS, Sparkle, Electron, and GitHub updates into one trusted, local-first dashboard.\u200b<\/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\/@zeiki_yu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zeiki_yu<\/a> thank you, I appreciate it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is basically a dashboard for people who hate juggling updates as I do. Can it also handle apps I installed years ago and forgot about?<\/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\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> great question!<\/p>\n<p>It totally can. Updatest doesn’t care where or when you installed your app, just if it has an update source, and an update. \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">For a user with a messy Mac (manual installs, Homebrew casks\/formulae, App Store apps), what\u2019s the ideal first-week workflow you designed for\u2014especially around adopting existing apps into Homebrew\u2014and what are the failure modes you built guardrails for?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> Great question!<\/p>\n<p>I wouldn’t consider that messy – I think that’s pretty standard! Updatest’s goal is to match all your apps to their appropriate sources and then provide you with updates for them when they come out. <\/p>\n<p>If you want to centralize your apps (or, your apps don’t expose a supported update source), Updatest allows you to adopt your existing manually installed apps to Homebrew so that Updatest can then provide you updates for them.<\/p>\n<p>Some Homebrew adoptions require the users password, and Updatest doesn’t see or ask for this password, instead providing you a one click button to execute the command in your Terminal on your Mac, where you can safely enter the password to complete the adoption. This also applies for any internal Brew commands Updatest needs to run on your behalf to install updates too, everything is delegated to the correct native MacOS application where applicable.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@curiouskitty which formulae and casks are your favorites, as a robot cat?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 thought. But some updates may be unnecessary, while some may include major new features that totally upgrade the experience. Will you also include such info?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jiawei_liu6\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jiawei_liu6<\/a> Hey there!<\/p>\n<p>Yes! We have a major version warning letting users know when there’s a major version update (to the best of our ability based on the version information). We also surface release notes where possible for users to compare before updating.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>how does the app handle Homebrew conflicts or dependencies that usually require manual terminal intervention, does that surface in the UI?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@samet_sezer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samet_sezer<\/a> Hey there!<\/p>\n<p>We surface all dependencies and dependants in the UI in both the sidebar and the detail view of the app, letting users know which formulae depend on what. \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Unifying updates without sacrificing trust is harder than it looks.<\/p>\n<p>What update source caused the most complexity when you brought everything together?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Have you considered Tauri apps? Electron apps are always 500mb because they ember chrome. Tauri is like Bun Is to NPM. Faster, Better, Stronger. And apps are super tiny, 10mb+++ Because they use native browser engines. TBH. Having used Tauri for a week now. Super impressed. It also has auto updates, so i recon its possible to pipe into somehow? Or just check app version with release tag in github or smth. Might be worth looking into. Curious, how do you know if electron apps are outdated or not?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@conduit_design\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@conduit_design<\/a> ooo interesting!<\/p>\n<p>I’ll take a look at what Tauri exposes, if there’s a way for Updatest to see the updates for them then it’s an easy inclusion!<\/p>\n<p>For your question: Curious, how do you know if electron apps are outdated or not?<\/p>\n<p>Same way we check for any other app updates! The apps themselves have information internally that Updatest can check to see if an update exists in some fashion, and then uses Updatest’s own version comparison logic to detect if said update exists!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Before <a href=\"https:\/\/www.producthunt.com\/products\/updatest\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"updatest\" target=\"_blank\" rel=\"noopener\">@Updatest<\/a>, I was using <a href=\"https:\/\/www.jibapps.com\/apps\/trashme3\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">TrashMe 3 <\/a>(terrible name!), <a href=\"https:\/\/max.codes\/latest\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Latest<\/a>, the <a href=\"https:\/\/www.raycast.com\/nhojb\/brew\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Homebrew Raycast extension<\/a> (which I contributed to!), and in-app Sparkle updates and the App Store to keep my apps up to date.<\/p>\n<\/p>\n<p>But Updatest handles all of those sources <em>and<\/em> helps me migrate random apps I’ve installed to be managed by Homebrew, which is much more reliable and convenient.<\/p>\n<\/p>\n<p><a href=\"https:\/\/www.producthunt.com\/@hugeirl\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"hugeirl\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hugeirl<\/a> has been <em>cranking<\/em> on Updatest to get to this launch, and the quality of his work shows.<\/p>\n<\/p>\n<p>If you use Mac apps and want to keep them up-to-date, you owe it to yourself to give Updatest a try. <\/p>\n<\/p>\n<p>I bought a license within minutes of downloading the app \u2014 and it’s improved by leaps and bounds since then!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/5NC3MLOPM43STH\" class=\"app-title\">FlowGenie<\/a><\/p>\n<div class=\"one-liner\">Make building forms and automating workflows feel like magic<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">167<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>FlowGenie\u662f\u4e00\u6b3e\u65e0\u4ee3\u7801\u53ef\u89c6\u5316\u6d41\u7a0b\u6784\u5efa\u5e73\u53f0\uff0c\u901a\u8fc7\u8282\u70b9\u5f0f\u6d41\u7a0b\u56fe\u7f16\u8f91\u5668\uff0c\u8ba9\u5f00\u53d1\u8005\u548c\u6280\u672f\u56e2\u961f\u5728\u6784\u5efa\u8868\u5355\u4e0e\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41\u65f6\uff0c\u80fd\u50cf\u7f16\u5199\u4ee3\u7801\u4e00\u6837\u6e05\u6670\u3001\u76f4\u89c2\u5730\u638c\u63a7\u903b\u8f91\uff0c\u89e3\u51b3\u4e86\u4f20\u7edf\u81ea\u52a8\u5316\u5de5\u5177\u903b\u8f91\u9690\u85cf\u3001\u8c03\u8bd5\u56f0\u96be\u3001\u53ef\u63a7\u6027\u5dee\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e6050006-e767-4ff4-9aad-6e2aa835d721.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/997c74d7-1fcf-499e-b5b2-eb1df9dc04f7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8b224882-4c32-4886-9785-67ddd7219837.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\">Web App<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">No-Code<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u65e0\u4ee3\u7801\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u53ef\u89c6\u5316\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u8282\u70b9\u7f16\u8f91\u5668<\/span><br \/>\n <span class=\"tag\">\u8868\u5355\u6784\u5efa<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6d41\u7a0b\u7f16\u6392<\/span><br \/>\n <span class=\"tag\">\u903b\u8f91\u53ef\u89c6\u5316<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u201c\u903b\u8f91\u53ef\u89c6\u5316\u201d\u7684\u6838\u5fc3\u7406\u5ff5\uff0c\u8ba4\u4e3a\u5b83\u66f4\u63a5\u8fd1\u771f\u5b9e\u7f16\u7a0b\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u5e0c\u671b\u63d0\u4f9b\u66f4\u591a\u6d41\u7a0b\u6a21\u677f\u4ee5\u5feb\u901f\u542f\u52a8\uff1b\u6df1\u5165\u8be2\u95ee\u4e0eZapier\u7b49\u5de5\u5177\u7684\u5dee\u5f02\u5316\u573a\u666f\uff1b\u5f3a\u70c8\u5173\u6ce8\u8c03\u8bd5\u3001\u9519\u8bef\u8ffd\u8e2a\u4e0e\u65e5\u5fd7\u529f\u80fd\u5982\u4f55\u5b9e\u73b0\uff1b\u5e76\u63a2\u8ba8\u7528\u6237\u4ece\u4f20\u7edf\u5de5\u5177\u8fc1\u79fb\u53ef\u80fd\u9762\u4e34\u7684\u5b66\u4e60\u66f2\u7ebf\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 FlowGenie\u7684\u91ce\u5fc3\uff0c\u5e76\u975e\u4ec5\u4ec5\u662f\u53c8\u4e00\u4e2a\u65e0\u4ee3\u7801\u81ea\u52a8\u5316\u5de5\u5177\uff0c\u800c\u662f\u4e00\u6b21\u5bf9\u201c\u65e0\u4ee3\u7801\u201d\u54f2\u5b66\u672c\u8eab\u7684\u4fee\u6b63\u3002\u5b83\u7cbe\u51c6\u523a\u4e2d\u4e86\u5f53\u524d\u4e3b\u6d41\u5e73\u53f0\u5982Zapier\u3001Make\u7684\u6838\u5fc3\u77db\u76fe\uff1a\u4e3a\u4e86\u964d\u4f4e\u95e8\u69db\uff0c\u5b83\u4eec\u5c06\u4e1a\u52a1\u903b\u8f91\u5c01\u88c5\u5e76\u9690\u85cf\u5728\u8282\u70b9\u7684\u914d\u7f6e\u9762\u677f\u4e2d\uff0c\u8fd9\u867d\u7136\u7b80\u5316\u4e86\u521d\u59cb\u642d\u5efa\uff0c\u5374\u5bfc\u81f4\u4e86\u201c\u9ed1\u7bb1\u201d\u6548\u5e94\uff0c\u8ba9\u8c03\u8bd5\u3001\u7ef4\u62a4\u548c\u7406\u89e3\u590d\u6742\u6d41\u7a0b\u53d8\u5f97\u5f02\u5e38\u75db\u82e6\uff0c\u6700\u7ec8\u5265\u593a\u4e86\u6280\u672f\u7528\u6237\u6700\u73cd\u89c6\u7684\u201c\u6e05\u6670\u5ea6\u201d\u548c\u201c\u63a7\u5236\u611f\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u5ba3\u79f0\u7684\u201c\u53d7\u865a\u5e7b\u5f15\u64ce\u84dd\u56fe\u542f\u53d1\u201d\uff0c\u5e76\u975e\u7b80\u5355\u7684UI\u5671\u5934\uff0c\u800c\u662f\u4e00\u79cd\u6839\u672c\u6027\u7684\u8303\u5f0f\u8f6c\u79fb\u3002\u5b83\u5c06\u903b\u8f91\u672c\u8eab\u63d0\u5347\u4e3a\u4e00\u7b49\u516c\u6c11\uff0c\u8ba9\u6761\u4ef6\u5206\u652f\u3001\u6570\u636e\u8f93\u5165\u8f93\u51fa\u76f4\u63a5\u5448\u73b0\u5728\u56fe\u9762\u4e0a\uff0c\u5b9e\u73b0\u4e86\u201c\u6240\u89c1\u5373\u6240\u903b\u201d\u3002\u8fd9\u5b9e\u9645\u4e0a\u662f\u5728\u7528\u53ef\u89c6\u5316\u7f16\u7a0b\u7684\u8bed\u6cd5\uff0c\u6765\u5f25\u5408\u56fe\u5f62\u5316\u914d\u7f6e\u4e0e\u4ee3\u7801\u601d\u7ef4\u4e4b\u95f4\u7684\u8ba4\u77e5\u9e3f\u6c9f\u3002\u5b83\u670d\u52a1\u7684\u6838\u5fc3\u7528\u6237\u753b\u50cf\u975e\u5e38\u660e\u786e\uff1a\u90a3\u4e9b\u53d7\u56f0\u4e8e\u4f20\u7edf\u5de5\u5177\u201c\u5e7c\u7a1a\u201d\u62bd\u8c61\u3001\u6e34\u671b\u5de5\u7a0b\u7ea7\u4e25\u8c28\u6027\u4e0e\u900f\u660e\u5ea6\u7684\u5f00\u53d1\u8005\u3001\u6280\u672f\u521b\u59cb\u4eba\u548c\u6280\u672f\u56e2\u961f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u201c\u903b\u8f91\u53ef\u89c6\u5316\u201d\u5728\u5e26\u6765\u6e05\u6670\u5ea6\u7684\u540c\u65f6\uff0c\u4e5f\u53ef\u80fd\u5e26\u6765\u89c6\u89c9\u590d\u6742\u6027\u3002\u5f53\u6d41\u7a0b\u53d8\u5f97\u6781\u5176\u5e9e\u5927\u65f6\uff0c\u8282\u70b9\u56fe\u662f\u5426\u4f1a\u53d8\u6210\u96be\u4ee5\u7ba1\u7406\u7684\u201c\u6bdb\u7ebf\u56e2\u201d\uff1f\u8fd9\u5bf9\u5176\u7f16\u8f91\u5668\u7684\u4eba\u673a\u4ea4\u4e92\u8bbe\u8ba1\u63d0\u51fa\u4e86\u6781\u9ad8\u8981\u6c42\u3002\u5176\u6b21\uff0c\u8bc4\u8bba\u4e2d\u53cd\u590d\u88ab\u63d0\u53ca\u7684\u8c03\u8bd5\u4e0e\u8ffd\u8e2a\u80fd\u529b\uff0c\u662f\u6b64\u7c7b\u5de5\u5177\u80fd\u5426\u7528\u4e8e\u751f\u4ea7\u73af\u5883\u7684\u5173\u952e\u3002\u76ee\u524d\u770b\u8fd9\u4ecd\u662f\u5176\u77ed\u677f\uff0c\u9700\u8981\u5c3d\u5feb\u8865\u5f3a\u3002\u6700\u540e\uff0c\u5176\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u5728\u4e8e\u80fd\u5426\u56f4\u7ed5\u201c\u56fe\u5373\u771f\u76f8\u201d\u8fd9\u4e00\u7406\u5ff5\uff0c\u6784\u5efa\u8d77\u72ec\u7279\u7684\u751f\u6001\uff0c\u5982\u9ad8\u8d28\u91cf\u7684\u6a21\u677f\u5e93\u3001\u56e2\u961f\u534f\u4f5c\u7279\u6027\u4ee5\u53ca\u4e0e\u4f01\u4e1a\u7cfb\u7edf\u7684\u6df1\u5ea6\u96c6\u6210\u80fd\u529b\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u4f1a\u6210\u4e3a\u5c0f\u4f17\u6280\u672f\u6781\u5ba2\u7684\u73a9\u5177\uff0c\u800c\u96be\u4ee5\u64bc\u52a8\u5df2\u5f62\u6210\u7f51\u7edc\u6548\u5e94\u7684\u5de8\u5934\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7b80\u8a00\u4e4b\uff0cFlowGenie\u7684\u4ef7\u503c\u5728\u4e8e\u5b83\u8bd5\u56fe\u91cd\u65b0\u5b9a\u4e49\u201c\u65e0\u4ee3\u7801\u201d\u7684\u6743\u529b\u8fb9\u754c\u2014\u2014\u4e0d\u662f\u8ba9\u7528\u6237\u8fdc\u79bb\u903b\u8f91\uff0c\u800c\u662f\u7528\u4e00\u79cd\u66f4\u53cb\u597d\u7684\u65b9\u5f0f\u5c06\u903b\u8f91\u4e3b\u6743\u4ea4\u8fd8\u7ed9\u4ed6\u4eec\u3002\u8fd9\u662f\u4e00\u6761\u8270\u96be\u4f46\u6b63\u786e\u7684\u9053\u8def\uff0c\u6210\u529f\u4e0e\u5426\uff0c\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u5728\u4fdd\u6301\u7406\u5ff5\u7eaf\u7cb9\u6027\u7684\u540c\u65f6\uff0c\u653b\u514b\u5de5\u7a0b\u5316\u4e0e\u666e\u53ca\u5316\u7684\u96be\u9898\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\">FlowGenie<\/span>\n <\/div>\n<div class=\"comment-content\">FlowGenie is a no-code platform for building forms and workflows using a visual, node-based flow editor. Inspired by Unreal Engine blueprints, logic lives in the graph, not hidden inside config panels. Build flows you can schedule, trigger externally, or run from form submissions. Designed for developers, founders, and technical teams who want automation without giving up clarity or control.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt, I built FlowGenie because I couldn’t find a no-code tool that actually represented logic the way code works.<\/p>\n<p>Most automation tools hide behavior inside the nodes, and inside config. FlowGenie does the opposite: inputs, outputs, branches, and conditions live directly in the flow graph. What you see is the logic.<\/p>\n<p>I use it personally for things like generating daily engineering updates (Linear -> formatted Slack messages), internal forms and surveys, and we embed the form on our marketing sites.<\/p>\n<p>It\u2019s currently in beta: solid and production-usable, but not yet tested at large scale. I’m especially interested in feedback from developers who’ve tried Zapier, n8n, Jotform or similar and felt constrained.<\/p>\n<p>Happy to answer any technical questions.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@perrytheprogrammer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@perrytheprogrammer<\/a> tbh making logic visible is a bold choice \ud83d\ude42 When people come from Zapier or n8n, what\u2019s the first thing they struggle with in FlowGenie, thinking in explicit branches, debugging flows, or resisting the urge to hide complexity again?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Love the Unreal\u2011style, node-based approach\u2014keeping logic in the graph makes no-code automation feel much closer to real engineering.\u200b<\/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\/@zeiki_yu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zeiki_yu<\/a> Thank you Zeiki, I’ve been looking for a tool that works like that for a while now. The reason I want a no-code is to not have any code!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Any plans for templates for common workflows so I don\u2019t start from scratch every time?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> There is actually a Templates concept already. Any one can mark a <strong>form<\/strong> or a <strong>flow <\/strong>as a template, and then anyone can clone it. There isn’t much in there now, but many more to come soon!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congrats.. that\u2019s cool product \ud83d\udd25\ud83d\udd25<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">When someone says \u201cI can already do this with Zapier\/Make\/n8n + a form tool,\u201d what\u2019s the specific scenario where FlowGenie\u2019s graph-as-the-source-of-truth changes the outcome, and what\u2019s the point at which switching becomes obviously worth it?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> I think once you have to setup a custom integration, where the in-the-box stuff doesn’t cut it, FlowGenie really shines.<\/p>\n<p>But its also a preference thing a bit too. Some people may want smaller graphs, and don’t mind writing config or some code. But I prefer for my no-code tool to actually be no-code \ud83d\ude03 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Using it internally for real workflows like Linear to Slack updates is a good signal. That usually surfaces real design tradeoffs early. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shreya_chaurasia19\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shreya_chaurasia19<\/a> Yeah absolutely, its a tool I’ve built for myself first and foremost, which has led to a lot of improvements and learnings.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This looks promising for serious automations. How do debugging and error handling work in practice? For example, can users easily trace where a workflow failed or inspect intermediate states?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@cathy_cc\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cathy_cc<\/a> Thanks Cathy, ya there is some pretty decent logging available, but much better tracing is coming soon! This is definitely an area I’d love feedback on.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/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\/KAGBDYY6IIK4NO\" class=\"app-title\">Tofu Maps<\/a><\/p>\n<div class=\"one-liner\">Create personal maps you can share without accounts<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">162<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u65e0\u9700\u6ce8\u518c\u3001\u901a\u8fc7\u94fe\u63a5\u5373\u53ef\u5206\u4eab\u7684\u4e2a\u4eba\u5730\u56fe\u521b\u5efa\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u65c5\u884c\u89c4\u5212\u3001\u5730\u70b9\u6536\u85cf\u7b49\u573a\u666f\u4e2d\u4fe1\u606f\u5206\u6563\u3001\u5206\u4eab\u7e41\u7410\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1bca1c76-2820-4008-9657-6abe7499fde7.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\/c05e732d-20cd-4c20-8ff2-e55460d61605.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\/1a6feb95-83a6-4483-8742-3abd0d6ab6eb.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\/388b3104-92f2-4f85-a1a9-06d51aa542d2.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Maps<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4e2a\u4eba\u5730\u56fe<\/span><br \/>\n <span class=\"tag\">\u65e0\u8d26\u6237\u5206\u4eab<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">\u65c5\u884c\u89c4\u5212<\/span><br \/>\n <span class=\"tag\">\u5730\u70b9\u6536\u85cf<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cf\u7ea7\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u94fe\u63a5\u5171\u4eab<\/span><br \/>\n <span class=\"tag\">\u79bb\u7ebf\u53ef\u7528<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u5bfc\u51fa<\/span><br \/>\n <span class=\"tag\">\u72ec\u7acb\u5f00\u53d1<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u65e0\u8d26\u6237\u3001\u8f7b\u91cf\u5316\u7684\u6838\u5fc3\u7406\u5ff5\u3002\u4e3b\u8981\u5efa\u8bae\u5305\u62ec\uff1a\u589e\u52a0\u5730\u70b9\u5217\u8868\u7684\u6392\u5e8f\u529f\u80fd\u3001\u660e\u786e\u6570\u636e\u5b58\u50a8\u4e0e\u5bfc\u51fa\u673a\u5236\uff08\u5df2\u83b7\u89e3\u7b54\uff09\u3002\u5f00\u53d1\u8005\u79ef\u6781\u4e92\u52a8\uff0c\u900f\u9732\u672a\u6765\u5c06\u589e\u52a0\u53ef\u9009\u8d26\u6237\u7528\u4e8e\u540c\u6b65\u548c\u534f\u4f5c\uff0c\u5e76\u5f3a\u8c03\u4ea7\u54c1\u5b9a\u4f4d\u662f\u201c\u4e2a\u4eba\u5de5\u5177\u4f18\u5148\u201d\u800c\u975e\u5185\u5bb9\u5e73\u53f0\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Tofu Maps \u770b\u4f3c\u662f\u53c8\u4e00\u4e2a\u5730\u56fe\u6807\u8bb0\u5de5\u5177\uff0c\u4f46\u5176\u201c\u65e0\u9700\u8d26\u6237\u201d\u7684\u6fc0\u8fdb\u9009\u62e9\uff0c\u5b9e\u5219\u662f\u4e00\u6b21\u5bf9\u4ea7\u54c1\u672c\u8d28\u4e0e\u589e\u957f\u903b\u8f91\u7684\u7cbe\u51c6\u5207\u5272\u3002\u5b83\u907f\u5f00\u4e86\u4e0eGoogle Maps\u7b49\u5de8\u5934\u5728\u201c\u5730\u56fe\u529f\u80fd\u201d\u4e0a\u7684\u6b63\u9762\u7ade\u4e89\uff0c\u4e5f\u7ed5\u5f00\u4e86Pinterest\u7b49\u5e73\u53f0\u5728\u201c\u5185\u5bb9\u53d1\u73b0\u201d\u4e0a\u7684\u7f51\u7edc\u6548\u5e94\u9677\u9631\uff0c\u8f6c\u800c\u951a\u5b9a\u4e00\u4e2a\u88ab\u957f\u671f\u5ffd\u89c6\u7684\u7a7a\u767d\u5730\u5e26\uff1a**\u7eaf\u7cb9\u79c1\u4eba\u7684\u3001\u529f\u80fd\u6027\u7684\u5730\u70b9\u4fe1\u606f\u7ba1\u7406**\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u5f00\u53d1\u8005\u56de\u590d\u4e2d\u900f\u9732\u7684\u7528\u6237\u884c\u4e3a\uff08\u4e3a\u5177\u4f53\u4efb\u52a1\u521b\u5efa\u3001\u6dfb\u52a0\u975e\u516c\u5f00\u7ec6\u8282\u3001\u79bb\u7ebf\u4f7f\u7528\uff09\u6765\u770b\uff0c\u5176\u771f\u6b63\u7684\u4ef7\u503c\u5e76\u975e\u5728\u4e8e\u201c\u5206\u4eab\u201d\uff0c\u800c\u5728\u4e8e\u6210\u4e3a\u4e2a\u4eba\u7a7a\u95f4\u7684\u201c\u6570\u5b57\u5907\u5fd8\u8bb0\u4e8b\u672c\u201d\u3002\u5b83\u89e3\u51b3\u7684\u662f\u4fe1\u606f\u4ece\u788e\u7247\u5316\uff08\u804a\u5929\u8bb0\u5f55\u3001\u622a\u56fe\u3001\u7b14\u8bb0\uff09\u5230\u7ed3\u6784\u5316\uff08\u4e00\u5f20\u4e13\u5c5e\u5730\u56fe\uff09\u7684\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\u95ee\u9898\uff0c\u4e14\u8fd9\u4e2a\u8fc7\u7a0b\u662f\u79c1\u5bc6\u3001\u65e0\u538b\u529b\u7684\u3002\u8fd9\u4f7f\u5176\u65e9\u671f\u7528\u6237\u753b\u50cf\u975e\u5e38\u6e05\u6670\u2014\u2014\u201c\u4e2a\u4eba\u5730\u70b9\u56fe\u4e66\u9986\u5458\u201d\uff0c\u4e00\u4e2a\u9700\u6c42\u771f\u5b9e\u4f46\u88ab\u4e3b\u6d41\u5e73\u53f0\u670d\u52a1\u4e0d\u8db3\u7684\u7fa4\u4f53\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6700\u5927\u7684\u6311\u6218\u4e0e\u673a\u9047\u4e5f\u5728\u4e8e\u6b64\u3002\u5c06\u201c\u9690\u79c1\u201d\u548c\u201c\u65e0\u8d26\u6237\u201d\u4f5c\u4e3a\u6838\u5fc3\u5356\u70b9\uff0c\u56fa\u7136\u5f62\u6210\u4e86\u5f3a\u5927\u7684\u521d\u59cb\u5438\u5f15\u529b\uff0c\u4f46\u4e5f\u53ef\u80fd\u6210\u4e3a\u589e\u957f\u7684\u5929\u82b1\u677f\u3002\u65e0\u8d26\u6237\u4f53\u7cfb\u610f\u5473\u7740\u96be\u4ee5\u6784\u5efa\u7528\u6237\u9ecf\u6027\u548c\u8de8\u8bbe\u5907\u4f53\u9a8c\uff0c\u800c\u201c\u5de5\u5177\u4f18\u5148\u201d\u7684\u5b9a\u4f4d\u5219\u4f7f\u5546\u4e1a\u5316\u8def\u5f84\uff08\u5982\u534f\u4f5c\u3001\u9ad8\u7ea7\u6570\u636e\u5c42\uff09\u53d8\u5f97\u6a21\u7cca\u3002\u5f00\u53d1\u8005\u7684\u8def\u7ebf\u56fe\uff08\u589e\u52a0\u53ef\u9009\u8d26\u6237\uff09\u663e\u793a\u4e86\u5176\u6e05\u9192\u8ba4\u77e5\uff1a\u5fc5\u987b\u5728\u575a\u5b88\u201c\u8f7b\u91cf\u3001\u9690\u79c1\u201d\u521d\u5fc3\u4e0e\u63d0\u4f9b\u201c\u53ef\u9760\u3001\u6301\u4e45\u201d\u4ef7\u503c\u4e4b\u95f4\u627e\u5230\u5e73\u8861\u3002\u82e5\u6210\u529f\uff0c\u5b83\u53ef\u80fd\u5f00\u521b\u4e00\u79cd\u201c\u7531\u5185\u5411\u5916\u201d\u7684\u589e\u957f\u8303\u5f0f\u2014\u2014\u5148\u6210\u4e3a\u7528\u6237\u4e0d\u53ef\u6216\u7f3a\u7684\u79c1\u4eba\u5de5\u5177\uff0c\u518d\u81ea\u7136\u5ef6\u4f38\u51fa\u5206\u4eab\u4e0e\u534f\u4f5c\u573a\u666f\uff0c\u800c\u975e\u76f8\u53cd\u3002\u8fd9\u662f\u4e00\u573a\u5173\u4e8e\u4ea7\u54c1\u54f2\u5b66\u7684\u6709\u8da3\u5b9e\u9a8c\uff0c\u5176\u6210\u8d25\u5c06\u9a8c\u8bc1\u5728\u6570\u636e\u654f\u611f\u65f6\u4ee3\uff0c\u4e00\u4e2a\u6781\u81f4\u7b80\u7ea6\u3001\u7528\u6237\u4e3b\u6743\u81f3\u4e0a\u7684\u5de5\u5177\u80fd\u5426\u5360\u636e\u4e00\u5e2d\u4e4b\u5730\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\">Tofu Maps<\/span>\n <\/div>\n<div class=\"comment-content\">Tofu Maps lets you create personal maps, save places, and share them by link \u2014 without signing up. Perfect for travel ideas, city guides, filming locations, or personal collections of places. Simple, fast, and privacy-first.