\n \n \n Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-05-30<\/title><\/p>\n<style>\n \/* --- \u5168\u5c40\u91cd\u7f6e\u4e0e\u5b57\u4f53 --- *\/\n :root {\n --ph-orange: #FF6154;\n --text-main: #21293C;\n --text-secondary: #4B587C;\n --bg-ai: #F7F7F9;\n --border-color: #E6E6E6;\n }<\/p>\n<p> body {\n font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Helvetica, Arial, sans-serif;\n color: var(--text-main);\n background-color: #ffffff;\n line-height: 1.6;\n margin: 0;\n padding: 20px;\n }<\/p>\n<p> .container {\n max-width: 800px;\n margin: 0 auto;\n }<\/p>\n<p> \/* --- \u5361\u7247\u6837\u5f0f --- *\/\n .app-card {\n border-bottom: 1px solid var(--border-color);\n padding-bottom: 40px;\n margin-bottom: 40px;\n }<\/p>\n<p> \/* --- 1. \u5934\u90e8\u533a\u57df --- *\/\n .app-header {\n display: flex;\n align-items: flex-start;\n gap: 16px;\n margin-bottom: 20px;\n }<\/p>\n<p> .rank {\n font-size: 24px;\n font-weight: 300;\n color: #999;\n min-width: 30px;\n padding-top: 4px;\n }<\/p>\n<p> .title-group {\n flex: 1;\n }<\/p>\n<p> .app-title {\n font-size: 24px;\n font-weight: 800;\n margin: 0 0 4px 0;\n color: var(--text-main);\n text-decoration: none;\n display: inline-block;\n }<\/p>\n<p> .app-title:hover {\n color: var(--ph-orange);\n text-decoration: underline;\n }<\/p>\n<p> .vote-btn {\n display: flex;\n flex-direction: column;\n align-items: center;\n justify-content: center;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 8px 12px;\n background: #fff;\n min-width: 60px;\n box-shadow: 0 1px 2px rgba(0,0,0,0.05);\n }<\/p>\n<p> .vote-arrow {\n color: var(--ph-orange);\n font-size: 14px;\n margin-bottom: -2px;\n }<\/p>\n<p> .vote-count {\n font-weight: 600;\n font-size: 14px;\n }<\/p>\n<p> \/* --- 2. \u5347\u7ea7\u7248\u5a92\u4f53\u753b\u5eca (\u5173\u952e\u4fee\u6539) --- *\/\n .media-gallery {\n display: flex;\n gap: 16px;\n overflow-x: auto; \/* \u5141\u8bb8\u6a2a\u5411\u6eda\u52a8 *\/\n padding-bottom: 16px; \/* \u7559\u51fa\u6eda\u52a8\u7a7a\u95f4 *\/\n scroll-snap-type: x mandatory; \/* \u6eda\u52a8\u5438\u9644\u6548\u679c *\/\n -webkit-overflow-scrolling: touch; \/* iOS \u5e73\u6ed1\u6eda\u52a8 *\/\n margin-bottom: 20px;<\/p>\n<p> \/* \u9690\u85cf\u9ed8\u8ba4\u6eda\u52a8\u6761\u4f46\u4fdd\u7559\u529f\u80fd (Firefox) *\/\n scrollbar-width: thin;\n scrollbar-color: #ddd transparent;\n }<\/p>\n<p> \/* Webkit \u6eda\u52a8\u6761\u6837\u5f0f\u4f18\u5316 *\/\n .media-gallery::-webkit-scrollbar {\n height: 6px;\n }\n .media-gallery::-webkit-scrollbar-track {\n background: transparent;\n }\n .media-gallery::-webkit-scrollbar-thumb {\n background-color: #eee;\n border-radius: 10px;\n }<\/p>\n<p> .media-item-wrapper {\n flex: 0 0 auto; \/* \u9632\u6b62\u88ab\u538b\u7f29 *\/\n width: 80%; \/* \u79fb\u52a8\u7aef\u9ed8\u8ba4\u9732\u51fa\u4e00\u70b9\u4e0b\u4e00\u5f20\uff0c\u63d0\u793a\u53ef\u6ed1\u52a8 *\/\n max-width: 500px; \/* \u684c\u9762\u7aef\u6700\u5927\u5bbd\u5ea6 *\/\n aspect-ratio: 16\/9; \/* \u7edf\u4e00\u6bd4\u4f8b *\/<\/p>\n<p> position: relative;\n border-radius: 12px;\n overflow: hidden;\n border: 1px solid rgba(0,0,0,0.08);\n background-color: #f5f5f5;\n scroll-snap-align: center; \/* \u6eda\u52a8\u505c\u6b62\u65f6\u5c45\u4e2d *\/\n }<\/p>\n<p> .media-content {\n width: 100%;\n height: 100%;\n object-fit: cover; \/* \u586b\u5145\u5bb9\u5668 *\/\n display: block;\n cursor: pointer;\n }<\/p>\n<p> \/* \u89c6\u9891\u6807\u7b7e\u7279\u6b8a\u5904\u7406 *\/\n video.media-content {\n background-color: #000;\n cursor: pointer;\n }<\/p>\n<p> \/* \u5982\u679c\u53ea\u67091\u4e2a\u5a92\u4f53\uff0c\u4e0d\u8981\u6eda\u52a8\uff0c\u4e14\u5bbd\u5ea6\u81ea\u9002\u5e94 *\/\n .media-gallery.single-item .media-item-wrapper {\n width: 100%;\n max-width: 100%;\n }<\/p>\n<p> \/* --- 3. \u63cf\u8ff0\u4e0e\u6807\u7b7e --- *\/\n .one-liner {\n font-size: 18px;\n color: var(--text-secondary);\n margin-bottom: 12px;\n font-weight: 500;\n }<\/p>\n<p> .tags-container {\n display: flex;\n flex-wrap: wrap;\n gap: 8px;\n margin-bottom: 24px;\n }<\/p>\n<p> .tag {\n font-size: 12px;\n color: var(--text-secondary);\n background-color: #F2F2F2;\n padding: 4px 10px;\n border-radius: 20px;\n font-weight: 600;\n text-transform: uppercase;\n }<\/p>\n<p> \/* --- 4. AI \u6458\u8981\u533a --- *\/\n .ai-section {\n background-color: var(--bg-ai);\n border-radius: 12px;\n padding: 20px;\n margin-bottom: 20px;\n border-left: 4px solid var(--ph-orange);\n }<\/p>\n<p> .ai-title {\n font-size: 14px;\n font-weight: 700;\n color: var(--text-main);\n margin: 0 0 12px 0;\n display: flex;\n align-items: center;\n gap: 6px;\n }<\/p>\n<p> .ai-content {\n font-size: 15px;\n color: #333;\n margin-bottom: 0;\n line-height: 1.7;\n }<\/p>\n<p> \/* --- 5. \u8bc4\u8bba\u533a --- *\/\n .reviews-section {\n margin-top: 10px;\n }<\/p>\n<p> .review-item {\n display: flex;\n gap: 10px;\n margin-bottom: 12px;\n font-size: 14px;\n }<\/p>\n<p> .review-avatar {\n font-size: 18px;\n margin-top: 2px;\n min-width: 24px;\n }<\/p>\n<p> .review-bubble {\n background: #fff;\n border: 1px solid var(--border-color);\n padding: 8px 12px;\n border-radius: 0 12px 12px 12px;\n color: var(--text-secondary);\n line-height: 1.5;\n }<\/p>\n<p> .review-author {\n font-weight: 700;\n color: var(--text-main);\n margin-right: 4px;\n font-style: normal;\n }<\/p>\n<p> .comments-section {\n margin-top: 30px;\n border-top: 1px solid var(--border-color);\n padding-top: 20px;\n }<\/p>\n<p> .comments-toggle {\n background-color: #f8f9fa;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 12px 20px;\n cursor: pointer;\n display: flex;\n justify-content: space-between;\n align-items: center;\n width: 100%;\n font-size: 14px;\n font-weight: 600;\n color: var(--text-main);\n transition: all 0.3s ease;\n }<\/p>\n<p> .comments-toggle:hover {\n background-color: #e9ecef;\n }<\/p>\n<p> .comments-toggle .toggle-arrow {\n font-size: 18px;\n transition: transform 0.3s ease;\n }<\/p>\n<p> .comments-toggle.open .toggle-arrow {\n transform: rotate(180deg);\n }<\/p>\n<p> .comments-container {\n max-height: 0;\n overflow: hidden;\n transition: max-height 0.5s ease;\n margin-top: 15px;\n }<\/p>\n<p> .comments-container.open {\n max-height: 800px;\n overflow: auto;\n }<\/p>\n<p> .comment-item {\n background-color: #fff;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 16px;\n margin-bottom: 12px;\n font-size: 14px;\n }<\/p>\n<p> .comment-header {\n display: flex;\n justify-content: space-between;\n align-items: flex-start;\n margin-bottom: 8px;\n }<\/p>\n<p> .comment-author {\n font-weight: 600;\n color: var(--text-main);\n margin-right: 8px;\n }<\/p>\n<p> .comment-content {\n color: var(--text-secondary);\n line-height: 1.5;\n margin-bottom: 10px;\n word-break: break-word;\n word-wrap: break-word;\n overflow-wrap: anywhere;\n white-space: normal;\n }<\/p>\n<p> .comment-content p {\n margin: 0;\n word-break: break-word;\n word-wrap: break-word;\n overflow-wrap: anywhere;\n white-space: normal;\n }<\/p>\n<p> \/* \u4f18\u5316\u8868\u60c5\u7b26\u53f7\u663e\u793a *\/\n .emoji {\n display: inline;\n max-width: 15px;\n overflow-wrap: normal;\n }<\/p>\n<p> .comment-actions {\n display: flex;\n align-items: center;\n gap: 16px;\n font-size: 12px;\n color: var(--text-secondary);\n }<\/p>\n<p> .comment-vote {\n display: flex;\n align-items: center;\n gap: 4px;\n cursor: pointer;\n }<\/p>\n<p> .comment-replies {\n margin-top: 12px;\n margin-left: 20px;\n padding-left: 12px;\n border-left: 2px solid var(--border-color);\n }<\/p>\n<p> .reply-item {\n background-color: #f8f9fa;\n border: 1px solid var(--border-color);\n border-radius: 6px;\n padding: 12px;\n margin-bottom: 8px;\n font-size: 13px;\n }<\/p>\n<p> .reply-content {\n color: var(--text-secondary);\n line-height: 1.4;\n margin-bottom: 6px;\n }<\/p>\n<p> \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n @media (min-width: 600px) {\n .media-item-wrapper {\n width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n }\n }<\/p>\n<p> \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n @media (max-width: 599px) {\n \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n .modal-content {\n max-width: 95%;\n max-height: 85vh;\n margin: 10vh auto;\n }<\/p>\n<p> .close {\n top: 10px;\n right: 20px;\n font-size: 30px;\n \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n padding: 15px;\n }<\/p>\n<p> \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n .play-icon {\n width: 60px;\n height: 60px;\n font-size: 18px;\n }<\/p>\n<p> \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n .media-content {\n object-fit: cover;\n }\n }<\/p>\n<p> \/* --- \u56fe\u7247\u653e\u5927\u6a21\u6001\u6846\u6837\u5f0f --- *\/\n .modal {\n display: none;\n position: fixed;\n z-index: 1000;\n left: 0;\n top: 0;\n width: 100%;\n height: 100%;\n background-color: rgba(0, 0, 0, 0.9);\n overflow: auto;\n transition: opacity 0.3s ease;\n }<\/p>\n<p> .modal-content {\n display: block;\n max-width: 90%;\n max-height: 90vh;\n margin: 5vh auto;\n object-fit: contain;\n animation: zoom 0.3s;\n }<\/p>\n<p> @keyframes zoom {\n from {transform: scale(0.8); opacity: 0;}\n to {transform: scale(1); opacity: 1;}\n }<\/p>\n<p> .close {\n position: absolute;\n top: 20px;\n right: 35px;\n color: #fff;\n font-size: 40px;\n font-weight: bold;\n transition: 0.3s;\n cursor: pointer;\n \/* \u6dfb\u52a0\u89e6\u63a7\u4f18\u5316 *\/\n padding: 10px;\n line-height: 1;\n user-select: none;\n -webkit-user-select: none;\n }<\/p>\n<p> .close:hover,\n .close:focus {\n color: #bbb;\n text-decoration: none;\n }<\/p>\n<p> \/* \u89c6\u9891\u70b9\u51fb\u63d0\u793a\u6837\u5f0f *\/\n .video-overlay {\n position: absolute;\n top: 0;\n left: 0;\n width: 100%;\n height: 100%;\n display: flex;\n align-items: center;\n justify-content: center;\n background-color: rgba(0, 0, 0, 0.2);\n opacity: 0;\n transition: opacity 0.3s ease;\n \/* \u89e6\u63a7\u4f18\u5316 *\/\n touch-action: manipulation;\n cursor: pointer;\n }<\/p>\n<p> .media-item-wrapper:hover .video-overlay {\n opacity: 1;\n }<\/p>\n<p> \/* \u4e3a\u89e6\u6478\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u6548\u679c *\/\n .media-item-wrapper:active .video-overlay {\n opacity: 0.8;\n }<\/p>\n<p> .play-icon {\n width: 80px;\n height: 80px;\n background-color: rgba(255, 255, 255, 0.9);\n border-radius: 50%;\n display: flex;\n align-items: center;\n justify-content: center;\n color: var(--ph-orange);\n font-size: 24px;\n font-weight: bold;\n \/* \u89e6\u63a7\u4f18\u5316 *\/\n user-select: none;\n -webkit-user-select: none;\n }<\/p>\n<p> \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n @media (min-width: 600px) {\n .media-item-wrapper {\n width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n }\n }<\/p>\n<p> \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n @media (max-width: 599px) {\n \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n .modal-content {\n max-width: 95%;\n max-height: 85vh;\n margin: 10vh auto;\n }<\/p>\n<p> .close {\n top: 10px;\n right: 20px;\n font-size: 30px;\n \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n padding: 15px;\n }<\/p>\n<p> \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n .play-icon {\n width: 60px;\n height: 60px;\n font-size: 18px;\n }<\/p>\n<p> \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n .media-content {\n object-fit: cover;\n }\n }\n <\/style>\n<p><\/head><br \/>\n<body><\/p>\n<div class=\"container\">\n<h1 style=\"text-align:center; margin-bottom:40px; font-weight:900;\">PH\u70ed\u699c | 2026-05-30<\/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\/5A3ODZHHI5HVA6\" class=\"app-title\">Wandesk<\/a><\/p>\n<div class=\"one-liner\">Build Your Own AI Desktop <\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">378<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Wandesk \u662f\u4e00\u4e2a\u672c\u5730\u5316\u7684 AI \u684c\u9762\u64cd\u4f5c\u7cfb\u7edf\uff0c\u8ba9\u7528\u6237\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u5373\u53ef\u5728\u672c\u5730\u751f\u6210\u5e76\u8fd0\u884c\u5c0f\u578b\u5e94\u7528\uff08\u5982\u8bb0\u8d26\u672c\u3001\u9879\u76ee\u6e05\u5355\uff09\uff0c\u5c06 AI \u4ece\u5bf9\u8bdd\u7a97\u53e3\u642c\u8fdb\u53ef\u6301\u4e45\u5316\u3001\u53ef\u7ec4\u5408\u7684\u5de5\u5177\u7a7a\u95f4\uff0c\u89e3\u51b3\u201cAI \u53ea\u804a\u5929\u4e0d\u5e72\u6d3b\u201d\u7684\u95ee\u9898\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\/71b79a02-1eb0-46ed-9f5e-da99561b43a0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/436c46a1-25ef-4709-aa8a-665fd7da9221.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/717dbdeb-5d0e-42a2-ab86-31af84b33c86.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c95c5c12-9aa2-4b6b-b2fb-1f8f3fa68c0e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5c02d570-0967-4593-9f43-39827ab6a7ae.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b0071376-2232-4ae8-be8a-7f3f1dbbe390.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\/631caa30-a6e8-47fa-8645-e55e16d986d2.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=VG8eBEtJVd8\"><source src=\"https:\/\/www.youtube.com\/watch?v=VG8eBEtJVd8\" 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\">Open Source<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI \u684c\u9762\u5e94\u7528\u751f\u6210\u5668<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">\u8de8\u5e94\u7528\u8bb0\u5fc6<\/span><br \/>\n <span class=\"tag\">\u65e0\u6ce8\u518c<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90<\/span><br \/>\n <span class=\"tag\">\u4e2a\u4eba\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u7f16\u7a0b\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">\u591a\u6a21\u578b\u517c\u5bb9<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u201c\u672c\u5730\u3001\u514d\u8d39\u3001\u65e0\u6ce8\u518c\u201d\u7684\u4ef7\u503c\uff0c\u4f46\u63d0\u51fa\u4e24\u5927\u6838\u5fc3\u95ee\u9898\uff1a1\uff09\u8de8\u5e94\u7528\u5171\u4eab\u8bb0\u5fc6\u7f3a\u4e4f\u7c92\u5ea6\u63a7\u5236\uff08\u5de5\u4f5c\/\u4e2a\u4eba\u6570\u636e\u6df7\u7528\uff09\uff1b2\uff09\u590d\u6742\u5e94\u7528\u7ef4\u62a4\u6027\u582a\u5fe7\uff0c\u751f\u6210\u4ee3\u7801\u968f\u9879\u76ee\u589e\u957f\u6613\u6df7\u4e71\u3002\u975e\u6280\u672f\u7528\u6237\u5bf9\u7ec8\u7aef\u64cd\u4f5c\u548c\u7cfb\u7edf\u6743\u9650\u5b58\u5728\u987e\u8651\uff0c\u5f00\u53d1\u8005\u5219\u5173\u5fc3\u539f\u578b\u6548\u7387\u4e0e\u5206\u4eab\u673a\u5236\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Wandesk \u5207\u4e2d\u7684\u662f\u4e00\u4e2a\u660e\u663e\u7684\u5e02\u573a\u7f1d\u9699\uff1a\u5b83\u8bd5\u56fe\u5728\u201cAI \u804a\u5929\u673a\u5668\u4eba\u201d\u4e0e\u201c\u5168\u6808 IDE\u201d\u4e4b\u95f4\uff0c\u5efa\u7acb\u4e00\u4e2a\u8ba9\u666e\u901a\u4eba\u4e5f\u80fd\u5236\u9020\u201c\u4e00\u6b21\u6027\u4f46\u597d\u7528\u201d\u5de5\u5177\u7684\u4e2d\u95f4\u5c42\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u4e3b\u5f20\u2014\u2014\u672c\u5730\u8fd0\u884c\u3001\u514d\u6ce8\u518c\u3001\u81ea\u7136\u8bed\u8a00\u6784\u5efa\u684c\u9762\u5e94\u7528\u2014\u2014\u786e\u5b9e\u6233\u4e2d\u4e86\u5f53\u4e0b AI \u4ea7\u54c1\u666e\u904d\u5b58\u5728\u7684\u201c\u751f\u6210\u5373\u7528\u3001\u7528\u5b8c\u5373\u5fd8\u201d\u7684\u77ed\u547d\u95ee\u9898\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u7684\u201c\u7406\u60f3\u201d\u4e0e\u201c\u73b0\u5b9e\u201d\u4e4b\u95f4\u5b58\u5728\u5de8\u5927\u5f20\u529b\u3002\u4ece\u7528\u6237\u53cd\u9988\u770b\uff0c\u5b83\u66f4\u50cf\u662f\u4e00\u4e2a\u201c\u61c2\u5f00\u53d1\u7684 AI \u6c99\u7bb1\u201d\uff0c\u800c\u975e\u201c\u666e\u901a\u4eba\u7684\u9020\u7269\u5de5\u5382\u201d\u3002\u6700\u5c16\u9510\u7684\u77db\u76fe\u5728\u4e8e\uff1a\u5f53\u7528\u6237\u8bf4\u51fa\u201c\u6211\u9700\u8981\u4e00\u4e2a\u8d2d\u7269\u6e05\u5355\u201d\u65f6\uff0cWandesk \u751f\u6210\u7684\u662f\u4e00\u4e2a Node \u670d\u52a1+\u524d\u7aef\u6587\u4ef6\u7684\u7ec4\u5408\uff0c\u800c\u975e\u4e00\u4e2a\u89c6\u89c9\u5316\u7684\u63d2\u4ef6\u3002\u8fd9\u672c\u8d28\u4e0a\u8981\u6c42\u7528\u6237\u5177\u5907\u57fa\u672c\u7684\u7f16\u7a0b\u7406\u89e3\u548c\u8c03\u8bd5\u80fd\u529b\u2014\u2014\u521b\u59cb\u4eba\u81ea\u5df1\u4e5f\u627f\u8ba4\uff0c\u65e9\u671f\u7528\u6237\u5927\u591a\u662f\u201c\u60f3\u5feb\u901f\u539f\u578b\u5316\u7684\u5f00\u53d1\u8005\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u66f4\u6df1\u5c42\u7684\u98ce\u9669\u5728\u4e8e\u201c\u8bb0\u5fc6\u67b6\u6784\u201d\u4e0e\u201c\u53ef\u7ef4\u62a4\u6027\u201d\u7684\u535a\u5f08\u3002\u8de8\u5e94\u7528\u5171\u4eab\u5185\u5b58\u542c\u8d77\u6765\u5f88\u9177\uff0c\u4f46\u6240\u6709\u6570\u636e\u53ea\u5206\u5927\u6c60\u3001\u4e0d\u5206\u6743\u9650\u7684\u8bbe\u8ba1\uff0c\u5728\u7528\u6237\u771f\u5b9e\u573a\u666f\uff08\u5de5\u4f5c\u4e0e\u751f\u6d3b\u6df7\u6742\uff09\u4e2d\u4f1a\u8fc5\u901f\u6f14\u53d8\u6210\u6570\u636e\u6c61\u67d3\u3002\u540c\u65f6\uff0cAI \u751f\u6210\u7684\u4ee3\u7801\u968f\u7740\u9700\u6c42\u8fed\u4ee3\u6781\u6613\u53d8\u6210\u201c\u5c4e\u5c71\u201d\uff0c\u800c\u5e73\u53f0\u76ee\u524d\u7f3a\u4e4f\u6709\u6548\u7684\u7248\u672c\u7ba1\u7406\u548c\u67b6\u6784\u7ea6\u675f\u2014\u2014\u521b\u59cb\u4eba\u5766\u8a00\u201c\u8fd8\u5728\u6478\u7d22\u66f4\u597d\u7684\u6a21\u5f0f\u201d\u3002\u8fd9\u662f\u6240\u6709 AI \u751f\u6210\u8f6f\u4ef6\u7684\u963f\u514b\u7409\u65af\u4e4b\u8e35\uff1a\u964d\u4f4e\u95e8\u69db\u7684\u4ee3\u4ef7\u662f\u63d0\u5347\u540e\u671f\u7ba1\u7406\u7684\u590d\u6742\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n Wandesk \u7684\u771f\u6b63\u673a\u4f1a\u4e0d\u5728\u201c\u53d6\u4ee3\u4ee3\u7801\u201d\uff0c\u800c\u5728\u201c\u91cd\u5851\u8f6f\u4ef6\u751f\u547d\u5468\u671f\u201d\u3002\u5982\u679c\u5b83\u80fd\u89e3\u51b3\u4ece\u5c0f\u5de5\u5177\u7684\u539f\u578b\u5230\u65e5\u5e38\u4f7f\u7528\u7684\u53ef\u6301\u7eed\u6027\uff08\u6bd4\u5982\u63d0\u4f9b\u66f4\u667a\u80fd\u7684\u4fee\u590d\u5408\u3001\u66f4\u5f3a\u7684\u7ed3\u6784\u5316\u6a21\u677f\u3001\u4ee5\u53ca\u672a\u6765\u53ef\u5206\u4eab\u7684\u793e\u533a\u751f\u6001\uff09\uff0c\u5b83\u6709\u53ef\u80fd\u6210\u4e3a\u4e2a\u4eba\u8f6f\u4ef6\u751f\u4ea7\u7684\u65b0\u8303\u5f0f\u3002\u4f46\u73b0\u9636\u6bb5\uff0c\u5b83\u66f4\u50cf\u4e00\u4e2a\u201c\u6280\u672f\u6781\u5ba2\u7684\u5b9e\u9a8c\u73a9\u5177\u201d\uff0c\u8ddd\u79bb\u5927\u89c4\u6a21\u670d\u52a1\u4e8e\u975e\u7f16\u7a0b\u7528\u6237\uff0c\u8fd8\u6709\u5f88\u957f\u7684\u8def\u8981\u8d70\u3002\u503c\u5f97\u5173\u6ce8\uff0c\u4f46\u522b\u88ab\u201c\u63cf\u8ff0\u5373\u6240\u5f97\u201d\u7684\u8425\u9500\u8bdd\u672f\u9a97\u4e86\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Wandesk<\/span>\n <\/div>\n<div class=\"comment-content\">Wandesk is an AI desktop. Build the apps you need just by describing them. Plug in Claude Code, Codex, DeepSeek, OpenAI, Kimi, Qwen \u2014 anything OpenAI-compatible. Apps share context. AI remembers you. All local. No signup.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hello everyone \ud83d\udc4b<\/p>\n<\/p>\n<p>I’m Yang, building Wandesk for a while now.<\/p>\n<\/p>\n<p>The short version: Wandesk is an AI desktop. You describe an app, AI builds it right there on your machine \u2014 a calorie tracker, a reading list, an invoice generator, whatever.<\/p>\n<\/p>\n<p>Apps live alongside chat, files, tasks, and memory. AI remembers context across all of them. Plug in your own API keys (Claude, OpenAI, DeepSeek, Kimi \u2014 anything OpenAI-compatible).<\/p>\n<\/p>\n<p>\ud83d\udd12 100% local. \ud83c\udd93 100% free. No signup, no account, no cloud lock-in. Your apps, your data, your machine.<\/p>\n<\/p>\n<p>Why we built it: AI products today still treat conversation as the only surface. Conversation is good for intent, bad for persistence \u2014 you don’t balance your budget in a chat window. We wanted a place where AI-generated software has shape and stays.<\/p>\n<\/p>\n<p>Available now on macOS and Windows.<\/p>\n<\/p>\n<p>Would love to hear:<\/p>\n<p>– What’s the first app you’d want it to build for you?<\/p>\n<p>– Where does it break in the first 5 minutes? (it will. tell us.)<\/p>\n<\/p>\n<p>\u2014 Yang<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>24<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@realuckyang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@realuckyang<\/a> what a cool idea, congrats on launching! I’d probably want it to build me some sort of productivity tracker that reflects tasks across different categories (work, side projects, life admin). To this point, is there shared context across apps? If I build a fitness tracker and productivity tracker can the fitness tracker pass context to the productivity tracker?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@realuckyang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@realuckyang<\/a> <em>App Workshop is the feature that got my attention. Describing what you want and getting a local app in minutes, that’s the kind of AI tool that actually saves time. Good luck with the launch.<\/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\">\n<p><a href=\"https:\/\/www.producthunt.com\/@realuckyang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@realuckyang<\/a> how does the crossapp shared context compare to using standard MCP bridges when calling different agents?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 positioning sits in an interesting gap between something like Raycast AI and a full local IDE. curious who your early users actually are because i can picture two very different people finding this useful. one is a developer who wants a faster way to prototype throwaway tools without spinning up a project. the other is a non-technical person who genuinely can’t code and needs something that works end to end without touching a terminal. those two users need pretty different things from the same product<\/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\/@ansari_adin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ansari_adin<\/a> thank you, Ansari, this is definitely something we ran into during development. Many details were designed for non-technical users, but in reality, developers may end up using it more. That\u2019s also one of the reasons we made it open source: capable developers can optimize it themselves, while non-technical users can follow the standard workflow.<\/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\/@ansari_adin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ansari_adin<\/a> That\u2019s a very accurate read.<\/p>\n<p>Our earliest users are mostly the first group: developers\/builders who want to prototype useful local tools without spinning up a full project every time.<\/p>\n<p>The second group is where we want Wandesk to go, but it needs much more polish: safer defaults, stronger templates, better error recovery, and less visible technical surface area.<\/p>\n<p>So we\u2019re starting with builders, but the long-term direction is exactly: anyone should be able to create their own local apps without touching a terminal.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ansari_adin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ansari_adin<\/a> That tension is real for almost every developer tool trying to cross over to non-technical users. The features that make it powerful for developers are usually the same ones that make it confusing for everyone else.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch, looks like a cool idea! I’m currently planning an app launch myself and ticking off hundreds of tasks across 12+ weeks. A small Wandesk app that holds the checklist, tracks status, lets me add notes per task, and surfaces what’s overdue could be genuinely better than what I’m using now (a Notion page!) Will take it for a spin.<\/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\/@ferdi_sigona\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ferdi_sigona<\/a> Thank you so much, and feel free to give it a try. If you have any suggestions, we\u2019d love to hear your feedback anytime.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ferdi_sigona\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ferdi_sigona<\/a> thanks! That’s a great fit \u2014 a launch checklist with per-task notes, status, and an overdue view is exactly the kind of focused tool it does well.<\/p>\n<p>Tip when you build it: describe it in one go, including the “surface what’s overdue” part, then refine in chat (“group by week”, “add a notes field”, etc.) \u2014 iterating beats trying to get the perfect prompt first time.<\/p>\n<p>Would genuinely love to hear how it stacks up against the Notion page once you’ve used it for a bit.<\/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\">@ferdi_sigona hay! i think your looking for some task worker, well iam an AI automation designer, i will like to help you with your idea, reply me if your intrested i will give you further info how i work with people’s and help them build there work fast<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@realuckyang\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"realuckyang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@realuckyang<\/a> I like the natural language angle here, especially if the output stays editable and understandable. The hard part is not just generating the first version, but helping users keep control once the project grows.<\/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\/@realuckyang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@realuckyang<\/a> <a href=\"https:\/\/www.producthunt.com\/@alpertayfurr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alpertayfurr<\/a> Yes, that\u2019s exactly what we designed it for: users can customize the apps they need without losing control of version management.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@alpertayfurr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alpertayfurr<\/a> agreed \u2014 the first version is the easy part, keeping it manageable as it grows is harder.<\/p>\n<p>Our approach is structure: every app is generated in a clear, layered shape (UI \/ logic \/ data + an <a href=\"http:\/\/APP.md\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">APP.md<\/a> the AI reads before changing anything), so edits stay scoped instead of rewriting the whole thing. They’re real editable files too, so you can adjust by hand or have the AI touch just one part.<\/p>\n<p>Still rough in places, and we’re improving it as we go.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the shared memory across apps sounds useful but also a little scary. if one app pulls in a bunch of work context and another is personal stuff, can you scope what each app can see or is it one big pool?<\/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\/@trekh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@trekh<\/a> today it’s effectively one shared pool \u2014 the AI sees your memory across apps, there’s no per-app permission boundary yet. You’re pointing at a real tradeoff.<\/p>\n<p>What softens it now: it’s 100% local (nothing leaves your machine), and memory is opt-in \u2014 you choose what gets saved, so keeping work and personal separate is in your hands, just not enforced per-app.<\/p>\n<p>Per-app scoping (“this app can’t see that”) is exactly the kind of control we want to add. Genuinely useful flag \u2014 thanks \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I love this! The first thing I am going to do is build a grocery calculator for me and my roommates! <3<\/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\/@ojasvika_sahu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ojasvika_sahu<\/a> Thank you! Glad it\u2019s helpful for you. If you run into any issues while using it, feel free to reach out to us anytime.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ojasvika_sahu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ojasvika_sahu<\/a> love it \ud83d\ude04 roommate grocery splitting is a perfect first build. Tip: tell it who’s in the house up front and it’ll keep the running balances per person. Let me know how it goes! \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The “local, free, no signup” part is what I actually care about here, since most of these tools quietly require a cloud account the moment you want to save anything. Very cool pros<\/p>\n<\/p>\n<p>What model is running the generation locally, and how far does a mid-range machine get before output quality starts to drop? Also curious what “describe any app” means in practice when the description is vague or contradicts itself.<\/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\/@fberrez1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fberrez1<\/a> Thank you, Florent. In fact, you can choose any mainstream model you like. Our product runs on your personal computer, so it’s compatible with most computers. You just need to describe your needs clearly in natural language, and I believe Wandesk won’t disappoint you. Go ahead and give it a try.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@fberrez1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fberrez1<\/a> thanks \ud83d\ude4f \u2014 one honest clarification, because it matters:<\/p>\n<p>Wandesk doesn’t run the model itself. “Local” means your apps, data, files and memory stay on your machine \u2014 not that inference is local. You plug in your own API key (Claude, OpenAI, DeepSeek, Kimi\u2026) and generation goes to that provider.<\/p>\n<p>So your hardware doesn’t gate output quality \u2014 that’s on whatever model you point it at. A mid-range machine is fine; it’s just running the desktop, a couple of Node services, and writing the app’s files. Quality scales with the model, not your RAM.<\/p>\n<p>(And since it takes anything OpenAI-compatible, if you want truly local inference you can point it at Ollama \/ LM Studio \u2014 then it’s local end to end.)<\/p>\n<p>On “describe any app”: it’s iterative, not one-shot. Vague \u2192 it makes reasonable assumptions and builds a v1 you refine in chat. Contradictory \u2192 it picks an interpretation and you correct it. Small focused apps come out solid; big complex ones it’ll struggle with on the first pass \u2014 being honest there.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hello everyone \ud83d\udc4b<\/p>\n<\/p>\n<p>Excited to share <strong>Wandesk<\/strong>.<\/p>\n<\/p>\n<p><strong>Wandesk<\/strong> is built around a simple but often overlooked idea: <strong>AI shouldn\u2019t live only inside a chat box.<\/strong><br \/>For many people\u2014especially those who don\u2019t write code every day\u2014software is much easier to understand and use when it actually takes shape. It should have windows, panels, notebooks, boards, and files\u2014not just repeated prompts and results buried in a long chat history.<\/p>\n<\/p>\n<p><strong>Wandesk is a graphical AI desktop \ud83d\udda5\ufe0f<\/strong><br \/>You can start with an idea, turn it into a usable app, and keep using, modifying, and managing it in the same workspace.<\/p>\n<\/p>\n<p>More importantly, Wandesk aims to make AI-generated software not just something that gets \u201cgenerated,\u201d but something that can truly stay, be organized, and continue serving your daily work and life.<\/p>\n<ul>\n<li>\n<p><strong>Your apps don\u2019t disappear into prompts \u2728<\/strong> \u2014 They stay on your desktop as real tools that you can reopen, reuse, and keep improving.<\/p>\n<\/li>\n<li>\n<p><strong>Different kinds of work stay in their proper place \ud83d\uddc2\ufe0f<\/strong> \u2014 Notes, ledgers, boards, and files can live side by side instead of being piled into one endless conversation.