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi! I\u2019m Ruslan, the maker of Tofu Maps.<br \/>The idea came from a simple frustration: I was constantly saving places everywhere \u2014 notes, chats, screenshots \u2014 but never in one simple map I could easily share. Most map tools felt too heavy: accounts, onboarding, cluttered interfaces. So I built Tofu Maps as a lightweight alternative \u2014 something that works instantly.<\/p>\n<p>What I wanted to achieve:<br \/>– no signup, no friction<br \/>– create a map in seconds<br \/>– share it with a single link<br \/>– focus on places, not features<\/p>\n<p>People already use it to:<br \/>– collect travel ideas<br \/>– share city guides with friends<br \/>– save filming locations<br \/>– keep personal place libraries<\/p>\n<p>This is an indie project, built and designed by one person, and I\u2019m actively improving it.<br \/>I\u2019d really love to hear your feedback \u2014 what works, what feels missing, and how you\u2019d use it.<br \/>Thanks for checking it out, and happy to answer any questions \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ruslanfatikhov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ruslanfatikhov<\/a> Love the idea, can’t wait to try it out! Just wondering, why <em>tofu<\/em>?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\">@ruslanfatikhov hi. Congrats I make customs make google and other for travels pre and post tours. Tofu is as u say. Quick and simple I like it. Please add option to change the order of the list as it is often an itinerary or places visited Sort by auto name number ascending \/ descending or manual That\u2019s it. All the best<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! <strong>Love<\/strong> the simple, link-first approach to personal maps\u2014perfect for lightweight trip curation and sharing without account friction.\u200b<\/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\">Who is getting the most value today\u2014travel planners, creators (filming\/photo scouting), locals making city guides, or \u201cpersonal place librarians\u201d\u2014and what patterns in their behavior tell you that segment is the best initial wedge?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> Good question.<\/p>\n<p>Right now, the strongest value is for \u201cpersonal place librarians\u201d \u2014 people who save places with context (notes, access details, photos, docs) for <em>their own future use<\/em>, often offline.<\/p>\n<p>The behavioral pattern that stands out:<\/p>\n<ul>\n<li>\n<p>they create maps for a specific job or trip, not \u201cfor the internet\u201d<\/p>\n<\/li>\n<\/ul>\n<ul>\n<li>\n<p>they add non-public details (codes, instructions, reminders)<\/p>\n<\/li>\n<li>\n<p>maps are small but dense (few places, lots of context per place)<\/p>\n<\/li>\n<li>\n<p>usage is episodic but intentional (prepare \u2192 use in the field \u2192 keep)<\/p>\n<\/li>\n<\/ul>\n<p>That makes them a good initial wedge because:<\/p>\n<ul>\n<li>\n<p>value is immediate even with zero public content<\/p>\n<\/li>\n<li>\n<p>no cold-start discovery problem<\/p>\n<\/li>\n<li>\n<p>retention comes from personal utility, not likes or views<\/p>\n<\/li>\n<\/ul>\n<p>Travel planners and creators are interesting follow-ups, but they usually drift toward public sharing and discovery. We want to earn reliability and offline trust first, then expand outward.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 previous startup l worked at was exactly doing the same thing with additional features.<br \/>I do not say your product is better or worse but if you dm me, l can share you the name of the app, it could be insightful for you maybe.<br \/>What l’ve learned from that: no content no remaining users, you have to create thousands of contents(maps), do not wait any user to come and create<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@eren_kiratli\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@eren_kiratli<\/a> This matches what I\u2019ve seen as well.<\/p>\n<p>I\u2019d be happy to learn about the app you mentioned \u2014 DM is welcome.<\/p>\n<p>One key difference we\u2019re exploring is treating maps as <strong>personal tools first<\/strong>, not as a content platform: many lists are private, utilitarian, and created for a specific job (field work, access notes, documentation).<\/p>\n<p>That said, you\u2019re absolutely right about retention \u2014 even private tools need immediate value and momentum. Learning from past attempts is exactly why feedback like this is useful.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Is there an availabilty of creating an account?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> Tofu Maps is designed to work <strong>without accounts by default<\/strong>. You can create, edit, and share maps instantly, with no signup, no profiles, and no tracking.<\/p>\n<p>That said, <strong>optional accounts are planned<\/strong> for a future version \u2014 mainly for:<\/p>\n<ul>\n<li>\n<p>syncing across devices,<\/p>\n<\/li>\n<li>\n<p>managing multiple maps,<\/p>\n<\/li>\n<li>\n<p>and collaboration.<\/p>\n<\/li>\n<\/ul>\n<p>But they\u2019ll remain <strong>opt-in<\/strong>, not required.<br \/>The core idea stays the same: Tofu Maps should always be usable as a lightweight, privacy-first tool, even without an account.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 a place to store all my favourite parking lots! Just kidding, I’ll defo try this out to share city guides. Currently storing them as a link tree in Notion.<\/p>\n<p>Btw, going account-less looks like a trend – I’m seeing more and more of this on Product Hunt.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>positioning this as a lightweight, privacy-first alternative to bloated map apps is a great wedge. since there’s no cloud account syncing, does the data live entirely in local storage, and is there an easy way to export (like KML or GeoJSON) if I want to back up my list?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@samet_sezer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samet_sezer<\/a> Tofu Maps is <strong>privacy-first by default<\/strong>:<br \/>there are <strong>no accounts, no profiles, no tracking<\/strong>, and your data stays under your control.<\/p>\n<p><strong>How data works:<\/strong><\/p>\n<ul>\n<li>\n<p>If you create a list normally, it lives <strong>locally in your browser<\/strong> (IndexedDB \/ local storage).<\/p>\n<\/li>\n<li>\n<p>Nothing is uploaded anywhere unless you <strong>explicitly share a map by link<\/strong>.<\/p>\n<\/li>\n<li>\n<p>Shared maps are read-only by default and can be protected.<\/p>\n<\/li>\n<\/ul>\n<p><strong>Backups & export:<\/strong><\/p>\n<ul>\n<li>\n<p>You can export any list at any time.<\/p>\n<\/li>\n<li>\n<p>Currently supported formats: <strong>GPX, KML\/KMZ, and CSV<\/strong>.<\/p>\n<\/li>\n<li>\n<p>GeoJSON is on the roadmap, but the existing formats already work well with Google Maps, OSM tools, Garmin, and most GIS software.<\/p>\n<\/li>\n<\/ul>\n<p>The goal is to feel closer to a <strong>notes app or a personal library for places<\/strong>, not a social network \u2014 lightweight, portable, and fully under your control.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/GPIPLFYFNC4Z27\" class=\"app-title\">21st Fund<\/a><\/p>\n<div class=\"one-liner\">Agentic Grant Discovery for Founders<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">139<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3eAI\u9a71\u52a8\u7684\u975e\u7a00\u91ca\u6027\u8d44\u91d1\u53d1\u73b0\u5e73\u53f0\uff0c\u5e2e\u52a9\u521b\u59cb\u4eba\u3001\u72ec\u7acb\u5f00\u53d1\u8005\u548c\u521d\u521b\u4f01\u4e1a\u5728\u4e0d\u51fa\u8ba9\u80a1\u6743\u7684\u60c5\u51b5\u4e0b\uff0c\u9ad8\u6548\u5339\u914d\u8d60\u6b3e\u3001\u4fe1\u8d37\u548c\u514d\u8d39\u6276\u6301\u9879\u76ee\uff0c\u89e3\u51b3\u4f20\u7edf\u878d\u8d44\u6e20\u9053\u95e8\u69db\u9ad8\u3001\u80a1\u6743\u7a00\u91ca\u4e25\u91cd\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/437ead7e-0194-4921-b640-2751ba7601d7.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=v6S1ww8CZCI\"><source src=\"https:\/\/www.youtube.com\/watch?v=v6S1ww8CZCI\" 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\/d9cdf562-fbe8-48ad-beec-b31a80288ca1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d7eb995e-5f45-4678-b72a-553133e2edf1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6215b175-0de1-43b8-9bfb-5f1c1499d8d4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7853dbb7-aa4c-4bf0-b6d2-147a46cbbbe6.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\">Fintech<\/span><br \/>\n <span class=\"tag\">Venture Capital<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u975e\u7a00\u91ca\u6027\u878d\u8d44<\/span><br \/>\n <span class=\"tag\">AI\u8d44\u91d1\u53d1\u73b0<\/span><br \/>\n <span class=\"tag\">\u521d\u521b\u4f01\u4e1a\u8d60\u6b3e<\/span><br \/>\n <span class=\"tag\">\u4fe1\u8d37\u5339\u914d<\/span><br \/>\n <span class=\"tag\">\u521b\u59cb\u4eba\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u878d\u8d44\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u80a1\u6743\u4fdd\u62a4<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">\u4fe1\u606f\u805a\u5408<\/span><br \/>\n <span class=\"tag\">\u8d44\u6e90\u641c\u7d22<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u201c\u975e\u7a00\u91ca\u6027\u8d44\u672c\u201d\u7684\u5b9a\u4f4d\uff0c\u8ba4\u4e3a\u80fd\u8282\u7701\u5bfb\u627e\u8d44\u91d1\u7684\u65f6\u95f4\u3002\u6838\u5fc3\u95ee\u9898\u805a\u7126\u4e8eAI\u7684\u63a8\u8350\u903b\u8f91\uff1a\u5982\u4f55\u5bf9\u673a\u4f1a\u8fdb\u884c\u8bc4\u5206\uff08\u5339\u914d\u5ea6\u3001\u6295\u5165\u4ea7\u51fa\u6bd4\u3001\u65f6\u95f4\u7ebf\uff09\u5e76\u6392\u5e8f\uff0c\u907f\u514d\u5f15\u5bfc\u7528\u6237\u9677\u5165\u9ad8\u6295\u5165\u4f4e\u56de\u62a5\u7684\u201c\u6b7b\u80e1\u540c\u201d\uff0c\u4ee5\u53ca\u5982\u4f55\u901a\u8fc7\u6570\u636e\u53cd\u9988\u4f18\u5316\u7b97\u6cd5\u3002\u53e6\u6709\u7528\u6237\u9047\u5230\u641c\u7d22\u529f\u80fd\u6545\u969c\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n 21st Fund\u5207\u5165\u4e86\u4e00\u4e2a\u7cbe\u51c6\u4e14\u75db\u611f\u5f3a\u70c8\u7684\u7ec6\u5206\u5e02\u573a\uff1a\u975e\u7a00\u91ca\u6027\u878d\u8d44\u3002\u5176\u4ef7\u503c\u4e0d\u5728\u4e8e\u98a0\u8986\uff0c\u800c\u5728\u4e8e\u201c\u964d\u672c\u589e\u6548\u201d\u2014\u2014\u7528AI\u66ff\u4ee3\u521b\u59cb\u4eba\u624b\u52a8\u641c\u5bfb\u548c\u7b5b\u9009\u6d77\u91cf\u3001\u5206\u6563\u4e14\u89c4\u5219\u5404\u5f02\u7684\u8d60\u6b3e\u4e0e\u4fe1\u8d37\u4fe1\u606f\u3002\u4ea7\u54c1\u6807\u8bed\u201cAgentic Grant Discovery\u201d\u6697\u793a\u4e86\u5176\u91ce\u5fc3\uff1a\u4e0d\u6b62\u4e8e\u4fe1\u606f\u5217\u8868\uff0c\u66f4\u81f4\u529b\u4e8e\u6210\u4e3a\u80fd\u4e3b\u52a8\u5224\u65ad\u548c\u63a8\u8350\u7684\u667a\u80fd\u4ee3\u7406\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ece\u8bc4\u8bba\u4e2d\u66b4\u9732\u7684\u5c16\u9510\u95ee\u9898\u6765\u770b\uff0c\u8fd9\u6b63\u662f\u5176\u9762\u4e34\u7684\u6838\u5fc3\u6311\u6218\u4e0e\u98ce\u9669\u6240\u5728\u3002\u521b\u59cb\u4eba\u5173\u5fc3\u7684\u201c\u8bc4\u5206\u4f53\u7cfb\u201d\u548c\u201c\u9632\u6b62\u9ad8\u52aa\u529b\u6b7b\u80e1\u540c\u201d\uff0c\u76f4\u6307\u8fd9\u7c7bAI\u5de5\u5177\u7684\u7075\u9b42\uff1a\u63a8\u8350\u6a21\u578b\u7684\u6709\u6548\u6027\u3002\u5982\u679c\u5176AI\u4ec5\u4ec5\u57fa\u4e8e\u5173\u952e\u8bcd\u5339\u914d\uff0c\u800c\u4e0d\u80fd\u6df1\u5ea6\u7406\u89e3\u8d44\u52a9\u65b9\u7684\u771f\u5b9e\u610f\u56fe\u3001\u7533\u8bf7\u7684\u6210\u529f\u6982\u7387\u4e0e\u9690\u6027\u6210\u672c\uff0c\u90a3\u4e48\u5b83\u672c\u8d28\u4e0a\u53ea\u662f\u4e00\u4e2a\u66f4\u82b1\u54e8\u7684\u641c\u7d22\u5f15\u64ce\uff0c\u751a\u81f3\u53ef\u80fd\u56e0\u9519\u8bef\u63a8\u8350\u800c\u6d6a\u8d39\u7528\u6237\u5b9d\u8d35\u8d44\u6e90\u3002\u8bc4\u8bba\u4e2d\u201c\u5411\u91cf\u641c\u7d22\u51b2\u7a81\u5bfc\u81f4\u529f\u80fd\u762b\u75ea\u201d\u7684\u6280\u672f\u6545\u969c\uff0c\u4e5f\u63ed\u793a\u4e86\u65e9\u671fAI\u4ea7\u54c1\u4f9d\u8d56\u5355\u4e00\u6280\u672f\u6808\u7684\u8106\u5f31\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u66f4\u6df1\u5c42\u770b\uff0c\u4ea7\u54c1\u7684\u771f\u6b63\u58c1\u5792\u5e76\u975e\u6280\u672f\uff0c\u800c\u662f\u6570\u636e\u4e0e\u7f51\u7edc\u6548\u5e94\u3002\u5b83\u9700\u8981\u79ef\u7d2f\u5927\u91cf\u7533\u8bf7\u7ed3\u679c\uff08\u6210\u529f\/\u5931\u8d25\uff09\u7684\u95ed\u73af\u6570\u636e\u6765\u8bad\u7ec3\u6a21\u578b\uff0c\u5e76\u53ef\u80fd\u6700\u7ec8\u9700\u8981\u4e0e\u8d44\u52a9\u65b9\u5efa\u7acb\u6570\u636e\u901a\u9053\uff0c\u624d\u80fd\u5b9e\u73b0\u7cbe\u51c6\u7684\u201c\u4fe1\u5fc3\u8bc4\u5206\u201d\u3002\u76ee\u524d\u9636\u6bb5\uff0c\u5b83\u66f4\u50cf\u4e00\u4e2a\u5145\u6ee1\u6f5c\u529b\u7684\u201c\u4fe1\u53f7\u805a\u5408\u5668\u201d\uff0c\u4f46\u5176\u5ba3\u79f0\u7684\u201c\u667a\u80fd\u201d\u80fd\u5426\u7ecf\u5f97\u8d77\u5e02\u573a\u4e25\u9177\u7684\u9a8c\u8bc1\uff0c\u5c06\u51b3\u5b9a\u5b83\u662f\u4e00\u8dc3\u6210\u4e3a\u521b\u59cb\u4eba\u5fc5\u5907\u7684\u57fa\u7840\u8bbe\u65bd\uff0c\u8fd8\u662f\u53e6\u4e00\u4e2a\u5728\u7ea2\u6d77\u4e2d\u6323\u624e\u7684\u67e5\u8be2\u5de5\u5177\u3002\u521b\u59cb\u4eba\u5bf9\u98ce\u6295\u6e38\u620f\u201c\u88ab\u64cd\u7eb5\u201d\u7684\u6279\u5224\u4e3a\u5176\u8d4b\u4e88\u4e86\u9053\u5fb7\u5149\u73af\uff0c\u4f46\u5546\u4e1a\u4e0a\uff0c\u5b83\u5fc5\u987b\u8bc1\u660e\u81ea\u5df1\u7684\u7b97\u6cd5\u662f\u201c\u516c\u6b63\u201d\u4e14\u201c\u6709\u6548\u201d\u7684\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\">21st Fund<\/span>\n <\/div>\n<div class=\"comment-content\">Discover non-dilutive funding, grants, and credits with AI-powered insights. By 21st.fund<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi PH community, <\/p>\n<p>This is Udit, an ex-IB and today, I am shipping the beta for 21st Fund. Its a solution to bypass the system from within. I worked in this industry for 2 years just to know that venture game is rigged. Not all get a fair shot at the game the play. <\/p>\n<p>So, with very low expectations, I shipped 21st Fund – a capital discovery platform for founders, indie hackers, and startups. <\/p>\n<p>This platform don’t find investors for you, lets be very specific. It finds non-dillutive capital which don’t snatches equity from you – credits, grants, equity-free programs, etc. Everything over here.. <\/p>\n<p>Feel free to try it out once.<\/p><\/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\/@udit_autorel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@udit_autorel<\/a> I like that, “capital discovery platform.” Do you plan to expand beyond grants? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@udit_autorel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@udit_autorel<\/a> Congrats on shipping, Udit \u2014 the \u201cnon-dilutive capital\u201d angle is \ud83d\udd25. As a founder, I waste hours chasing grants that end up being a mismatch. How do you score opportunities (eligibility confidence vs effort vs timeline), and will you add alerts when new programs open? Happy to beta-test and share feedback.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interesting search tool for founders who are bootstrapping! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@cruise_chen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cruise_chen<\/a> Thanks serr<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Love the focus on agentic grant discovery and surfacing non-dilutive capital founders usually miss.\u200b<\/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\/@zeiki_yu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zeiki_yu<\/a> Thanks man!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>You got me with your video! First run-through looks good! I’ll spend more time with this! Thank you, Udit! More feedback to follow! Congrats on your launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Non\u2011dilutive opportunities vary hugely in effort and odds\u2014how do you rank\/prioritize recommendations (eligibility confidence, expected value, effort score, timeline), and how do you prevent the tool from sending people into high-effort dead ends?<\/div>\n<div class=\"comment-actions\">\n<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> How do you validate and update those scores over time do you rely on historical outcomes, user feedback, or real application data to avoid false positives?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>You may be out of AI credits, because on all queries, even the most general, I get <\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e3a85c11-42b6-4a04-88e7-eef1c5ace368.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@osakasaul\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@osakasaul<\/a> hey thanks man!! I hadn’t seen it.. just saw that we actually ran into a vector search conflict and it was blocking all search functions. Thanks for informing me about it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#7<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/SKTLZWSHAO6C4O\" class=\"app-title\">Soch<\/a><\/p>\n<div class=\"one-liner\">Turn passive scrolling into active discovery<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">134<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Soch\u662f\u4e00\u6b3e\u5229\u7528AI\u5c06\u590d\u6742\u7814\u7a76\u8bba\u6587\u8f6c\u5316\u4e3a\u6613\u4e8e\u7406\u89e3\u7684\u56fe\u6587\u6458\u8981\uff0c\u5e76\u901a\u8fc7\u4e2a\u6027\u5316\u4fe1\u606f\u6d41\u5448\u73b0\u7684APP\uff0c\u65e8\u5728\u5c06\u7528\u6237\u88ab\u52a8\u7684\u788e\u7247\u5316\u5237\u5c4f\u65f6\u95f4\u8f6c\u5316\u4e3a\u4e3b\u52a8\u7684\u3001\u6709\u6536\u83b7\u7684\u77e5\u8bc6\u53d1\u73b0\u65f6\u523b\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4b2e8b33-a2a0-44e0-a8a3-644639be1c67.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f906e6e9-2a3e-44e1-a7bf-9163b4c0b32a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ab501ca6-2f5c-45e2-a2db-811a89fbb335.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\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Social Impact<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u77e5\u8bc6\u53d1\u73b0<\/span><br \/>\n <span class=\"tag\">AI\u6458\u8981<\/span><br \/>\n <span class=\"tag\">\u7814\u7a76\u8bba\u6587\u901a\u4fd7\u5316<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316\u4fe1\u606f\u6d41<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u6d88\u8d39<\/span><br \/>\n <span class=\"tag\">\u53cd\u788e\u7247\u5316<\/span><br \/>\n <span class=\"tag\">\u6559\u80b2\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u7ec8\u8eab\u5b66\u4e60<\/span><br \/>\n <span class=\"tag\">\u6ce8\u610f\u529b\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u4fe1\u606f\u964d\u566a<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u4ea7\u54c1\u7406\u5ff5\uff0c\u4f46\u8d28\u7591\u5176\u6539\u53d8\u5927\u4f17\u4e60\u60ef\u7684\u96be\u5ea6\uff0c\u5efa\u8bae\u8f6c\u5411\u5b66\u751f\/\u6559\u80b2\u573a\u666f\u3002\u4e3b\u8981\u95ee\u9898\u5305\u62ec\uff1aiOS\u5e94\u7528\u5185\u7f3a\u5c11\u660e\u786e\u7684\u8fd4\u56de\u6309\u94ae\uff1b\u5bf9\u957f\u671f\u5b66\u4e60\u6548\u679c\u4e0e\u9632\u6c89\u8ff7\u673a\u5236\u7684\u8bbe\u8ba1\u5b58\u7591\uff1b\u5173\u6ce8AI\u6458\u8981\u7684\u51c6\u786e\u6027\u4e0e\u6280\u672f\u5b9e\u73b0\uff1b\u671f\u5f85\u5b89\u5353\u7248\u53ca\u6b27\u76df\u5730\u533a\u53ef\u7528\u6027\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Soch\u7684\u91ce\u5fc3\u5728\u4e8e\u5bf9\u6297\u201c\u4eba\u6027\u201d\u2014\u2014\u8bd5\u56fe\u7528AI\u91cd\u6784\u4fe1\u606f\u6d41\uff0c\u5c06\u201c\u5237\u201d\u8fd9\u4e00\u6210\u763e\u884c\u4e3a\u5f15\u5411\u77e5\u8bc6\u83b7\u53d6\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u7684\u201c\u8bba\u6587\u6458\u8981\u201d\uff0c\u800c\u5728\u4e8e\u521b\u9020\u4e00\u79cd**\u4f4e\u8ba4\u77e5\u95e8\u69db\u3001\u9ad8\u4fe1\u606f\u5bc6\u5ea6\u7684\u65b0\u578b\u5185\u5bb9\u6d88\u8d39\u54c1**\uff0c\u8bd5\u56fe\u5728\u5a31\u4e50\u5316\u788e\u7247\u4fe1\u606f\u548c\u4e25\u8083\u6df1\u5ea6\u9605\u8bfb\u4e4b\u95f4\uff0c\u5f00\u8f9f\u4e00\u4e2a\u4e2d\u95f4\u5e02\u573a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6839\u672c\u77db\u76fe\u5c16\u9510\uff1a\u4ea7\u54c1\u5f62\u6001\uff08\u4fe1\u606f\u6d41\uff09\u4e0e\u6838\u5fc3\u76ee\u6807\uff08\u6df1\u5ea6\u8ba4\u77e5\uff09\u5b58\u5728\u5185\u5728\u51b2\u7a81\u3002\u4fe1\u606f\u6d41\u7684\u8bbe\u8ba1\u903b\u8f91\u672c\u8d28\u662f\u6d88\u78e8\u65f6\u95f4\u3001\u8ffd\u6c42\u6c89\u6d78\uff0c\u800c\u201c\u83b7\u5f97\u542f\u53d1\u201d\u9700\u8981\u7684\u662f\u505c\u987f\u3001\u601d\u8003\u4e0e\u5185\u5316\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u5982\u4f55\u907f\u514d\u6210\u4e3a\u53e6\u4e00\u4e2a\u6ce8\u610f\u529b\u9677\u9631\u201d\u7684\u8d28\u95ee\u76f4\u51fb\u8981\u5bb3\u3002\u82e5Soch\u7684\u8bc4\u4f30\u6307\u6807\u4ecd\u662f\u7528\u6237\u505c\u7559\u65f6\u957f\u4e0e\u5237\u65b0\u9891\u7387\uff0c\u90a3\u4e48\u65e0\u8bba\u5185\u5bb9\u5982\u4f55\u5305\u88c5\uff0c\u5b83\u7ec8\u5c06\u6ed1\u5411\u5b83\u8bd5\u56fe\u5bf9\u6297\u7684\u201c\u6ce8\u610f\u529b\u7ecf\u6d4e\u201d\u6a21\u5f0f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f53\u524d\u7248\u672c\u66f4\u50cf\u662f\u4e00\u4e2a\u6280\u672f\u6f14\u793a\uff0c\u8bc1\u660e\u4e86AI\u6d88\u5316\u8bba\u6587\u5e76\u89c6\u89c9\u5316\u7684\u80fd\u529b\u3002\u4f46\u5176\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u5728\u4e8e\uff1a1. **\u5185\u5bb9\u7b5b\u9009\u4e0e\u89e3\u8bfb\u7684\u201c\u7b56\u5c55\u201d\u80fd\u529b**\uff0c\u8fd9\u51b3\u5b9a\u4e86\u4fe1\u606f\u8d28\u91cf\u7684\u5929\u82b1\u677f\uff1b2. **\u4ea4\u4e92\u8bbe\u8ba1\u54f2\u5b66**\uff0c\u80fd\u5426\u771f\u6b63\u8bbe\u8ba1\u51fa\u4fc3\u8fdb\u601d\u8003\u800c\u975e\u5355\u7eaf\u6ed1\u52a8\u7684\u4ea4\u4e92\u3002\u5f00\u53d1\u8005\u63d0\u53ca\u7684\u201c\u6559\u80b2\u573a\u666f\u201d\u662f\u66f4\u52a1\u5b9e\u7684\u65b9\u5411\uff0c\u5c06\u201c\u5237\u77e5\u8bc6\u201d\u4e0e\u660e\u786e\u7684\u5b66\u4e60\u76ee\u6807\u7ed3\u5408\uff0c\u6216\u8bb8\u80fd\u5316\u89e3\u5176\u5546\u4e1a\u6a21\u578b\u4e0e\u6838\u5fc3\u4f7f\u547d\u7684\u6096\u8bba\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u4e3a\u77e5\u8bc6\u7126\u8651\u8005\u63d0\u4f9b\u7684\u53c8\u4e00\u5242\u201c\u6211\u5df2\u7ecf\u5728\u5b66\u4e60\u4e86\u201d\u7684\u5fc3\u7406\u5b89\u6170\u5242\uff0c\u5e76\u672a\u771f\u6b63\u6539\u53d8\u4fe1\u606f\u6d88\u8d39\u7684\u5e95\u5c42\u903b\u8f91\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\">Soch<\/span>\n <\/div>\n<div class=\"comment-content\">We scroll every day, why not learn something meaningful? Soch curates research articles using AI and presents them in a familiar, effortless feed. With simplified summaries, AI-generated visuals, and personalized interests, discovery feels natural, not overwhelming. Turn mindless scrolling into moments of insight.