<\/p>\n<\/li>\n<li>\n<p><strong>AI works across the entire workspace \ud83e\udd1d<\/strong> \u2014 Apps can share context, remember preferences, and help with more continuous, real-world tasks.<\/p>\n<\/li>\n<li>\n<p><strong>It\u2019s built for personal software \ud83d\udee0\ufe0f<\/strong> \u2014 Whether it\u2019s small utilities, internal tools, personal projects, mini games, or quirky but useful workflows, they can all be created more easily.<\/p>\n<\/li>\n<li>\n<p><strong>You stay in control \ud83d\udd13<\/strong> \u2014 Wandesk is open source and free, so you can inspect it, use it, and adapt it to your own needs.<\/p>\n<\/li>\n<\/ul>\n<p>AI is making software creation easier than ever, but it can also make things messy very quickly.<br \/>If everyone can generate tools, then people also need a clearer and more stable way to hold, organize, and manage what they create. That\u2019s the layer Wandesk wants to provide: making AI-generated software something truly usable, sustainable, and within your control.<\/p>\n<\/p>\n<p>If this direction sounds interesting, we\u2019d love for you to download it and give it a try \ud83d\ude80, and we\u2019d really love to hear your honest feedback.<br \/>If anything feels awkward, unclear, or still far from good enough, please tell us directly. Honest feedback is exactly what helps us make it better \ud83d\udcac<\/p>\n<\/p>\n<p>If you believe in this direction, we\u2019d also really appreciate your support with an upvote \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=\"comment-item\">\n<div class=\"comment-content\">\n<p>Yang, Wandesk mein Claude ko use kiya. Maine ek civic complaint tool banaya hai Claude + FastAPI se, aur context persistence exactly wahi problem thi jo mujhe bhi solve karni padi. Aapka shared memory approach interesting hai \u2014 ek edge case mila: agar do apps contradictory context de, AI kaise decide karta hai priority?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@atulsharmx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@atulsharmx<\/a> a civic complaint tool is a solid use of it, and yeah, context persistence is the hard part.<\/p>\n<p>Honest answer on contradictory context: there’s no explicit priority arbitration yet. It mostly comes down to the model’s own judgment. For ordinary, surface-level contradictions the model can usually catch and reconcile them. For large-scale or deeper ones it still drifts, and there a human needs to step in to spot it and clean up the memory.<\/p>\n<p>So for now it relies a lot on model intelligence plus you keeping the memory tidy. Explicit priority\/scoping rules are something we want to add. Good edge case \u2014 thanks.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This reminds me of a new version of Perplexities. Computer. I\u2019m intrigued for sure to say the least. I used an old laptop. Gutted it and created an openclaw-puter would love to see what this can do <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@matthew_faxon\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@matthew_faxon<\/a> <\/p>\n<p>haha an openclaw-puter \u2014 honestly that’s exactly the kind of setup I was hoping someone would point at this \ud83d\ude04<\/p>\n<p>Light enough to run on a gutted old laptop (the heavy lifting goes through your API key, not the CPU). And the fun bit: you don’t have to drive it from the chat box \u2014 you can point an external agent at Wandesk and let it run the desktop for you. So your openclaw could literally be the thing driving it.<\/p>\n<p>Would love to see that combo in action. Go break it and tell me what falls over \ud83d\udee0\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the local-first approach. Curious though, how does it hold up as apps get more complex over time? Does the generated code stay manageable, or does it get messy fast?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@angga_jiyan_fajar_imanuddin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@angga_jiyan_fajar_imanuddin<\/a> thanks! Honest take: we provide a baseline structure and guidance that keeps each app cleanly separated (UI \/ logic \/ data, plus an <a href=\"http:\/\/APP.md\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">APP.md<\/a> the AI reads before editing). But it’s not enforced \u2014 the whole thing is AI-editable, so how clean it stays really depends on how complex the app gets.<\/p>\n<p>For small, focused apps it holds up well. For genuinely complex ones, our current approach is fairly basic and we’re still figuring out better architecture and patterns 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<div class=\"comment-item\">\n<div class=\"comment-content\">Niceeee, but are these apps deployable ? & if so how would a creator share their app for others to use? I\u2019m currently using V0 by Vercel\u2026 but can\u2019t wait to get it in on Wandesk \ud83d\ude1d<\/div>\n<div class=\"comment-actions\">\n<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\/@kalibdar_guide\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kalibdar_guide<\/a> right now apps run locally inside your Wandesk workspace \u2014 they’re not web-deployable like V0\/Vercel, and there’s no built-in “publish & share” flow yet.<\/p>\n<p>An app is just a folder of files (UI + backend + an <a href=\"http:\/\/APP.md\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">APP.md<\/a>), so you can hand those files to someone, but a smooth share\/import path isn’t there yet. It’s a natural next step though.<\/p>\n<p>Different model from V0 really \u2014 local-first vs web deploy. Glad you want it on here \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Where does the shared context and memory live, and can you inspect or wipe it per app?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thamibenjelloun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thamibenjelloun<\/a> it all lives locally in the app’s workspace folder (~\/Library\/Application Support\/\u2026\/workspace): app data in per-app SQLite DBs, memory in a memories table, files on disk.<\/p>\n<p>Inspect: the Memory app lists every memory \u2014 read, edit or delete each one; app DBs are plain SQLite you can open.<\/p>\n<p>Per-app wipe: app data, yes (delete its DB). Memory is currently one shared pool, not partitioned per app \u2014 so you wipe memories individually, not “this app’s memories” as a group yet. That scoping is on our list.<\/p>\n<p>Full reset: uninstall + delete the workspace folder<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hello!<br \/>\nHave gone through the website, n love the no sign up feature.<br \/>\nNot a believer in giving my desktop access to AI(even partially), want to understand the guardrails of the AI in terms of accessing the system n the data in it.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@praveen_sanapala hay! i saw your comment, i think you have an interest in AI, will iam an AI automation designer, if you want to learn more about AI i can help you by providing stuff to you so you can understand the AI, and i will modifie the information in your learning manner, so let me know if your intrested. have a good day.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@praveen_sanapala\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@praveen_sanapala<\/a> fair stance \u2014 being straight with you: Wandesk does use a shell to operate locally, that’s how it builds and runs apps, so it’s not sandboxed away from your machine.<\/p>\n<p>What bounds it:<\/p>\n<p>– 100% local \u2014 nothing goes to us; it runs through your own model API key.<\/p>\n<p>– Every action is visible \u2014 you see each command it runs in the chat, it’s not a black box.<\/p>\n<p>– It asks before destructive operations (delete \/ overwrite \/ etc.).<\/p>\n<p>So the control is transparency + you in the loop + nothing leaving your machine \u2014 not a jail. If “AI touching my system at all” is a hard no, that’s a totally fair call.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">@realuckyang Understood! Thanks for clarifying.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#2<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/YHETQGWHA4NYM6\" class=\"app-title\">Wingbits AI<\/a><\/p>\n<div class=\"one-liner\">AI agents for real-time aircraft monitoring and alerts<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">213<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Wingbits AI \u57fa\u4e8e\u5168\u74036000+\u5929\u7ebf\u7f51\u7edc\u5b9e\u65f6\u8ffd\u8e2a\u822a\u7a7a\u6d3b\u52a8\uff0c\u8ba9\u7528\u6237\u65e0\u9700\u4ee3\u7801\u5373\u53ef\u7528\u81ea\u7136\u8bed\u8a00\u67e5\u8be2\u98de\u673a\u4f4d\u7f6e\u3001\u8bbe\u7f6e\u5f02\u5e38\u8b66\u62a5\u6216\u751f\u6210\u5206\u6790\u62a5\u544a\uff0c\u89e3\u51b3\u4e86\u4ece\u6d77\u91cf\u822a\u7a7a\u6570\u636e\u4e2d\u83b7\u53d6\u5373\u65f6\u3001\u53ef\u5b9a\u5236\u6d1e\u5bdf\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\/279df08f-4128-4484-828d-e5601ef2d982.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6e1c948a-3e2c-4cec-918d-32628be4acc3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ecb3bc79-6d61-4a8d-a493-6b04f7229b80.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8520e72f-15e3-43e2-8135-ac74cdc8b268.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\/3367a826-3ba2-44fd-a96c-e7f5d9bab5c9.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=op12rGYP6LI\"><source src=\"https:\/\/www.youtube.com\/watch?v=op12rGYP6LI\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">API<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Maps<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5b9e\u65f6\u822a\u7a7a\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">AI Agent<\/span><br \/>\n <span class=\"tag\">ADS-B\u6570\u636e<\/span><br \/>\n <span class=\"tag\">\u98de\u884c\u8b66\u62a5<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u5730\u7f18\u653f\u6cbb\u60c5\u62a5<\/span><br \/>\n <span class=\"tag\">GPS\u5e72\u6270\u76d1\u6d4b<\/span><br \/>\n <span class=\"tag\">\u79c1\u6709\u98de\u673a\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u822a\u7a7a\u6570\u636e\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u8b66\u62a5<\/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\u65e0\u4ee3\u7801\u8b66\u62a5\u548c\u67e5\u8be2\u7684\u5b9e\u7528\u6027\uff0c\u5e76\u6df1\u5165\u63a2\u8ba8\u4e86\u6280\u672f\u7ec6\u8282\uff0c\u5982\u6570\u636e\u805a\u5408\u5ef6\u8fdf\uff08@lungu\uff09\u3001\u8b66\u62a5\u53bb\u91cd\u4e0e\u566a\u58f0\u8fc7\u6ee4\uff08@alpertayfurr, @anand_thakkar1\uff09\u3001GPS\u5e72\u6270\u68c0\u6d4b\u7684\u51c6\u786e\u6027\u4e0e\u533a\u57df\u8986\u76d6\u5dee\u5f02\uff08@ansari_adin\uff09\u3002\u7528\u6237\u4e5f\u63d0\u51fa\u4e86MCP\u670d\u52a1\u5668\u96c6\u6210\u7b49\u5efa\u8bae\u3002\u6838\u5fc3\u8bc9\u6c42\u662f\u83b7\u66f4\u667a\u80fd\u3001\u9ad8\u7f6e\u4fe1\u5ea6\u7684\u8b66\u62a5\uff0c\u800c\u975e\u539f\u59cb\u6570\u636e\u8f70\u70b8\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 Wingbits AI\u7684\u5671\u5934\u662f\u201cAI Agent\u201d\uff0c\u4f46\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u5728\u4e8e\u90a35600\u6839\u5929\u7ebf\u6784\u6210\u7684\u786c\u4ef6\u7f51\u7edc\u3002\u5728\u822a\u7a7a\u6570\u636e\u9886\u57df\uff0c\u8c01\u638c\u63e1\u6e90\u5934\u8c01\u5c31\u6709\u5b9a\u4ef7\u6743\uff0c\u8fd9\u70b9\u4e0eSpire\u3001Aireon\u7b49\u5de8\u5934\u65e0\u5f02\u3002\u5176\u5de7\u5999\u4e4b\u5904\u5728\u4e8e\uff0c\u5c06\u5e95\u5c42\u786c\u4ef6\u7684\u590d\u6742\u6027\u5c01\u88c5\u6210\u201c\u65e0\u4ee3\u7801+\u81ea\u7136\u8bed\u8a00\u201d\u7684\u4ea4\u4e92\u754c\u9762\uff0c\u76f4\u63a5\u9762\u5411\u8bb0\u8005\u3001\u5206\u6790\u5e08\u7b49\u975e\u6280\u672f\u7528\u6237\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u76ee\u524d\u4ea7\u54c1\u4ecd\u5904\u4e8e\u201c\u5957\u58f3\u201d\u9636\u6bb5\u3002\u7528\u6237\u8bc4\u8bba\u4e2d\u66b4\u9732\u7684\u6838\u5fc3\u77db\u76fe\u5f88\u81f4\u547d\uff1a\u6280\u672f\u4e13\u5bb6\u8ffd\u95ee\u7684\u201c\u5b9e\u65f6\u6027\u201d\uff08@anand_thakkar1\uff09\u3001\u201c\u53bb\u91cd\u201d\uff08@retain_dev\uff09\u3001\u201c\u7f6e\u4fe1\u5ea6\u201d\uff08@ansari_adin\uff09\u7b49\u95ee\u9898\uff0c\u521b\u59cb\u4eba\u7684\u56de\u590d\u591a\u505c\u7559\u5728\u201c\u6b63\u5728\u4f18\u5316\u201d\u6216\u201c\u4f9d\u8d56\u540e\u7aef\u6570\u636e\u6e05\u6d17\u201d\u3002\u8fd9\u8bf4\u660e\u6240\u8c13\u7684AI Agent\u5e76\u975e\u771f\u6b63\u7406\u89e3\u822a\u7a7a\u903b\u8f91\uff0c\u66f4\u50cf\u4e00\u4e2a\u8c03\u7528\u4e86\u540e\u7aef\u683c\u5f0f\u5316\u6570\u636e\u7684\u804a\u5929\u673a\u5668\u4eba\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u6709\u4ef7\u503c\u7684\u90e8\u5206\u662f\u201c\u81ea\u5b9a\u4e49\u65e5\u7a0b\u62a5\u544a\u201d\u548c\u201c\u5e26\u4e0a\u4e0b\u6587\u7684\u667a\u80fd\u6291\u5236\u8b66\u62a5\u201d\u3002\u8fd9\u8df3\u51fa\u4e86\u5355\u7eaf\u5356\u6570\u636e\u7684\u8303\u7574\uff0c\u5f00\u59cb\u63d0\u4f9b\u201c\u51b3\u7b56\u60c5\u62a5\u201d\u3002\u5982\u679c\u5b83\u80fd\u89e3\u51b3\u8bc4\u8bba\u4e2d\u63d0\u5230\u7684\u201c\u566a\u58f0\u8fc7\u6ee4\u201d\u95ee\u9898\u2014\u2014\u8ba9Agent\u81ea\u5df1\u5224\u65ad\u201c\u53d8\u5316\u662f\u5426\u503c\u5f97\u62a5\u8b66\u201d\uff0c\u800c\u4e0d\u662f\u8ba9\u7528\u6237\u624b\u52a8\u8c03\u9608\u503c\uff0c\u8fd9\u5c06\u4ece\u201c\u5de5\u5177\u201d\u8fdb\u5316\u4e3a\u201c\u5206\u6790\u52a9\u624b\u201d\u3002\u5426\u5219\uff0c\u5b83\u53ea\u662f\u4e00\u4e2a\u52a0\u4e86ChatGPT\u76ae\u7684\u4f20\u7edfFlightRadar24\u3002\u56e2\u961f\u9700\u8981\u8b66\u60d5\uff1a\u786c\u4ef6\u7f51\u7edc\u662f\u9632\u5fa1\uff0c\u4f46AI\u80fd\u529b\u624d\u662f\u7a81\u7834\u3002\u5f53\u524d\u7684\u6280\u672f\u6df1\u5ea6\uff0c\u4e0d\u8db3\u4ee5\u652f\u6491\u5176\u5b8f\u5927\u7684\u201c\u5730\u7f18\u653f\u6cbb\u6d1e\u5bdf\u201d\u53d9\u4e8b\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\">Wingbits AI<\/span>\n <\/div>\n<div class=\"comment-content\">Create agents that monitor airspace activity 24\/7 – military aircraft in a region, private or government jets, a GPS-jamming spike, or a travelling friend or family member – and get alerts the moment something relevant happens. Or just ask anything about what’s flying right now. Powered by our own independent network of 5,600+ antennas across 120 countries. No code, no data engineering, no terabytes to store.<\/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’m Alex, co-founder of Wingbits.<\/p>\n<p>For the last two years we’ve built a completely new flight tracking network: 6000 antennas across 120 countries, generating terabytes of data daily, with Spire Global and Korean Air as customers. Until now, gaining insights from this data required a data science team. Now we’re launching <a href=\"http:\/\/Wingbits.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Wingbits.ai<\/a> so everyone else can easily get answers too.<\/p>\n<p>It’s made for reporters, prediction markets, competitive analysts, route planners, aviation enthusiasts. Anyone can extract geopolitical or operational insights by just asking in plain English.<\/p>\n<p>No code, no data processing, no infrastructure.<\/p>\n<p>A few things you can do today:<\/p>\n<ul>\n<li>\n<p>Ask “where is Air Force One right now?” and get a live map link to track it<\/p>\n<\/li>\n<li>\n<p>“Which private jets visited Davos last weekend?” or “Mar-a-Lago last Saturday?”<\/p>\n<\/li>\n<li>\n<p>Spin up agents that send alerts to Slack, email, Telegram, or Teams the moment something matches your criteria<\/p>\n<\/li>\n<li>\n<p>Compare GPS jamming events across regions, or<\/p>\n<\/li>\n<li>\n<p>Get scheduled reports or analysis on things like competitor routes<\/p>\n<\/li>\n<\/ul>\n<p>PH community gets a free tier, or 1 month of Pro free with code <strong>HUNTERS<\/strong>.<\/p>\n<p>Let me know – what’s one thing you’ve always wanted to know about aviation, but never had the tools for?<\/p>\n<p>\u2014 Alex<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>35<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lungu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lungu<\/a> The aggregation problem at this scale is what I’m most curious about. 6000 antennas + terabytes daily means you can’t be query-time aggregating raw ADS-B, but the use cases listed (live tracking, scheduled reports, alerts) span very different latency\/precompute profiles. Are the precomputed materializations decided per-use-case or do you have one canonical signal layer everything queries off?<\/p>\n<p>Also, is there an MCP server on the roadmap? Ask-the-sky from a Claude or Cursor agent feels like a natural fit.<\/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=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lungu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lungu<\/a> The alerting capability stands out. Whether tracking unusual airspace activity, monitoring GPS disruptions, or following flight movements in real time, getting timely insights without managing massive datasets is a practical advantage.<\/p>\n<\/p>\n<p>This is a thoughtful way to make aviation intelligence more usable for a much wider audience. Wishing the team a successful launch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is awesome! <\/p>\n<p>“How many helicopters are flying over Sweden right now” gives me a deep and detailed answer – I will spend way to much time with this… \ud83e\udd13<\/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>Thanks<a href=\"https:\/\/www.producthunt.com\/@mattias_altin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mattias_altin<\/a>! My favorite rabbit hole is asking “what are some cool aircraft flying right now?” and digging deeper from there.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mattias_altin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mattias_altin<\/a> Thanks Mattias, enjoy the beta version and let us know if you have feedback <\/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>I\u2019m one of the stations. I live less than 8.5 miles from JCI and .5 from OJC<\/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\/@scott_mitchell5\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@scott_mitchell5<\/a> Glad to have you part of the community \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@scott_mitchell5 Great to have you in the community Scott!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Thanks for being a part of the community<a href=\"https:\/\/www.producthunt.com\/@scott_mitchell5\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@scott_mitchell5<\/a> !<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Real-time ADS-B data processing at scale is genuinely hard. The fan-out problem for alert subscriptions when flight state changes happen fast is nontrivial. We’ve wrestled with similar event-driven architectures for customer health signals where latency matters. Are you processing raw Mode S data directly or using a provider like ADS-B Exchange? How do you handle alert deduplication when a flight triggers multiple geofence conditions simultaneously?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@anand_thakkar1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anand_thakkar1<\/a> we know the pain! Before <a href=\"http:\/\/wingbits.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">wingbits.ai<\/a> we built <a href=\"http:\/\/wingbits.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">wingbits.com<\/a>, a global network of stations collecting data from around the world (check the map). One of our main products is a real-time stream that ingests 3TB of data daily and outputs clean, processed events to our customers with under 1s latency. Low latency is critical for some of our aviation customers, and that\u2019s why we want control over the full stack.<\/p>\n<p>On your second question, that\u2019s something we\u2019re still working on. During the beta we included some basic checks, but it\u2019s an area we\u2019re actively improving.<\/p>\n<p>What did you land on for your fan-out problem? Always keen to compare notes.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@anand_thakkar1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anand_thakkar1<\/a> The Palantir angle is obvious here and I mean that as a compliment. Taking dense data and making it queryable in plain English for analysts and journalists is exactly the wedge that builds real defensibility.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 alerting aspects is what stands out most. Knowing when something important happens is often more valuable than constantly watching dashboards.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@eric_donovan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@eric_donovan<\/a> couldn’t agree more! The agent watches the airspace so you don\u2019t have to sit on a dashboard, and it only pulls you in when something actually matters. One thing we might not have communicated well enough is that the agents can also create reports, not just alerts. For example, you can setup one that at the end of the day, sends a report on the utilization of the local police helicopter.<\/p>\n<p>Is there anything you’d like to be alerted about?<\/p>\n<p>Thanks a lot for the feedback!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@eric_donovan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@eric_donovan<\/a> Yup thats one of our key value preposition, especially for media segment and journalists <\/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>The alert agents are the most interesting part for me. Most people don’t need all the raw flight data, they need to know when something unusual happens. How do you filter signal from noise when tracking things lie route changes or GPS jamming events?<\/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>Thanks <a href=\"https:\/\/www.producthunt.com\/@ada_johnsen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ada_johnsen<\/a>! It depends on the use case, of course, but I agree, the alerts are one of the most powerful features. Route changes are actually easy to detect but hard to interpret, since a deviation can happen for many reasons: disruptions, weather, or just unusual events. That’s why we’re working on integrating other data sources, like NOTAMs and weather alerts, to add the context that tells you whether a change actually matters. <\/p>\n<p>GPS jamming is more straightforward, since the data is tagged with quality and certainty parameters. So we can check whether a reading is highly uncertain (as reported by the aircraft) and whether it’s in an area known to be affected, like near conflict zones.<\/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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ada_johnsen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ada_johnsen<\/a> building on what Alex said, the context layer is a part we’re quite excited about. Raw deviation alerts are easy to generate but exhausting to act on, because most flight path changes are mundane (weather, ATC reroutes). What we keep hearing from the newsrooms and analysts testing the platform is that they want fewer, smarter alerts that come pre-contextualised, not more raw data.<\/p>\n<p>On GPS jamming specifically – the daily aggregated view at <a href=\"http:\/\/wingbits.com\/gps-jamming\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">wingbits.com\/gps-jamming<\/a> has been a really useful reference point for journalists covering the Baltic and Middle East. This was even covered in The Independent: <a href=\"https:\/\/www.independent.co.uk\/news\/world\/middle-east\/gps-jamming-spoofing-iran-us-israel-war-b2938167.html\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.independent.co.uk\/news\/world\/middle-east\/gps-jamming-spoofing-iran-us-israel-war-b2938167.html<\/a><\/p>\n<\/p>\n<p>Curious what you’d want to monitor – maybe we can spin up a test agent for whatever’s interesting to you?<\/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>have been using the Wingbits map for while and this is such a cool new feature, love it!<\/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>That’s cool to hear! Thanks <a href=\"https:\/\/www.producthunt.com\/@felixkw\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"felixkw\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@felixkw<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@felixkw\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@felixkw<\/a> Glad that you liked it Felix <\/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><a href=\"https:\/\/www.producthunt.com\/@lungu\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"lungu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lungu<\/a> Real-time monitoring is one of the cleaner use cases for agents because the signal and response window are clear. The hard part is making sure alerts stay useful instead of becoming another stream of noise.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alpertayfurr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alpertayfurr<\/a> true! Alert fatigue can be a real problem. We let users set both the cadence of the evaluation and the time windows for the data sample, which helps a lot if configured right. The agents also have access to the history of alerts and can decide whether enough has changed to be worth flagging.<\/p>\n<p>What kind of activity would you want to keep an eye on?<\/p>\n<p>Thanks a lot for the feedback!<\/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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alpertayfurr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alpertayfurr<\/a> Alert fatigue is for sure a consideration. We think about it like this: an alert that doesn’t change your behaviour is just noise with extra steps (lol). So the agents are designed to provide <em>fewer, higher-confidence pings<\/em> rather than annoying you with every minor anomaly.<br \/>The other thing that helps (which Alex hinted at) is that agents aren’t only for real-time alerts, as they can also run on a schedule and send daily\/weekly digest-style summaries, analysis and reports eg. “Tell me every what unusual military activity happened over the MENA region this week” which hopefully is more useful. Different muscle for different jobs.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve been part of this journey for 2 years now, happy to say I contribute with stations in 7 different countries. The team has been great supporting me\/them.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>That’s awesome to hear, <a href=\"https:\/\/www.producthunt.com\/@indiana_sol\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@indiana_sol<\/a>! Thanks a lot for your support and for being part of the network!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@indiana_sol\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@indiana_sol<\/a> We are also proud to have you <\/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=\"reply-item\">\n<div class=\"reply-content\">@indiana_sol thanks so much for being part of the project! \ud83d\ude4f<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 detail about agents having access to their own alert history and deciding whether enough has changed to flag again is the smart call! If possible to answer at all, where do you draw the line between what the agent suppresses on its own vs what stays a user-tunable threshold?<\/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\/@artstavenka1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@artstavenka1<\/a> it depends on the alert. For example, say an agent is set to alert on an emergency alert. The second time it\u2019s detected, the agent has the context of the previous alerts, sees that nothing\u2019s changed in the last 5 min and that you were already informed, so it skips the push. You still see the execution in the dashboard, but the alert isn\u2019t pushed to the destination (Slack, email, etc.).<\/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>about the alert latency. ADS-B data has inherent delays depending on antenna coverage density and how quickly data gets aggregated. for something like a GPS jamming spike where timing actually matters, what’s the realistic gap between an event happening and an alert reaching the user. and does coverage quality vary enough by region that some alerts are significantly more reliable than others<\/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>Thanks, that’s a really good question <a href=\"https:\/\/www.producthunt.com\/@ansari_adin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ansari_adin<\/a>! Aside from station coverage, the data depends on how many flights are in the region at the time, since it’s sourced directly from aircraft. We aggregate hourly for that reason, but the dataset can still be noisy (you can see the daily aggregated data on <a href=\"http:\/\/wingbits.com\/gps-jamming\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">wingbits.com\/gps-jamming<\/a>)<\/p>\n<p>For alerts, we use a rolling 24h window, which should fire fairly quickly if there’s a significant spike in well-trafficked areas like the UAE. We’re also working on pulling in data from the stations themselves, since they all have GPS and are affected by jamming too.<\/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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ansari_adin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ansari_adin<\/a> one thing to add, is that coverage quality does vary by region. But we’re openly transparent about that. The US and most of Europe have dense enough receiver coverage that alerts fire quickly and reliably. <br \/>Our network is growing fast (7x faster than traditional networks), especially in places like Latin America, Asia and Middle East and the alert agents themselves are honest about confidence eg. if the underlying data is thin for a region, the agent will say so. But places like parts of Africa and remote oceanic regions are patchier so less likely to deliver alerts tied to those regions. If you’re interested in certain areas, happy to share more specific coverage numbers.<\/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\">I\u2019m a station owner located in the UK (within 12 miles of London Luton Airport, 21 miles of London Stansted, and 40 miles from London City and London Heathrow) – so we see quite a large number of aircraft including those Low Altitude on the beginning\/end of their journeys.<br \/>\nLove being part of this project and knowing the data captured is powering awesome tools like this one! Looking forward to the future growth of the software. <\/p>\n<p>Well done to the dev team! \ud83d\ude4c\ud83d\udc4f<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@garethevans1992 were so happy to have you in the community. Thanks for the support \ud83d\ude4f<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Thank you so much <a href=\"https:\/\/www.producthunt.com\/@garethevans1992\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"garethevans1992\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@garethevans1992<\/a> ! We couldn’t have done it without you. Thanks for being a part of the network!