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The question is how to make people swap Instagram for Soch? \ud83d\udc40<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> maybe ASMR videos could be added to the background \ud83e\udd2b<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\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 do you design the experience so it doesn\u2019t become another attention trap\u2014what concrete product decisions did you make to optimize for \u201cfeeling informed\u201d rather than maximizing time-on-app, and how do you evaluate whether you\u2019re succeeding?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>applaud the bravery in developing this against the human nature haha! <\/p>\n<p>bug: when i click into the detailed page of the research, seems there’s no way to get out of it. (I’m using iphone 16 pro).<\/p>\n<p>also echoing <a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> ‘s comment, it’s gonna be a huge uphill battle to convert the behavior of the mass. Maybe in the future a potential direction can be directed towards students\/youth where these topics can be more tied to their curriculum? As a parent I’d be more at ease knowing they are scrolling something remotely related to their school works than tiktok… <\/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\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> <a href=\"https:\/\/www.producthunt.com\/@colinhz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@colinhz<\/a> Thanks Colin!<\/p>\n<p>Regarding the bug, I believe you should be able to swipe right to go back to the previous screen? But I did notice earlier that it lacks an explicit back button. Thanks for the feedback, I will add the back button and it should be available as an OTA update.<\/p>\n<p>Totally agree that securing mass adoption would be the biggest challenge. I met a school teacher while working in a cafe and she gave me the exact same feedback about how useful this could be if the content aligns with a class’s syllabus. This is a great idea and I am taking down notes for the next iteration of the app.<\/p>\n<p>Appreciate the feedback \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@colinhz Same here iPhone 13<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love this concept\u2014turning doomscrolling into <strong>curated<\/strong> research snacks feels spot on for how people actually use their phones today<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’m also working on a solution to the same problem but l’ve admit your solution’s creative<br \/>is android coming? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@eren_kiratli\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@eren_kiratli<\/a> Yes, been focusing on iOS first, but since I built using Expo, I should be able to get Android out soon!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! \ud83d\udc4b<\/p>\n<p>I built Soch because I think something fundamental has gone wrong with how we spend our time online.<\/p>\n<p>Today\u2019s social media isn\u2019t just a way to pass the hours, it actively steals them. By design, feeds warp our sense of time: endless scroll, unrelated posts, autoplay, and notifications make hours feel like minutes and leave us with almost nothing memorable to show for it.<\/p>\n<p>While thousands of fascinating research papers are published every day, most of us never read them because they\u2019re dense and inaccessible.<\/p>\n<p>Soch is my answer to that.<\/p>\n<p>It uses AI to transform complex research into bite-sized, memorable content you can actually enjoy scrolling through:<br \/>\n\u2022 Clear, human-friendly summaries (no PhD required)<br \/>\n\u2022 AI-generated visuals to anchor ideas in memory<br \/>\n\u2022 Optional deep dives when you want them<br \/>\n\u2022 165+ categories so your feed reflects you<\/p>\n<p>What if your scrolling didn\u2019t make time feel shorter, but made you feel more alive and informed? That\u2019s what I\u2019m trying to build with Soch.<\/p>\n<p>I\u2019d love your feedback, and more importantly, what topics would you explore first? \ud83d\ude80<\/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>Congrats on the launch <a href=\"https:\/\/www.producthunt.com\/@eccentricdz\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"eccentricdz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@eccentricdz<\/a> ! – Love the creativity and the idea of the product. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@asadatnoodle\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@asadatnoodle<\/a> Thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch <a href=\"https:\/\/www.producthunt.com\/@eccentricdz\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"eccentricdz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@eccentricdz<\/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>Thanks <a href=\"https:\/\/www.producthunt.com\/@saad_zafar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saad_zafar<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Oh man I really love the design! Is there a personalization feature? The more you use it, the more personalized posts, visuals and language get for you? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@amanudeshii\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@amanudeshii<\/a> That’s my slightly longer term vision, to personalize the articles for the users. But so far it seems like this will have to be a paid feature so I can sustain the parallel streams of article generation. But in the current free version, users can select categories and sub categories , as the first layer of personalization.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Super cool! Are there any plans to launch this on the play store?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! I really like the intent behind Soch, reframing scrolling as something that leaves you with ideas instead of draining attention feels timely and refreshing. How you think about long-term learning here, does Soch optimize more for quick insight per scroll, or for helping certain ideas resurface and compound over time as people keep using the feed?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 \u201cresearch-as-a-feed\u201d UX + Expo build is a clever way to make papers feel approachable.<\/p>\n<p>At scale (tons of new papers daily), best practice is RAG grounded to the paper PDF with metadata filters + citation-first summaries (linking to exact sections) + confidence\/\u201ccan\u2019t verify\u201d fallbacks to avoid hallucinations.<\/p>\n<p>Are you storing per-paper embeddings + provenance (page\/paragraph spans) for retrieval, and how do you evaluate summary accuracy\/drift over time?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks promising, sadly not available in EU \ud83d\ude2d<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@pinkzanny\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pinkzanny<\/a> I am going to do all it takes to make it available in the EU in the next build \ud83c\uddea\ud83c\uddfa<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 launch! Love the concept and definitely see the value in stopping doom-scrolling. Curious how you make the scrolling here <strong>not <\/strong>feel like homework<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Any plan on making your app available in Europe?<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/629ce147-b82c-41df-aa36-a450c62ba8e2.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@damien_declercq\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@damien_declercq<\/a> yes, I am going to do what it takes to meet the requirements for a EU launch in the next build!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>making dense research visually scannable is a massive unlock for accessibility. do you link back to the original source papers for users who want to verify the AI summaries?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@samet_sezer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samet_sezer<\/a> yes, in an article’s detail screen, user’s have the option to navigate to the original paper.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#8<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/ODD74AAD3N3S3P\" class=\"app-title\">Honter<\/a><\/p>\n<div class=\"one-liner\">Run design projects like a studio, even if you\u2019re solo<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">121<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Honter\u662f\u4e00\u6b3e\u4e13\u4e3a\u8bbe\u8ba1\u5e08\u6253\u9020\u7684\u5de5\u4f5c\u7a7a\u95f4\uff0c\u901a\u8fc7\u7ed3\u6784\u5316\u6d41\u7a0b\u548cAI\u8f85\u52a9\uff0c\u5728\u81ea\u7531\u804c\u4e1a\u6216\u5c0f\u578b\u5de5\u4f5c\u5ba4\u573a\u666f\u4e0b\uff0c\u89e3\u51b3\u4e86\u8bbe\u8ba1\u5e08\u4e0e\u5ba2\u6237\u534f\u4f5c\u8fc7\u7a0b\u4e2d\u53cd\u9988\u96f6\u6563\u3001\u9879\u76ee\u5931\u63a7\u7684\u6838\u5fc3\u75db\u70b9\uff0c\u8ba9\u8bbe\u8ba1\u9879\u76ee\u7ba1\u7406\u50cf\u4e13\u4e1a\u8bbe\u8ba1\u5de5\u4f5c\u5ba4\u4e00\u6837\u6e05\u6670\u9ad8\u6548\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ffc52c4a-e77d-4313-ab2e-f100cb0327fd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1bb45d89-c384-4f53-8468-644f28caa4c6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/21464cb8-b574-4aef-b442-3cac694edc39.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/45f353e1-3fff-4dd4-8272-e09cba67597d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6aed2a89-6ea8-400d-9721-a535b61577f3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fe34d0b1-2981-47b8-b3b9-b384a131f26e.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\">Freelance<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8bbe\u8ba1\u5e08\u534f\u4f5c\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u8bbe\u8ba1\u9879\u76ee\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5ba2\u6237\u53cd\u9988\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u81ea\u7531\u804c\u4e1a\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">AI\u8f85\u52a9\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u521b\u610f\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u65e0\u6469\u64e6\u5ba2\u6237\u4f53\u9a8c<\/span><br \/>\n <span class=\"tag\">\u7248\u672c\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">\u60c5\u7eea\u677f\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8bbe\u8ba1\u5de5\u4f5c\u5ba4\u6570\u5b57\u5316<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u53ef\u5176\u89e3\u51b3\u8bbe\u8ba1\u9879\u76ee\u6df7\u4e71\u7684\u6838\u5fc3\u4ef7\u503c\u3002\u6709\u6548\u8bc4\u8bba\u96c6\u4e2d\u4e8e\uff1a1. \u8be2\u95eeAI\u5982\u4f55\u5904\u7406\u77db\u76fe\u6216\u4e0d\u5408\u7406\u53cd\u9988\uff08\u56de\u590d\uff1aAI\u4e0d\u5224\u65ad\uff0c\u4f46\u4f1a\u9ad8\u4eae\u77db\u76fe\u3001\u8f85\u52a9\u4e13\u4e1a\u6c9f\u901a\uff09\uff1b2. \u5173\u6ce8\u5982\u4f55\u878d\u5165\u73b0\u6709\u5de5\u5177\u6808\u800c\u975e\u589e\u52a0\u8d1f\u62c5\uff08\u56de\u590d\uff1a\u65e8\u5728\u53d6\u4ee3\u6240\u6709\u96f6\u6563\u5ba2\u6237\u6c9f\u901a\uff0c\u6210\u4e3a\u552f\u4e00\u4e8b\u5b9e\u6765\u6e90\uff09\uff1b3. \u5173\u5fc3\u5b89\u5168\u6027\u4e0e\u5b9a\u4ef7\uff08\u56de\u590d\uff1a\u91c7\u7528\u53ef\u5206\u4eab\u94fe\u63a5\uff0c\u6b63\u589e\u52a0\u6743\u9650\u63a7\u5236\uff1b\u5b9a\u4ef7\u7ea610-15\u7f8e\u5143\/\u6708\uff0c\u7b80\u5355\u7edf\u4e00\uff09\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 Honter\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u6210\u4e3a\u53c8\u4e00\u4e2a\u9879\u76ee\u7ba1\u7406\u5de5\u5177\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u6210\u4e3a\u8bbe\u8ba1\u884c\u4e1a\u534f\u4f5c\u89c4\u8303\u7684\u201c\u5b9a\u4e49\u8005\u201d\u3002\u5b83\u654f\u9510\u5730\u6293\u4f4f\u4e86\u8bbe\u8ba1\u884c\u4e1a\uff0c\u5c24\u5176\u662f\u81ea\u7531\u804c\u4e1a\u8005\u5e02\u573a\u4e2d\u4e00\u4e2a\u957f\u671f\u5b58\u5728\u7684\u6096\u8bba\uff1a\u521b\u610f\u5de5\u4f5c\u672c\u8eab\u9ad8\u5ea6\u4e13\u4e1a\u5316\uff0c\u4f46\u4e0e\u4e4b\u914d\u5957\u7684\u5ba2\u6237\u6c9f\u901a\u4e0e\u9879\u76ee\u7ba1\u7406\u5374\u5f80\u5f80\u505c\u7559\u5728\u539f\u59cb\u3001\u96f6\u6563\u7684\u201c\u77f3\u5668\u65f6\u4ee3\u201d\u3002\u8fd9\u79cd\u6d41\u7a0b\u7684\u5931\u8303\uff0c\u76f4\u63a5\u5bfc\u81f4\u4e86\u9879\u76ee\u98ce\u9669\u3001\u4e13\u4e1a\u5ea6\u635f\u8017\u548c\u8bbe\u8ba1\u5e08\u7684\u7cbe\u529b\u5185\u8017\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u4ef7\u503c\u4f53\u73b0\u5728\u4e24\u4e2a\u5c42\u9762\u3002\u7b2c\u4e00\u662f**\u7ed3\u6784\u5316\u9884\u8bbe**\u3002\u5b83\u5c06\u201c\u7b80\u62a5-\u60c5\u7eea\u677f-\u7248\u672c-\u53cd\u9988-\u4ea4\u4ed8\u201d\u8fd9\u4e00\u4e13\u4e1a\u8bbe\u8ba1\u6d41\u7a0b\u56fa\u5316\u4e3a\u4ea7\u54c1\u9aa8\u67b6\uff0c\u8fd9\u672c\u8d28\u4e0a\u662f\u5728\u6559\u80b2\u5e02\u573a\uff0c\u5f3a\u5236\u63d0\u5347\u53cc\u65b9\uff08\u5c24\u5176\u662f\u5ba2\u6237\u4fa7\uff09\u7684\u534f\u4f5c\u6210\u719f\u5ea6\u3002\u8fd9\u79cd\u770b\u4f3c\u7b80\u5355\u7684\u7ebf\u6027\u6d41\u7a0b\uff0c\u5b9e\u5219\u662f\u5c06\u5185\u90e8\u5de5\u4f5c\u5ba4\u7684\u6700\u4f73\u5b9e\u8df5\u4ea7\u54c1\u5316\u3001\u666e\u9002\u5316\u3002\u7b2c\u4e8c\u662f**\u514b\u5236\u7684AI\u5e94\u7528**\u3002\u5176\u201c\u5b89\u9759AI\u201d\u7684\u5b9a\u4f4d\u975e\u5e38\u806a\u660e\uff0c\u5b83\u4e0d\u8d8a\u4fce\u4ee3\u5e96\u505a\u8bbe\u8ba1\u51b3\u7b56\uff0c\u800c\u662f\u5145\u5f53\u201c\u6c9f\u901a\u7ffb\u8bd1\u5668\u201d\u548c\u201c\u6d41\u7a0b\u6da6\u6ed1\u5242\u201d\uff0c\u81f4\u529b\u4e8e\u5c06\u6a21\u7cca\u3001\u60c5\u7eea\u5316\u7684\u8bed\u8a00\u8f6c\u5316\u4e3a\u6e05\u6670\u3001\u53ef\u6267\u884c\u7684\u4efb\u52a1\u3002\u8fd9\u7cbe\u51c6\u51fb\u4e2d\u4e86\u8bbe\u8ba1\u5e08\u6700\u8017\u795e\u7684\u975e\u8bbe\u8ba1\u5de5\u4f5c\u2014\u2014\u6c9f\u901a\u4e0e\u89e3\u91ca\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u540c\u6837\u660e\u663e\u3002\u6700\u5927\u7684\u98ce\u9669\u5728\u4e8e\u5b83\u8bd5\u56fe\u5728\u201c\u65e0\u6469\u64e6\u4f53\u9a8c\u201d\u4e0e\u201c\u9879\u76ee\u5b89\u5168\u53ef\u63a7\u201d\u4e4b\u95f4\u8d70\u94a2\u4e1d\u3002\u76ee\u524d\u4f9d\u8d56\u5206\u4eab\u94fe\u63a5\u7684\u7b80\u6613\u6a21\u5f0f\uff0c\u5728\u9762\u5bf9\u590d\u6742\u5ba2\u6237\u7ed3\u6784\u6216\u654f\u611f\u9879\u76ee\u65f6\u53ef\u80fd\u663e\u5f97\u8106\u5f31\u3002\u5c3d\u7ba1\u56e2\u961f\u5df2\u610f\u8bc6\u5230\u5e76\u8ba1\u5212\u589e\u52a0\u6743\u9650\u5c42\u7ea7\uff0c\u4f46\u8fd9\u53ef\u80fd\u4f1a\u4fb5\u8680\u5176\u201c\u65e0\u9700\u5ba2\u6237\u6ce8\u518c\u201d\u7684\u6838\u5fc3\u4f53\u9a8c\u4f18\u52bf\u3002\u5176\u6b21\uff0c\u5b83\u9762\u4e34\u5f3a\u5927\u7684\u201c\u60ef\u6027\u58c1\u5792\u201d\u3002\u8bbe\u8ba1\u5e08\u5df2\u6709\u7684\u5de5\u5177\u6808\uff08Figma, Slack, \u90ae\u4ef6\uff09\u5df2\u5f62\u6210\u4e60\u60ef\uff0c\u5ba2\u6237\u4e5f\u66f4\u503e\u5411\u4e8e\u4f7f\u7528\u81ea\u5df1\u719f\u6089\u7684\u6c9f\u901a\u5de5\u5177\u3002Honter\u5fc5\u987b\u8bc1\u660e\u5176\u5e26\u6765\u7684\u6d41\u7a0b\u6e05\u6670\u5ea6\u548c\u65f6\u95f4\u8282\u7701\uff0c\u8db3\u4ee5\u62b5\u6d88\u5207\u6362\u6210\u672c\u548c\u8bf4\u670d\u5ba2\u6237\u6539\u53d8\u4e60\u60ef\u7684\u963b\u529b\u3002\u5b83\u80fd\u5426\u771f\u6b63\u6210\u4e3a\u201c\u552f\u4e00\u9700\u8981\u68c0\u67e5\u7684\u5730\u65b9\u201d\uff0c\u800c\u975e\u201c\u53e6\u4e00\u4e2a\u9700\u8981\u68c0\u67e5\u7684\u5730\u65b9\u201d\uff0c\u5c06\u662f\u5176\u6210\u8d25\u7684\u5173\u952e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cHonter\u662f\u4e00\u6b3e\u601d\u8def\u6e05\u6670\u3001\u5207\u5165\u70b9\u7cbe\u51c6\u7684\u4ea7\u54c1\u3002\u5b83\u4e0d\u5356\u5f04\u70ab\u9177\u7684AI\u5671\u5934\uff0c\u800c\u662f\u7528\u6280\u672f\u89e3\u51b3\u4e00\u4e2a\u5207\u5b9e\u3001\u4f20\u7edf\u7684\u884c\u4e1a\u75fc\u75be\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u662f\u5bf9\u8bbe\u8ba1\u884c\u4e1a\u534f\u4f5c\u6d41\u7a0b\u6807\u51c6\u5316\u7a0b\u5ea6\u7684\u4e00\u6b21\u5e02\u573a\u68c0\u9a8c\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Honter<\/span>\n <\/div>\n<div class=\"comment-content\">Honter is a workspace built specifically for designers to collaborate with clients in a structured, professional way. Instead of juggling emails, PDFs and scattered comments, designers manage briefs, moodboards, versions, feedback, and deliveries in one clear flow. Each workspace is designed around how real design projects actually work. AI is used quietly in the background to help clarify client feedback and draft quick responses, so designers spend less time managing and more time designing.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt, Axel here, founder of Honter \ud83d\udc4b<\/p>\n<p>I\u2019ve been a designer for over a decade, working both freelance and inside companies. One thing always felt broken when freelancing: the work itself was fine, but the process never was. Client feedback lived in emails, WhatsApp, PDFs, Figma comments, and random notes, and the project slowly lost structure and professionalism.<\/p>\n<p>Inside companies, that chaos does not exist. There\u2019s a clear flow, clear ownership, and clear expectations. Honter started as an attempt to bring that same studio-level structure to solo designers.<\/p>\n<p>Instead of generic project management, Honter is built around how design projects actually work: briefs, moodboards, versions, feedback, and deliveries, all in one workspace shared with the client. AI is there quietly to help clarify feedback and draft quick responses, not to replace the designer.<\/p>\n<p>This launch is still early, and feedback from designers really matters. If you freelance, run a studio, or work closely with designers, I\u2019d love to hear what feels right and what doesn\u2019t.<\/p>\n<p>Thanks for checking it out.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@axeltdesign\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@axeltdesign<\/a> I feel that freelance projects usually go sideways at one specific point. What\u2019s the moment Honter fixes best so far: messy first brief, scattered mid-project feedback, or the handoff at delivery when expectations suddenly shift?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Love the \u201ctap to match\u201d model\u2014feels like a cleaner, less noisy way to pair teams with genuinely great\u2011fit talent.<\/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\/@zeiki_yu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zeiki_yu<\/a> appreciate your comment man :=)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The version-tied feedback + \u201cquiet AI\u201d clarity check is a smart way to reduce mid-project drift \ud83d\udd25<\/p>\n<p>As you scale to bigger teams\/clients, the gnarly bit is secure guest access + auditability across briefs\/moodboards\/versions best practice is signed, expiring share links + per-version immutable audit logs + granular roles (view\/comment\/approve).<\/p>\n<p>Are you planning native Figma version linking\/diffing (file+frame refs) and how will you handle revoking\/rotating client links without breaking the frictionless flow?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ryan_thill\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ryan_thill<\/a> <\/p>\n<p>Great points. A lot of the drift is already reduced today through enforced structure. In our branding workspace, the brief has to be completed before the moodboard unlocks, and a direction has to be approved before versions unlock, etc. That sequencing alone prevents many \u201cwho approved what\u201d issues.<\/p>\n<\/p>\n<p>What we\u2019re still evolving is the explicit audit layer on top of that flow. As teams and clients get bigger, approvals, feedback, and version decisions need to be clearly traceable over time. That\u2019s where signed or expiring links, role-based access, and stronger approval records come in, without breaking the frictionless, no-signup experience.<\/p>\n<\/p>\n<p>On Figma, we\u2019re not trying to replace it. The direction is native linking to the exact file or frame that was reviewed, so Honter becomes the system of record for decisions and feedback, while design stays in Figma. For access revocation, the goal is link rotation and scoped invalidation, so designers can change access without resetting the workspace or forcing re-onboarding.<\/p>\n<\/p>\n<p>We\u2019re being intentional about layering control as needed, rather than turning collaboration into a heavy security 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch <a href=\"https:\/\/www.producthunt.com\/@axeltdesign\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"axeltdesign\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@axeltdesign<\/a> and co!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@saad_zafar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saad_zafar<\/a> <\/p>\n<p>Thank you man, congrats to you as well, your product is doing really 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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Bringing structure to the freelance chaos is a solid value prop. <strong>I’m interested in the AI implementation:<\/strong> You mentioned AI clarifies feedback\u2014does it also help with <em>conflicting\/ unreasonable<\/em> feedback?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jiawei_liu6\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jiawei_liu6<\/a> <\/p>\n<p>Hii,<\/p>\n<p>Great question. Right now, Honter\u2019s AI is intentionally supportive, not autonomous.