<\/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>Building AI agents on top of live ADS-B data feeds is genuinely tricky since the message stream is noisy with duplicate transponder IDs and position errors. We’ve worked with high-frequency event streams in our own infrastructure and know how hard accurate state reconciliation can get. What’s your approach to deduplicating transponder messages and handling geofence evaluation latency when multiple flights trigger alerts simultaneously?<\/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\/@retain_dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@retain_dev<\/a> it\u2019s challenging for sure! <a href=\"http:\/\/Wingbits.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Wingbits.ai<\/a> is built on top of our existing stack of data products. Before <a href=\"http:\/\/wingbits.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">wingbits.ai<\/a> we built a global network of stations (wingbits.com\/map) and a real-time stream that ingests ~3TB of data daily. We deduplicate and clean the raw messages there, and the agents only ever query clean data.<\/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>How do you deal with coverage gaps or spoofed data, like do alerts include a confidence score based on nearby receivers?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/NFCC7LFF4BSTGX\" class=\"app-title\">Exstats<\/a><\/p>\n<div class=\"one-liner\">Track your browser extensions and competitors in one place<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">197<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Exstats\u662f\u4e00\u4e2a\u8de8\u6d4f\u89c8\u5668\u6269\u5c55\u5546\u5e97\u7684\u5e02\u573a\u5206\u6790\u4e0e\u7ade\u54c1\u8ffd\u8e2a\u5de5\u5177\uff0c\u5e2e\u52a9\u6269\u5c55\u5f00\u53d1\u8005\u7edf\u4e00\u76d1\u63a7\u81ea\u5bb6\u4ea7\u54c1\u4e0e\u7ade\u4e89\u5bf9\u624b\u5728Chrome\u3001Edge\u3001Firefox\u4e0a\u7684\u6392\u540d\u3001\u8bc4\u8bba\u3001\u5173\u952e\u8bcd\u53ca\u8d8b\u52bf\uff0c\u89e3\u51b3\u6570\u636e\u788e\u7247\u5316\u95ee\u9898\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\/2d4241b6-3fd3-4ae2-b1ac-f60b42244349.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\/a163eec6-4be5-424b-a4c3-bba78a2d4e4c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f9c556b6-cd5a-471e-a2dc-69277872c22e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6f572386-6002-45ec-85a6-920c9b18d54b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7fb599ee-e10f-46e9-bc13-8d1d23211134.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\">Browser Extensions<\/span><br \/>\n <span class=\"tag\">Analytics<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6d4f\u89c8\u5668\u6269\u5c55\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u7ade\u54c1\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u5e02\u573a\u7814\u7a76<\/span><br \/>\n <span class=\"tag\">\u5e94\u7528\u5546\u5e97\u6392\u540d\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u5173\u952e\u8bcd\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u8bc4\u8bba\u76d1\u6d4b<\/span><br \/>\n <span class=\"tag\">\u8de8\u5e73\u53f0\u6570\u636e\u805a\u5408<\/span><br \/>\n <span class=\"tag\">\u72ec\u7acb\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">Chrome Web Store<\/span><br \/>\n <span class=\"tag\">Edge Add-ons<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u5173\u6ce8\u7ade\u54c1\u8ffd\u8e2a\u7684\u9897\u7c92\u5ea6\uff08\u662f\u5426\u5305\u542b\u8bc4\u8bba\u60c5\u611f\u5206\u6790\uff09\u3001\u6570\u636e\u5b9e\u65f6\u6027\uff08\u76ee\u524d\u4e3a\u65e5\u66f4\u65b0\uff09\u53ca\u8de8\u5546\u5e97\u6570\u636e\u5f52\u4e00\u5316\u95ee\u9898\uff08\u5982\u5468\u6d3b\u8dc3\u7528\u6237vs\u65e5\u5747\u7528\u6237\uff09\u3002\u591a\u6570\u5efa\u8bae\u805a\u7126\u7ade\u54c1\u52a8\u91cf\u5206\u6790\u4e0e\u66f4\u65b0\u5173\u8054\u6027\uff0c\u5e76\u8d28\u7591\u53cd\u722c\u5904\u7406\u53ca\u6570\u636e\u65b0\u9c9c\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 Exstats\u5207\u5165\u4e86\u4e00\u4e2a\u5c0f\u800c\u7cbe\u51c6\u7684\u75db\u70b9\u2014\u2014\u6d4f\u89c8\u5668\u6269\u5c55\u5e02\u573a\u7684\u201c\u6570\u636e\u5b64\u5c9b\u201d\u95ee\u9898\u3002\u5bf9\u4e8e\u72ec\u7acb\u5f00\u53d1\u8005\u6216\u5c0f\u578b\u56e2\u961f\uff0c\u624b\u52a8\u5728\u4e09\u4e2a\u5546\u5e97\u4e4b\u95f4\u53cd\u590d\u6a2a\u8df3\u786e\u5b9e\u6548\u7387\u4f4e\u4e0b\uff0c\u5176\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u201c\u7edf\u4e00\u89c6\u56fe\u201d\u5e26\u6765\u7684\u51b3\u7b56\u6548\u7387\u63d0\u5347\uff0c\u800c\u975e\u98a0\u8986\u6027\u7684\u6280\u672f\u7a81\u7834\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u51b7\u9759\u6765\u770b\uff0c\u5b83\u7684\u62a4\u57ce\u6cb3\u5e76\u4e0d\u5bbd\u3002\u6570\u636e\u6e90\u5168\u90e8\u4f9d\u8d56\u516c\u5f00\u9875\u9762\u6293\u53d6\uff0c\u8fd9\u610f\u5473\u7740\u6280\u672f\u95e8\u69db\u4e3b\u8981\u5728\u4e8e\u53cd\u722c\u7b56\u7565\u548c\u5f52\u4e00\u5316\u5904\u7406\uff0c\u800c\u8fd9\u4e24\u70b9\u6070\u6070\u662f\u7528\u6237\u8bc4\u8bba\u533a\u62f7\u95ee\u6700\u72e0\u7684\u5730\u65b9\u2014\u2014\u201c\u6570\u636e\u65b0\u9c9c\u5ea6\u201d\u548c\u201c\u8de8\u5e73\u53f0\u6307\u6807\u53e3\u5f84\u4e0d\u4e00\u201d\u3002Exstats\u76ee\u524d\u9009\u62e9\u201c\u65e5\u66f4\u65b0\u201d\u800c\u975e\u5b9e\u65f6\uff0c\u867d\u7136\u4fdd\u9669\uff0c\u4f46\u5bf9\u4e8e\u9700\u8981\u5feb\u901f\u54cd\u5e94\u7ade\u54c1\u52a8\u4f5c\u7684\u7528\u6237\u6765\u8bf4\uff0c\u4fe1\u606f\u6ede\u540e\u53ef\u80fd\u76f4\u63a5\u524a\u5f31\u51b3\u7b56\u4ef7\u503c\u3002\u66f4\u5173\u952e\u7684\u662f\uff0c\u7f3a\u4e4fAPI\u652f\u6301\uff08\u5c24\u5176Chrome Web Store\uff09\uff0c\u4f7f\u5176\u6570\u636e\u7a33\u5b9a\u6027\u548c\u5408\u6cd5\u6027\u59cb\u7ec8\u60ac\u5728\u7070\u8272\u5730\u5e26\uff0c\u4e00\u65e6\u5e73\u53f0\u7b56\u7565\u6536\u7d27\uff0c\u722c\u866b\u4e1a\u52a1\u6781\u6613\u53d7\u51b2\u51fb\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u529f\u80fd\u6f14\u8fdb\u4e0a\u770b\uff0c\u7528\u6237\u771f\u6b63\u6e34\u671b\u7684\u5e76\u975e\u201c\u6c47\u603b\u6570\u636e\u201d\uff0c\u800c\u662f\u201c\u6d1e\u5bdf\u4fe1\u53f7\u201d\u2014\u2014\u6bd4\u5982\u8bc4\u8bba\u60c5\u611f\u8d8b\u52bf\u3001\u8bc4\u5206\u53d8\u5316\u4e0e\u7248\u672c\u66f4\u65b0\u7684\u5173\u8054\u3001\u7ade\u54c1\u52a8\u91cf\u62d0\u70b9\u63d0\u793a\u3002\u8fd9\u4e9b\u624d\u662f\u4ece\u201c\u76d1\u63a7\u5de5\u5177\u201d\u5347\u7ef4\u5230\u201c\u51b3\u7b56\u5f15\u64ce\u201d\u7684\u5173\u952e\u3002Exstats\u82e5\u80fd\u5c3d\u5feb\u843d\u5730\u8bc4\u8bba\u60c5\u611f\u5206\u6790\u548c\u7ade\u54c1\u52a8\u91cf\u9884\u8b66\uff0c\u540c\u65f6\u89e3\u51b3\u8de8\u5546\u5e97\u6307\u6807\u7684\u53ef\u6bd4\u6027\u95ee\u9898\uff08\u6bd4\u5982\u7edf\u4e00\u8f6c\u5316\u4e3a\u76f8\u5bf9\u589e\u957f\u767e\u5206\u6bd4\u800c\u975e\u7edd\u5bf9\u503c\uff09\uff0c\u624d\u80fd\u4ece\u201c\u7701\u4e8b\u7684\u4eea\u8868\u76d8\u201d\u8fdb\u5316\u4e3a\u201c\u4e0d\u53ef\u66ff\u4ee3\u7684\u7ade\u4e89\u96f7\u8fbe\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5426\u5219\uff0c\u5b83\u5f88\u53ef\u80fd\u6ca6\u4e3a\u53c8\u4e00\u4e2a\u7528\u5b8c\u5373\u5f03\u7684\u77ed\u671f\u8f85\u52a9\u5de5\u5177\uff0c\u88ab\u90a3\u4e9b\u613f\u610f\u81ea\u5efa\u76d1\u63a7\u811a\u672c\u7684\u56e2\u961f\u6216\u96c6\u6210\u66f4\u6df1\u5ea6\u5206\u6790\u7684\u7ade\u54c1\u66ff\u4ee3\u3002\u5728\u6570\u636e\u62a4\u57ce\u6cb3\u8584\u5f31\u7684\u524d\u63d0\u4e0b\uff0c\u4ea7\u54c1\u529b\u7684\u5dee\u8ddd\u5f80\u5f80\u4f53\u73b0\u5728\u5bf9\u7528\u6237\u201c\u9690\u6027\u9700\u6c42\u201d\u7684\u9884\u89c1\u4e0a\uff0c\u800c\u975e\u5f53\u524d\u529f\u80fd\u7684\u4e30\u5bcc\u7a0b\u5ea6\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Exstats<\/span>\n <\/div>\n<div class=\"comment-content\">Exstats unifies browser extension analytics and market research across Chrome, Edge, and Firefox. Track your products, competitors, reviews, rankings, keywords, and store trends in one place, with daily updates, history, exports, and alerts.<\/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>I\u2019m Artur, founder of Exstats.<\/p>\n<p>I built Exstats because browser extension data is fragmented across Chrome Web Store, Microsoft Edge Add-ons, and Firefox Add-ons. If you\u2019re building an extension, it\u2019s hard to understand how your product is performing, what competitors are doing, which keywords matter, and how the market is changing.<\/p>\n<p>Exstats brings all of that into one unified view.<\/p>\n<p>With Exstats, you can:<\/p>\n<p>* Track your extensions across Chrome, Edge, and Firefox<br \/>* Monitor competitors, ratings, reviews, rankings, and keyword positions<br \/>* Explore 280K+ browser extensions with advanced filters<br \/>* Follow store and category trends<br \/>* Get daily updates, exports, and alerts<\/p>\n<p>It\u2019s built for extension founders, indie makers, agencies, and teams that want better visibility into their market.<\/p>\n<p>I\u2019d love to hear your feedback, especially from anyone building or growing browser extensions. What would you want to track that extension stores don\u2019t show today?<\/p>\n<p>Thanks for checking it out.<\/p>\n<p>Best,<br \/>Artur<\/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\/@nowaffl\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nowaffl<\/a> this looks practical for extension teams. Comparing Chrome, Edge and Firefox in one place would save a lot of manual checking. Do you send alerts when a competitor suddenly moves in rankings or gets a spike in reviews?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@nowaffl\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nowaffl<\/a> This is crazy for all the marketers and extension founders out there.<\/p>\n<p>Instead of spending hours jumping between different browser stores, they can finally see everything in one place and make decisions faster.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@nowaffl\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nowaffl<\/a> This is a very relevant problem for extension builders. Store data is scattered, and the missing context is often more important than the raw numbers.<\/p>\n<p>One thing I\u2019d want to track is competitor momentum: which extensions are gaining reviews faster, which keywords they are improving on, and whether rating changes are tied to recent updates. That would help founders understand not just where they rank today, but why the market is moving.<\/p>\n<p>Cross-store visibility across Chrome, Edge, and Firefox is a strong starting point.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Most extension analytics tools stop at your own store listing. The competitor tracking angle is the more interesting half here. <\/p>\n<\/p>\n<p>How granular does it get on competitor data, are you pulling review sentiment and rating trends over time, or is it mostly install counts and category rankings? And does it cover both Chrome Web Store and Firefox\/Edge, or Chrome only right now?<\/p>\n<\/p>\n<p>Congrats for the launch<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@fberrez1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fberrez1<\/a> Thanks, appreciate it!<\/p>\n<p>All three stores are covered, Chrome Web Store, Firefox, and Edge.<\/p>\n<p>On the competitor side, we track public store data and keep historical snapshots, so you can see trends over time for ratings, installs\/users, rankings, and other key metrics instead of only seeing today\u2019s numbers.<\/p>\n<p>Reviews are already pulled into one unified view across all stores, so you don\u2019t have to check each listing manually. Sentiment analysis isn\u2019t live yet, but it\u2019s on the roadmap and should be coming 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\">\n<p>We make many small extensions – this is super helpful<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ojasvika_sahu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ojasvika_sahu<\/a> Glad to hear it, thanks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Custom alerts for every metric sounds powerful. But the more you can track, the more noise you can create. What do people actually end up watching – is there a pattern in what turns out to be worth the alert? Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Artur! It’s amazing. I’m sure you’ll rock it. Congrats!!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Tracking extension metrics across the Chrome Web Store is harder than it looks without an official API. We’ve hit the scraped-data freshness problem in our own analytics work, where stale snapshots quickly become noise. How do you handle rate limits and anti-scraping on store crawlers, and do you normalize data across Firefox and Edge addon stores?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@retain_dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@retain_dev<\/a> Yeah, the lack of a proper Chrome Web Store API definitely makes this trickier than it should be.<\/p>\n<p>For data updates, we keep things conservative and refresh everything on a daily schedule, which has been enough to stay stable without making the snapshots too noisy.<\/p>\n<p>For normalization, we do it where comparison is fair. Ratings, reviews, and rankings map well, but users need context since Chrome shows weekly users, Firefox has average daily users, and Edge is closer to installs\/users.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 approach of normalizing extension store metrics into a unified dashboard is clever. Chrome Web Store doesn’t provide a real analytics API, so you’re likely scraping review counts and rating distributions yourself. We’ve dealt with similar data gaps when tracking third-party integration adoption across platforms. How do you handle rate limiting on store data collection, and do you support Firefox AMO alongside Chrome?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@anand_thakkar1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anand_thakkar1<\/a> Thanks, you\u2019re right, Chrome Web Store doesn\u2019t really provide an API for this. Finding a reliable way around that wasn\u2019t exactly easy haha.<\/p>\n<\/p>\n<p>The data comes from public store listings, and we keep the collection fairly conservative. Metrics are refreshed on a daily schedule rather than continuously.<\/p>\n<\/p>\n<p>And yes, Firefox AMO is supported, along with Chrome and Edge.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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\/@nowaffl\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"nowaffl\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nowaffl<\/a> ! How exactly do you get the competitor info? And how real time is it?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@aiswarya_s\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aiswarya_s<\/a> Thanks!<\/p>\n<p>Competitor data is collected from public extension store listings. Crawlers run once a day after midnight UTC, roughly around the same time, to keep daily snapshots consistent and easier to compare.<\/p>\n<p>So for now, metrics and alerts are updated daily rather than in real time.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#4<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/JMCEEBGQ3PMHF4\" class=\"app-title\">Openstatus MCP Health Checker <\/a><\/p>\n<div class=\"one-liner\">Test MCP servers like a real AI client, not just a ping<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">181<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Openstatus MCP Health Checker \u662f\u4e00\u6b3e\u514d\u8d39\u3001\u96f6\u5b89\u88c5\u7684\u5f00\u6e90\u5de5\u5177\uff0c\u80fd\u50cf\u771f\u5b9eAI\u5ba2\u6237\u7aef\u4e00\u6837\u6267\u884c\u5b8c\u6574\u7684JSON-RPC\u534f\u8bae\u63e1\u624b\uff08\u5305\u62ecinitialize\u3001ping\u3001tools\/list\uff09\uff0c\u7cbe\u51c6\u8bca\u65adMCP\u670d\u52a1\u5668\u8fde\u63a5\u5931\u8d25\u7684\u6839\u672c\u539f\u56e0\uff0c\u800c\u975e\u4ec5\u505aHTTP\u5c42\u9762\u7684\u5b58\u6d3b\u68c0\u6d4b\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\/d3eb6dc9-29bf-4cea-aaf6-544828ba01e8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/685509f9-68db-4d23-9ca4-ca12a92f0c7e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d7d493e8-d2ed-4420-bc98-2c7e3d6e08fd.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\">MCP\u670d\u52a1\u5668\u5065\u5eb7\u68c0\u67e5<\/span><br \/>\n <span class=\"tag\">\u534f\u8bae\u7ea7\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">JSON-RPC\u8c03\u8bd5<\/span><br \/>\n <span class=\"tag\">AI\u4ee3\u7406\u6d4b\u8bd5<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90<\/span><br \/>\n <span class=\"tag\">\u8ba4\u8bc1\u89e3\u6790<\/span><br \/>\n <span class=\"tag\">\u670d\u52a1\u53ef\u9760\u6027<\/span><br \/>\n <span class=\"tag\">ProductHunt<\/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\u540cHTTP 200\u5bf9MCP\u670d\u52a1\u5668\u65e0\u6548\u3002\u6838\u5fc3\u9700\u6c42\u805a\u7126\u5728\uff1a\u80fd\u5426\u533a\u5206\u201c\u5de5\u5177\u672a\u5b9e\u73b0\u201d\u4e0e\u201c\u5de5\u5177\u88ab\u6743\u9650\u8fc7\u6ee4\u201d\uff1f\u662f\u5426\u5df2\u6267\u884c\u5b8c\u6574\u7684\u201c\u521d\u59cb\u5316\u2192\u5217\u51fa\u5de5\u5177\u2192\u8c03\u7528\u5de5\u5177\u201d\u94fe\u8def\uff0c\u8fd8\u662f\u6b62\u6b65\u4e8e\u63e1\u624b\uff1f\u5efa\u8bae\u5efa\u7acb\u5408\u89c4\u8bc4\u5206\u6216\u5fbd\u7ae0\u7cfb\u7edf\uff0c\u4ee5\u4fbf\u5f00\u53d1\u8005\u5411\u6f5c\u5728\u7528\u6237\u8bc1\u660e\u670d\u52a1\u5668\u771f\u6b63\u901a\u8fc7\u534f\u8bae\u68c0\u67e5\u3002\u53e6\u6709\u7528\u6237\u5173\u6ce8\u5bf9\u4e0d\u540c\u670d\u52a1\u5668\u54cd\u5e94\u7684\u683c\u5f0f\u4e00\u81f4\u6027\u6d4b\u8bd5\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 Openstatus MCP Health Checker \u7cbe\u51c6\u5207\u5165\u4e86\u5f53\u524dMCP\u751f\u6001\u4e2d\u4e00\u4e2a\u5178\u578b\u5374\u5bb9\u6613\u88ab\u5ffd\u89c6\u7684\u75db\u70b9\uff1a\u6807\u51c6HTTP\u5065\u5eb7\u68c0\u67e5\u5bf9\u534f\u8bae\u7ea7\u5931\u6548\u5b8c\u5168\u201c\u5931\u660e\u201d\u3002\u5728AI\u4ee3\u7406\u5f00\u53d1\u6025\u901f\u5347\u6e29\u7684\u80cc\u666f\u4e0b\uff0cMCP\u670d\u52a1\u5668\u8d28\u91cf\u53c2\u5dee\u4e0d\u9f50\uff0c\u5927\u91cf\u670d\u52a1\u5668\u4ec5\u6309\u65e9\u671f\u8349\u6848\u5b9e\u73b0\uff0c200\u54cd\u5e94\u904d\u5730\u5374\u65e0\u6cd5\u652f\u6491\u771f\u6b63\u7684agent\u8c03\u7528\u3002\u8fd9\u4e2a\u5de5\u5177\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u76d1\u63a7\u201d\uff0c\u800c\u5728\u4e8e\u201c\u5408\u89c4\u9a8c\u8bc1\u201d\u2014\u2014\u5b83\u626e\u6f14\u4e86\u4e00\u4e2a\u7c7b\u5ba2\u6237\u7aef\u89d2\u8272\uff0c\u7528\u771f\u5b9e\u63e1\u624b\u6d41\u7a0b\u69a8\u51fa\u534f\u8bae\u5b9e\u73b0\u7684\u77ed\u677f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ece\u529f\u80fd\u548c\u793e\u533a\u53cd\u9988\u6765\u770b\uff0c\u4ea7\u54c1\u76ee\u524d\u4ecd\u5b58\u5728\u660e\u663e\u201c\u534a\u622a\u5b50\u201d\u95ee\u9898\uff1a\u5b83\u6b62\u6b65\u4e8e\u63e1\u624b\u548ctools\/list\u8c03\u5ea6\uff0c\u5e76\u672a\u771f\u6b63\u201c\u8c03\u7528\u5de5\u5177\u201d\u6765\u68c0\u9a8c\u6267\u884c\u56de\u8def\u7684\u6b63\u786e\u6027\u3001\u54cd\u5e94\u4e00\u81f4\u6027\u548c\u8d85\u65f6\u884c\u4e3a\u3002\u56e2\u961f\u56de\u590d\u627f\u8ba4\u201c\u4ecd\u9700\u5b8c\u5584\u6700\u7ec8\u7684\u5de5\u5177\u6267\u884c\u6b65\u9aa4\u201d\uff0c\u8fd9\u6070\u6070\u66b4\u9732\u51fa\u5f53\u524d\u7248\u672c\u80fd\u53d1\u73b0\u201c\u8fde\u63a5\u65ad\u4e86\u201d\uff0c\u5374\u672a\u5fc5\u80fd\u6293\u4f4f\u201c\u8fde\u63a5\u597d\u4e86\u4f46\u7ed3\u679c\u4e0d\u80fd\u7528\u201d\u7684\u5e38\u6001\u635f\u8017\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u9488\u5bf9\u8bc4\u8bba\u4e2d\u63d0\u51fa\u7684\u201c\u5408\u89c4\u8bc4\u5206\u201d\u548c\u201c\u5fbd\u7ae0\u7cfb\u7edf\u201d\u60f3\u6cd5\uff0c\u5982\u679cOpenstatus\u80fd\u636e\u6b64\u5efa\u7acb\u4e00\u5957\u6807\u51c6\u5316\u7684MCP\u670d\u52a1\u5668\u8ba4\u8bc1\u4f53\u7cfb\uff0c\u5176\u4ef7\u503c\u4f1a\u4ece\u201c\u8c03\u8bd5\u5de5\u5177\u201d\u8dc3\u5347\u4e3a\u201c\u751f\u6001\u4fe1\u4efb\u57fa\u7840\u8bbe\u65bd\u201d\u3002\u4f46\u8fd9\u4e5f\u8003\u9a8c\u56e2\u961f\u5728\u7ef4\u62a4\u6743\u5a01\u6027\u3001\u5e94\u5bf9\u534f\u8bae\u6f14\u8fdb\u3001\u4ee5\u53ca\u793e\u533a\u516c\u4fe1\u529b\u4e0a\u7684\u6301\u7eed\u6295\u5165\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u7684\u6765\u8bf4\uff0c\u8fd9\u662f\u4e00\u4e2a\u65b9\u5411\u6781\u5176\u6b63\u786e\u7684\u4ea7\u54c1\uff0c\u4f46\u773c\u4e0b\u66f4\u50cf\u662f\u4e00\u4e2a\u4f18\u79c0\u7684\u201c\u534f\u8bae\u7ea7ping\u201d\u5de5\u5177\uff0c\u8ddd\u79bb\u201c\u4ee3\u7406\u7ea7\u7684\u5168\u94fe\u8def\u53ef\u9760\u6027\u6d4b\u8bd5\u201d\u4ecd\u6709\u76f8\u5f53\u5dee\u8ddd\u3002\u5bf9\u4e8e\u8ffd\u6c42\u4e1a\u52a1\u53ef\u9760\u6027\u7684AI\u5e94\u7528\u5f00\u53d1\u8005\uff0c\u5b83\u503c\u5f97\u7528\u8d77\u6765\uff0c\u4f46\u522b\u6307\u671b\u53ea\u9760\u5b83\u5c31\u80fd\u6321\u4f4f\u6240\u6709\u6765\u81eaMCP\u8c03\u7528\u7684\u5751\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\">Openstatus MCP Health Checker <\/span>\n <\/div>\n<div class=\"comment-content\">Most monitors just send an HTTP ping. But a 200 OK is useless if the JSON-RPC handshake fails. Our tool is different because it performs a true protocol-level check, acting exactly like a real AI client. Key features: Full Handshake: Executes the spec-defined initialize, ping, and tools\/list sequence. Deep Visibility: Inspect exact JSON-RPC payloads and negotiated versions. Smart Auth: Parses RFC 9728 headers on 401s to surface exact token requirements.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! \ud83d\udc4b<\/p>\n<p>Max and I are super excited to share this with you today.<\/p>\n<p>As we’ve been diving into the Model Context Protocol (MCP) and building for AI agents, we kept running into the same frustrating issue: a standard 200 OK from an HTTP ping doesn’t mean your AI client can actually connect. If the JSON-RPC handshake fails, or if the tools\/list returns empty, your agent completely breaks.<\/p>\n<p>We built the MCP Server Health Check to solve this. It’s a free, zero-install tool that tests your endpoint exactly how a real AI client (like Claude Desktop or Cursor) would.<\/p>\n<p>Instead of a basic uptime check, it performs a true protocol-level validation:<\/p>\n<p> Real Handshakes: It runs the full spec-defined initialize, ping, and tools\/list sequence.<\/p>\n<p> Zero-Friction Debugging: You can click into any step to inspect the exact JSON-RPC payloads, negotiated versions, and session IDs.<\/p>\n<p> Smart Auth: If your server is locked down, it parses RFC 9728 headers on a 401 to show you exactly where to fetch your auth token.<\/p>\n<p>It\u2019s completely open-source, just like the rest of our synthetic monitoring gear at OpenStatus.<\/p>\n<p>Give it a spin with your own MCP endpoints (or test it out with a public one like [<a href=\"https:\/\/hf.co\/mcp](https:\/\/hf.co\/mcp)\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/hf.co\/mcp](https:\/\/hf.co…<\/a>) and let us know what you think. We\u2019ll be hanging out in the comments all day to answer your questions and hear your feedback! \ud83d\ude80<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tibozaurus\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tibozaurus<\/a> Many congrats on the launch. I have a quick question: when the tools\/list returns empty, does the checker differentiate between “tools not implemented” VS “tools filtered by auth\/scope?”<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Launched our MCP server 2 days ago – Open status comes at the right 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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>when you say “like a real ai client” does it go through initialize \u2192 list-tools \u2192 actually call a tool, or stop at the handshake? in my experience the gap between “server responds to initialize” and “tools actually execute correctly” is where most bugs hide<\/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\/@trekh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@trekh<\/a> First, we initialize the tools list. We still need to refine the final tool execution step to ensure it works perfectly. This will also allow us to monitor if a tool is taking longer than usual to respond.<\/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><a href=\"https:\/\/www.producthunt.com\/@tibozaurus\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"tibozaurus\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tibozaurus<\/a> This is a useful direction for MCP reliability. A simple 200 OK doesn\u2019t mean an agent can actually use the tool, so testing the real handshake and tools\/list flow feels much closer to what production agent systems need.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alpertayfurr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alpertayfurr<\/a> yeah 200 doesnt mean anything for mcp servers, <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>timing on this is interesting because MCP server quality is all over the place right now. a lot of servers were built quickly against early drafts of the spec and there’s no standard way to know if something is actually compliant until a client breaks on it. is there any plan to expose a compliance score or badge system so developers can signal to potential users that their server passed a real protocol check rather than just an uptime ping<\/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\/@ansari_adin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ansari_adin<\/a> 100 uptime ping does not make much sense for MCP server <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>smart approach testing MCP servers as a real client instead of just pinging endpoints. most of the reliability issues i’ve seen with MCP integrations come from edge cases in the actual tool call flow, not connectivity. curious if you’re also testing for things like response format consistency across different server implementations?<\/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\/@ozandag\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ozandag<\/a> 200 is useless for mcp \ud83d\ude02<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>oss ftw!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">#5<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/VAWQFMEA3FMTG3\" class=\"app-title\">Step 3.7 Flash<\/a><\/p>\n<div class=\"one-liner\">Flash-speed agents model that can see and act<\/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>Step 3.7 Flash\u662f\u4e00\u6b3e\u9762\u5411\u771f\u5b9e\u4e16\u754c\u667a\u80fd\u4f53\uff08Agent\uff09\u7684\u8f7b\u91cf\u7ea7\u5f00\u6e90\u6a21\u578b\uff0c\u4ee5\u6781\u5feb\u63a8\u7406\u901f\u5ea6\uff08400 TPS\uff09\u548c\u89c6\u89c9+\u5de5\u5177\u8c03\u7528\u80fd\u529b\uff0c\u89e3\u51b3\u5f00\u53d1\u8005\u5728\u4f7f\u7528\u5927\u6a21\u578b\u65f6\u6210\u672c\u9ad8\u3001\u54cd\u5e94\u6162\u3001\u96be\u4ee5\u957f\u671f\u7a33\u5b9a\u8fd0\u884cAgent\u4efb\u52a1\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\/ba3df7fa-39eb-4ea2-a18f-da48c18b7877.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\/1bbc18de-875f-4b98-a5f2-a74ec3108aa1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4dabee3b-962b-4258-97bd-844557b65d0f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0443b5de-92ba-4724-ad1f-07ae47b76af6.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\">Artificial Intelligence<\/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\">\u5f00\u6e90\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u591a\u6a21\u6001<\/span><br \/>\n <span class=\"tag\">\u89c6\u89c9\u7406\u89e3<\/span><br \/>\n <span class=\"tag\">\u5de5\u5177\u8c03\u7528<\/span><br \/>\n <span class=\"tag\">\u9ad8\u541e\u5410\u91cf<\/span><br \/>\n <span class=\"tag\">\u957f\u4e0a\u4e0b\u6587<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u751f\u6210<\/span><br \/>\n <span class=\"tag\">Apache 2.0<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cf\u90e8\u7f72<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u901f\u5ea6\u4e0e\u7a33\u5b9a\u6027\uff0c\u5c24\u5176\u8d5e\u8d4f\u5176\u5728Agent\u957f\u6d41\u7a0b\u4efb\u52a1\u4e2d\u7684\u8868\u73b0\u3002\u4f46\u5173\u952e\u8bc4\u8bba\u6307\u51fa\u751f\u6001\u517c\u5bb9\u6027\u81f3\u5173\u91cd\u8981\uff1a\u5f00\u53d1\u8005\u8d28\u7591\u5982\u4f55\u4e0e\u73b0\u6709\u63a8\u7406\u6846\u67b6\u5bf9\u63a5\uff0c\u5e76\u5e0c\u671b\u4e86\u89e3\u96c6\u6210\u7ec6\u8282\uff0c\u800c\u975e\u4ec5\u770b\u57fa\u51c6\u6d4b\u8bd5\u3002\u53e6\u6709\u7528\u6237\u63d0\u793a\u5176\u4e0eQwen\u3001Mistral\u7b49\u5f00\u6e90\u6a21\u578b\u7684\u5dee\u5f02\u5316\u4f18\u52bf\u5728\u201c\u89c6\u89c9+\u5de5\u5177\u201d\u7ec4\u5408\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 Step 3.7 Flash\u7684\u201c\u5feb\u201d\u4e0e\u201c\u5c0f\u201d\u5e76\u975e\u5355\u7eaf\u70ab\u6280\uff0c\u800c\u662f\u76f4\u6307\u5f53\u524dAI\u843d\u5730\u7684\u6838\u5fc3\u75db\u70b9\uff1aAgent\u5e94\u7528\u9700\u8981\u4f4e\u6210\u672c\u3001\u9ad8\u9891\u6b21\u3001\u4f4e\u5ef6\u8fdf\u7684\u6a21\u578b\u8c03\u7528\u3002400 TPS\u4e0e\u7ea611B\u6fc0\u6d3b\u53c2\u6570\u610f\u5473\u7740\u5728\u6d88\u8d39\u7ea7\u786c\u4ef6\u4e0a\u5c31\u80fd\u8dd1\u51fa\u53ef\u7528\u7684Agent\u884c\u4e3a\uff0c\u8fd9\u662f\u6bd4\u201c\u53c2\u6570\u8d8a\u5927\u8d8a\u597d\u201d\u66f4\u52a1\u5b9e\u7684\u8def\u7ebf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u8fd9\u5e76\u4e0d\u7b49\u4e8e\u5b83\u5df2\u8d62\u4e0b\u5e02\u573a\u3002\u8bc4\u8bba\u4e2d\u4e00\u9488\u89c1\u8840\u7684\u95ee\u9898\u2014\u2014\u201c\u96c6\u6210\u6545\u4e8b\u7a76\u7adf\u662f\u600e\u6837\u7684\uff1f\u201d\u2014\u2014\u63ed\u793a\u4e86\u5f00\u6e90\u6a21\u578b\u5708\u7684\u6700\u5927\u56f0\u5c40\uff1a\u6a21\u578b\u672c\u8eab\u518d\u5f3a\uff0c\u5982\u679c\u7f3a\u4e4f\u5bf9LangChain\u3001OpenAI SDK\u3001Ollama\u7b49\u4e3b\u6d41\u57fa\u7840\u8bbe\u65bd\u7684\u539f\u751f\u652f\u6301\uff0c\u5f00\u53d1\u8005\u5c31\u4f1a\u7528\u811a\u6295\u7968\uff0c\u8f6c\u800c\u6295\u5165\u751f\u6001\u66f4\u6210\u719f\u7684Qwen\u6216Llama\u9635\u8425\u3002Step 3.7 Flash\u76ee\u524d\u4e0eClaude Code\u3001Kilo Code\u7b49\u5de5\u5177\u7684\u201c\u548c\u8c10\u5171\u5904\u201d\u4ec5\u662f\u4e2a\u5f00\u59cb\uff0c\u82e5\u60f3\u771f\u6b63\u66ff\u4ee3\u5df2\u6709\u7edf\u6cbb\u529b\u7684\u7ade\u54c1\uff0c\u5fc5\u987b\u4e3b\u52a8\u9002\u914d\u4e3b\u6d41\u6846\u67b6\uff0c\u751a\u81f3\u63d0\u4f9b\u73b0\u6210\u7684Docker\u955c\u50cf\u548c\u90e8\u7f72\u811a\u624b\u67b6\uff0c\u800c\u975e\u8ba9\u5f00\u53d1\u8005\u81ea\u5df1\u6298\u817e\u201c\u81ea\u5b9a\u4e49\u642d\u5efa\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u53e6\u5916\uff0c\u8be5\u6a21\u578b\u9009\u62e9Apache 2.0\u5f00\u6e90\u662f\u6709\u8fdc\u89c1\u7684\u2014\u2014\u5b83\u964d\u4f4e\u4e86\u4f01\u4e1a\u7ea7\u4f7f\u7528\u7684\u6cd5\u5f8b\u95e8\u69db\u3002\u4f46\u771f\u6b63\u7684\u6740\u624b\u950f\u662f\u201c\u89c6\u89c9+\u5de5\u5177\u8c03\u7528\u201d\u5728\u5982\u6b64\u8f7b\u91cf\u7ea7\u6a21\u578b\u4e0a\u7684\u878d\u5408\u3002\u5982\u679c\u5b9e\u6d4b\u8868\u73b0\u80fd\u63a5\u8fd1\u751a\u81f3\u90e8\u5206\u8d85\u8d8a\u540c\u89c4\u6a21\u7684\u95ed\u6e90\u5c0f\u6a21\u578b\uff08\u5982GPT-4o-mini\uff09\uff0c\u5219\u6709\u671b\u5728\u81ea\u52a8\u5316\u6587\u6863\u5904\u7406\u3001\u89c6\u89c9\u95ee\u7b54Agent\u3001\u4ee3\u7801\u5ba1\u67e5\u8f85\u52a9\u7b49\u9ad8\u9891\u4f46\u975e\u5173\u952e\u4efb\u52a1\u7684\u573a\u666f\u4e2d\u6495\u5f00\u4e00\u9053\u53e3\u5b50\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7b80\u8a00\u4e4b\uff0cStep 3.7 Flash\u662f\u4e00\u9897\u597d\u5b50\u5f39\uff0c\u4f46\u67aa\u6258\uff08\u751f\u6001\uff09\u548c\u7784\u51c6\u955c\uff08\u96c6\u6210\u6587\u6863\uff09\u4ecd\u9700\u8865\u5168\u3002\u4ec5\u9760\u201c\u5feb\u548c\u5f00\u653e\u201d\u8fd8\u4e0d\u591f\uff0c\u5b83\u9700\u8981\u4e00\u573a\u4e25\u9177\u7684\u201c\u5f00\u53d1\u8005\u4e0a\u624b\u5b9e\u6218\u8003\u6838\u201d\u3002\u5426\u5219\uff0c\u518d\u9ad8\u7684TPS\u4e5f\u53ea\u4f1a\u53d8\u6210\u7eb8\u9762\u4e0a\u7684\u6570\u5b57\uff0c\u800c\u975e\u771f\u6b63\u7684\u751f\u4ea7\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\">Step 3.7 Flash<\/span>\n <\/div>\n<div class=\"comment-content\">An Apache 2.0 open-weight Flash model for real-world agents. Step 3.7 Flash combines vision, coding, search, tool use, 256K context, ~11B active params, and up to 400 TPS.