<\/p>\n<\/p>\n<p>It doesn\u2019t decide what feedback is \u201cright\u201d or overrule the designer. What it does today is help turn messy input into something usable so designers can make better decisions faster.<\/p>\n<p>Concretely, this is how it helps:<\/p>\n<ul>\n<li>\n<p>In the Brief, it analyzes client text and auto-fills structure, plus generates designer-facing insights.<\/p>\n<\/li>\n<li>\n<p>In Tasks, it rewrites vague requests into clear, structured descriptions.<\/p>\n<\/li>\n<li>\n<p>In Moodboards, it summarizes visual direction and compares options side by side.<\/p>\n<\/li>\n<li>\n<p>In Versions, it cleans up vague comments, prioritizes feedback by effort, suggests what to focus on next, and helps draft a professional update back to the client.<\/p>\n<\/li>\n<li>\n<p>It also runs a real-time clarity check on comments, nudging clients to be more specific as they write.<\/p>\n<\/li>\n<\/ul>\n<p>So for conflicting or unreasonable feedback, the AI doesn\u2019t judge it. It highlights contradictions and vague input early, helping designers clarify expectations or push back professionally without emotional back-and-forth.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Many designers already have a stack (Figma comments + email\/Slack\/WhatsApp + a PM tool). What\u2019s the clearest scenario where Honter replaces part of that stack rather than becoming \u201cone more place to check,\u201d and what does a successful first week of adoption look like for both designer and client?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> <\/p>\n<p>That\u2019s exactly the risk we\u2019re trying to avoid. Honter is not meant to sit next to everything else.<\/p>\n<p>The clearest scenario where Honter replaces part of the stack is client-facing communication around the work itself.<\/p>\n<\/p>\n<p>Designers still design in Figma. They can still message internally on Slack if they want. But once a project starts, Honter becomes the single place where briefs, versions, feedback, and decisions live. That means no feedback in email, no \u201cquick note\u201d on WhatsApp, and no chasing comments across tools.<\/p>\n<\/p>\n<p>A successful first week looks like this:<\/p>\n<p>For the designer:<\/p>\n<ul>\n<li>\n<p>One workspace per project.<\/p>\n<\/li>\n<li>\n<p>The brief lives there, even if it evolves.<\/p>\n<\/li>\n<li>\n<p>Each design version is uploaded there, and all feedback is tied to that version.<\/p>\n<\/li>\n<li>\n<p>Fewer clarifying calls, fewer follow-ups, less second-guessing.<\/p>\n<\/li>\n<\/ul>\n<p>For the client:<\/p>\n<ul>\n<li>\n<p>One link, no account required.<\/p>\n<\/li>\n<li>\n<p>They always know where to leave feedback.<\/p>\n<\/li>\n<li>\n<p>They can see what changed, what was addressed, and what\u2019s still open.<\/p>\n<\/li>\n<li>\n<p>They stop asking \u201cwhere should I send this?\u201d entirely.<\/p>\n<\/li>\n<\/ul>\n<p>If Honter works, it doesn\u2019t add a place to check.<br \/>It removes the need to check everywhere else.<\/p>\n<\/p>\n<p>Thank you for your question, we really appreciaate 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\">Very interesting, but where\u2019s the pricing? I also like the no sign up concept, but how are links secured against unautrhorized access?<\/div>\n<div class=\"comment-actions\">\n<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\/@umberto_abbatantuono\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@umberto_abbatantuono<\/a> <\/p>\n<p>Thank you for your questions.<\/p>\n<\/p>\n<p>Pricing:<br \/>We\u2019re finalizing it right now, but the plan is intentionally simple. One subscription in the $10\u2013$15\/month range that unlocks unlimited workspaces and full use of the AI assistant. No per-project or per-client complexity. We want pricing to feel predictable, not like another thing designers have to manage.<\/p>\n<p>Access & security:<br \/>Honter uses shareable links to keep the guest experience frictionless. Anyone with the link can access the workspace, which is a deliberate tradeoff to avoid forcing client sign-ups.<\/p>\n<p>That said, we\u2019re actively adding more control, things like link expiration, access levels, and workspace-level privacy settings, so designers can dial in how open or restricted each project should be. The goal is flexibility without turning collaboration into a login nightmare.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>yn the client side, do they need to create an account to view moodboards and leave feedback, or is it a frictionless guest experience?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@samet_sezer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samet_sezer<\/a> We focus on a frictionless guest experience. Clients never have to create an account to review or collaborate. It is always optional.<\/p>\n<\/p>\n<p>If a client works with multiple designers and wants to keep all their workspaces in one place, they can choose to create an account. Otherwise, they can jump in and get work done without any setup.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/P4JKKY4FM5IZUS\" class=\"app-title\">Internet Makes Music<\/a><\/p>\n<div class=\"one-liner\">A public, global music experiment. Completely free<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">114<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u5141\u8bb8\u5168\u7403\u7528\u6237\u901a\u8fc7\u653e\u7f6e\u50cf\u7d20\u70b9\u6765\u5171\u540c\u521b\u4f5c\u97f3\u4e50\u7684\u514d\u8d39\u5728\u7ebf\u5b9e\u9a8c\u5e73\u53f0\uff0c\u5728\u533f\u540d\u3001\u65e0\u7ec4\u7ec7\u7684\u7f51\u7edc\u573a\u666f\u4e0b\uff0c\u63a2\u7d22\u964c\u751f\u4eba\u80fd\u5426\u901a\u8fc7\u7b80\u5355\u534f\u4f5c\u4ea7\u751f\u548c\u8c10\u65cb\u5f8b\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e1bb9cc0-dd6d-490a-b864-31b3af31c062.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/059a74c9-dfdb-4a86-a0b5-59015665c848.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2c432760-4c7c-42f5-b521-3ec00f35d79d.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>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5728\u7ebf\u97f3\u4e50\u521b\u4f5c<\/span><br \/>\n <span class=\"tag\">\u534f\u4f5c\u5b9e\u9a8c<\/span><br \/>\n <span class=\"tag\">\u50cf\u7d20\u827a\u672f<\/span><br \/>\n <span class=\"tag\">\u964c\u751f\u4eba\u793e\u4ea4<\/span><br \/>\n <span class=\"tag\">\u516c\u5171\u753b\u5e03<\/span><br \/>\n <span class=\"tag\">\u58f0\u97f3\u53ef\u89c6\u5316<\/span><br \/>\n <span class=\"tag\">\u7f51\u9875\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39\u65e0\u5e7f\u544a<\/span><br \/>\n <span class=\"tag\">\u7fa4\u4f53\u521b\u4f5c<\/span><br \/>\n <span class=\"tag\">\u4e92\u8054\u7f51\u827a\u672f<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u201cr\/place for sound\u201d\u7684\u521b\u610f\u4e0e\u514d\u8d39\u65e0\u8ffd\u8e2a\u7684\u7acb\u573a\u3002\u4e3b\u8981\u95ee\u9898\u805a\u7126\u4e8e\uff1a\u534f\u4f5c\u7684\u7ea6\u675f\u673a\u5236\uff08\u5982180\u79d2\u51b7\u5374\u3001\u97f3\u9636\u8303\u56f4\u8bbe\u8ba1\uff09\u5982\u4f55\u5e73\u8861\u81ea\u7531\u4e0e\u79e9\u5e8f\uff1b\u80fd\u5426\u521b\u5efa\u79c1\u4eba\u534f\u4f5c\u623f\u95f4\uff1b\u4ee5\u53ca\u672a\u6765\u662f\u5426\u4f1a\u5c55\u793a\u6700\u4f73\u4f5c\u54c1\u96c6\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 \u201cInternet Makes Music\u201d\u4e0e\u5176\u8bf4\u662f\u4e00\u6b3e\u4ea7\u54c1\uff0c\u4e0d\u5982\u8bf4\u662f\u4e00\u573a\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u3001\u5e26\u6709\u7406\u60f3\u4e3b\u4e49\u8272\u5f69\u7684\u4e92\u8054\u7f51\u884c\u4e3a\u827a\u672f\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u6280\u672f\u6216\u97f3\u4e50\u4ea7\u51fa\uff0c\u800c\u5728\u4e8e\u5b83\u6784\u5efa\u4e86\u4e00\u4e2a\u6781\u7b80\u7684\u201c\u793e\u4f1a\u5951\u7ea6\u201d\u6c99\u76d2\uff1a\u5728\u5b8c\u5168\u533f\u540d\u3001\u65e0\u8eab\u4efd\u3001\u65e0\u6c9f\u901a\u7684\u524d\u63d0\u4e0b\uff0c\u4ec5\u901a\u8fc7\u4e00\u4e2a\u653e\u7f6e\u50cf\u7d20\u7684\u52a8\u4f5c\uff0c\u89c2\u5bdf\u5168\u7403\u964c\u751f\u4eba\u80fd\u5426\u81ea\u53d1\u5f62\u6210\u79e9\u5e8f\u4e0e\u548c\u8c10\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5de7\u5999\u5730\u8bbe\u5b9a\u4e86\u201c\u9690\u5f62\u62a4\u680f\u201d\uff1a\u9884\u7f6e\u7684\u3001\u548c\u8c10\u7684\u97f3\u9636\u786e\u4fdd\u4e86\u4efb\u4f55\u968f\u673a\u653e\u7f6e\u90fd\u4e0d\u4f1a\u4ea7\u751f\u201c\u566a\u97f3\u201d\uff0c\u8fd9\u66b4\u9732\u4e86\u5b9e\u9a8c\u7684\u6838\u5fc3\u9884\u8bbe\u2014\u2014\u5b83\u8ffd\u6c42\u7684\u5e76\u975e\u7edd\u5bf9\u81ea\u7531\u7684\u6df7\u6c8c\uff0c\u800c\u662f\u5728\u6709\u9650\u81ea\u7531\u4e0b\u7684\u201c\u53ef\u63a7\u6d8c\u73b0\u201d\u3002180\u79d2\u7684\u51b7\u5374\u65f6\u95f4\uff0c\u4e0e\u5176\u8bf4\u662f\u6280\u672f\u9650\u5236\uff0c\u4e0d\u5982\u8bf4\u662f\u5bf9\u4eba\u6027\u8010\u5fc3\u7684\u6d4b\u8bd5\uff0c\u8bd5\u56fe\u8fc7\u6ee4\u7eaf\u7cb9\u7684\u7834\u574f\u51b2\u52a8\uff0c\u9f13\u52b1\u6df1\u601d\u719f\u8651\u7684\u8d21\u732e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u7ea6\u675f\u4e0e\u81ea\u7531\u201d\u7684\u63d0\u95ee\u5207\u4e2d\u8981\u5bb3\u3002\u5f00\u53d1\u8005\u9009\u62e9\u5728\u97f3\u4e50\u6027\uff08\u97f3\u9636\uff09\u4e0a\u5f3a\u7ea6\u675f\uff0c\u5728\u884c\u4e3a\uff08\u8c01\u3001\u4f55\u65f6\u3001\u4f55\u5904\u653e\u7f6e\uff09\u4e0a\u6781\u5f31\u7ea6\u675f\uff0c\u8fd9\u6070\u6070\u662f\u5176\u793e\u4f1a\u5b9e\u9a8c\u7684\u950b\u5229\u4e4b\u5904\uff1a\u5b83\u60f3\u8bc1\u660e\uff0c\u53ea\u8981\u5728\u5e95\u5c42\u89c4\u5219\uff08\u97f3\u9636\uff09\u4e0a\u65bd\u52a0\u6700\u57fa\u7840\u7684\u201c\u5584\u201d\uff0c\u7fa4\u4f53\u7684\u65e0\u5e8f\u4e92\u52a8\u4e5f\u80fd\u5bfc\u5411\u4e00\u4e2a\u53ef\u63a5\u53d7\u7684\u7ed3\u679c\u3002\u8fd9\u662f\u4e00\u79cd\u5bf9\u4e92\u8054\u7f51\u201c\u516c\u5171\u6027\u201d\u7684\u6d6a\u6f2b\u9690\u55bb\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u957f\u671f\u5438\u5f15\u529b\u5b58\u7591\u3002\u5f53\u201c\u548c\u8c10\u201d\u6210\u4e3a\u5fc5\u7136\uff0c\u60ca\u559c\u611f\u548c\u51b2\u7a81\u5f20\u529b\u4fbf\u4f1a\u51cf\u5f31\uff0c\u5b9e\u9a8c\u53ef\u80fd\u4ece\u201c\u6211\u4eec\u80fd\u5426\u521b\u9020\u97f3\u4e50\u201d\u7684\u60ac\u5ff5\uff0c\u6ca6\u4e3a\u201c\u6211\u4eec\u53c8\u5728\u64ad\u653e\u540c\u4e00\u6bb5\u548c\u8c10\u97f3\u9636\u201d\u7684\u91cd\u590d\u3002\u5b83\u7f3a\u4e4f\u5982r\/place\u90a3\u822c\u5f3a\u70c8\u7684\u53d9\u4e8b\u51b2\u7a81\u4e0e\u90e8\u843d\u5bf9\u6297\uff0c\u800c\u8fd9\u6b63\u662f\u540e\u8005\u5f15\u7206\u7f51\u7edc\u7684\u5173\u952e\u3002\u8fd9\u6b3e\u5e94\u7528\u662f\u4e92\u8054\u7f51\u65e9\u671f\u4e4c\u6258\u90a6\u7cbe\u795e\u7684\u4e00\u6b21\u6e29\u67d4\u56de\u54cd\uff0c\u4f46\u5728\u8fd9\u4e2a\u8ffd\u6c42\u6781\u81f4\u6548\u7387\u548c\u4e2a\u6027\u5316\u8868\u8fbe\u7684\u65f6\u4ee3\uff0c\u5b83\u7684\u547d\u8fd0\u6216\u8bb8\u6070\u6070\u662f\u5176\u5b9e\u9a8c\u7684\u4e00\u90e8\u5206\uff1a\u6d4b\u8bd5\u4e00\u4e2a\u7eaf\u7cb9\u3001\u5584\u610f\u4f46\u7b80\u5355\u7684\u516c\u5171\u9879\u76ee\uff0c\u80fd\u5426\u5728\u5f53\u4e0b\u7684\u4e92\u8054\u7f51\u751f\u6001\u4e2d\u6301\u7eed\u5360\u636e\u4efb\u4f55\u4eba\u7684\u6ce8\u610f\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\">Internet Makes Music<\/span>\n <\/div>\n<div class=\"comment-content\">Anybody can place a pixel that produces sound, and anybody can listen to the result. The public experiment that I want to show to the world. Works on any device (Phone, Desktop). So, can strangers create music just by placing pixels?<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi ProductHunt!<\/p>\n<p>This is a 100% Free Public Experiment, which means that there are no ads, no monetization, no payments, and of course, no tracking, and even no logging, and will never be. Even free websites require some advertising. Soo.. That’s why I’m here<\/p>\n<p>I made this site because I wanted to have some collaboration with people, to see what strangers can make together, and it might be fun, actually. That’s it, there’s no other reason for doing it. Place pixels with a person who might be on the other side of the planet and create music together on one canvas.<\/p>\n<\/p>\n<p><strong>The link goes straight to the experiment, so you might add your pixel or remove one right now.<\/strong><\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Love this playful, collaborative pixel\u2011to\u2011music experiment\u2014feels like r\/place for sound, and the web-native, free-for-all vibe is perfect.<\/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\/@zeiki_yu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zeiki_yu<\/a> Hi! Thanks, yep r\/place was an inspiration for this project!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 giving me strong r\/place vibes but for audio! \ud83c\udfb5 I love the concept of collaborative jamming with total strangers. It turns the chaos of the internet into a surprisingly harmonious loop. What a cool social experiment!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@chen_dong_94\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chen_dong_94<\/a> Yep! r\/place was the inspiration<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>congrats on the launch! the idea is extremely fun and interesting! <br \/>btw, if I’m right, you have the fixed range of sounds in the panel, and all of them work well together, so am I right that practically placing a pixel anywhere would not harm and would just add a sound that fits in? <br \/>and also was just curious what’s the hypothesis of your experiment? what are you aiming for? <br \/>wishing you continuing success! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Super cool! Is there a way to make a personal invite group where certain people can come and collaborate?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Always love interesting collaborative crowdsourcing projects! Could you later share the most amazing songs made by strangers?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\">The grid metaphor is intuitive, but public collaboration can quickly turn into noise: what constraints (scale\/quantization, cooldowns, limits) did you choose to keep it \u201cmusical,\u201d and what did you deliberately avoid because it would over-control the experiment?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is very interesting! What are the reasons for the cooldown of 180s after adding a note?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/DMJZ6N6OZR2YZO\" class=\"app-title\">NotchDrop<\/a><\/p>\n<div class=\"one-liner\">A Dynamic Island experience for your Mac notch<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">108<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>NotchDrop\u5c06MacBook\u7684\u5c4f\u5e55\u5218\u6d77\u533a\u57df\u8f6c\u5316\u4e3a\u4e00\u4e2a\u5feb\u901f\u4efb\u52a1\u4e2d\u5fc3\uff0c\u901a\u8fc7\u96c6\u4e2d\u7ba1\u7406\u6587\u4ef6\u62d6\u62fd\u5206\u4eab\u3001\u526a\u8d34\u677f\u5386\u53f2\u3001\u5a92\u4f53\u63a7\u5236\u7b49\u9ad8\u9891\u5fae\u64cd\u4f5c\uff0c\u5728\u7528\u6237\u9700\u8981\u9891\u7e41\u5207\u6362\u5e94\u7528\u6216\u5de5\u5177\u7684\u788e\u7247\u5316\u5de5\u4f5c\u573a\u666f\u4e2d\uff0c\u5b9e\u73b0\u4e86\u96f6\u5e72\u6270\u3001\u4e00\u4f53\u5316\u7684\u6d41\u7545\u4f53\u9a8c\uff0c\u89e3\u51b3\u4e86\u6548\u7387\u4e2d\u65ad\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f9440dde-9988-45e3-ad59-10da996d1df8.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\/669ad247-422e-4043-8d5f-4f1ebc22c111.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\/98859473-b9a2-414a-9835-4945b0a73696.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\/620562db-57eb-44ca-bf1f-f71a28701297.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\/28944f2c-8bea-42c8-bc27-b995d76a2db9.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\/744ae532-77a9-4a3a-a488-e88d2a3ed861.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Menu Bar Apps<\/span><br \/>\n <span class=\"tag\">Apple<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">macOS\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u5218\u6d77\u5c4f\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u96c6\u4e2d\u5f0f\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u6587\u4ef6\u5171\u4eab<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u589e\u5f3a<\/span><br \/>\n <span class=\"tag\">\u83dc\u5355\u680f\u66ff\u4ee3\u54c1<\/span><br \/>\n <span class=\"tag\">\u4e00\u6b21\u6027\u4e70\u65ad<\/span><br \/>\n <span class=\"tag\">\u65e0\u611f\u64cd\u4f5c<\/span><br \/>\n <span class=\"tag\">\u7cfb\u7edf\u96c6\u6210<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u96c6\u4e2d\u4e8e\u5bf9\u201c\u96c6\u4e2d\u5316\u67a2\u7ebd\u201d\u6982\u5ff5\u7684\u8ba4\u53ef\uff0c\u8ba4\u4e3a\u51cf\u5c11\u64cd\u4f5c\u6b65\u9aa4\u6709\u4ef7\u503c\u3002\u6838\u5fc3\u63d0\u95ee\u5728\u4e8e\uff1a\u5728\u5df2\u6709\u72ec\u7acb\u5de5\u5177\uff08\u5982AirDrop\u3001\u526a\u8d34\u677f\u7ba1\u7406\u5668\uff09\u7684\u60c5\u51b5\u4e0b\uff0c\u7528\u6237\u8fc1\u79fb\u7684\u5f3a\u7406\u7531\u662f\u4ec0\u4e48\uff1f\u5f00\u53d1\u8005\u56de\u590d\u5176\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u201c\u5c06\u591a\u4e2a\u5de5\u5177\u8f6c\u5316\u4e3a\u5355\u4e00\u4e60\u60ef\u201d\uff0c\u63d0\u4f9b\u65e0\u9700\u9009\u62e9\u7684\u4fbf\u5229\u6027\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n NotchDrop\u7684\u4ea7\u54c1\u903b\u8f91\uff0c\u672c\u8d28\u4e0a\u662f\u9488\u5bf9\u201c\u754c\u9762\u6b7b\u89d2\u201d\u7684\u4f53\u9a8c\u91cd\u6784\u4e0e\u201c\u5fae\u5de5\u4f5c\u6d41\u201d\u7684\u66b4\u529b\u6574\u5408\u3002\u5b83\u5c06\u4e00\u4e2a\u5907\u53d7\u4e89\u8bae\u7684\u786c\u4ef6\u7f3a\u9677\uff08\u5218\u6d77\uff09\u91cd\u65b0\u5b9a\u4e49\u4e3a\u5177\u6709\u4f4d\u7f6e\u8bb0\u5fc6\u548c\u5e38\u9a7b\u5c5e\u6027\u7684\u7269\u7406\u4ea4\u4e92\u951a\u70b9\uff0c\u8fd9\u6bd4\u5355\u7eaf\u7684\u83dc\u5355\u680f\u5e94\u7528\u66f4\u5177\u573a\u666f\u6697\u793a\u6027\u2014\u2014\u5b83\u6070\u597d\u4f4d\u4e8e\u89c6\u89c9\u7126\u70b9\u533a\u57df\uff0c\u5374\u53c8\u957f\u671f\u95f2\u7f6e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u5ba3\u79f0\u7684\u4ef7\u503c\u201c\u65e0\u9700\u5207\u6362\u5e94\u7528\u201d\u76f4\u6307\u4e00\u4e2a\u6df1\u5c42\u75db\u70b9\uff1a\u73b0\u4ee3\u6548\u7387\u5de5\u5177\u672c\u8eab\u6b63\u5728\u5236\u9020\u65b0\u7684\u6548\u7387\u635f\u8017\u3002\u7528\u6237\u62e5\u6709\u4e13\u4e1a\u7684\u622a\u56fe\u5de5\u5177\u3001\u8de8\u5e73\u53f0\u4f20\u8f93\u65b9\u6848\u3001\u526a\u8d34\u677f\u7ba1\u7406\u5668\uff0c\u4f46\u6bcf\u4e00\u6b21\u8c03\u7528\u90fd\u662f\u4e00\u6b21\u4e0a\u4e0b\u6587\u5207\u6362\u548c\u51b3\u7b56\u6d88\u8017\u3002NotchDrop\u8bd5\u56fe\u7528\u5730\u7406\u4f4d\u7f6e\u7684\u552f\u4e00\u6027\uff08\u5218\u6d77\u4e0b\u62c9\uff09\u66ff\u4ee3\u5fc3\u667a\u51b3\u7b56\uff0c\u5c06\u201c\u7528\u4ec0\u4e48\u201d\u7b80\u5316\u4e3a\u201c\u4ece\u8fd9\u91cc\u64cd\u4f5c\u201d\uff0c\u8fd9\u662f\u4e00\u79cd\u4ece\u201c\u5de5\u5177\u80fd\u529b\u5bfc\u5411\u201d\u5230\u201c\u808c\u8089\u8bb0\u5fc6\u5bfc\u5411\u201d\u7684\u8303\u5f0f\u5c1d\u8bd5\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u5b83\u662f\u201c\u745e\u58eb\u519b\u5200\u201d\u6a21\u5f0f\u7684\u73b0\u4ee3\u53d8\u4f53\uff0c\u5fc5\u7136\u5728\u5355\u9879\u529f\u80fd\u6df1\u5ea6\u4e0a\u900a\u4e8e\u4e13\u4e1a\u5de5\u5177\uff0c\u5176\u751f\u5b58\u4f9d\u8d56\u4e8e\u7528\u6237\u5bf9\u201c\u8db3\u591f\u597d\u201d\u7684\u6574\u5408\u529f\u80fd\u7684\u6301\u7eed\u4f7f\u7528\u3002\u5176\u6b21\uff0c\u5176\u751f\u6001\u62a4\u57ce\u6cb3\u8584\u5f31\uff1a\u4e00\u65e6\u7cfb\u7edf\u5c42\u7ea7\uff08\u5982macOS\u672c\u8eab\uff09\u6216\u66f4\u5f3a\u5927\u7684\u6548\u7387\u5e73\u53f0\uff08\u5982Alfred\u3001Raycast\uff09\u51b3\u5b9a\u6574\u5408\u7c7b\u4f3c\u5165\u53e3\uff0c\u5176\u72ec\u7acb\u4ef7\u503c\u5c06\u8fc5\u901f\u88ab\u4fb5\u8680\u3002\u6700\u540e\uff0c\u201c\u4e00\u6b21\u6027\u4e70\u65ad\u201d\u6a21\u5f0f\u5728\u8d5e\u8d4f\u5176\u514b\u5236\u7684\u540c\u65f6\uff0c\u4e5f\u8ba9\u4eba\u8d28\u7591\u5176\u957f\u671f\u8fed\u4ee3\u52a8\u529b\u4e0e\u751f\u6001\u6269\u5c55\u80fd\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u8003\u9a8c\u5728\u4e8e\uff0c\u5b83\u80fd\u5426\u4ece\u201c\u4e00\u4e2a\u5de7\u5999\u7684\u70b9\u5b50\u201d\u8fdb\u5316\u4e3a\u201c\u4e00\u4e2a\u4e0d\u53ef\u66ff\u4ee3\u7684\u4e60\u60ef\u201d\u3002\u8fd9\u8981\u6c42\u5b83\u4e0d\u4ec5\u5728\u4ea4\u4e92\u4e0a\u65e0\u611f\uff0c\u66f4\u8981\u5728\u6570\u636e\u5c42\u9762\u5f62\u6210\u7c98\u6027\uff08\u5982\u526a\u8d34\u677f\u5386\u53f2\u3001\u4f20\u8f93\u8bb0\u5f55\uff09\uff0c\u5e76\u56f4\u7ed5\u201c\u5218\u6d77\u201d\u8fd9\u4e2a\u7269\u7406\u6807\u5fd7\uff0c\u5f00\u53d1\u51fa\u66f4\u6df1\u5ea6\u7684\u3001\u7cfb\u7edf\u7ea7\u4ea4\u4e92\u72ec\u6709\u7684\u529f\u80fd\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u73b0\u6709\u529f\u80fd\u7684\u5feb\u6377\u9762\u677f\u3002\u76ee\u524d\u770b\u6765\uff0c\u5b83\u63d0\u4f9b\u4e86\u4e00\u4e2a\u4f18\u96c5\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u4f46\u5c1a\u672a\u6784\u7b51\u575a\u56fa\u7684\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\">NotchDrop<\/span>\n <\/div>\n<div class=\"comment-content\">NotchDrop transforms your MacBook notch into a smart productivity center. Instantly drop and share files, access clipboard history, control music, record your screen, and annotate screenshots all in one seamless place. Share files locally across macOS, Windows, Android, and iOS without internet or cloud uploads. No app switching, no interruptions. Built native for macOS with lightning-fast performance and a clean experience. Turn unused space into your secret workflow weapon. One-time purchase.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Excited to share NotchDrop with the Product Hunt community!<br \/>\nI built this tool to make the most out of the MacBook notch turning it into a fast, useful hub for everyday tasks like dropping and sharing files, accessing clipboard history, controlling music, and more all without interrupting your workflow.<\/p>\n<p>Would to hear what notch feature you want next, and thanks for checking it out!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@muhammadsaddamnur\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@muhammadsaddamnur<\/a> Congratulations on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Like the idea of a centralized hub for small tasks. 1 step less always counts.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\">A lot of people already have point solutions (AirDrop, menu bar clipboard managers, screenshot tools, LocalSend-type apps). In practice, what\u2019s the strongest reason someone switches to NotchDrop and where do you think it\u2019s not the right fit?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> The main reason is convenience. NotchDrop turns several small tools into a single habit. You stop choosing apps and just use the notch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#11<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/B34B73XJM3HW55\" class=\"app-title\">Coderrr<\/a><\/p>\n<div class=\"one-liner\">Open source CLI-first AI coding companion<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">93<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Coderrr\u662f\u4e00\u6b3e\u5f00\u6e90\u3001CLI\u4f18\u5148\u7684AI\u7f16\u7a0b\u4f34\u4fa3\uff0c\u5728\u7ec8\u7aef\u73af\u5883\u4e2d\u4e3a\u5f00\u53d1\u8005\u63d0\u4f9b\u4ee3\u7801\u7f16\u5199\u3001\u8c03\u8bd5\u548c\u91cd\u6784\u652f\u6301\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u4f9d\u8d56\u91cd\u578bIDE\u6216\u95ed\u6e90\u5546\u4e1aAI\u7f16\u7a0b\u5de5\u5177\u7684\u6210\u672c\u4e0e\u7075\u6d3b\u6027\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/fba931af-05a8-4b31-a311-29228f6f984e.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/Lo5i94QHbnE\"><source src=\"https:\/\/youtu.be\/Lo5i94QHbnE\" 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\/20766488-5f09-4720-8a74-6c2941d77508.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8f52ca51-3dd1-4b4d-9219-320aef0e7412.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dfb97a88-d595-4f59-bd92-c63628d10460.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7f16\u7a0b\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u547d\u4ee4\u884c\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u8f6f\u4ef6<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">\u53ef\u6269\u5c55\u63d2\u4ef6<\/span><br \/>\n <span class=\"tag\">\u7f16\u7a0b\u6548\u7387<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176CLI\u4f18\u5148\u548c\u5f00\u6e90\u7279\u6027\uff0c\u5c24\u5176\u5173\u6ce8\u5bf9\u672c\u5730\u6a21\u578b\uff08\u5982Ollama\uff09\u7684\u652f\u6301\u3002\u6838\u5fc3\u95ee\u9898\u805a\u7126\u4e8e\u4e0e\u7ade\u54c1\uff08\u5982OpenCode\uff09\u7684\u5dee\u5f02\u5316\u3001\u5904\u7406\u5927\u578b\u4ee3\u7801\u5e93\u7684\u4e0a\u4e0b\u6587\u68c0\u7d22\u80fd\u529b\uff0c\u4ee5\u53ca\u8de8\u7ec8\u7aef\u4f1a\u8bdd\u7684\u4e0a\u4e0b\u6587\u6301\u4e45\u5316\uff08\u9632\u201c\u4e0a\u4e0b\u6587\u6f02\u79fb\u201d\uff09\u65b9\u6848\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 Coderrr\u7684\u51fa\u73b0\uff0c\u7cbe\u51c6\u523a\u5165\u4e86\u5f53\u524dAI\u7f16\u7a0b\u5de5\u5177\u5e02\u573a\u7684\u4e00\u4e2a\u7f1d\u9699\uff1a\u5728\u95ed\u6e90\u3001\u4e91API\u4f9d\u8d56\u7684\u5546\u7528\u52a9\u624b\uff08\u5982Claude Code\uff09\u4e0e\u8ffd\u6c42\u672c\u5730\u5316\u4f46\u4f53\u9a8c\u5404\u5f02\u7684\u5f00\u6e90\u65b9\u6848\u4e4b\u95f4\uff0c\u5b83\u65d7\u5e1c\u9c9c\u660e\u5730\u6811\u7acb\u4e86\u201cCLI\u4f18\u5148\u3001\u5f00\u6e90\u3001\u53ef\u63d2\u62d4\u201d\u7684\u5b9a\u4f4d\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u5728AI\u80fd\u529b\u4e0a\u505a\u51fa\u98a0\u8986\u2014\u2014\u8fd9\u4f9d\u8d56\u4e8e\u5e95\u5c42\u6a21\u578b\u2014\u2014\u800c\u5728\u4e8e\u5bf9\u5f00\u53d1\u8005\u5de5\u4f5c\u6d41\u201c\u63a7\u5236\u6743\u201d\u7684\u5f52\u8fd8\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5c06AI\u80fd\u529b\u5c01\u88c5\u6210\u53ef\u914d\u7f6e\u3001\u53ef\u5ba1\u8ba1\u7684\u7ec8\u7aef\u547d\u4ee4\uff0c\u6ee1\u8db3\u4e86\u8d44\u6df1\u5f00\u53d1\u8005\u5bf9\u6d41\u7a0b\u900f\u660e\u3001\u53ef\u811a\u672c\u5316\u548c\u79bb\u7ebf\u5de5\u4f5c\u7684\u786c\u6838\u9700\u6c42\u3002\u652f\u6301Ollama\u7b49\u672c\u5730\u6a21\u578b\u63d0\u4f9b\u5546\uff0c\u662f\u5176\u5728\u201c\u6570\u636e\u9690\u79c1\u201d\u548c\u201c\u4f7f\u7528\u6210\u672c\u201d\u4e0a\u7684\u5173\u952e\u5dee\u5f02\u5316\uff0c\u8fd9\u6bd4\u5355\u7eaf\u7684\u201c\u514d\u8d39\u201d\u66f4\u5177\u5438\u5f15\u529b\u3002\u7136\u800c\uff0c\u4ece\u8bc4\u8bba\u66b4\u9732\u7684\u5c16\u9510\u95ee\u9898\u770b\uff0c\u5176\u4f5c\u4e3a\u201c\u4f34\u4fa3\u201d\u7684\u6838\u5fc3\u80fd\u529b\u5c1a\u5b58\u7591\u70b9\u3002\u5904\u7406\u5927\u578b\u4ee3\u7801\u5e93\u7684\u4e0a\u4e0b\u6587\u68c0\u7d22\u4e0e\u8de8\u4f1a\u8bdd\u8bb0\u5fc6\u7ba1\u7406\uff0c\u662fAI\u7f16\u7a0b\u5de5\u5177\u4ece\u201c\u73a9\u5177\u7247\u6bb5\u751f\u6210\u5668\u201d\u8fc8\u5411\u201c\u771f\u6b63\u5f00\u53d1\u4f19\u4f34\u201d\u7684\u6280\u672f\u5206\u6c34\u5cad\u3002\u7ade\u54c1OpenCode\u5df2\u6784\u6210\u76f4\u63a5\u5bf9\u6807\uff0cCoderrr\u82e5\u4e0d\u80fd\u5feb\u901f\u5728\u67b6\u6784\u4e0a\u8bc1\u660e\u5176\u5904\u7406\u590d\u6742\u5de5\u7a0b\uff08\u5982monorepo\uff09\u548c\u7ef4\u6301\u4e0a\u4e0b\u6587\u4e00\u81f4\u6027\u7684\u4f18\u52bf\uff0c\u5c06\u5f88\u5bb9\u6613\u88ab\u6df9\u6ca1\u5728\u540c\u8d28\u5316\u7ade\u4e89\u4e2d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cCoderrr\u662f\u4e00\u573a\u5173\u4e8e\u201c\u5f62\u5f0f\u201d\u7684\u521b\u65b0\u3002\u5b83\u8d4c\u7684\u662f\uff0c\u6709\u4e00\u5927\u6279\u5f00\u53d1\u8005\u5b81\u613f\u5728\u719f\u6089\u7684\u7ec8\u7aef\u91cc\u901a\u8fc7\u547d\u4ee4\u4e0eAI\u534f\u4f5c\uff0c\u4e5f\u4e0d\u613f\u5207\u6362\u81f3GUI\u6216IDE\u63d2\u4ef6\u3002\u5b83\u7684\u6210\u529f\uff0c\u5c06\u53d6\u51b3\u4e8e\u80fd\u5426\u5c06\u8fd9\u79cd\u201c\u5f62\u5f0f\u201d\u7684\u4fbf\u6377\u6027\uff0c\u8f6c\u5316\u4e3a\u5e94\u5bf9\u771f\u5b9e\u3001\u590d\u6742\u5f00\u53d1\u573a\u666f\u7684\u201c\u5b9e\u8d28\u201d\u6027\u5de5\u7a0b\u89e3\u51b3\u65b9\u6848\u3002\u76ee\u524d\u770b\u6765\uff0c\u7406\u5ff5\u9886\u5148\uff0c\u4f46\u5de5\u7a0b\u6df1\u5ea6\u6709\u5f85\u5e02\u573a\u4e25\u9177\u68c0\u9a8c\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Coderrr<\/span>\n <\/div>\n<div class=\"comment-content\">A powerful CLI tool that writes, debugs, and ships code alongside you. Like Claude Code, but free and open source. AI-powered coding agent that analyzes tasks, creates actionable plans, and executes commands.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b<br \/>I\u2019m Akash, the maker of <strong>Coderrr<\/strong>.<\/p>\n<p>Coderrr started as a side project because I loved tools like <strong>Claude Code<\/strong> and <strong>OpenAI Codex<\/strong>, but wanted a <strong>free, open-source, CLI-first alternative<\/strong> that developers could actually inspect, modify, and extend.<\/p>\n<p>Coderrr runs directly in your terminal and acts like an AI coding partner \u2014 it can understand your codebase, help generate or refactor code, explain bugs, and automate common dev tasks without needing a heavy IDE setup.<\/p>\n<p>What surprised me is that after submitting this to an open-source contribution event, it started getting real traction from the community \u2014 which pushed me to polish it and launch here.<\/p>\n<p>This is still early, and I\u2019d genuinely love your feedback:<\/p>\n<ul>\n<li>\n<p>What workflows should Coderrr support next?<\/p>\n<\/li>\n<li>\n<p>What annoys you most about existing AI coding tools?<\/p>\n<\/li>\n<li>\n<p>What would make this part of your daily dev setup?<\/p>\n<\/li>\n<\/ul>\n<p>If you like open-source, CLI tools, or AI for developers, I\u2019d love for you to try it out.<br \/>Thanks for checking it out \ud83d\ude4c<\/p>\n<p>\u2014 Akash<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>big fan of the CLI-first approach for those of us who live outside VS Code. since it’s open source, does this support plugging in local models (like via Ollama) to keep the whole workflow offline and free, or is it tied to specific APIs?<\/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\/@samet_sezer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samet_sezer<\/a> <\/p>\n<p>Apart from default API, Coderrr supports different other providers (like openai, anthropic, Ollama, Openrouter) that user can configure based on their own need. You can have a local model serving in your system and use Ollama provider to keep everything offline and contained in your system.<\/p>\n<\/p>\n<p>Check <a href=\"https:\/\/coderrr.aksn.lol\/docs\/providers\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/coderrr.aksn.lol\/docs\/providers<\/a> for more details about providers<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@samet_sezer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samet_sezer<\/a> Nice \u2014 local\/Ollama support is a strong differentiator here. The real test, though, will be how well Coderrr handles <em>context drift<\/em> in long-lived CLI sessions (monorepos, multi-branch work, partial diffs).<\/p>\n<p>Do you persist session memory across terminals, or is everything purely per-run?<\/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>Huge congrats on the launch! \ud83c\udf89 Coderrr looks like a super practical CLI\u2011first companion for real-world shipping, not just toy snippets\u2014excited to see how it fits into devs\u2019 daily workflows.\u200b<\/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\/@zeiki_yu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zeiki_yu<\/a> Thanks a lot! I really appreciate it! <\/p>\n<\/p>\n<p>Kindly share this with any tech enthusiast in your circle so they can try this out and give feedbacks \ud83d\ude0a<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the launch, I guess the only question I have is how does it compare to OpenCode? which is the one I was initially thinking of using for local models now that my new Macbook is on its way. I’ll test both once it arrives anyway but I want to know if there’s already different workflows or features between the two<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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_contreras1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniel_contreras1<\/a> Hey Daniel, to be very honest right now Coderrr isn’t so different from Opencode except for a very minimal features. I made this project back in late October 2025, and left it as it is for a long time till I saw OpenCode launch. <\/p>\n<\/p>\n<p>Coderrr is open-source, and I invite all dev community members to contribute and solve all the problems people face during using Claude Code, Openai Codex or OpenCode<\/p>\n<\/p>\n<p>GitHub Link: <a href=\"https:\/\/github.com\/Akash-nath29\/Coderrr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/github.com\/Akash-nath29\/…<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The CLI-first vibe is great for speed. I’m curious\u2014how does Coderrr handle context retrieval for large codebases compared to heavier IDE plugins?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jiawei_liu6\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jiawei_liu6<\/a> Right now Coderrr doesn’t support context retrieval and local context storage for large codebases. But this feature is under development right now, and will be ready to ship within next week!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 opencode for instance?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@janschutte\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@janschutte<\/a> Good question. From what I see, the key difference isn\u2019t \u201cbetter AI,\u201d but <strong>CLI-first + fully inspectable stack<\/strong>. opencode leans more toward hosted\/GUI workflows, while Coderrr feels built for engineers who want scripts, reproducibility, and local control.<\/p>\n<p>Akash \u2014 what\u2019s the single architectural choice that makes Coderrr fundamentally different under the hood?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>CLI-first + pluggable providers (Ollama\/OpenRouter\/etc.) is a solid \u201cinspectable agent\u201d direction \ud83d\udd25<\/p>\n<p>The scale pain is monorepos\/long sessions \u2192 context drift; best practice is incremental repo indexing (tree-sitter + ripgrep) + lightweight embeddings + persisted session state keyed by git SHAs.<\/p>\n<p>How are you planning retrieval + cross-terminal memory (local store like sqlite\/duckdb + pgvector, or pure filesystem cache)?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#12<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/2SHKE34LE6ADKI\" class=\"app-title\">Mac Cleanup Go<\/a><\/p>\n<div class=\"one-liner\">(Open-source) macOS Cleaner for transparent, safe cleanup<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">92<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u57fa\u4e8e\u7ec8\u7aef\u7684\u5f00\u6e90macOS\u6e05\u7406\u5de5\u5177\uff0c\u901a\u8fc7\u900f\u660e\u5c55\u793a\u6587\u4ef6\u8def\u5f84\u4e0e\u5927\u5c0f\uff0c\u8ba9\u7528\u6237\u5728\u5b89\u5168\u5ba1\u67e5\u540e\u81ea\u4e3b\u9009\u62e9\u6e05\u7406\u5185\u5bb9\uff0c\u89e3\u51b3\u4e86\u4f20\u7edf\u6e05\u7406\u8f6f\u4ef6\u9ed1\u7bb1\u64cd\u4f5c\u5e26\u6765\u7684\u4fe1\u4efb\u4e0e\u5b89\u5168\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f111a589-8278-4847-bb71-aed0a70ecd4f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/684f695e-689c-4fbe-9c14-b79fd595669e.gif?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d5e40073-9616-46a8-b809-8a5c4f8a33e8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Mac<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">GitHub<\/span><br \/>\n <span class=\"tag\">Development<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">macOS\u6e05\u7406\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u8f6f\u4ef6<\/span><br \/>\n <span class=\"tag\">\u7ec8\u7aef\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u78c1\u76d8\u6e05\u7406<\/span><br \/>\n <span class=\"tag\">\u900f\u660e\u5316\u64cd\u4f5c<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u7cfb\u7edf\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cf\u5316\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u900f\u660e\u3001\u5b89\u5168\u7684\u6e05\u7406\u7406\u5ff5\u548c\u7ec8\u7aef\u754c\u9762\u3002\u5f00\u53d1\u8005\u786e\u8ba4\u53ef\u6e05\u7406\u5305\u62ec\u201c\u7cfb\u7edf\u6570\u636e\u201d\u5728\u5185\u7684\u591a\u79cd\u7f13\u5b58\u3002\u6709\u7528\u6237\u5c06\u5176\u4e0eCleanMyMac\u5bf9\u6bd4\uff0c\u8ba4\u4e3a\u5176\u66f4\u8f7b\u4fbf\u3002\u4e3b\u8981\u53cd\u9988\u662f\u80af\u5b9a\u5176\u8bbe\u8ba1\u521d\u8877\u4e0e\u5b89\u5168\u6027\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n \u5728\u5145\u65a5\u7740\u201c\u4e00\u952e\u4f18\u5316\u201d\u9ed1\u7bb1\u5de5\u5177\u7684macOS\u6e05\u7406\u5e02\u573a\uff0cMac Cleanup Go\u7684\u4eae\u76f8\u662f\u4e00\u6b21\u7cbe\u51c6\u7684\u201c\u4fe1\u4efb\u53cd\u53db\u201d\u3002\u5b83\u6ca1\u6709\u9009\u62e9\u7528\u534e\u4e3d\u7684GUI\u6216\u5938\u5927\u7684\u6e05\u7406\u6548\u679c\u6765\u5438\u5f15\u773c\u7403\uff0c\u800c\u662f\u56de\u5f52\u7ec8\u7aef\uff0c\u7528\u5f00\u6e90\u4ee3\u7801\u548c\u6587\u4ef6\u5217\u8868\u8fd9\u79cd\u8fd1\u4e4e\u201c\u539f\u59cb\u201d\u7684\u900f\u660e\u65b9\u5f0f\uff0c\u76f4\u51fb\u8be5\u7c7b\u5de5\u5177\u957f\u671f\u5b58\u5728\u7684\u6838\u5fc3\u4fe1\u4efb\u5371\u673a\u2014\u2014\u7528\u6237\u4e0d\u77e5\u9053\u5220\u4e86\u4ec0\u4e48\uff0c\u66f4\u62c5\u5fc3\u8bef\u5220\u5173\u952e\u6587\u4ef6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u5728\u4e8e\u6e05\u7406\u6280\u672f\u672c\u8eab\uff08\u6e05\u7406\u7f13\u5b58\u3001\u65e5\u5fd7\u7684\u7b97\u6cd5\u5e76\u65e0\u592a\u9ad8\u58c1\u5792\uff09\uff0c\u800c\u5728\u4e8e\u6784\u5efa\u4e86\u4e00\u79cd\u53ef\u5ba1\u8ba1\u7684\u6e05\u7406\u8303\u5f0f\u3002\u5b83\u5c06\u5220\u9664\u7684\u51b3\u7b56\u6743\u5f7b\u5e95\u4ea4\u8fd8\u7528\u6237\uff0c\u628a\u8fc7\u7a0b\u4ece\u201c\u9b54\u672f\u201d\u53d8\u6210\u201c\u624b\u518c\u201d\uff0c\u8fd9\u5c24\u5176\u5951\u5408\u5f00\u53d1\u8005\u3001\u9ad8\u7ea7\u7528\u6237\u7b49\u5bf9\u7cfb\u7edf\u77e5\u60c5\u6743\u6709\u5f3a\u70c8\u9700\u6c42\u7684\u7fa4\u4f53\u3002\u4ece\u8bc4\u8bba\u770b\uff0c\u201c\u5b89\u5168\u201d\u3001\u201c\u900f\u660e\u201d\u6b63\u662f\u6700\u80fd\u5f15\u53d1\u5171\u9e23\u7684\u6807\u7b7e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u8fd9\u79cd\u6781\u5ba2\u53cb\u597d\u7684\u8303\u5f0f\u4e5f\u6784\u7b51\u4e86\u5176\u589e\u957f\u5929\u82b1\u677f\u3002\u7ec8\u7aef\u64cd\u4f5c\u548c\u624b\u52a8\u7b5b\u9009\u7684\u95e8\u69db\uff0c\u6ce8\u5b9a\u5b83\u96be\u4ee5\u5438\u5f15\u4e3b\u6d41\u5927\u4f17\u7528\u6237\u3002\u5b83\u66f4\u50cf\u662f\u4e00\u4e2a\u9488\u5bf9\u7ec6\u5206\u75db\u70b9\u7684\u201c\u624b\u672f\u5200\u201d\uff0c\u800c\u975e\u8986\u76d6\u5168\u573a\u666f\u7684\u201c\u745e\u58eb\u519b\u5200\u201d\u3002\u5b83\u7684\u6210\u529f\uff0c\u4e0d\u5728\u4e8e\u53d6\u4ee3CleanMyMac\u7b49\u5546\u4e1a\u5de8\u5934\uff0c\u800c\u5728\u4e8e\u4e3a\u5e02\u573a\u63d0\u4f9b\u4e86\u4e00\u4e2a\u53ef\u4fe1\u8d56\u7684\u57fa\u51c6\uff0c\u5e76\u8bc1\u660e\u4e86\u5728\u7279\u5b9a\u7528\u6237\u7fa4\u4e2d\uff0c\u201c\u63a7\u5236\u611f\u201d\u662f\u6bd4\u201c\u81ea\u52a8\u5316\u201d\u66f4\u9ad8\u7ea7\u7684\u9700\u6c42\u3002\u5176\u5f00\u6e90\u5c5e\u6027\u82e5\u80fd\u6301\u7eed\u6d3b\u8dc3\uff0c\u6216\u8bb8\u80fd\u6210\u4e3a\u7cfb\u7edf\u5de5\u5177\u9886\u57df\u4e00\u4e2a\u503c\u5f97\u5173\u6ce8\u7684\u201c\u5e72\u51c0\u201d\u57fa\u7840\u8bbe\u65bd\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Mac Cleanup Go<\/span>\n <\/div>\n<div class=\"comment-content\">Most Mac cleaners work like a black box\u2014you click “clean” and hope for the best. This one shows you exactly what it finds: file paths, sizes, and categories. You pick what goes, and everything moves to Trash. Terminal-based, open source.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I built mac-cleanup-go to make macOS disk cleanup transparent and safe.<br \/>\nYou can see exactly what takes up space, review paths and sizes,<br \/>\nand choose what to delete before anything goes to Trash.<\/p>\n<p>Happy to hear feedback or suggestions!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Love the transparent, TUI-style approach to Mac cleanup\u2014showing paths and sizes and only moving to Trash feels so much safer than black-box cleaners.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zeiki_yu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zeiki_yu<\/a> Thanks! I\u2019m really happy the intent came through. : )<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Does it also clean up the “Data system” that usually stacks up?<\/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\/@kamil_maksymowicz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kamil_maksymowicz<\/a> yes. It cleans app caches, logs, dev caches, Docker, and more – small things that can add up to GBs. many of these show up as “System Data” in macOS storage.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love this! I like how easy and lightweight it is – I usually use CleanMyMac but it’s nice to have something terminal-based. Congrats on the launch!<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#13<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/YAODHSG4OAQGJK\" class=\"app-title\">flins<\/a><\/p>\n<div class=\"one-liner\">The universal skill and command manager for AI coding tools<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">87<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>flins\u662f\u4e00\u6b3eAI\u7f16\u7a0b\u5de5\u5177\u6280\u80fd\u4e0e\u6307\u4ee4\u7684\u901a\u7528\u7ba1\u7406\u5668\uff0c\u901a\u8fc7\u7c7b\u4f3cnpm\u7684\u4f9d\u8d56\u7ba1\u7406\u65b9\u5f0f\uff0c\u5728\u591aAI\u4ee3\u7406\u534f\u4f5c\u7684\u5f00\u53d1\u573a\u666f\u4e2d\uff0c\u89e3\u51b3\u4e86\u56e2\u961f\u56e0\u4e0d\u540c\u4ee3\u7406\u6280\u80fd\u7ba1\u7406\u65b9\u5f0f\u4e0d\u4e00\u81f4\u800c\u5bfc\u81f4\u7684\u914d\u7f6e\u5171\u4eab\u4e0e\u7ef4\u62a4\u56f0\u96be\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/051565f5-4896-4f8a-99b1-689e078119d4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8200d07b-363c-4f5b-a9d7-1a8ba0d885fd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/38b1fac3-a819-4a67-8225-4e69412a7f4f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7f16\u7a0b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6280\u80fd\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u4f9d\u8d56\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u591a\u4ee3\u7406\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6807\u51c6\u5316<\/span><br \/>\n <span class=\"tag\">CLI\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u6807\u51c6<\/span><br \/>\n <span class=\"tag\">DevOps<\/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\u201cnpm for Agent Skills\u201d\u7684\u5b9a\u4f4d\uff0c\u8ba4\u4e3a\u7edf\u4e00\u6280\u80fd\u7ba1\u7406\u662fAI\u5f00\u53d1\u5de5\u4f5c\u6d41\u7684\u5173\u952e\u7a81\u7834\u3002\u521b\u59cb\u4eba\u89e3\u91ca\u4ea7\u54c1\u7075\u611f\u6e90\u4e8e\u56e2\u961f\u534f\u4f5c\u4e2d\u591aAI\u4ee3\u7406\u5e76\u5b58\u7684\u6df7\u4e71\u3002\u6709\u7528\u6237\u8868\u793a\u5c06\u5c1d\u8bd5\u4e0eClaude Code\u96c6\u6210\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n flins\u7784\u51c6\u7684\u662fAI\u4ee3\u7406\u751f\u6001\u91ce\u86ee\u751f\u957f\u540e\u5fc5\u7136\u51fa\u73b0\u7684\u201c\u6574\u5408\u5c42\u201d\u9700\u6c42\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u6280\u672f\u7a81\u7834\uff0c\u800c\u5728\u4e8e\u5bf9\u884c\u4e1a\u75db\u70b9\u7684\u7cbe\u51c6\u5361\u4f4d\u2014\u2014\u5f53OpenAI\u3001Anthropic\u7b49\u5404\u5927\u5382\u5546\u7684AI\u7f16\u7801\u5de5\u5177\u5404\u81ea\u4e3a\u653f\uff0c\u6240\u8c13\u7684\u201c\u5f00\u653e\u6807\u51c6\u201d\u5728\u5b9e\u9645\u56e2\u961f\u534f\u4f5c\u4e2d\u5f80\u5f80\u5f62\u540c\u865a\u8bbe\u3002flins\u8bd5\u56fe\u6210\u4e3a\u4e8b\u5b9e\u4e0a\u7684\u4e2d\u95f4\u5c42\u6807\u51c6\uff0c\u8fd9\u4e2a\u91ce\u5fc3\u6bd4\u8868\u9762\u4e0a\u7684\u201c\u4f9d\u8d56\u7ba1\u7406\u201d\u66f4\u5927\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u4ea7\u54c1\u9762\u4e34\u53cc\u91cd\u6311\u6218\uff1a\u4e00\u662f\u9700\u8981\u540c\u65f6\u4e89\u53d6\u4e0a\u6e38AI\u4ee3\u7406\u5382\u5546\u7684\u9002\u914d\u4e0e\u4e0b\u6e38\u5f00\u53d1\u8005\u7684\u91c7\u7eb3\uff0c\u51b7\u542f\u52a8\u96be\u5ea6\u6781\u9ad8\uff1b\u4e8c\u662f\u5176\u6838\u5fc3\u4ef7\u503c\u968fAI\u4ee3\u7406\u81ea\u8eab\u6280\u80fd\u7ba1\u7406\u80fd\u529b\u7684\u8fdb\u5316\u800c\u53ef\u80fd\u88ab\u524a\u5f31\u2014\u2014\u5982\u679c\u672a\u6765Claude\u3001Cursor\u7b49\u4e3b\u6d41\u5de5\u5177\u90fd\u5185\u7f6e\u4e86\u5b8c\u5584\u7684\u6280\u80fd\u751f\u6001\uff0c\u7b2c\u4e09\u65b9\u7ba1\u7406\u5668\u7684\u751f\u5b58\u7a7a\u95f4\u4f55\u5728\uff1f\u5f53\u524d87\u7968\u7684\u5173\u6ce8\u5ea6\u4e5f\u53cd\u6620\u51fa\uff0c\u8fd9\u4ecd\u662f\u4e00\u4e2a\u9762\u5411\u65e9\u671f\u6280\u672f\u5c1d\u9c9c\u8005\u7684\u7ec6\u5206\u5de5\u5177\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u6210\u529f\u5173\u952e\u5728\u4e8e\u80fd\u5426\u5feb\u901f\u6784\u5efa\u4e0d\u53ef\u66ff\u4ee3\u7684\u201c\u7f51\u7edc\u6548\u5e94\u201d\uff1a\u65e2\u6210\u4e3a\u56e2\u961f\u6280\u80fd\u914d\u7f6e\u7684\u5355\u4e00\u53ef\u4fe1\u6e90\uff0c\u53c8\u901a\u8fc7\u6280\u80fd\u4ed3\u5e93\u751f\u6001\u5f62\u6210\u7c98\u6027\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662fAI\u5f00\u53d1\u5de5\u5177\u94fe\u4e2d\u4e00\u4e2a\u77ed\u6682\u7684\u8fc7\u6e21\u6027\u89e3\u51b3\u65b9\u6848\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">flins<\/span>\n <\/div>\n<div class=\"comment-content\">Agent Skills is now an open standard, but each AI agent manages skills differently, making multi-agent workflows hard to maintain. flins acts as a dependency manager for agent skills, similar to npm. With commands like flins add, update, remove, list, and search, developers can manage skills consistently across multiple AI coding agents.