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone!<\/p>\n<p>Step 3.7 Flash is basically an efficiency-first model for real-world agents.<\/p>\n<p>It\u2019s fast (up to 400 TPS), handles vision + tool use quite well, and stays relatively stable on longer agent runs. Also plays nicely with common harnesses like <a href=\"https:\/\/www.producthunt.com\/products\/claude-code\" target=\"_blank\" rel=\"noopener\">@Claude Code<\/a>, <a href=\"https:\/\/www.producthunt.com\/products\/clawdbot-2\" target=\"_blank\" rel=\"noopener\">@OpenClaw<\/a> and <a href=\"https:\/\/www.producthunt.com\/products\/kilocode\" target=\"_blank\" rel=\"noopener\">@Kilo Code<\/a>. <\/p>\n<p>The <a href=\"https:\/\/huggingface.co\/collections\/stepfun-ai\/step-37-flash\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">weights<\/a> are also open under Apache 2.0.<\/p>\n<p>Love this kind of Flash model: not trying to be the biggest, but trying to be the one agents can actually run a lot.<\/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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/products\/step-3-5-flash\" target=\"_blank\" rel=\"noopener\">@Stepfun<\/a>‘s Step 3.7 Flash is one of the best open-weight models you can run right now.<\/p>\n<\/p>\n<p>Perfect timing to play with Kilo’s new VS Code extension launched <a href=\"https:\/\/www.producthunt.com\/products\/kilocode\/launches\/kilo-code-v7-for-vs-code\" target=\"_blank\" rel=\"noopener\">this month<\/a>.<\/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\">@fmerian Hello, how are you Jenny_<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>stepfun is an interesting company to watch because they’re operating in a space where the obvious question is always why this over Qwen or Mistral for open weight deployments. the vision plus tool use combination at this size is differentiated but the developer ecosystem and tooling support matters as much as the benchmarks at this point. what does the integration story actually look like, is it compatible with existing inference frameworks or does it need custom setup<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#6<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/RZA77D56MKYYNR\" class=\"app-title\">99xDev<\/a><\/p>\n<div class=\"one-liner\">Build Fullstack Web Apps using AI<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">16<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>99xDev \u662f\u4e00\u6b3e\u9762\u5411\u5f00\u53d1\u8005\u7684\u5168\u6808AI\u5e94\u7528\u6784\u5efa\u5de5\u5177\uff0c\u901a\u8fc7\u5185\u7f6e\u6570\u636e\u5e93\u3001\u5b58\u50a8\u548c\u81ea\u5b9a\u4e49\u57df\u540d\uff0c\u5e2e\u52a9\u7528\u6237\u5feb\u901f\u751f\u6210\u53ef\u4e0b\u8f7d\u3001\u53ef\u81ea\u6258\u7ba1\u7684\u7ebf\u4e0a\u7ea7\u5e94\u7528\uff0c\u89e3\u51b3\u5546\u4e1a\u9879\u76ee\u4e2d\u5bf9AI\u8f85\u52a9\u5f00\u53d1\u7684\u201c\u65e0\u4f9b\u5e94\u5546\u9501\u5b9a\u201d\u9700\u6c42\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\/290005b1-bd77-49ed-aa2a-93b427eafdee.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=usG3xfyuG1E\"><source src=\"https:\/\/www.youtube.com\/watch?v=usG3xfyuG1E\" 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\/a63ff4e7-8796-40e0-afaf-06c5a1412f01.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/58bfda7c-558e-4e5a-9082-c4957f90a81b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fb4e57ff-2663-4b6b-8e57-41ee08cd758d.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\">Vibe coding<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5e94\u7528\u6784\u5efa<\/span><br \/>\n <span class=\"tag\">\u5168\u6808\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u4f4e\u4ee3\u7801\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u81ea\u6258\u7ba1<\/span><br \/>\n <span class=\"tag\">\u65e0\u4f9b\u5e94\u5546\u9501\u5b9a<\/span><br \/>\n <span class=\"tag\">\u5185\u7f6e\u6570\u636e\u5e93<\/span><br \/>\n <span class=\"tag\">\u81ea\u5b9a\u4e49\u57df\u540d<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u7ea7\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">AI\u7f16\u7a0b<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u76ee\u524d\u552f\u4e00\u6709\u6548\u8bc4\u8bba\uff081\u8d5e\uff09\u6b63\u9762\u6307\u51fa99xDev\u80fd\u751f\u6210\u201c\u4e0d\u70c2\u201d\u7684\u751f\u4ea7\u7ea7Web\u5e94\u7528\uff0c\u4e14\u5f3a\u8c03\u652f\u6301\u4e0b\u8f7d\u6e90\u7801\u5e76\u81ea\u884c\u90e8\u7f72\uff0c\u907f\u514d\u88ab\u4f9b\u5e94\u5546\u7ed1\u5b9a\u3002\u6682\u65e0\u8d1f\u9762\u6216\u5efa\u8bae\u6027\u53cd\u9988\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n 99xDev \u5728AI\u5efa\u7ad9\u8d5b\u9053\u6253\u51fa\u4e86\u201c\u53ef\u81ea\u6258\u7ba1\u3001\u65e0\u9501\u5b9a\u201d\u7684\u5dee\u5f02\u5316\u724c\uff0c\u8fd9\u76f4\u51fb\u4e86\u5f53\u524d\u591a\u6570AI\u751f\u6210\u7f51\u7ad9\uff08\u5982Bubble\u3001Webflow\u7b49\uff09\u7684\u8f6f\u808b\u2014\u2014\u7528\u6237\u751f\u6210\u7684\u5e94\u7528\u5f80\u5f80\u88ab\u5e73\u53f0\u7ed1\u67b6\uff0c\u65e0\u6cd5\u5bfc\u51fa\u6e90\u7801\u81ea\u884c\u90e8\u7f72\u3002\u5176\u5185\u7f6e\u6570\u636e\u5e93\u4e0e\u5b58\u50a8\u529f\u80fd\uff0c\u8fdb\u4e00\u6b65\u964d\u4f4e\u4e86\u975e\u4e13\u4e1a\u5f00\u53d1\u8005\u7684\u5168\u6808\u95e8\u69db\uff0c\u4f4616\u7968\u7684\u51b7\u542f\u52a8\u70ed\u5ea6\u8b66\u793a\u6211\u4eec\uff1a\u4ea7\u54c1\u4ecd\u5904\u4e8e\u65e9\u671f\u9a8c\u8bc1\u9636\u6bb5\u3002\u771f\u6b63\u7684\u4ef7\u503c\u70b9\u5728\u4e8e\u89e3\u51b3\u4e86AI\u5f00\u53d1\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\u7684\u81ea\u4e3b\u6743\u95ee\u9898\uff0c\u8ba9\u7528\u6237\u771f\u6b63\u62e5\u6709\u6210\u54c1\u3002\u7136\u800c\uff0c\u4ea7\u54c1\u80fd\u5426\u5e94\u5bf9\u590d\u6742\u5546\u4e1a\u903b\u8f91\u3001\u751f\u6210\u4ee3\u7801\u7684\u53ef\u7ef4\u62a4\u6027\u3001\u4ee5\u53ca\u540e\u7eed\u8fed\u4ee3\u6210\u672c\uff0c\u76ee\u524d\u65e0\u4ece\u5f97\u77e5\u3002\u4e00\u53e5\u8bdd\uff1a\u65b9\u5411\u5bf9\u4e86\uff0c\u4f46\u8981\u6210\u4e3a\u201c\u4e0d\u5751\u201d\u7684\u751f\u4ea7\u529b\u5de5\u5177\uff0c\u8fd8\u5f97\u5728\u4ee3\u7801\u8d28\u91cf\u3001\u6587\u6863\u548c\u793e\u533a\u652f\u6301\u4e0a\u72e0\u72e0\u4e0b\u529f\u592b\uff0c\u5426\u5219\u53ea\u662f\u4e00\u6b21\u6027\u201c\u73a9\u5177\u7ea7\u201d\u8f93\u51fa\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\">99xDev<\/span>\n <\/div>\n<div class=\"comment-content\">99xDev is an AI app builder for full-stack apps with built-in database and storage, custom domains, and code you can download to self-host.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">99xDev builds production grade web apps which does not suck. You can download source code and self host. No vendor lock in.<\/div>\n<div class=\"comment-actions\">\n<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\">#7<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/QMZ67YPNZEMDIX\" class=\"app-title\">Sleek Analytics<\/a><\/p>\n<div class=\"one-liner\">Privacy-first Google Analytics alternative for modern web<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">16<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Sleek Analytics \u662f\u4e00\u6b3e\u65e0\u9700 cookies\u3001\u4e0d\u6302\u6a2a\u5e45\u3001\u4e00\u952e\u90e8\u7f72\u7684\u5b9e\u65f6\u7f51\u7ad9\u5206\u6790\u5de5\u5177\uff0c\u5e2e\u52a9\u73b0\u4ee3\u7f51\u7ad9\u6240\u6709\u8005\u5728\u4e0d\u4fb5\u72af\u7528\u6237\u9690\u79c1\u7684\u524d\u63d0\u4e0b\uff0c\u544a\u522b\u81c3\u80bf\u6602\u8d35\u7684\u4f20\u7edf\u5206\u6790\u5de5\u5177\uff0c\u5feb\u901f\u83b7\u53d6\u7eaf\u51c0\u7684\u8bbf\u95ee\u6570\u636e\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\/2421a20f-7503-4241-8645-2ead7adc0971.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dd54a881-070f-4c70-8b19-5456d648dc6e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/db5ebdaa-95fd-4326-83b2-a66fa17c8038.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6aa550b8-cf5b-463d-a082-1f643ccae801.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3d8ac19c-9146-41ba-be1d-88acb9c4840c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fd978ae9-d375-4a6b-9d23-3fafb5540e2c.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\/708edb2f-7b85-4869-ac72-3373249c310b.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=oDcOstC4EUY\"><source src=\"https:\/\/www.youtube.com\/watch?v=oDcOstC4EUY\" 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\">Analytics<\/span><br \/>\n <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u7f51\u7ad9\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u8bbf\u95ee\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u65e0cookie\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">Google Analytics\u66ff\u4ee3<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cf\u7ea7\u5206\u6790\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u65e0\u6a2a\u5e45\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u66ff\u4ee3<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u6570\u636e\u4eea\u8868\u76d8<\/span><br \/>\n <span class=\"tag\">UTM\u8ddf\u8e2a<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u4e3b\u8981\u5173\u6ce8\u4e0ePlausible\u7b49\u7ade\u54c1\u7684\u5bf9\u6bd4\uff0c\u5e0c\u671b\u660e\u786e\u5dee\u5f02\u5316\u6838\u5fc3\uff08\u5b9e\u65f6\u6027\u3001\u4ef7\u683c\u3001\u7b80\u6d01\u5ea6\uff09\u3002\u521b\u59cb\u4eba\u56de\u5e94\u5f3a\u8c03\u4e86\u5b9e\u65f6\u8bbf\u5ba2\u8ffd\u8e2a\u3001\u5168\u7403\u5730\u56fe\u89c6\u56fe\u53ca\u65e0cookie\u4e0b\u7684UTM\u4e0e\u53cd\u722c\u866b\u80fd\u529b\uff0c\u5e76\u63d0\u4f9b\u4e86\u5bf9\u6bd4\u9875\u9762\u4f9b\u53c2\u8003\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 Sleek Analytics \u5207\u4e2d\u7684\u662f\u201c\u4e2d\u95f4\u6d3e\u201d\u7684\u65e0\u529b\u611f\u2014\u2014\u65e2\u5accGoogle Analytics\u592a\u810f\u592a\u91cd\uff0c\u53c8\u89c9\u5f97Plausible\u8fd9\u6837\u7eaf\u7cb9\u7684\u6570\u636e\u533f\u540d\u5316\u5de5\u5177\u5728\u4e92\u52a8\u53cd\u9988\u4e0a\u8fc7\u4e8e\u5e73\u6de1\u3002\u5b83\u7684\u771f\u6b63\u4ef7\u503c\u4e0d\u662f\u201c\u53c8\u4e00\u4e2a\u9690\u79c1\u5206\u6790\u5de5\u5177\u201d\uff0c\u800c\u662f\u628a\u201c\u6570\u636e\u76d1\u63a7\u201d\u4ece\u540e\u53f0\u62a5\u8868\u5347\u7ea7\u4e3a\u201c\u5b9e\u65f6\u8109\u640f\u4f53\u9a8c\u201d\uff1a\u770b\u5230\u5934\u50cf\u5728\u5730\u56fe\u4e0a\u8df3\u52a8\uff0c\u6bd4\u7b2c\u4e8c\u5929\u7ffb\u62a5\u8868\u66f4\u80fd\u8ba9\u7ad9\u957f\u4ea7\u751f\u638c\u63a7\u5feb\u611f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u4e0d\u5f97\u4e0d\u6307\u51fa\uff0c\u8fd9\u79cd\u5dee\u5f02\u5316\u58c1\u5792\u6781\u4f4e\u3002\u5168\u7403\u5730\u56fe\u3001\u5b9e\u65f6\u6eda\u52a8\uff0cMatomo\u6216Fathom\u901a\u8fc7\u63d2\u4ef6\u6216\u5b9a\u5236\u4e5f\u80fd\u5b9e\u73b0\u3002Sleek\u76ee\u524d\u7684\u62a4\u57ce\u6cb3\u4e3b\u8981\u6765\u81ea\u5b9a\u4ef7\u7b56\u7565\u548c\u5bf9\u201c\u96f6\u914d\u7f6e\u201d\u7684\u6781\u81f4\u7b80\u5316\uff0c\u800c\u975e\u4e13\u5229\u7ea7\u6280\u672f\u3002\u540c\u65f6\uff0c\u8bc4\u8bba\u4e2d\u4e00\u4f4d\u7528\u6237\u7cbe\u51c6\u70b9\u51fa\u4e86\u5b83\u6700\u5927\u7684\u8f6f\u808b\uff1a\u4e0ePlausible\u76f8\u6bd4\uff0c\u5b83\u9664\u4e86\u5b9e\u65f6\u7403\u56fe\uff0c\u5728Referrer\u8ffd\u8e2a\u3001\u53cd\u722c\u673a\u5236\u4e0a\u5e76\u6ca1\u6709\u63d0\u4f9b\u672c\u8d28\u4e0d\u540c\u7684\u73a9\u6cd5\u3002\u5982\u679c\u672a\u6765\u4e0d\u80fd\u6784\u5efa\u57fa\u4e8e\u5b9e\u65f6\u6570\u636e\u7684\u544a\u8b66\u3001\u5f02\u5e38\u68c0\u6d4b\u7b49\u589e\u503c\u529f\u80fd\uff0c\u5f88\u5bb9\u6613\u88ab\u5927\u5382\u4e00\u952e\u590d\u523b\u6216\u7528\u6237\u56e0\u8fc1\u79fb\u6210\u672c\u4e3a\u96f6\u800c\u8f7b\u6613\u6d41\u5931\u3002\u4e00\u53e5\u8bdd\uff1a\u7b2c\u4e00\u6b3eMVP\u505a\u5f97\u5e72\u51c0\uff0c\u4f46\u8ddd\u79bb\u201c\u4e0d\u53ef\u66ff\u4ee3\u201d\u8fd8\u5dee\u4e00\u4e2a\u6838\u5fc3\u7684\u3001\u5403\u5b9e\u65f6\u6570\u636e\u7ea2\u5229\u7684\u529f\u80fd\u95ed\u73af\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\">Sleek Analytics<\/span>\n <\/div>\n<div class=\"comment-content\">Sleek Analytics is a privacy-first Google Analytics alternative for the modern web. Real-time website analytics, cookieless tracking, and fast dashboards.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey everyone! \ud83d\udc4b<\/p>\n<p>The problem with most analytics tools? They’re either too bloated, too expensive, or they hand your visitor data straight to Google. We built Sleek to fix that \u2014 paste one line of code and you’re watching real visitors on your site live, with zero cookies and zero consent banners. Simple, fast, and actually yours.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nuranka\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nuranka<\/a> thanks, Nuran for hunting Sleek!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Privacy-first analytics is a space I\u2019m always happy to see more builders working on. A lot of website owners just need clear, fast, understandable data without adding unnecessary tracking, cookie banners, or a huge analytics setup they barely use.<\/p>\n<\/p>\n<p>One thing I\u2019d be really curious about: how would you compare Sleek to Plausible? For someone already using Plausible for cookieless, privacy-friendly analytics, what would be the main reason to switch to Sleek? Is the biggest difference pricing, real-time data, dashboard speed, simplicity, or something else?<\/p>\n<\/p>\n<p>Also curious how Sleek handles referrers, campaign tracking, and bot filtering without cookies.<\/p>\n<p>Good luck with the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@andrasczeizel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andrasczeizel<\/a> thanks for the thoughtful comment!<\/p>\n<\/p>\n<p>Plausible is a great product. for most users, the main reasons to choose Sleek are simplicity, pricing, and our real-time experience.<\/p>\n<\/p>\n<p>beyond standard analytics, Sleek includes real-time visitor tracking and a live globe view so you can watch visitors arrive as they happen. we’ve also put together a Plausible comparison page that breaks down the differences in more detail.<\/p>\n<\/p>\n<p>as for referrers, campaigns, and bot filtering, we support referrer and UTM tracking without cookies and use multiple bot detection methods to keep reports clean while remaining privacy-friendly.<\/p>\n<\/p>\n<p>thanks for checking out Sleek!