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi Product Hunt,<\/p>\n<p>flins was inspired by working in collaborative environments where different people use different AI coding agents. Even though Agent Skills is now an open standard, each agent manages skills in its own way, which makes sharing and maintaining setups across a team difficult.<\/p>\n<p>We built flins to treat agent skills as dependencies. Similar to npm, it provides a consistent CLI to add, update, and manage skills across multiple agents, so teams can stay in sync even when using different tools.<\/p>\n<p>Curious to hear how you handle agent skills in team setups today.<\/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=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Love the \u201cnpm for Agent Skills\u201d positioning\u2014centralizing skill management across agents feels like a huge unlock for serious AI dev workflows.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zeiki_yu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zeiki_yu<\/a> Thanks, appreciate it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch \ud83d\ude80 <a href=\"https:\/\/www.producthunt.com\/@kimmyxpow\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"kimmyxpow\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kimmyxpow<\/a> – I’ll give it a run with my Claude Code setup \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>Thanks <a href=\"https:\/\/www.producthunt.com\/@asadatnoodle\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@asadatnoodle<\/a>! Would love to hear your thoughts after trying it\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<\/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\/OVEXYGXTHUWY3F\" class=\"app-title\">Quetzly<\/a><\/p>\n<div class=\"one-liner\">Test, monitor, and visualize your location APIs in one place<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">79<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Quetzly\u662f\u4e00\u6b3e\u4e13\u4e3a\u5730\u7406\u7a7a\u95f4\u6570\u636e\u8bbe\u8ba1\u7684\u684c\u9762API\u5ba2\u6237\u7aef\uff0c\u901a\u8fc7\u5c06API\u6d4b\u8bd5\u3001\u76d1\u63a7\u4e0e\u4ea4\u4e92\u5f0f\u5730\u56fe\u53ef\u89c6\u5316\u96c6\u6210\u4e8e\u5355\u4e00\u5de5\u4f5c\u6d41\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u548cGIS\u56e2\u961f\u5728\u8c03\u8bd5\u4f4d\u7f6eAPI\u65f6\u9700\u5728\u591a\u5de5\u5177\u95f4\u9891\u7e41\u5207\u6362\u3001\u624b\u52a8\u590d\u5236\u6570\u636e\u7684\u6548\u7387\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/4d001ac3-81bb-4e48-b552-d384b4c43824.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/bhuTWyyaA9w\"><source src=\"https:\/\/youtu.be\/bhuTWyyaA9w\" 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\/f057e5b0-819f-4bd7-8c57-4691f91f67ab.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6121ffc0-c89b-4798-92dc-65418276ef7d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a372f00d-5594-486e-9941-f8c839c7a4c8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/094cebb4-953d-4e22-9b99-ab2473035f56.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">API<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Maps<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5730\u7406\u7a7a\u95f4API\u6d4b\u8bd5<\/span><br \/>\n <span class=\"tag\">\u5730\u56fe\u53ef\u89c6\u5316<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">GIS\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">API\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u7a7a\u95f4\u6570\u636e<\/span><br \/>\n <span class=\"tag\">\u684c\u9762\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">GeoJSON<\/span><br \/>\n <span class=\"tag\">WMS\/WFS<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u6574\u5408<\/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\u6b63\u9762\u8bc4\u4ef7\u5176\u5c06\u6d4b\u8bd5\u3001\u76d1\u63a7\u4e0e\u5730\u56fe\u53ef\u89c6\u5316\u7edf\u4e00\u7684\u5de5\u4f5c\u6d41\u3002\u521b\u4f5c\u8005\u4e3b\u52a8\u5bfb\u6c42\u53cd\u9988\uff0c\u8be2\u95ee\u7528\u6237\u5e38\u7528\u7684\u4f4d\u7f6eAPI\u7c7b\u578b\u53ca\u671f\u671b\u7684\u5173\u952e\u529f\u80fd\uff0c\u76ee\u524d\u672a\u89c1\u8d1f\u9762\u8bc4\u8bba\u6216\u5177\u4f53\u529f\u80fd\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 Quetzly\u7784\u51c6\u4e86\u4e00\u4e2a\u5782\u76f4\u4e14\u4e13\u4e1a\u7684\u5229\u57fa\u5e02\u573a\u2014\u2014\u5730\u7406\u7a7a\u95f4API\u7684\u5f00\u53d1\u4e0e\u8fd0\u7ef4\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u7684\u529f\u80fd\u5806\u780c\uff0c\u800c\u662f\u5bf9\u201c\u7a7a\u95f4\u6570\u636e\u201d\u8fd9\u4e00\u7279\u6b8a\u6570\u636e\u7c7b\u578b\u5de5\u4f5c\u6d41\u7684\u6df1\u5ea6\u91cd\u6784\u3002\u4f20\u7edf\u6a21\u5f0f\u4e0b\uff0c\u5f00\u53d1\u8005\u9700\u8981\u5728Postman\uff08API\u6d4b\u8bd5\uff09\u3001\u4ee3\u7801\u7f16\u8f91\u5668\uff08\u6570\u636e\u89e3\u6790\uff09\u548cGIS\u67e5\u770b\u5668\uff08\u53ef\u89c6\u5316\uff09\u4e4b\u95f4\u8fdb\u884c\u7e41\u7410\u7684\u201c\u642c\u8fd0\u201d\uff0c\u8fd9\u662f\u4e00\u79cd\u8ba4\u77e5\u548c\u64cd\u4f5c\u4e0a\u7684\u53cc\u91cd\u65ad\u88c2\u3002Quetzly\u7684\u201c\u5373\u65f6\u5730\u56fe\u6e32\u67d3\u201d\u76f4\u63a5\u5c06JSON\u54cd\u5e94\u8f6c\u5316\u4e3a\u7a7a\u95f4\u89c6\u56fe\uff0c\u5b9e\u73b0\u4e86\u4ece\u6570\u636e\u8bf7\u6c42\u5230\u7a7a\u95f4\u8ba4\u77e5\u7684\u65e0\u7f1d\u8854\u63a5\uff0c\u8fd9\u672c\u8d28\u4e0a\u662f\u5c06\u201c\u7a7a\u95f4\u5c5e\u6027\u201d\u63d0\u5347\u4e3aAPI\u8c03\u8bd5\u7684\u4e00\u7b49\u516c\u6c11\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u6e05\u6670\u3002\u9996\u5148\uff0c\u5e02\u573a\u5929\u82b1\u677f\u660e\u663e\uff0c\u4e13\u6ce8\u4e8e\u5730\u7406\u7a7a\u95f4\u7684\u5f00\u53d1\u8005\u7fa4\u4f53\u89c4\u6a21\u6709\u9650\u3002\u5176\u6b21\uff0c\u4f5c\u4e3a\u684c\u9762\u7aef\u5de5\u5177\uff0c\u5b83\u53ef\u80fd\u9762\u4e34\u4e0e\u66f4\u901a\u7528\u3001\u4e91\u7aef\u5316\u4e14\u751f\u6001\u5e9e\u5927\u7684API\u5e73\u53f0\uff08\u5982Postman\uff09\u7684\u7ade\u4e89\u538b\u529b\uff0c\u540e\u8005\u901a\u8fc7\u63d2\u4ef6\u6216\u6269\u5c55\u4e5f\u80fd\u90e8\u5206\u6ee1\u8db3\u9700\u6c42\u3002\u5176\u201c\u76d1\u63a7\u201d\u529f\u80fd\u76ee\u524d\u770b\u8f83\u4e3a\u57fa\u7840\uff0c\u5728\u590d\u6742\u7684API\u751f\u547d\u5468\u671f\u7ba1\u7406\u4e2d\u5b58\u5728\u611f\u4e0d\u5f3a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u7834\u5c40\u70b9\u53ef\u80fd\u5728\u4e8e\u4e24\u70b9\uff1a\u4e00\u662f\u6df1\u5ea6\u7ed1\u5b9a\u7279\u5b9a\u751f\u6001\uff08\u5982ArcGIS\u3001Mapbox\uff09\uff0c\u6210\u4e3a\u5176\u5b98\u65b9\u63a8\u8350\u7684\u5f00\u53d1\u8c03\u8bd5\u5de5\u5177\uff1b\u4e8c\u662f\u5c06\u5de5\u5177\u5c5e\u6027\u5347\u7ea7\u4e3a\u201c\u534f\u4f5c\u5e73\u53f0\u201d\uff0c\u878d\u5165\u56e2\u961fAPI\u8d44\u4ea7\u7ba1\u7406\u3001\u7248\u672c\u5316\u6d4b\u8bd5\u7528\u4f8b\u7b49\u4f01\u4e1a\u7ea7\u529f\u80fd\u3002\u76ee\u524d\u5176Beta\u72b6\u6001\u548c\u521b\u4f5c\u8005\u4e3b\u52a8\u6c42\u95ee\u7684\u59ff\u6001\u662f\u660e\u667a\u7684\uff0c\u5fc5\u987b\u4ece\u65e9\u671f\u4e13\u4e1a\u7528\u6237\u4e2d\u63d0\u70bc\u51fa\u4e0d\u53ef\u66ff\u4ee3\u7684\u201c\u6740\u624b\u7ea7\u201d\u573a\u666f\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u201c\u66f4\u65b9\u4fbf\u201d\u3002\u5b83\u89e3\u51b3\u7684\u75db\u70b9\u771f\u5b9e\uff0c\u4f46\u4ea7\u54c1\u7684\u62a4\u57ce\u6cb3\u548c\u957f\u671f\u4ef7\u503c\uff0c\u4ecd\u9700\u5728\u5782\u76f4\u9886\u57df\u505a\u5f97\u66f4\u6df1\u3001\u66f4\u4e0d\u53ef\u6216\u7f3a\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\">Quetzly<\/span>\n <\/div>\n<div class=\"comment-content\">Quetzly helps developers, GIS and IT teams test, monitor, and visualize geospatial APIs. Send http requests, adjust headers and query params, and inspect JSON with an integrated editor. Render WMS, WFS, GeoJSON and ArcGIS services on an interactive map, toggle layers, zoom to extents, and export data as GeoJSON or Shapefile. Track endpoint health to reduce downtime and keep location services reliable. Quetzly is currently in open Beta. Try it for free.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! <strong>Love<\/strong> how Quetzly unifies testing, monitoring, and live map visualization for WMS\/WFS\/GeoJSON into one workflow for geospatial teams.\u200b<\/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\/@zeiki_yu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zeiki_yu<\/a> thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi Product Hunt! I’m Mayro Najarro, the creator of Quetzly.<\/p>\n<p>As a GIS developer, I was constantly frustrated by having to juggle Postman, a code editor, and a map viewer just to debug a single location API endpoint. It was an inefficient, manual process of copying data back and forth.<\/p>\n<p>I built Quetzly to fix that. It’s the first desktop API client designed specifically for spatial data and location services.<\/p>\n<p>What makes Quetzly different?<br \/>\nWhen you make a request in Quetzly, you don’t just get a raw JSON response; you get an instant, interactive map visualization.<\/p>\n<p>Here\u2019s what the public beta helps you do:<br \/>\n– Instant Map Rendering: Visualize GeoJSON, WMS, WFS, and ArcGIS Feature Services on the fly.<br \/>\n– Workflow Efficiency: Ditch the time-consuming export\/import dance between different tools.<br \/>\n– Automated Monitoring: Set up simple uptime validation checks.<br \/>\nI believe that debugging spatial APIs should be as easy as debugging any other API.<\/p>\n<p>I’d Love Your Feedback!<br \/>\nQuetzly is launching in beta today to get real-world feedback from developers like you. We are eager to hear:<br \/>\n– What location APIs are you currently working with (Mapbox, Google Maps, ArcGIS, something else)?<br \/>\n– What feature would make this an indispensable tool in your daily workflow?<br \/>\nI appreciate you checking us out and trying the beta!<\/p>\n<p>\u2014 The Quetzly Team<\/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\">#15<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/XNN65HDXHTNR6H\" class=\"app-title\">LiveSyncDesk <\/a><\/p>\n<div class=\"one-liner\">Real time collaboration with a mobile synchronized board<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">75<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>LiveSyncDesk\u662f\u4e00\u6b3e\u65e0\u9700\u4e0b\u8f7d\u548c\u767b\u5f55\u7684\u5b9e\u65f6\u540c\u6b65\u767d\u677f\u5de5\u5177\uff0c\u901a\u8fc7\u94fe\u63a5\u5171\u4eab\u548c\u540c\u6b65\u7f29\u653e\u529f\u80fd\uff0c\u5728\u7ebf\u6559\u5b66\u3001\u56e2\u961f\u8ba8\u8bba\u548c\u8fdc\u7a0b\u8bc4\u5ba1\u7b49\u573a\u666f\u4e2d\uff0c\u89e3\u51b3\u4e86\u591a\u4eba\u5f02\u5730\u534f\u4f5c\u65f6\u56fe\u50cf\u6807\u6ce8\u4e0e\u89c6\u89d2\u4e0d\u540c\u6b65\u5bfc\u81f4\u7684\u6548\u7387\u4f4e\u4e0b\u548c\u4f53\u9a8c\u5272\u88c2\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1748392c-cc6e-4455-88ce-58a444a64640.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\/f37cfa40-c5e7-461d-9b69-023f63bd1ff4.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\/9d40b89c-4a41-46e2-975f-2c79a9adb8e4.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\/90079191-52df-49fa-9582-cdc89c1f8130.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\/e73f09ca-a949-4d9f-96ca-80f835af9cab.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\/9152a006-7495-48ba-ba2f-3da55c64be52.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\/a364dff9-7f47-4424-befa-4bd9643bfd83.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\/307f79fb-bf74-4cf3-94b8-73f3edc9b6e4.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\/e84f44b8-42d0-423d-a71d-c24ae4d88fb1.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\/3e5a7c49-81ce-4744-acf2-027345cfd6c9.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/f587cc17-bf1c-416c-af5e-7bb7e30859cd.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/Zsb3yir2I58?si=E98SP1t30S0RNjZf\"><source src=\"https:\/\/youtu.be\/Zsb3yir2I58?si=E98SP1t30S0RNjZf\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Design Tools<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Education<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5b9e\u65f6\u534f\u4f5c\u767d\u677f<\/span><br \/>\n <span class=\"tag\">\u5728\u7ebf\u6559\u5b66\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8fdc\u7a0b\u8bc4\u5ba1<\/span><br \/>\n <span class=\"tag\">\u56fe\u50cf\u6807\u6ce8<\/span><br \/>\n <span class=\"tag\">\u540c\u6b65\u7f29\u653e<\/span><br \/>\n <span class=\"tag\">\u65e0\u767b\u5f55\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u94fe\u63a5\u5171\u4eab<\/span><br \/>\n <span class=\"tag\">\u72ec\u7acb\u5f00\u53d1\u8005\u9879\u76ee<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u540c\u6b65<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u8ba8\u8bba<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u4e86\u514d\u767b\u5f55\u3001\u94fe\u63a5\u5171\u4eab\u548c\u540c\u6b65\u7f29\u653e\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u5c24\u5176\u9002\u7528\u4e8e\u6559\u5b66\u8bc4\u5ba1\u573a\u666f\u3002\u4e3b\u8981\u5efa\u8bae\u96c6\u4e2d\u5728\u6280\u672f\u5b9e\u73b0\u5c42\u9762\uff0c\u8be2\u95ee\u662f\u5426\u91c7\u7528CRDT\/OT\u7b49\u6210\u719f\u65b9\u6848\u89e3\u51b3\u540c\u6b65\u5ef6\u8fdf\u4e0e\u4e00\u81f4\u6027\uff0c\u5e76\u63d0\u51fa\u4e86\u589e\u52a0\u677f\u6743\u9650\u548c\u94fe\u63a5\u6709\u6548\u671f\u7ba1\u7406\u7684\u529f\u80fd\u9700\u6c42\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n LiveSyncDesk\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u88ab\u5de8\u5934\u5ffd\u89c6\u7684\u201c\u5fae\u534f\u4f5c\u201d\u7f1d\u9699\u5e02\u573a\u3002\u5b83\u6ca1\u6709\u8bd5\u56fe\u6210\u4e3a\u53c8\u4e00\u4e2aFigma\u6216Miro\uff0c\u800c\u662f\u5c06\u201c\u5b9e\u65f6\u540c\u6b65\u89c6\u89d2\u201d\u8fd9\u4e00\u5355\u4e00\u529f\u80fd\u505a\u6df1\uff0c\u76f4\u51fb\u8fdc\u7a0b\u6307\u5bfc\u3001\u6559\u5b66\u573a\u666f\u4e2d\u201c\u4f60\u770b\u5230\u7684\u548c\u6211\u770b\u5230\u7684\u4e0d\u662f\u540c\u4e00\u4e2a\u5730\u65b9\u201d\u7684\u6838\u5fc3\u6469\u64e6\u3002\u5176\u201c\u65e0\u767b\u5f55\u3001\u94fe\u5373\u7528\u201d\u7684\u6781\u7b80\u4e3b\u4e49\uff0c\u6781\u5927\u5730\u964d\u4f4e\u4e86\u534f\u4f5c\u542f\u52a8\u95e8\u69db\uff0c\u662f\u4ea7\u54c1\u65e9\u671f\u589e\u957f\u7684\u5173\u952e\u6760\u6746\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5149\u73af\u4e4b\u4e0b\u6697\u85cf\u9690\u5fe7\u3002\u9996\u5148\uff0c\u5176\u4f5c\u4e3a\u4e2a\u4eba\u9879\u76ee\uff0c\u6280\u672f\u67b6\u6784\u7684\u7a33\u5065\u6027\u4e0e\u53ef\u6269\u5c55\u6027\u5b58\u7591\u3002\u9ad8\u8d5e\u8bc4\u8bba\u4e00\u9488\u89c1\u8840\u5730\u6307\u51fa\u4e86\u5b9e\u65f6\u540c\u6b65\u5728\u5ef6\u8fdf\u4e0b\u7684\u6280\u672f\u6311\u6218\uff0c\u8fd9\u7edd\u975e\u7b80\u5355\u7684WebSocket\u53ef\u4ee5\u5b8c\u7f8e\u89e3\u51b3\uff0c\u6d89\u53ca\u64cd\u4f5c\u51b2\u7a81\u5904\u7406\uff08CRDT\/OT\uff09\u4e0e\u89c6\u7a97\u9884\u6d4b\u8865\u507f\u3002\u82e5\u5e95\u5c42\u67b6\u6784\u8106\u5f31\uff0c\u7528\u6237\u89c4\u6a21\u7a0d\u589e\uff0c\u4ea7\u54c1\u6700\u5f15\u4ee5\u4e3a\u50b2\u7684\u201c\u5b8c\u7f8e\u540c\u6b65\u201d\u4f53\u9a8c\u5c06\u77ac\u95f4\u5d29\u584c\u3002\u5176\u6b21\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u4e0e\u529f\u80fd\u8fb9\u754c\u6a21\u7cca\u3002\u201c\u79c1\u4eba\u5171\u4eab\u7a7a\u95f4\u201d\u7684\u5b9a\u4f4d\u5728\u9762\u4e34\u5185\u5bb9\u5b89\u5168\u3001\u6743\u9650\u7ba1\u7406\u3001\u6570\u636e\u7559\u5b58\u7b49\u4f01\u4e1a\u7ea7\u9700\u6c42\u65f6\u5c06\u6349\u895f\u89c1\u8098\u3002\u76ee\u524d\u5b83\u66f4\u50cf\u4e00\u4e2a\u7cbe\u5de7\u7684\u201c\u529f\u80fd\u539f\u578b\u201d\uff0c\u800c\u975e\u4e00\u4e2a\u5b8c\u6574\u7684\u201c\u4ea7\u54c1\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5b83\u7684\u771f\u6b63\u4ef7\u503c\uff0c\u5728\u4e8e\u9a8c\u8bc1\u4e86\u201c\u540c\u6b65\u89c6\u7a97\u201d\u4f5c\u4e3a\u72ec\u7acb\u4ea7\u54c1\u4ef7\u503c\u7684\u53ef\u884c\u6027\u3002\u5b83\u672a\u5fc5\u80fd\u6210\u957f\u4e3a\u53c2\u5929\u5927\u6811\uff0c\u4f46\u6781\u6709\u53ef\u80fd\u88ab\u5927\u5e73\u53f0\u4ee5\u529f\u80fd\u6574\u5408\u6216\u56e2\u961f\u6536\u8d2d\u7684\u65b9\u5f0f\u6536\u5272\uff0c\u6210\u4e3a\u5176\u534f\u4f5c\u5957\u4ef6\u4e2d\u7684\u4e00\u4e2a\u4eae\u70b9\u6a21\u5757\u3002\u72ec\u7acb\u5f00\u53d1\u8005\u7684\u8eab\u4efd\u65e2\u662f\u5176\u7075\u6d3b\u521b\u65b0\u7684\u6e90\u6cc9\uff0c\u4e5f\u662f\u5176\u6301\u7eed\u8fd0\u8425\u548c\u5e94\u5bf9\u7ade\u4e89\u7684\u6700\u5927\u8f6f\u808b\u3002\u4e0b\u4e00\u6b65\uff0c\u5b83\u5fc5\u987b\u5728\u201c\u6df1\u5316\u6280\u672f\u62a4\u57ce\u6cb3\u201d\u4e0e\u201c\u63a2\u7d22\u6700\u5c0f\u53ef\u884c\u5546\u4e1a\u5316\u8def\u5f84\u201d\u4e4b\u95f4\u505a\u51fa\u8270\u96be\u800c\u8fc5\u901f\u7684\u9009\u62e9\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">LiveSyncDesk <\/span>\n <\/div>\n<div class=\"comment-content\">LiveSyncDesk is your private shared space for friendly discussion, teaching, and explaining with images or synchronized board drawing in real time. Start a board, invite anyone with a link, and stay perfectly in sync while you sketch ideas, upload images, and use Synchronized Zoom to focus on the exact details together. Whether it\u2019s online teaching, quick team discussions, or remote reviews, LiveSyncDesk is a personal project by an independent developer under active development.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \ud83d\udc4b<br \/>\nI built LiveSyncDesk because I kept facing some problems like:<br \/>\nWhenever I had to explain something using an image (teaching \/ guiding \/ discussing), I had to save it, edit\/mark it, and send it back again and again \u2014 it was slow and messy.<br \/>\nSo I wanted a simpler way: a private shared space where both people stay on the same screen.<\/p>\n<p>With LiveSyncDesk you can<br \/>\n\u2705 Start a shared board & invite anyone with a link<br \/>\n\u2705 Upload an image and annotate together in real time<br \/>\n\u2705 Use ZoomSync so both users focus on the exact same detail at same time. Its like looking both at the same frame on zooming.<br \/>\n\u2705 Perfect for private online teaching, quick discussions, and remote reviews<br \/>\nIt\u2019s a personal project by an independent developer and it\u2019s under active development.<br \/>\nWould love your feedback + feature ideas \ud83d\ude4c<\/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>No download , No login \/ register. Just copy invite link and send it to anyone. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The no-login, link-based shared board + ZoomSync \u201csame viewport\u201d is a great teaching\/review primitive \ud83d\udc4f The scale pain is keeping strokes\/images\/viewport perfectly consistent under latency; best practice is CRDT\/OT for draw ops + event timestamps, plus viewport sync via WebRTC datachannel or WebSocket with client-side prediction + rate limiting. Are you using Yjs\/Automerge (CRDT) or a custom op-log, and will you add per-board permissions + expiring links?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#16<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/MC7L4JUENIS7KD\" class=\"app-title\">Viral SEO<\/a><\/p>\n<div class=\"one-liner\">Find competitors\u2019 top-performing SEO pages in one click!<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">47<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Viral SEO\u662f\u4e00\u6b3e\u6d4f\u89c8\u5668\u6269\u5c55\uff0c\u80fd\u4e00\u952e\u53d1\u73b0\u7ade\u4e89\u5bf9\u624b\u7684\u9ad8\u6d41\u91cfSEO\u9875\u9762\uff0c\u5e2e\u52a9\u5185\u5bb9\u521b\u4f5c\u8005\u548c\u8425\u9500\u4eba\u5458\u5728\u5185\u5bb9\u7ade\u4e89\u4e2d\u5feb\u901f\u627e\u5230\u5df2\u9a8c\u8bc1\u7684\u5185\u5bb9\u65b9\u5411\uff0c\u51cf\u5c11\u5185\u5bb9\u7b56\u7565\u7684\u8bd5\u9519\u6210\u672c\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/95d3c9aa-244a-4f0a-8c07-db679fc811ad.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/51eff470-cfd7-46d4-a279-0e265af2dfa6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/66050ee6-bde3-49d4-a06d-c5aa7b5cc5f3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">Growth Hacking<\/span><br \/>\n <span class=\"tag\">SEO<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">SEO\u5206\u6790\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u7ade\u4e89\u5bf9\u624b\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u5dee\u8ddd\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u6269\u5c55<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u6d41\u91cf\u6316\u6398<\/span><br \/>\n <span class=\"tag\">\u5173\u952e\u8bcd\u7814\u7a76<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u6548\u7387\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u201c\u4e00\u952e\u5206\u6790\u201d\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u5e76\u8be2\u95ee\u6570\u636e\u6765\u6e90\uff08\u5982GSC\u3001Ahrefs\uff09\u3001\u529f\u80fd\u6df1\u5ea6\uff08\u80fd\u5426\u751f\u6210\u5185\u5bb9\u805a\u7c7b\u6216\u6458\u8981\u800c\u975e\u4ec5URL\uff09\uff0c\u4ee5\u53ca\u672a\u6765\u8def\u7ebf\u56fe\uff08\u662f\u5426\u652f\u6301\u591a\u5730\u533a\u6216AI\u641c\u7d22\u53ef\u89c1\u6027\u5206\u6790\uff09\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 Viral SEO \u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u62e5\u6324\u8d5b\u9053\u4e2d\u6700\u5177\u75db\u70b9\u7684\u7f1d\u9699\uff1a\u5185\u5bb9\u521b\u4f5c\u8005\u7684\u201c\u7075\u611f\u67af\u7aed\u201d\u4e0e\u201c\u7ade\u4e89\u7126\u8651\u201d\u3002\u5b83\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u63d0\u4f9b\u53e6\u4e00\u4e2a\u5e9e\u5927\u7684SEO\u6570\u636e\u5e73\u53f0\uff0c\u800c\u5728\u4e8e\u5c06\u201c\u6d1e\u5bdf-\u51b3\u7b56\u201d\u7684\u8def\u5f84\u6781\u5ea6\u538b\u7f29\u4e3a\u201c\u4e00\u952e\u201d\uff0c\u8fd9\u672c\u8d28\u4e0a\u662f\u5c06\u590d\u6742\u7684\u7ade\u4e89\u60c5\u62a5\u5de5\u4f5c\u6d41\u4ea7\u54c1\u5316\u3001\u50bb\u74dc\u5316\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u4e00\u952e\u201d\u65e2\u662f\u4eae\u70b9\u4e5f\u662f\u98ce\u9669\u70b9\u3002\u8bc4\u8bba\u4e2d\u7528\u6237\u7684\u8ffd\u95ee\u76f4\u6307\u6838\u5fc3\uff1a\u6570\u636e\u6e90\u7684\u8d28\u91cf\u4e0e\u900f\u660e\u5ea6\u662f\u8fd9\u7c7b\u5de5\u5177\u7684\u547d\u95e8\u3002\u82e5\u6570\u636e\u4ec5\u6765\u81ea\u6709\u9650\u722c\u53d6\u6216\u5355\u4e00API\uff0c\u5176\u63a8\u8350\u7684\u201c\u9ad8\u7ee9\u6548\u9875\u9762\u201d\u53ef\u80fd\u4ea7\u751f\u4e25\u91cd\u504f\u5dee\uff0c\u8bef\u5bfc\u7528\u6237\u3002\u6b64\u5916\uff0c\u4ec5\u63d0\u4f9bURL\u5217\u8868\u53ea\u662f\u8d77\u70b9\uff0c\u800c\u975e\u7ec8\u70b9\u3002\u9ad8\u7ea7\u7528\u6237\u9700\u8981\u7684\u662f\u8fdb\u4e00\u6b65\u7684\u8bed\u4e49\u5206\u6790\u3001\u4e3b\u9898\u805a\u7c7b\u548c\u5185\u5bb9\u7b56\u7565\u5efa\u8bae\uff0c\u8fd9\u6b63\u662f\u7528\u6237\u8be2\u95ee\u201c\u80fd\u5426\u8f93\u51fa\u805a\u7c7b\/\u6458\u8981\u201d\u7684\u539f\u56e0\u3002\u5de5\u5177\u82e5\u505c\u7559\u5728\u201c\u53d1\u73b0\u201d\u5c42\u9762\uff0c\u800c\u672a\u6df1\u5165\u201c\u89e3\u8bfb\u201d\u4e0e\u201c\u6307\u5bfc\u201d\uff0c\u5176\u4ef7\u503c\u5929\u82b1\u677f\u5c06\u975e\u5e38\u4f4e\uff0c\u6613\u88ab\u96c6\u6210\u5ea6\u66f4\u9ad8\u7684\u5e73\u53f0\u529f\u80fd\u6240\u8986\u76d6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u5e02\u573a\u5b9a\u4f4d\u770b\uff0c\u5b83\u8bd5\u56fe\u4ee5\u8f7b\u91cf\u3001\u5feb\u901f\u7684\u6d4f\u89c8\u5668\u6269\u5c55\u5f62\u6001\uff0c\u5438\u5f15\u538c\u6076\u590d\u6742\u5de5\u5177\u7684\u4e2d\u5c0f\u4f01\u4e1a\u4e3b\u548c\u521d\u521b\u56e2\u961f\u3002\u4f46\u8fd9\u6761\u8def\u7ebf\u7684\u6311\u6218\u5728\u4e8e\uff0c\u8f7b\u91cf\u53ef\u80fd\u7b49\u540c\u4e8e\u529f\u80fd\u5355\u8584\uff0c\u800c\u771f\u6b63\u7684SEO\u7ade\u4e89\u9700\u8981\u591a\u7ef4\u5ea6\u7684\u6df1\u5ea6\u5206\u6790\u3002\u4ea7\u54c1\u672a\u6765\u7684\u5173\u952e\u5728\u4e8e\uff1a\u80fd\u5426\u5728\u4fdd\u6301\u4f53\u9a8c\u8f7b\u4fbf\u7684\u540c\u65f6\uff0c\u901a\u8fc7\u667a\u80fd\u5904\u7406\uff08\u5982AI\u6458\u8981\u3001\u673a\u4f1a\u8bc4\u5206\uff09\u589e\u52a0\u6d1e\u5bdf\u6df1\u5ea6\uff0c\u5e76\u5efa\u7acb\u53ef\u9760\u3001\u900f\u660e\u7684\u6570\u636e\u4f9b\u5e94\u94fe\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u4e00\u4e2a\u6709\u8da3\u7684\u201c\u6d41\u91cf\u5c0f\u73a9\u5177\u201d\uff0c\u800c\u975e\u4e0d\u53ef\u6216\u7f3a\u7684\u201c\u7ade\u4e89\u6b66\u5668\u201d\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Viral SEO<\/span>\n <\/div>\n<div class=\"comment-content\">Viral SEO – Content Gap Analyzer by Viral Marketing Lab Find your competitors\u2019 top-performing SEO pages in one click! Uncover what drives their traffic and create better SEO content on similar topics!<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">GetViralSEO helps founders identify high-performing SEO content ideas in seconds, so you can publish what already ranks and drives signups. No guesswork. No bloated tools. Just fast wins.<\/p>\n<p>\ud83d\udc49 Download extension at getviralseo.com<\/p>\n<p>P.S.<br \/>\nComment what you\u2019re building, and I\u2019ll give FREE access to the most interesting products \ud83d\udd25<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@natiakourdadze\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@natiakourdadze<\/a> Upvoted \u2014 love the \u201cone-click competitor pages\u201d idea. I\u2019m building an AI gateway\/LLM router, so SEO is a daily fight. Quick q: where do you pull performance signals from (GSC, Ahrefs\/SerpAPI, scraping)? And can the extension output clusters\/briefs, not just URLs? Any roadmap for GEO\/AI search visibility too?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#17<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/DIPZENQCNZS5LJ\" class=\"app-title\">IndexMachine<\/a><\/p>\n<div class=\"one-liner\">A lightweight and super fast page indexer that just works<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">40<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u8f7b\u91cf\u3001\u5168\u81ea\u52a8\u7684\u9875\u9762\u7d22\u5f15\u63d0\u4ea4\u5de5\u5177\uff0c\u901a\u8fc7\u81ea\u52a8\u5411\u8c37\u6b4c\u3001\u5fc5\u5e94\u53caLLM\u63d0\u4ea4\u7f51\u7ad9\u9875\u9762\uff0c\u89e3\u51b3\u4e86\u65b0\u53d1\u5e03\u7f51\u9875\u957f\u671f\u4e0d\u88ab\u641c\u7d22\u5f15\u64ce\u6536\u5f55\u7684\u75db\u70b9\uff0c\u5c24\u5176\u9002\u7528\u4e8e\u7f51\u7ad9\u7ba1\u7406\u5458\u548cSEO\u4eba\u5458\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8323f672-0ffc-4f0a-b0d7-7468b4797240.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/04d0a2ea-ff73-4ed7-9141-b834201fcd1c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9cd77e38-1c1f-4079-b635-ac1602fcd841.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d1deee23-0b59-486f-b383-43ed3d24db10.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\">Growth Hacking<\/span><br \/>\n <span class=\"tag\">SEO<\/span><br \/>\n <span class=\"tag\">Marketing automation<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u641c\u7d22\u5f15\u64ce\u7d22\u5f15<\/span><br \/>\n <span class=\"tag\">SEO\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u9875\u9762\u63d0\u4ea4<\/span><br \/>\n <span class=\"tag\">\u591a\u5f15\u64ce\u63d0\u4ea4<\/span><br \/>\n <span class=\"tag\">404\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u7f51\u7ad9\u6536\u5f55<\/span><br \/>\n <span class=\"tag\">AI\u641c\u7d22\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u62a5\u544a<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cf\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u7ec8\u8eab\u5957\u9910<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8ba4\u53ef\u5176\u89e3\u51b3\u7d22\u5f15\u5ef6\u8fdf\u7684\u6838\u5fc3\u75db\u70b9\uff0c\u5e76\u8d5e\u8d4f\u5176\u6269\u5c55\u81f3AI\u641c\u7d22\u7684\u8fdc\u89c1\u3002\u4e3b\u8981\u53cd\u9988\u5305\u62ec\uff1a\u8be2\u95ee\u514d\u8d39\u8bd5\u7528\uff08\u521b\u59cb\u4eba\u89e3\u91ca\u4e3a\u5355\u4eba\u521b\u4e1a\u53ca\u4f4e\u4ef7\u7b56\u7565\u6545\u4e0d\u63d0\u4f9b\uff09\u3001\u5efa\u8bae\u5b98\u7f51\u9996\u9875\u5e94\u66f4\u4fa7\u91cd\u6210\u679c\u800c\u975e\u6280\u672f\u63cf\u8ff0\u3001\u4ee5\u53ca\u8be2\u95ee\u5173\u4e8e\u91cd\u8bd5\u63d0\u4ea4\u9875\u9762\u7684\u81ea\u52a8\u5316\u7b56\u7565\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 IndexMachine\u5207\u5165\u4e86\u4e00\u4e2a\u5fae\u5c0f\u4f46\u5c16\u9510\u7684\u7f1d\u9699\u5e02\u573a\uff1a\u641c\u7d22\u5f15\u64ce\u7d22\u5f15\u63d0\u4ea4\u7684\u81ea\u52a8\u5316\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u6280\u672f\u521b\u65b0\uff0c\u800c\u662f\u5728\u8c37\u6b4c\u7d22\u5f15API\u5173\u95ed\u3001\u8bb8\u591a\u540c\u7c7b\u670d\u52a1\u505c\u6446\u540e\uff0c\u7cbe\u51c6\u6355\u6349\u4e86\u5e02\u573a\u6b8b\u7559\u7684\u786e\u5b9a\u6027\u9700\u6c42\u2014\u2014\u7f51\u7ad9\u6240\u6709\u8005\u5bf9\u201c\u6536\u5f55\u201d\u8fd9\u4e00\u57fa\u7840\u73af\u8282\u7684\u5931\u63a7\u7126\u8651\u3002\u4ea7\u54c1\u5c06\u201c\u63d0\u4ea4\u201d\u8fd9\u4e00\u7b80\u5355\u52a8\u4f5c\u4ea7\u54c1\u5316\uff0c\u5e76\u6346\u7ed1\u591a\u5f15\u64ce\uff08\u4f20\u7edf\u641c\u7d22+AI\u641c\u7d22\uff09\u548c\u57fa\u7840\u76d1\u63a7\uff0c\u672c\u8d28\u662f\u51fa\u552e\u201c\u786e\u5b9a\u6027\u4e0e\u5b89\u5fc3\u611f\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u5b58\u5728\u660e\u663e\u5f20\u529b\u3002\u521b\u59cb\u4eba\u5f3a\u8c03\u201c\u7ec8\u8eab\u4f4e\u4ef7\u201d\u548c\u201c\u5355\u4eba\u8fd0\u8425\u201d\uff0c\u8fd9\u65e2\u662f\u5438\u5f15\u65e9\u671f\u7528\u6237\u7684\u5229\u5668\uff0c\u4e5f\u662f\u589e\u957f\u548c\u53ef\u6301\u7eed\u6027\u7684\u67b7\u9501\u3002\u7ec8\u8eab\u5957\u9910\u867d\u80fd\u5feb\u901f\u83b7\u53d6\u73b0\u91d1\u6d41\uff0c\u4f46\u4e25\u91cd\u9650\u5236\u4e86\u5ba2\u6237\u7ec8\u8eab\u4ef7\u503c\uff08LTV\uff09\uff0c\u4e14\u968f\u7740\u5ba2\u6237\u57fa\u6570\u6269\u5927\uff0c\u6301\u7eed\u7684\u670d\u52a1\u5668\u548c\u63d0\u4ea4\u6210\u672c\u5c06\u4fb5\u8680\u5229\u6da6\u3002\u5176\u62d2\u7edd\u514d\u8d39\u8bd5\u7528\u7684\u7406\u7531\u770b\u4f3c\u52a1\u5b9e\uff0c\u5b9e\u5219\u66b4\u9732\u4e86\u670d\u52a1\u8fb9\u9645\u6210\u672c\u4e0d\u4e3a\u96f6\u3001\u4e14\u53ef\u80fd\u88ab\u77ed\u671f\u5927\u91cf\u4f7f\u7528\u201c\u8585\u7f8a\u6bdb\u201d\u7684\u8106\u5f31\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5b9a\u4f4d\u201c\u8f7b\u91cf\u201d\u4e0e\u8def\u7ebf\u56fe\u4e2d\u7684\u201c\u6df1\u5ea6SEO\u5206\u6790\u201d\u5b58\u5728\u77db\u76fe\u3002\u5411\u66f4\u590d\u6742\u7684SEO\u5206\u6790\u5de5\u5177\u5ef6\u4f38\u662f\u81ea\u7136\u7684\u589e\u957f\u8bc9\u6c42\uff0c\u4f46\u8fd9\u5c06\u76f4\u63a5\u5377\u5165\u7ade\u4e89\u6fc0\u70c8\u7684\u7ea2\u6d77\uff0c\u5e76\u4e0e\u5176\u6838\u5fc3\u7684\u7b80\u5355\u3001\u5ec9\u4ef7\u3001\u81ea\u52a8\u5316\u7684\u5b9a\u4f4d\u4ea7\u751f\u51b2\u7a81\u3002\u5f53\u524d\u5176\u6700\u5927\u4f18\u52bf\u662f\u805a\u7126\u4e0e\u4f4e\u4ef7\uff0c\u4f46\u8fd9\u4e5f\u53ef\u80fd\u6210\u4e3a\u5176\u672a\u6765\u6784\u7b51\u62a4\u57ce\u6cb3\u7684\u969c\u788d\u3002\u5b83\u66f4\u50cf\u4e00\u4e2a\u5728\u5de8\u5934\u751f\u6001\u7f1d\u9699\u4e2d\u7cbe\u5de7\u751f\u5b58\u7684\u201c\u529f\u80fd\u578b\u4ea7\u54c1\u201d\uff0c\u5176\u957f\u671f\u547d\u8fd0\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u4fdd\u6301\u6838\u5fc3\u529f\u80fd\u6781\u81f4\u6027\u4ef7\u6bd4\u7684\u540c\u65f6\uff0c\u627e\u5230\u66f4\u9ad8\u9644\u52a0\u503c\u7684\u5ef6\u4f38\u670d\u52a1\uff0c\u5e76\u5e73\u8861\u597d\u5355\u4eba\u8fd0\u8425\u7684\u89c4\u6a21\u6781\u9650\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\">IndexMachine<\/span>\n <\/div>\n<div class=\"comment-content\">Stuck in “Crawled: currently not indexed”? IndexMachine automatically submits your pages to Google, Bing, and now even to LLMs like ChatGPT (so your content shows up in AI answers, not just search results). It tracks everything, sends you daily reports, and alerts you when pages 404. You just connect your domains and let it run on autopilot.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey guys!<br \/>If you’ve ever launched a new website, you know the pain \u2014 you publish a page, wait… and wait… and Google just ignores it. Stuck in “Discovered – currently not indexed” limbo for weeks. Sometimes months. Some pages never make it at all. Plus Google has terminated the Indexing API -> most companies around indexing have also shutdown.<\/p>\n<\/p>\n<p>I run several websites and got tired of manually pinging Google Search Console every time I published something new. So I built a small internal tool to automate this. It worked so well that I decided to polish it up and release it publicly.<\/p>\n<\/p>\n<p>IndexMachine automatically submits your pages to Google, Bing, and now even to LLMs like ChatGPT (so your content shows up in AI answers, not just search results). It tracks everything, sends you daily reports, and alerts you when pages 404. You just connect your domains and let it run on autopilot.<\/p>\n<\/p>\n<p>What makes it different:<\/p>\n<p> – Multi-engine indexing \u2014 Google, Bing, and LLM\/AI search from one dashboard<\/p>\n<p> – Visual progress charts \u2014 actually see your indexing improve day by day<\/p>\n<p> – 404 monitoring \u2014 catch broken pages before they hurt your SEO<\/p>\n<p> – Free tools included \u2014 SEO analyzer and sitemap validator, no extra charge<\/p>\n<\/p>\n<p>But the biggest difference? Price. I looked at every indexing tool out there and made IndexMachine the cheapest option on the market \u2014 without cutting corners on quality. Same features, same reliability, fraction of the cost. If you find anything cheaper that does the same job, DM me at <a href=\"https:\/\/x.com\/not_wowinter13\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/x.com\/not_wowinter13<\/a> and I’ll give you a discount. Simple as that.<\/p>\n<\/p>\n<p>We’ve already helped index thousands of pages for our users. The tool is simple, it does the job, and it keeps getting better.<\/p>\n<\/p>\n<p>What’s next:<\/p>\n<p> – Deeper SEO analysis per page<\/p>\n<p> – AI recommendations for fixing indexing issues<\/p>\n<p> – More integrations based on what users ask for<\/p>\n<\/p>\n<p>Questions? Ask here or hit me up on X.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the idea of your tool! Do you have a free trial? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alina_petrova3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alina_petrova3<\/a> hi, Alina! To be honest, no.<\/p>\n<p>Two reasons for that:<\/p>\n<ul>\n<li>\n<p>I\u2019m a solopreneur \ud83d\ude42 So I don\u2019t have venture funding to offer free trials or spend thousands of bucks on ads (CAC is better this way, because sometimes people with small projects can literally index ALL their pages in just 2\u20133 days, so I can\u2019t offer a trial even for a couple of hours \ud83d\ude02)<\/p>\n<\/li>\n<li>\n<p>The pricing is already the lowest on the market ($12.5 per site, while the cheapest competitors start at $25) plus this is a lifetime deal, so it costs literally pennies to try and improve your project\u2019s indexing situation (and a refund is always an option)<\/p>\n<\/li>\n<\/ul>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi,<\/p>\n<p>The problem you\u2019re solving is clear, but the homepage leans more technical than outcome-driven. For PH traffic, the value would land stronger if the top section framed concrete results (indexing speed, visibility, traffic impact) rather than process.<\/p>\n<p>I work with SaaS founders on paid landing page audits specifically for Product Hunt launches, focused on positioning, above-the-fold messaging, and CTAs that convert early traffic.<\/p>\n<p>If that\u2019s relevant right now, I can share what the audit includes and how teams usually use it post-launch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>to the mooon!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! This hits a very real pain point, especially the published but ignored indexing limbo that feels totally out of your control. I like that you went beyond just Google and are thinking about AI\/LLM discovery as part of indexing, not a separate problem. How do you decide when and how often to resubmit or retry pages that are stuck, is it fully automated based on signals, or configurable per site\/page type?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#18<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/5YYQFJAIUTGFWI\" class=\"app-title\">Moshi<\/a><\/p>\n<div class=\"one-liner\">the mobile interface for AI coding agents<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">37<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Moshi\u662f\u4e00\u6b3eiPhone\u5e94\u7528\uff0c\u901a\u8fc7Mosh\u534f\u8bae\u76f4\u8fde\u5f00\u53d1\u673a\uff0c\u7ed3\u5408\u672c\u5730\u8bed\u97f3\u8f93\u5165\u548c\u4e00\u952e\u5feb\u6377\u6307\u4ee4\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u5728\u79fb\u52a8\u573a\u666f\u4e0b\u65e0\u6cd5\u6301\u7eed\u4e3aClaude Code\u7b49AI\u7f16\u7a0b\u52a9\u624b\u63d0\u4f9b\u8f93\u5165\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/225de57a-b92c-4be2-982f-10334172f5b0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/30e7c03e-7f56-42ad-b89f-32a831014d47.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2e2dced3-1bc6-4e88-918f-771ee746fed2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e6c24c17-e15d-4cd6-8d6b-16dfeed2475e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/710c856b-e798-4ed4-b2c6-0b1f0286168c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7f641a31-9cc0-40c8-bc7d-72d556867d47.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3a4456bf-1e2e-46cc-9177-4a03df1f19de.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\/6db330b5-3c75-4c6d-8cbb-e3ee8a5ea049.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/1QEmvJO1EwY\"><source src=\"https:\/\/youtu.be\/1QEmvJO1EwY\" 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\">Development<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7f16\u7a0b\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u79fb\u52a8\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u8fdc\u7a0b\u7ec8\u7aef<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u8f93\u5165<\/span><br \/>\n <span class=\"tag\">\u4f1a\u8bdd\u6301\u4e45\u5316<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u5316\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">iOS\u5e94\u7528<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u4e3a\u4ea7\u54c1\u6982\u5ff5\u65b0\u9896\uff0c\u79fb\u52a8\u4f18\u5148\u4e0e\u8bed\u97f3\u8f93\u5165\u5951\u5408\u771f\u5b9e\u79fb\u52a8\u5f00\u53d1\u573a\u666f\u3002\u4e3b\u8981\u53cd\u9988\u96c6\u4e2d\u5728\uff1a1. \u8be2\u95eeBeta\u6d4b\u8bd5\u65b9\u5f0f\uff08\u5df2\u83b7\u56de\u590d\uff09\uff1b2. \u660e\u786e\u8be2\u95eeAndroid\u7248\u672c\u8ba1\u5212\uff08\u56e2\u961f\u786e\u8ba4\u6709\u8ba1\u5212\uff09\u3002\u6574\u4f53\u53cd\u9988\u79ef\u6781\uff0c\u88ab\u89c6\u4e3a\u201c\u6c1b\u56f4\u7f16\u7a0b\u201d\u7684\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 Moshi\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u88ab\u5ffd\u89c6\u7684\u7f1d\u9699\u5e02\u573a\uff1aAI\u7f16\u7a0b\u52a9\u624b\u5de5\u4f5c\u6d41\u7684\u201c\u6700\u540e\u4e00\u7c73\u201d\u79fb\u52a8\u5316\u95ee\u9898\u3002\u5176\u4ef7\u503c\u4e0d\u5728\u4e8e\u6280\u672f\u521b\u65b0\u4e0a\u7684\u98a0\u8986\uff08Mosh\u3001Whisper\u5747\u4e3a\u73b0\u6709\u6280\u672f\uff09\uff0c\u800c\u5728\u4e8e\u5bf9\u201c\u4eba-AI\u4ee3\u7406\u201d\u534f\u4f5c\u6a21\u5f0f\u7684\u573a\u666f\u91cd\u6784\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u771f\u6b63\u7280\u5229\u4e4b\u5904\u5728\u4e8e\u4e24\u70b9\uff1a\u4e00\u662f**\u5bf9\u201c\u6301\u7eed\u4ea4\u4e92\u201d\u672c\u8d28\u7684\u6d1e\u5bdf**\u3002\u5f53\u524dAI\u7f16\u7801\u4ee3\u7406\u5e76\u975e\u5b8c\u5168\u81ea\u4e3b\uff0c\u9700\u8981\u4eba\u7c7b\u9ad8\u9891\u3001\u4f4e\u5ef6\u8fdf\u7684\u53cd\u9988\uff08\u6279\u51c6\u3001\u62d2\u7edd\u3001\u7ee7\u7eed\uff09\u3002Moshi\u5c06\u8fd9\u79cd\u4ea4\u4e92\u4ece\u7269\u7406\u5de5\u4f5c\u7ad9\u89e3\u653e\u51fa\u6765\uff0c\u5b9e\u8d28\u662f\u5c06\u5f00\u53d1\u8005\u7684\u201c\u51b3\u7b56\u6743\u201d\u79fb\u52a8\u5316\uff0c\u800c\u975e\u4ec5\u4ec5\u63d0\u4f9b\u4e00\u4e2a\u79fb\u52a8\u7ec8\u7aef\u3002\u4e8c\u662f**\u6280\u672f\u9009\u578b\u7684\u52a1\u5b9e\u7ec4\u5408**\u3002\u4f7f\u7528Mosh\u89e3\u51b3\u7f51\u7edc\u9c81\u68d2\u6027\uff0c\u7528\u672c\u5730Whisper\u4fdd\u969c\u9690\u79c1\u4e0e\u5b9e\u65f6\u6027\uff0c\u7528FaceID\u7ba1\u7406\u5bc6\u94a5\uff0c\u8fd9\u5957\u7ec4\u5408\u62f3\u89c4\u907f\u4e86\u4e91\u7aef\u65b9\u6848\u7684\u6210\u672c\u4e0e\u5ef6\u8fdf\uff0c\u76f4\u51fb\u4e13\u4e1a\u5f00\u53d1\u8005\u5bf9\u5b89\u5168\u3001\u7a33\u5b9a\u3001\u53ef\u63a7\u7684\u6838\u5fc3\u8bc9\u6c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5929\u82b1\u677f\u4e5f\u663e\u800c\u6613\u89c1\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u670d\u52a1\u4e8e\u7279\u5b9a\u5de5\u4f5c\u6d41\uff08\u91cd\u5ea6\u4f7f\u7528AI\u7f16\u7801\u4ee3\u7406\uff09\u7684\u6548\u7387\u5de5\u5177\uff0c\u5e02\u573a\u57fa\u6570\u53d6\u51b3\u4e8eClaude Code\u7b49\u4ee3\u7406\u7684\u666e\u53ca\u5ea6\u3002\u5176\u201c\u65e0\u4e91\u5316\u201d\u662f\u4f18\u52bf\u4e5f\u662f\u9650\u5236\uff0c\u8981\u6c42\u7528\u6237\u81ea\u6709\u4e14\u5728\u7ebf\u7684\u5f00\u53d1\u673a\uff0c\u589e\u52a0\u4e86\u4f7f\u7528\u95e8\u69db\u3002\u4ece\u8bc4\u8bba\u770b\uff0c\u56e2\u961f\u5df2\u8ba1\u5212Android\u7248\u672c\uff0c\u8fd9\u5c06\u662f\u6269\u5927\u7528\u6237\u57fa\u7840\u7684\u5173\u952e\u4e00\u6b65\u3002\n <\/p>\n<p class=\"ai-content\">\n \u957f\u8fdc\u770b\uff0cMoshi\u7684\u4ef7\u503c\u53ef\u80fd\u6210\u4e3a\u672a\u6765AI\u539f\u751f\u5f00\u53d1\u73af\u5883\u7684\u4e00\u4e2a\u529f\u80fd\u6a21\u5757\u3002\u5b83\u63ed\u793a\u4e86\u4e00\u4e2a\u8d8b\u52bf\uff1a\u5f53AI\u6210\u4e3a\u7f16\u7a0b\u7684\u534f\u4f5c\u8005\uff0c\u5f00\u53d1\u5de5\u5177\u7684\u8bbe\u8ba1\u91cd\u5fc3\u5c06\u4ece\u201c\u7f16\u8f91\u4ee3\u7801\u201d\u8f6c\u5411\u201c\u7ba1\u7406AI\u4ee3\u7406\u201d\u3002\u8c01\u80fd\u6700\u6d41\u7545\u5730\u6865\u63a5\u4eba\u7c7b\u610f\u56fe\u4e0eAI\u884c\u52a8\uff0c\u8c01\u5c31\u80fd\u5360\u636e\u65b0\u5de5\u4f5c\u6d41\u7684\u5165\u53e3\u3002Moshi\u76ee\u524d\u505a\u4e86\u4e00\u4e2a\u6781\u7b80\u4f46\u6df1\u523b\u7684\u793a\u8303\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\">Moshi<\/span>\n <\/div>\n<div class=\"comment-content\">Moshi lets you run coding agents like Claude Code from your iPhone. Agents need frequent input, but you can’t always be at your desk. Moshi connects directly to your dev machine over Mosh \u2014 resilient UDP connections that survive network changes and device sleep. Speak commands with on-device Whisper instead of typing. One-tap shortcuts for Claude Code. Face ID for your keys. No cloud, no subscription \u2014 just you and your terminal.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Super cool to see a mobile-first interface for coding agents\u2014Mosh + on-device voice feels perfect for real-world dev workflows on the go.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b<\/p>\n<p>We built Moshi because coding agents like Claude Code need input every few minutes \u2014 and you can’t always be at your desk. Step away for coffee, take a walk, or work from the couch, and your agent just sits there waiting.<\/p>\n<p>Moshi gives you a native terminal on your iPhone that connects directly to your dev machine. The Mosh protocol keeps your session alive through network switches, spotty wifi, and device sleep. Your agent keeps working; you stay in the loop.<\/p>\n<p>We added voice dictation with on-device Whisper so you can speak commands instead of thumb-typing on a tiny keyboard. There are built-in shortcuts for Claude Code \u2014 approve, reject, continue \u2014 one tap away. Face ID protects your keys.<\/p>\n<p>No cloud relay, no subscription. Just SSH into your machine and keep shipping.<\/p>\n<p>Would love to hear what features you’d want next \ud83d\ude80<\/p>\n<p>TestFlight: <a href=\"http:\/\/testflight.apple.com\/join\/yApyT263\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">testflight.apple.com\/join\/yApyT263<\/a><\/p>\n<p><strong>Key Features<\/strong><\/p>\n<ul>\n<li>\n<p><strong>Built for Coding Agents<\/strong> \u2014 One-tap shortcuts for Claude Code: approve, reject, continue, interrupt<\/p>\n<\/li>\n<li>\n<p><strong>Voice Commands<\/strong> \u2014 On-device Whisper speech-to-text, speak instead of thumb-typing<\/p>\n<\/li>\n<li>\n<p><strong>Never Drops<\/strong> \u2014 Mosh protocol survives network switches, wifi changes, and device sleep<\/p>\n<\/li>\n<li>\n<p><strong>Session Persistence<\/strong> \u2014 Step away and come back, your agent session is still there<\/p>\n<\/li>\n<li>\n<p><strong>Face ID \/ Touch ID<\/strong> \u2014 Biometric protection for private keys<\/p>\n<\/li>\n<li>\n<p><strong>Direct Connection<\/strong> \u2014 No cloud relay, connects straight to your machine over SSH\/Mosh<\/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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Using on-device Whisper to talk to Claude Code from the couch feels like the peak ‘vibe coding’ experience \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks cool, how to join the beta? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@colinhz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@colinhz<\/a> Try this link and use TestFlight: <a href=\"http:\/\/testflight.apple.com\/join\/yApyT263\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">testflight.apple.com\/join\/yApyT263<\/a><\/p>\n<p>Any feedback is welcomed!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Any plan for Android?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jachinshen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jachinshen<\/a> yes<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#19<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/N2J644EDNFD3VE\" class=\"app-title\">Ads Research<\/a><\/p>\n<div class=\"one-liner\">Competitor ads, instantly on WhatsApp<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">33<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u57fa\u4e8eWhatsApp\u7684\u5e7f\u544a\u7814\u7a76\u5de5\u5177\uff0c\u8ba9\u6548\u679c\u8425\u9500\u4eba\u5458\u65e0\u9700\u5207\u6362\u591a\u4e2a\u5e73\u53f0\u5373\u53ef\u5feb\u901f\u67e5\u770b\u548c\u5206\u6790\u7ade\u4e89\u5bf9\u624b\u5728Meta\u3001Google\u53caTikTok\u4e0a\u7684\u5b9e\u65f6\u5e7f\u544a\uff0c\u89e3\u51b3\u4e86\u5e7f\u544a\u8c03\u7814\u8fc7\u7a0b\u7e41\u7410\u3001\u4fe1\u606f\u788e\u7247\u5316\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/12e98dda-98d7-46e6-a8fe-24bea93e228c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a4b1b54d-e202-4fad-aab8-bf9d9188c4c2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/afaa5282-94fb-42ce-963f-ed0c79b57f49.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\/87421e53-c87c-4b9a-9251-c50d48618c8a.gif?auto=format\" data-video-url=\"https:\/\/www.loom.com\/share\/3a44b3925e9a4e25987ffef6aedaa412\"><source src=\"https:\/\/www.loom.com\/share\/3a44b3925e9a4e25987ffef6aedaa412\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Video<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5e7f\u544a\u7ade\u54c1\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">WhatsApp\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u6548\u679c\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u5e7f\u544a\u76d1\u6d4b<\/span><br \/>\n <span class=\"tag\">\u8de8\u5e73\u53f0\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">MVP<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u4ea7\u54c1\u5c06\u5e7f\u544a\u7814\u7a76\u878d\u5165WhatsApp\u7684\u521b\u610f\uff0c\u8ba4\u4e3a\u5bf9\u673a\u6784\u548c\u54c1\u724c\u662f\u201c\u6e38\u620f\u89c4\u5219\u6539\u53d8\u8005\u201d\u3002\u4e3b\u8981\u53cd\u9988\u5305\u62ec\uff1a\u5e0c\u671b\u589e\u52a0\u90ae\u4ef6\u63a8\u9001\u9009\u9879\uff1b\u8be2\u95ee\u5982\u4f55\u4ece\u566a\u97f3\u4e2d\u63d0\u53d6\u6709\u6548\u4fe1\u53f7\uff08\u5982\u8bc6\u522b\u8d77\u91cf\u5e7f\u544a\u6216\u957f\u671f\u6a21\u5f0f\uff09\u3002\u5f00\u53d1\u8005\u79ef\u6781\u56de\u5e94\u4f1a\u4f9d\u636e\u53cd\u9988\u8fed\u4ee3\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Ads Research \u8bd5\u56fe\u5c06\u5e7f\u544a\u7ade\u54c1\u8c03\u7814\u8fd9\u4e00\u9ad8\u9891\u4f46\u79bb\u6563\u7684\u5de5\u4f5c\u6d41\uff0c\u538b\u7f29\u8fdbWhatsApp\u8fd9\u4e00\u65e5\u5e38\u901a\u8baf\u5de5\u5177\u4e2d\uff0c\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u63d0\u4f9b\u4e86\u5168\u65b0\u7684\u6570\u636e\u6e90\uff0c\u800c\u662f\u5bf9\u73b0\u6709\u516c\u5f00\u5e7f\u544a\u5e93\uff08Meta\u3001Google\u3001TikTok\uff09\u8fdb\u884c\u4e86\u4e00\u6b21\u4f53\u9a8c\u91cd\u6784\u548c\u52a8\u7ebf\u6574\u5408\u3002\u5b83\u7784\u51c6\u7684\u662f\u8425\u9500\u4eba\u5458\u201c\u5728\u591a\u4e2a\u6807\u7b7e\u9875\u95f4\u53cd\u590d\u5207\u6362\u3001\u622a\u56fe\u3001\u8f6c\u53d1\u201d\u7684\u7269\u7406\u6027\u64cd\u4f5c\u75b2\u52b3\u4e0e\u4fe1\u606f\u6da3\u6563\uff0c\u8bd5\u56fe\u5c06\u8c03\u7814\u884c\u4e3a\u201c\u4e60\u60ef\u5316\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u201c\u771f\u6b63\u4ef7\u503c\u201d\u5b58\u5728\u53cc\u91cd\u6311\u6218\u3002\u5176\u4e00\uff0c\u5de5\u5177\u4ef7\u503c\u6df1\u5ea6\u5b58\u7591\u3002\u76ee\u524d\u5b83\u66f4\u50cf\u4e00\u4e2a\u805a\u5408\u8f6c\u53d1\u673a\u5668\u4eba\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u53d1\u73b0\u5b9e\u65f6\u5e7f\u544a\u201d\u548c\u201c\u6d1e\u5bdf\u6a21\u5f0f\u201d\u80fd\u5426\u8d85\u8d8a\u5e73\u53f0\u5b98\u65b9\u5e93\u7684\u57fa\u7840\u7b5b\u9009\uff0c\u63d0\u4f9b\u771f\u6b63\u7684\u201c\u4fe1\u53f7\u201d\uff08\u5982\u7d20\u6750\u8d77\u91cf\u8d8b\u52bf\u3001\u6295\u653e\u7b56\u7565\u63a8\u65ad\uff09\uff0c\u662f\u4ea7\u54c1\u4ece\u201c\u4fbf\u6377\u5de5\u5177\u201d\u5347\u7ea7\u4e3a\u201c\u667a\u80fd\u6d1e\u5bdf\u201d\u7684\u5173\u952e\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u5982\u4f55\u51f8\u663e\u4fe1\u53f7\u201d\u7684\u63d0\u95ee\u76f4\u63a5\u51fb\u4e2d\u4e86\u8fd9\u4e00\u8f6f\u808b\u3002\u5176\u4e8c\uff0c\u573a\u666f\u4f9d\u8d56\u4e0e\u98ce\u9669\u5e76\u5b58\u3002\u91cd\u5ea6\u4f9d\u8d56WhatsApp\u867d\u964d\u4f4e\u4e86\u4f7f\u7528\u95e8\u69db\uff0c\u4f46\u4e5f\u5c06\u4e13\u4e1a\u5de5\u4f5c\u6346\u7ed1\u4e8e\u4e2a\u4eba\u793e\u4ea4\u5de5\u5177\uff0c\u53ef\u80fd\u5f15\u53d1\u8d26\u53f7\u7ba1\u7406\u3001\u4fe1\u606f\u8fc7\u8f7d\u3001\u6570\u636e\u5b89\u5168\u4e0e\u5408\u89c4\u7684\u987e\u8651\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u4e2a\u5178\u578b\u7684\u201c\u5de5\u4f5c\u6d41\u5fae\u521b\u65b0\u201dMVP\uff0c\u5207\u5165\u70b9\u5de7\u5999\uff0c\u4f46\u62a4\u57ce\u6cb3\u5c1a\u6d45\u3002\u5176\u6210\u529f\u4e0e\u5426\uff0c\u53d6\u51b3\u4e8e\u56e2\u961f\u80fd\u5426\u5c06\u201c\u4fbf\u6377\u805a\u5408\u201d\u6df1\u5316\u4e3a\u201c\u667a\u80fd\u5206\u6790\u201d\uff0c\u5e76\u6784\u5efa\u8d77\u57fa\u4e8e\u5de5\u4f5c\u573a\u666f\u7684\u3001\u72ec\u7acb\u4e8eWhatsApp\u6838\u5fc3\u4ea4\u4e92\u7684\u4e0d\u53ef\u66ff\u4ee3\u4ef7\u503c\u3002\u5426\u5219\uff0c\u5b83\u6781\u6613\u88ab\u5927\u5e73\u53f0\u7684\u5b98\u65b9\u5de5\u5177\u66f4\u65b0\u6216\u66f4\u4e13\u4e1a\u7684\u7ade\u54c1\u6240\u8986\u76d6\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Ads Research<\/span>\n <\/div>\n<div class=\"comment-content\">A WhatsApp ad research tool for performance marketers to see and analyse live competitor ads across Meta, Google, and TikTok. Without endless scrolling or tab switching!<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>\ud83d\ude80 Hey Hunters & Builders!<\/strong><\/p>\n<\/p>\n<p>We\u2019re Akshat and Abinash, two builders who\u2019ve spent years in performance marketing, growth, and building products for marketers.<\/p>\n<\/p>\n<p>If you\u2019ve ever run ads, you know the drill:<br \/>scrolling Meta Ads Library, hopping into Google Transparency Center, checking TikTok Creative Center, saving links, forwarding ads on WhatsApp\u2026 and still feeling like you\u2019re missing the bigger picture.<\/p>\n<\/p>\n<p>That frustration is exactly what led us to build <strong>Ads Research<\/strong>.<\/p>\n<\/p>\n<p>We wanted ad research to feel less chaotic and more like a natural habit. Something you can do quickly, with context, without opening ten tabs. So we built a WhatsApp-based tool that helps performance marketers discover live competitor ads and understand what\u2019s actually working across platforms.<\/p>\n<ul>\n<li>\n<p>\u2728 What makes Ads Research different:<\/p>\n<\/li>\n<li>\n<p>\ud83d\udcf2 Ad research directly on WhatsApp \u2014 no dashboards, no clutter<\/p>\n<\/li>\n<li>\n<p>\ud83d\udd0d Discover live competitor ads across Meta, Google & TikTok<\/p>\n<\/li>\n<li>\n<p>\ud83e\udde0 Spot patterns in hooks, formats, and messaging \u2014 not random inspiration<\/p>\n<\/li>\n<li>\n<p>\u26a1 Built for speed, context, and real-world workflows<\/p>\n<\/li>\n<\/ul>\n<p>This started as an internal tool we genuinely needed ourselves. Over time, it became clear that many marketers were struggling with the same problem \u2014 too much noise, too little signal.<\/p>\n<\/p>\n<p>This is still an early MVP, and we\u2019re actively shaping it based on real feedback from marketers like you.<\/p>\n<\/p>\n<p>We\u2019d genuinely love to hear your thoughts \u2764\ufe0f<\/p>\n<p>Does this make ad research feel simpler and more usable in your day-to-day work?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I would also welcome this option to get into my mail \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> Thank you very much for trying it out! We surely will keep on adding regular updates based on our user feedback!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really Epic!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Turning ad research into something that lives inside WhatsApp is a really interesting take, it feels much closer to how marketers already share and react to ads in real life, instead of forcing everything into another heavy dashboard. How you surface signal over noise in practice, for example, do you highlight ads that are scaling or recurring patterns over time, or is discovery more exploratory right now?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Excited for the launch! This would be game changer for agencies and brands<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#20<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/MJGCF6HPUIEMYB\" class=\"app-title\">Your Domains Wrapped 2025<\/a><\/p>\n<div class=\"one-liner\">See how much your side projects actually cost you<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">18<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u4e3a\u201c\u57df\u540d\u56e4\u79ef\u8005\u201d\u8bbe\u8ba1\u7684\u5de5\u5177\uff0c\u901a\u8fc7\u81ea\u52a8\u5316\u6c47\u603b\u548c\u5206\u6790\u5176\u6301\u6709\u7684\u6240\u6709\u57df\u540d\u53ca\u5176\u5e74\u5ea6\u7eed\u8d39\u6210\u672c\uff0c\u751f\u6210\u4e00\u4efd\u53ef\u5206\u4eab\u7684\u5e74\u5ea6\u62a5\u544a\uff0c\u5728\u81ea\u5632\u4e0e\u53cd\u601d\u4e2d\u76f4\u9762\u201c\u4e3a\u672a\u5b8c\u6210\u9879\u76ee\u6301\u7eed\u4ed8\u8d39\u201d\u7684\u8d22\u52a1\u4e0e\u5fc3\u7406\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bcc612ed-e211-43f0-9ad2-54f03f2d27bc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c3f141be-85f8-48be-a987-5fecfe26b421.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/758a77c5-979d-40b9-a6dd-424029099ca9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6863371c-40f6-4286-923e-95a4488a25f7.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\/15c0df60-0f71-43a3-983b-de5086769814.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/YjVDYJriY6g\"><source src=\"https:\/\/youtu.be\/YjVDYJriY6g\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Tech<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u57df\u540d\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u4e2a\u4eba\u8d22\u52a1<\/span><br \/>\n <span class=\"tag\">\u6210\u672c\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u5e74\u5ea6\u603b\u7ed3<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8da3\u5473\u62a5\u544a<\/span><br \/>\n <span class=\"tag\">\u75db\u70b9\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u56e4\u79ef<\/span><br \/>\n <span class=\"tag\">\u526f\u9879\u76ee\u7ba1\u7406<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u9ad8\u5ea6\u5171\u9e23\uff0c\u666e\u904d\u5b58\u5728\u201c\u57df\u540d\u56e4\u79ef\u201d\u884c\u4e3a\u5e76\u5bf9\u5176\u6210\u672c\u611f\u5230\u9707\u60ca\u3002\u4e3b\u8981\u53cd\u9988\u5305\u62ec\uff1a\u4ea7\u54c1\u6982\u5ff5\u6709\u8da3\u4e14\u201c\u624e\u5fc3\u201d\uff0c\u5206\u4eab\u529f\u80fd\u662f\u4eae\u70b9\uff1b\u5e0c\u671b\u4e86\u89e3\u66f4\u8be6\u7ec6\u7684\u6210\u672c\u5206\u6790\u7ef4\u5ea6\uff1b\u90e8\u5206\u7528\u6237\u8868\u8fbe\u4e86\u5c1d\u8bd5\u7684\u610f\u613f\u4e0e\u5bf9\u7ed3\u679c\u7684\u6050\u60e7\u3002\u8bc4\u8bba\u4e2d\u672a\u63d0\u51fa\u5177\u4f53\u529f\u80fd\u6539\u8fdb\u5efa\u8bae\uff0c\u66f4\u591a\u662f\u60c5\u611f\u5171\u9e23\u4e0e\u6570\u636e\u5206\u4eab\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n \u8fd9\u6b3e\u4ea7\u54c1\u8868\u9762\u662f\u4e00\u4e2a\u8da3\u5473\u6027\u7684\u5e74\u5ea6\u603b\u7ed3\u751f\u6210\u5668\uff0c\u5185\u6838\u5374\u662f\u4e00\u9762\u5c16\u9510\u7684\u201c\u884c\u4e3a\u7ecf\u6d4e\u5b66\u201d\u955c\u5b50\u3002\u5b83\u6ca1\u6709\u8bd5\u56fe\u89e3\u51b3\u57df\u540d\u56e4\u79ef\u95ee\u9898\u672c\u8eab\uff08\u5982\u63d0\u4f9b\u8f6c\u8ba9\u6216\u505c\u7528\u670d\u52a1\uff09\uff0c\u800c\u662f\u7cbe\u51c6\u5730\u653e\u5927\u4e86\u4f34\u968f\u8fd9\u4e00\u884c\u4e3a\u7684\u201c\u6c89\u6ca1\u6210\u672c\u201d\u4e0e\u201c\u672a\u6765\u627f\u8bfa\u201d\u4e4b\u95f4\u7684\u8ba4\u77e5\u5931\u8c03\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u6280\u672f\u6216\u6570\u636e\u5206\u6790\u7684\u6df1\u5ea6\uff08\u4ece\u63cf\u8ff0\u770b\uff0c\u6280\u672f\u95e8\u69db\u4e0d\u9ad8\uff09\uff0c\u800c\u5728\u4e8e\u5b83\u521b\u9020\u4e86\u4e00\u79cd\u72ec\u7279\u7684\u201c\u8d22\u52a1\u7f9e\u803b\u793e\u4ea4\u8d27\u5e01\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5de7\u5999\u5730\u5229\u7528\u4e86\u201cWrapped\u201d\u8fd9\u4e00\u5df2\u88abSpotify\u7b49\u9a8c\u8bc1\u6210\u529f\u7684\u5e74\u5ea6\u62a5\u544a\u6587\u5316\uff0c\u5c06\u539f\u672c\u79c1\u5bc6\u3001\u5206\u6563\u4e14\u5bb9\u6613\u88ab\u5ffd\u7565\u7684\u6301\u7eed\u6027\u5c0f\u989d\u652f\u51fa\uff08\u57df\u540d\u5e74\u8d39\uff09\u805a\u5408\u3001\u53ef\u89c6\u5316\uff0c\u5e76\u8d4b\u4e88\u5176\u793e\u4ea4\u5206\u4eab\u5c5e\u6027\u3002\u8fd9\u8feb\u4f7f\u9ad8\u5ea6\u7406\u6027\u3001\u64c5\u957f\u5ef6\u8fdf\u6ee1\u8db3\u7684\u521b\u4f5c\u8005\u4e0e\u5f00\u53d1\u8005\u7fa4\u4f53\uff0c\u76f4\u9762\u81ea\u5df1\u201c\u4e3a\u53ef\u80fd\u6027\u4ed8\u8d39\u201d\u7684\u975e\u7406\u6027\u6d88\u8d39\u4e60\u60ef\u3002\u8bc4\u8bba\u533a\u4e2d\u7528\u6237\u7ade\u76f8\u201c\u6652\u201d\u51fa\u9ad8\u989d\u8d26\u5355\uff0c\u6b63\u662f\u8fd9\u79cd\u201c\u6bd4\u60e8\u5f0f\u201d\u793e\u4ea4\u8ba4\u540c\u7684\u4f53\u73b0\uff0c\u5b83\u7f13\u89e3\u4e86\u4e2a\u4eba\u7126\u8651\uff0c\u5e76\u8f6c\u5316\u4e3a\u4ea7\u54c1\u4f20\u64ad\u7684\u63a8\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u7684\u957f\u671f\u4ef7\u503c\u5b58\u7591\u3002\u5b83\u66f4\u50cf\u4e00\u4e2a\u201c\u4e00\u6b21\u6027\u6b62\u75db\u836f\u201d\u6216\u793e\u4ea4\u73a9\u5177\u3002\u7528\u6237\u5728\u4f7f\u7528\u4e00\u6b21\u3001\u7ecf\u5386\u9707\u60ca\u6216\u81ea\u5632\u540e\uff0c\u5176\u91cd\u590d\u4f7f\u7528\u52a8\u529b\u6709\u9650\u2014\u2014\u9664\u975e\u6301\u7eed\u56e4\u79ef\u57df\u540d\u3002\u5b83\u672a\u80fd\u63d0\u4f9b\u89e3\u51b3\u95ee\u9898\u7684\u95ed\u73af\uff08\u5982\u57df\u540d\u4f30\u503c\u3001\u51fa\u552e\u5efa\u8bae\u3001\u9879\u76ee\u63d0\u9192\uff09\uff0c\u8fd9\u9650\u5236\u4e86\u5176\u5de5\u5177\u5c5e\u6027\u7684\u6df1\u5ea6\u3002\u5176\u6210\u529f\u9ad8\u5ea6\u4f9d\u8d56\u7279\u5b9a\u793e\u7fa4\uff08\u5982Product Hunt\u7528\u6237\uff09\u7684\u5171\u60c5\u4f20\u64ad\uff0c\u7834\u5708\u96be\u5ea6\u8f83\u5927\u3002\u672c\u8d28\u4e0a\uff0c\u8fd9\u662f\u4e00\u4e2a\u8425\u9500\u6d1e\u5bdf\u9a71\u52a8\u3001\u6267\u884c\u8f7b\u91cf\u7684\u201c\u8bdd\u9898\u578b\u201d\u4ea7\u54c1\uff0c\u5176\u6700\u5927\u610f\u4e49\u6216\u8bb8\u662f\u63d0\u9192\u521b\u4e1a\u8005\uff1a\u6700\u523a\u75db\u4eba\u7684\u75db\u70b9\uff0c\u5f80\u5f80\u85cf\u5728\u90a3\u4e9b\u7528\u6237\u81ea\u5df1\u90fd\u5df2\u4e60\u4ee5\u4e3a\u5e38\u7684\u201c\u5c0f\u4e60\u60ef\u201d\u91cc\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\">Your Domains Wrapped 2025<\/span>\n <\/div>\n<div class=\"comment-content\">You’ve spent years collecting domains like Pok\u00e9mon cards. shipit.club, readme.ai, getfeedback.io. They’re all sitting in your registrars, renewing automatically while you pretend you’ll “get to it eventually”. Your Domains Wrapped turns your domain habit into a shareable 2025 report card.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH \ud83d\udc4b<\/p>\n<p>I bought profile.cv three years ago. Renewed it twice. Never built a single thing.<\/p>\n<p>Last month I decided to actually add up what I’ve spent on domains since 2020. \u20ac4,200.<\/p>\n<p>For projects I never shipped. Features I never coded. Landing pages I never launched.<\/p>\n<p>Figured if I’m going to have this problem, so does everyone else here. So I built Your Domains Wrapped – because if we’re all collecting domains, we might as well turn it into shareable cards.<\/p>\n<p>How it works:<br \/>– Copy your domains from any register (we’ll detect them)<br \/>– Get roasted by your own numbers<br \/>– Share your Wrapped (or cry privately)<\/p>\n<p>I’ve already seen some funny ones during testing. One person had 230 domains. Annual renewal: $6,900. Drop your Wrapped below and let’s cry together.<\/p>\n<p>I’ll start: 71 domains, 53 parked, $2,100\/year in renewals.<\/p>\n<p>Who’s got me beat? \ud83d\udc40<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Seeing how much i’m burning on unfinished business is confronting lol<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@nickforallnl\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nickforallnl<\/a> This sounds so relatable haha!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This hits a little too close to home \ud83d\ude05<\/p>\n<\/p>\n<p>I did the same thing last year and finally added up what my \u201charmless\u201d domain collection was costing me. Turns out \u201cI\u2019ll build something with it eventually\u201d is an expensive coping mechanism.<\/p>\n<\/p>\n<p>What I like about this is that it\u2019s not preachy or productivity-bro about it. It just shows you the numbers and lets you sit with the regret (or laugh about it and share). The shareable cards are a nice touch too.<\/p>\n<\/p>\n<p>71 domains at $2.1k\/year already hurts, but I\u2019m 100% sure someone here is sitting on a triple-digit domain stash.<br \/>Who\u2019s brave enough to post theirs?<\/p>\n<\/p>\n<p>Congrats on the launch, this is painfully relatable in the best 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dormic\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dormic<\/a> Thanks Pim! Have you tried it already? Curious to hear your stats!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\"><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c15357c4-93ae-44f1-9acc-7c101d9d468f.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<p>Here to share my domain wrapped<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 kind of afraid to find out \ud83e\udee3. Really fun idea. Definitely giving this a shot.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is such a cool concept for domain hoarders like me! Does the ‘Wrapped’ feature include cost-analysis for the year, or is it focused mainly on the portfolio stats? Upvoted! <\/p>\n<p>I\u2019m also in the ‘Launching Today’ trenches with Prepmify\u2014would love to get your take on our AI speech analysis if you have a moment later today<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>110 domains here, using a handful of them \ud83d\udc40<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rick_bossenbroek1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rick_bossenbroek1<\/a> Wow, that’s a lot! What is your estimated portfolio value?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 product! More insights in how much those \u2018just in case\u2019 domains are costing 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\/@rienk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rienk<\/a> First of all, I like your handle! Curious to hear: how many domains do you have that are just sitting 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<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<\/div>\n<p><!-- \u56fe\u7247\u653e\u5927\u6a21\u6001\u6846 --><\/p>\n<div id=\"imageModal\" class=\"modal\">\n <span class=\"close\">×<\/span><br \/>\n <img class=\"modal-content\" id=\"modalImage\">\n<\/div>\n<p><script>\n \/\/ \u83b7\u53d6\u6a21\u6001\u6846\u5143\u7d20\n const modal = document.getElementById(\"imageModal\");\n const modalImg = document.getElementById(\"modalImage\");\n const closeBtn = document.getElementsByClassName(\"close\")[0];<\/p>\n<p> \/\/ \u68c0\u6d4b\u662f\u5426\u4e3a\u79fb\u52a8\u8bbe\u5907\n const isMobile = \/iPhone|iPad|iPod|Android\/i.test(navigator.userAgent);<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4f18\u5316\n function addTouchOptimization() {\n if (isMobile) {\n \/\/ \u4e3a\u6240\u6709\u53ef\u70b9\u51fb\u5143\u7d20\u6dfb\u52a0\u89e6\u6478\u53cd\u9988\n const clickableElements = document.querySelectorAll(\n '.media-content, .close, .video-overlay, .play-icon'\n );<\/p>\n<p> clickableElements.forEach(el => {\n el.style.touchAction = 'manipulation'; \/\/ \u9632\u6b62\u53cc\u51fb\u7f29\u653e\n });\n }\n }<\/p>\n<p> \/\/ \u4e3a\u6240\u6709\u56fe\u7247\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6\n const images = document.querySelectorAll(\"img.media-content\");\n images.forEach(img => {\n img.onclick = function() {\n modal.style.display = \"block\";\n modalImg.src = this.src;\n \/\/ \u963b\u6b62\u80cc\u666f\u6eda\u52a8\n document.body.style.overflow = \"hidden\";\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n img.addEventListener('touchstart', function(e) {\n \/\/ \u9632\u6b62\u89e6\u6478\u4e8b\u4ef6\u89e6\u53d1\u4e0d\u5fc5\u8981\u7684\u884c\u4e3a\n e.preventDefault();\n this.click();\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u4e3a\u89c6\u9891\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6 - \u8df3\u8f6c\u5230\u89c6\u9891URL\n const videos = document.querySelectorAll(\"video.media-content\");\n videos.forEach(video => {\n \/\/ \u70b9\u51fb\u89c6\u9891\u672c\u8eab\u65f6\u8df3\u8f6c\u5230\u89c6\u9891URL\n video.onclick = function(e) {\n \/\/ \u68c0\u67e5\u70b9\u51fb\u76ee\u6807\u662f\u5426\u662f\u89c6\u9891\u63a7\u4ef6\u6216\u5176\u5b50\u5143\u7d20\n let isControlClick = false;\n let target = e.target;<\/p>\n<p> \/\/ \u5411\u4e0a\u904d\u5386DOM\uff0c\u68c0\u67e5\u662f\u5426\u70b9\u51fb\u4e86\u63a7\u4ef6\u5143\u7d20\n while (target && target !== this) {\n \/\/ \u68c0\u67e5\u662f\u5426\u6709\u63a7\u4ef6\u76f8\u5173\u7684\u7c7b\u540d\u6216\u5c5e\u6027\n if (target.classList.contains('video-js') || \n target.tagName.toLowerCase() === 'button' || \n 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 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