<\/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\/EGMIJR7WAUO4D6\" class=\"app-title\">InkieAI<\/a><\/p>\n<div class=\"one-liner\">AI SEO Agent on Autopilot<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">15<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>InkieAI\u662f\u4e00\u6b3e\u9762\u5411SaaS\u521b\u59cb\u4eba\u548c\u5c0f\u4f01\u4e1a\u7684AI SEO\u4ee3\u7406\uff0c\u80fd\u81ea\u52a8\u5b8c\u6210\u5173\u952e\u8bcd\u8c03\u7814\u3001\u535a\u5ba2\u6587\u7ae0\u64b0\u5199\u548c\u5185\u5bb9\u53d1\u5e03\uff0c\u89e3\u51b3\u7528\u6237\u4e0d\u61c2SEO\u5374\u9700\u63d0\u5347\u641c\u7d22\u5f15\u64ce\u53caAI\u641c\u7d22\u53ef\u89c1\u6027\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 single-item\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/691e85b1-da32-4e4c-8033-77bb07b49a6a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Writing<\/span><br \/>\n <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">SEO<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI SEO\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u535a\u5ba2SEO\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u5173\u952e\u8bcd\u7814\u7a76<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u8425\u9500<\/span><br \/>\n <span class=\"tag\">SaaS\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u641c\u7d22\u5f15\u64ce\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u53d1\u5e03<\/span><br \/>\n <span class=\"tag\">\u7ade\u54c1\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u5c0f\u4f01\u4e1a\u589e\u957f<\/span><br \/>\n <span class=\"tag\">AI\u5199\u4f5c<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u521b\u59cb\u4ebaRay\u8868\u793a\u5de5\u5177\u65e8\u5728\u8ba9\u975e\u4e13\u5bb6\u4e5f\u80fd\u505a\u597dSEO\uff0c\u7528\u6237@rayrp\u8bc4\u8bba\u201c\u5b8c\u5168\u4e0d\u9700\u8981\u6210\u4e3a\u4e13\u5bb6\u5c31\u80fd\u505aSEO\u201d\u7684\u5b9a\u4f4d\u5f88\u7cbe\u51c6\uff0c\u5e76\u795d\u8d3a\u4ea7\u54c1\u53d1\u5e03\u3002\u5f53\u524d\u53cd\u9988\u79ef\u6781\uff0c\u672a\u89c1\u5177\u4f53\u95ee\u9898\u6216\u6539\u8fdb\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 InkieAI\u7684\u6807\u8bed\u548c\u5b9a\u4f4d\u5207\u4e2d\u4e86\u4e00\u4e2a\u771f\u5b9e\u75db\u70b9\uff1a\u4f20\u7edfSEO\u5de5\u5177\u590d\u6742\u5ea6\u9ad8\uff0c\u4e14\u5c06\u5927\u91cf\u6267\u884c\u5de5\u4f5c\u7529\u56de\u7ed9\u7528\u6237\u3002\u5b83\u4f5c\u4e3a\u201cAgent\u201d\u800c\u975e\u201cDashboard\u201d\u7684\u5b9a\u4f4d\uff0c\u8bd5\u56fe\u901a\u8fc7\u5168\u81ea\u52a8\u7684\u8c03\u7814\u3001\u751f\u6210\u3001\u53d1\u5e03\u95ed\u73af\u6765\u964d\u4f4e\u95e8\u69db\uff0c\u8fd9\u5bf9\u5176\u76ee\u6807\u7528\u6237\u2014\u2014\u7f3a\u4e4f\u4e13\u804cSEO\u4eba\u5458\u7684\u5c0f\u578bSaaS\u56e2\u961f\u6765\u8bf4\uff0c\u5177\u6709\u660e\u786e\u7684\u4ef7\u503c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ec5\u670915\u7968\u7684\u51b7\u542f\u52a8\u6570\u636e\u8bf4\u660e\u4ea7\u54c1\u5c1a\u672a\u5728\u5e02\u573a\u4e0a\u5f62\u6210\u52bf\u80fd\u3002\u5176\u771f\u6b63\u6311\u6218\u5728\u4e8e\uff1aAI\u751f\u6210\u7684\u6587\u7ae0\u662f\u5426\u80fd\u5728Google\u548cChatGPT\u7684\u7b97\u6cd5\u4e2d\u83b7\u5f97\u5b9e\u8d28\u6027\u6392\u540d\uff1f\u5982\u679c\u8f93\u51fa\u5185\u5bb9\u6d41\u4e8e\u540c\u8d28\u5316\u6216\u6df1\u5ea6\u4e0d\u8db3\uff0c\u81ea\u52a8\u5316\u53cd\u800c\u53ef\u80fd\u5236\u9020\u51fa\u5927\u91cf\u4f4e\u8d28\u91cf\u7684\u201c\u5185\u5bb9\u566a\u97f3\u201d\uff0c\u5e76\u62db\u81f4\u641c\u7d22\u5f15\u64ce\u7684\u60e9\u7f5a\u3002\u6b64\u5916\uff0c\u5b83\u5ba3\u79f0\u7684\u201cAgent\u201d\u80fd\u529b\u9700\u8981\u9a8c\u8bc1\u2014\u2014\u81ea\u52a8\u7814\u7a76\u7ade\u54c1\u548c\u5173\u952e\u8bcd\u542c\u8d77\u6765\u4e0d\u9519\uff0c\u4f46\u82e5\u63a8\u8350\u7684\u7b56\u7565\u53ea\u662f\u57fa\u4e8e\u8868\u5c42\u6570\u636e\u5206\u6790\uff0c\u800c\u6ca1\u6709\u884c\u4e1a\u6d1e\u5bdf\uff0c\u6548\u679c\u5c06\u5927\u6253\u6298\u6263\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u5546\u4e1a\u903b\u8f91\u770b\uff0cInkieAI\u7684\u4ef7\u503c\u5728\u4e8e\u201c\u964d\u672c\u201d\u800c\u975e\u201c\u589e\u6548\u201d\u3002\u5b83\u786e\u5b9e\u80fd\u5e2e\u521b\u59cb\u4eba\u7701\u53bb\u624b\u52a8\u64cd\u4f5c\u7684\u4f53\u529b\u6d3b\uff0c\u4f46SEO\u7684\u6838\u5fc3\u5728\u4e8e\u7b56\u7565\u4e0e\u5185\u5bb9\u8d28\u91cf\uff0c\u8fd9\u4e24\u70b9\u4e0d\u662f\u7b80\u5355\u7684\u81ea\u52a8\u5316\u5c31\u80fd\u66ff\u4ee3\u7684\u3002\u4ea7\u54c1\u82e5\u60f3\u771f\u6b63\u7a81\u56f4\uff0c\u5fc5\u987b\u8bc1\u660e\u5176AI\u751f\u6210\u7684\u5185\u5bb9\u80fd\u5e26\u6765\u53ef\u91cf\u5316\u7684\u6d41\u91cf\u589e\u957f\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u51cf\u5c11\u5199\u535a\u5ba2\u7684\u65f6\u95f4\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u4e00\u4e2a\u9ad8\u7ea7\u7248\u7684\u6587\u672c\u751f\u6210\u5668\uff0c\u4e0e\u4f17\u591a\u540c\u8d28\u5316\u5de5\u5177\u9677\u5165\u4ef7\u683c\u6218\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\">InkieAI<\/span>\n <\/div>\n<div class=\"comment-content\">World’s 1st AI agent for blog SEO. InkieAI is an all-in-one SEO AI agent that saves you time and effort with automated keyword research, SEO articles, and content publishing.<\/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>\n<p>I\u2019m Ray, founder of InkieAI.<\/p>\n<\/p>\n<p>I built InkieAI because most SEO tools still feel like they give you a big dashboard and then leave you to do all the work.<\/p>\n<p>InkieAI is different. It acts more like an AI SEO agent that researches your business, finds competitors, discovers keyword opportunities, and tells you what pages or articles to create first.<\/p>\n<\/p>\n<p>The idea is simple: help small SaaS founders and businesses grow on Google and ChatGPT without needing to become SEO experts.<\/p>\n<p>It is still run by a human, built by a small team, and shaped by real feedback. So I\u2019d love to hear what you think, what feels useful, and what you would improve.<\/p>\n<\/p>\n<p>Thanks for checking it out.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rayrp\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rayrp<\/a> Love the positioning, SEO without needing to be an expert is exactly the gap. Congrats on the launch \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#9<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/KN2WVA7A5SBK4A\" class=\"app-title\">Veenew<\/a><\/p>\n<div class=\"one-liner\">A naked microblogging built on open standards<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">11<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Veenew \u662f\u4e00\u4e2a\u57fa\u4e8e ActivityPub \u5f00\u653e\u534f\u8bae\u3001\u65e0\u5e7f\u544a\u65e0\u7b97\u6cd5\u65e0\u793e\u4ea4\u6307\u6807\u7684\u6781\u7b80\u5fae\u535a\u5ba2\u5e73\u53f0\uff0c\u8ba9\u5199\u4f5c\u8005\u5728\u5b8c\u5168\u9759\u9ed8\u4e14\u53ef\u81ea\u5b9a\u4e49\u7684\u4e2a\u4eba\u7f51\u7ad9\u4e0a\u53d1\u5e03\u5185\u5bb9\uff0c\u65e0\u9700\u62c5\u5fc3\u8bc4\u8bba\u538b\u529b\u548c\u6570\u636e\u5784\u65ad\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\/53ae563f-f82f-4d27-96db-c87cb376866e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f9bf0f9a-4114-4506-8225-c62e9cb7c79f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/98053566-b22b-4488-9cfd-27f4857ad237.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0cd90445-3bad-4e77-ad2b-b646d0c1e9e5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Social Network<\/span><br \/>\n <span class=\"tag\">Social Media<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u53bb\u4e2d\u5fc3\u5316\u5fae\u535a\u5ba2<\/span><br \/>\n <span class=\"tag\">ActivityPub<\/span><br \/>\n <span class=\"tag\">RSS<\/span><br \/>\n <span class=\"tag\">\u65e0\u7b97\u6cd5\u793e\u4ea4<\/span><br \/>\n <span class=\"tag\">\u6781\u7b80\u5199\u4f5c<\/span><br \/>\n <span class=\"tag\">\u4e2a\u4eba\u7f51\u7ad9<\/span><br \/>\n <span class=\"tag\">\u5f00\u653e\u6807\u51c6<\/span><br \/>\n <span class=\"tag\">\u9632\u5206\u5fc3<\/span><br \/>\n <span class=\"tag\">\u53bb\u793e\u4ea4\u5316<\/span><br \/>\n <span class=\"tag\">\u81ea\u6258\u7ba1\u535a\u5ba2<\/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\u754c\u9762\u6781\u7b80\u4e3b\u4e49\u8bbe\u8ba1\uff0c\u540c\u65f6\u5efa\u8bae\u6dfb\u52a0\u7ec6\u5fae\u9897\u7c92\u7eb9\u7406\u80cc\u666f\u4ee5\u63d0\u5347\u89c6\u89c9\u8d28\u611f\u3002\u5f00\u53d1\u8005\u56de\u5e94\u79f0\u6240\u6709\u535a\u5ba2\u9875\u9762\u5747\u5df2\u652f\u6301\u81ea\u5b9a\u4e49\u6837\u5f0f\uff0c\u53ef\u7531\u7528\u6237\u81ea\u884c\u5b9e\u73b0\u8be5\u6548\u679c\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Veenew \u653e\u5f03\u70b9\u8d5e\u3001\u8bc4\u8bba\u3001AI\u3001\u7b97\u6cd5\u63a8\u8350\u7b49\u4e00\u5207\u5f53\u4e0b\u4e3b\u6d41\u7684\u201c\u793e\u4ea4\u52a0\u901f\u5668\u201d\uff0c\u6838\u5fc3\u5356\u70b9\u5176\u5b9e\u662f\u9006\u65f6\u4ee3\u6f6e\u6d41\u7684\u201c\u5f52\u96f6\u611f\u201d\u3002\u5b83\u8d4c\u4e2d\u4e86\u90e8\u5206\u5185\u5bb9\u521b\u4f5c\u8005\u5bf9\u7126\u8651\u6570\u636e\u548c\u865a\u5047\u4e92\u52a8\u7684\u538c\u70e6\u2014\u2014\u4e00\u65e6\u6ca1\u4e86\u70b9\u8d5e\u6570\uff0c\u521b\u4f5c\u53cd\u800c\u56de\u5f52\u5230\u5199\u4f5c\u672c\u8eab\uff1b\u6ca1\u4e86\u8bc4\u8bba\u529f\u80fd\uff0c\u7528\u6237\u65e0\u9700\u7ef4\u62a4\u8bc4\u8bba\u533a\u6c1b\u56f4\u6216\u5904\u7406\u5783\u573e\u4fe1\u606f\u3002\u4f46\u8fd9\u79cd\u6781\u7aef\u51cf\u6cd5\u4e5f\u4f1a\u5e26\u6765\u81f4\u547d\u77ed\u677f\uff1a\u7f3a\u4e4f\u57fa\u7840\u793e\u4ea4\u53cd\u9988\u5bb9\u6613\u4ee4\u666e\u901a\u7528\u6237\u5931\u53bb\u6301\u7eed\u53d1\u5e03\u52a8\u529b\uff0c\u6bd5\u7adf\u591a\u6570\u4eba\u4ecd\u9700\u8f7b\u5ea6\u4e92\u52a8\u83b7\u5f97\u5199\u4f5c\u8282\u594f\u3002Veenew \u4e25\u683c\u8bb2\u4e0d\u662f\u5fae\u535a\u5ba2\u66ff\u4ee3\u54c1\uff0c\u800c\u662f\u201c\u4e2a\u4eba\u7f51\u7ad9\u6a21\u677f+\u53bb\u4e2d\u5fc3\u5316\u534f\u8bae\u201d\u7684\u7b80\u5316\u5b9e\u73b0\uff0c\u66f4\u63a5\u8fd1\u7eaf\u53d1\u5e03\u5de5\u5177\u800c\u975e\u793e\u533a\u3002\u6df1\u5ea6\u4f7f\u7528\u8005\u5927\u6982\u7387\u662f\u5df2\u6709\u56fa\u5b9a\u8bfb\u8005\u7fa4\u6216\u4ec5\u9700\u516c\u5f00\u65e5\u5fd7\u7684\u4eba\uff0c\u800c\u4e60\u60ef\u4e86\u53cc\u5411\u4e92\u52a8\u7684\u793e\u4ea4\u7528\u6237\u4f1a\u89c9\u5f97\u5b83\u662f\u4e00\u5ea7\u5b64\u5c9b\u3002\u52a0\u4e0a 11 \u7968\u7684\u6781\u4f4e\u70ed\u5ea6\uff0c\u5f53\u524d\u4ea7\u54c1\u7684\u5b8c\u6210\u5ea6\u548c\u751f\u6001\u5e7f\u5ea6\u5c1a\u4e0d\u8db3\u4ee5\u5f62\u6210\u7834\u5708\u5a01\u80c1\uff0c\u9002\u5408\u4f5c\u4e3a\u6781\u5ba2\u6216\u53cd\u4e3b\u6d41\u5199\u4f5c\u8005\u7684\u5b9e\u9a8c\u7530\uff0c\u800c\u975e\u5927\u4f17\u5411\u7684\u5fae\u535a\u5ba2\u66ff\u4ee3\u54c1\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\">Veenew<\/span>\n <\/div>\n<div class=\"comment-content\">A simple microblogging platform at its core, but flexible enough for regular blogs, essays, journals, personal website, and everything in between. it is rooted in open standards and the personal-website ethos. Supports ActivityPub and provides RSS on every profile. No ads. No likes. No comments. No AI. No algorithms. Just a simple, uncluttered space to write and share your thoughts and get connected.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The ui is very minimalistic and thats what I like. However I would suggest using a very subtle grainy background image.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jay_gangwar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jay_gangwar<\/a> thank you jay! All blogs support custom styling. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#10<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/NK722MXUHBKXOS\" class=\"app-title\">Niyam AI<\/a><\/p>\n<div class=\"one-liner\">Build Discipline – Get Direction – Attain Consistency.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">11<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Niyam AI\u662f\u4e00\u4e2a\u5185\u5d4c\u4e8eSlack\u7684\u65f6\u95f4\u8ffd\u8e2a\u5de5\u5177\uff0c\u7528\u6237\u901a\u8fc7\u5411\u673a\u5668\u4eba\u53d1\u9001\u81ea\u7136\u8bed\u8a00\u6d88\u606f\uff08\u5982\u201c\u521a\u5f00\u5b8c\u5ba2\u6237\u4f1a\u201d\uff09\u5373\u53ef\u81ea\u52a8\u8bb0\u5f55\u4efb\u52a1\u548c\u8017\u65f6\uff0c\u65e0\u9700\u5207\u6362\u5e94\u7528\u6216\u624b\u52a8\u542f\u52a8\u8ba1\u65f6\u5668\uff0c\u89e3\u51b3\u4e86\u56e2\u961f\u56e0\u4e0a\u4e0b\u6587\u5207\u6362\u800c\u9891\u7e41\u9057\u6f0f\u6216\u865a\u5047\u8bb0\u5f55\u65f6\u95f4\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\/67d1d539-2689-46ee-b4a3-1f4bf0d90a97.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ba58d29f-f44f-4aaf-90b0-018ed8d40cab.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5e1d64cf-9d4a-4be8-add5-cadff2ada198.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2f8adde0-28c1-486e-9e43-8afc08e30cf5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a9f3131d-d3ba-44da-a1e3-db976a1b2df2.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\/5c740d9a-3565-4b5f-938e-0d9ef68c61fd.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/wqL10_g1Guo\"><source src=\"https:\/\/youtu.be\/wqL10_g1Guo\" 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\">SaaS<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Slack\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u65f6\u95f4\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u6548\u7387<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u8bb0\u5f55<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u5904\u7406<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u65e0\u611f\u6253\u5361<\/span><br \/>\n <span class=\"tag\">\u9879\u76ee\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u51cf\u5c11\u6469\u64e6<\/span><br \/>\n <span class=\"tag\">AI\u52a9\u624b<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u521b\u59cb\u4eba\u81ea\u66dd\u65f6\u95f4\u8ddf\u8e2a\u7684\u666e\u904d\u56f0\u5883\u2014\u2014\u5207\u6362\u5e94\u7528\u5373\u5931\u8d25\uff0c\u5185\u90e8\u6d4b\u8bd5\u53d1\u73b0\u6bcf\u4eba\u6bcf\u5468\u635f\u59313-4\u5c0f\u65f6\u672a\u8ffd\u8e2a\u7684\u201c\u771f\u7a7a\u65f6\u95f4\u201d\u3002\u7528\u6237\u521d\u6b65\u53cd\u9988\u79ef\u6781\uff0c\u79f0\u8d5e\u5de5\u5177\u4f53\u9a8c\u81ea\u7136\u5e76\u671f\u5f85\u5b9e\u9645\u4f7f\u7528\u3002\u56de\u5e16\u8005Tarun\uff08\u6784\u5efa\u8005\uff09\u5f3a\u8c03\u8bbe\u8ba1\u76ee\u6807\u662f\u8ba9\u7528\u6237\u201c\u65e0\u9700\u601d\u8003\u201d\uff0c\u4f46\u627f\u8ba4\u9700\u63a5\u53d7\u771f\u5b9e\u56e2\u961f\u4f7f\u7528\u4e2d\u7684\u201c\u9996\u6b21\u5d29\u6e83\u201d\u4ee5\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 Niyam AI\u5207\u4e2d\u4e86\u4e00\u4e2a\u6781\u5176\u771f\u5b9e\u4f46\u88ab\u4f20\u7edf\u5de5\u5177\u5ffd\u89c6\u7684\u75db\u70b9\uff1a\u65f6\u95f4\u8ffd\u8e2a\u7684\u201c\u6700\u540e\u4e00\u7c73\u201d\u969c\u788d\u4ece\u6765\u4e0d\u662f\u6280\u672f\uff0c\u800c\u662f\u884c\u4e3a\u5fc3\u7406\u5b66\u4e0a\u7684\u201c\u5207\u6362\u4ee3\u4ef7\u201d\u3002Toggl\u3001Harvest\u7b49\u5de5\u5177\u529f\u80fd\u6210\u719f\uff0c\u5374\u5f3a\u8feb\u7528\u6237\u5728\u5b8c\u6210\u5de5\u4f5c\u540e\u591a\u505a\u4e00\u4e2a\u201c\u6253\u5f00-\u70b9\u5f00\u59cb-\u586b\u63cf\u8ff0\u201d\u7684\u52a8\u4f5c\u2014\u2014\u8fd9\u6070\u6070\u662f\u4eba\u7c7b\u5927\u8111\u6700\u6297\u62d2\u7684\u201c\u9e21\u808b\u6b65\u9aa4\u201d\u3002Niyam\u5de7\u5999\u5730\u5c06\u52a8\u4f5c\u5d4c\u5165Slack\u8fd9\u4e2a\u9ad8\u7c98\u6027\u65e5\u5e38\u73af\u5883\uff0c\u672c\u8d28\u662f\u780d\u6389\u4e86\u65f6\u95f4\u8ffd\u8e2a\u7684\u201c\u89e6\u53d1\u6210\u672c\u201d\uff0c\u8ba9\u8bb0\u5f55\u884c\u4e3a\u4e0e\u5373\u65f6\u6d88\u606f\u7684\u9ad8\u5ea6\u4e00\u81f4\u6027\u5b8c\u7f8e\u8026\u5408\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u5546\u4e1a\u903b\u8f91\u770b\uff0c\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u201c\u66f4\u51c6\u786e\u7684\u5de5\u65f6\u62a5\u8868\u201d\uff0c\u800c\u662f\u4e3a\u4f01\u4e1a\u63d0\u4f9b\u4e86\u4e00\u79cd\u8fd1\u4e4e\u96f6\u611f\u77e5\u7684\u201c\u6ce8\u610f\u529b\u6b8b\u7559\u6570\u636e\u201d\u6355\u83b7\u624b\u6bb5\u3002\u5185\u90e8\u6d4b\u8bd5\u53d1\u73b0\u7684\u6bcf\u54683-4\u5c0f\u65f6\u7a7a\u767d\u65f6\u6bb5\uff0c\u5f88\u53ef\u80fd\u5c31\u662f\u4f01\u4e1a\u9690\u6027\u6d6a\u8d39\u6700\u96c6\u4e2d\u7684\u533a\u57df\u3002\u4e0d\u8fc7\uff0c\u98ce\u9669\u540c\u6837\u660e\u663e\uff1a\u4f9d\u8d56Slack\u5373\u662f\u53cc\u5203\u5251\u2014\u2014\u4e00\u65e6\u56e2\u961f\u672a\u5f62\u6210Slack\u6c9f\u901a\u4e60\u60ef\uff0c\u6216\u6d88\u606f\u6d41\u672c\u8eab\u6df7\u4e71\uff0cNiyam\u7684\u201c\u65e0\u611f\u201d\u53ef\u80fd\u6ca6\u4e3a\u201c\u7f3a\u5931\u201d\u3002\u53e6\u5916\uff0c\u5f53\u524d\u4ec5\u5904\u7406\u201c\u4e8b\u540e\u63cf\u8ff0\u201d\u800c\u975e\u201c\u5b9e\u65f6\u9884\u6ce8\u518c\u201d\uff0c\u5bf9\u9700\u8981\u4e25\u683c\u4e8b\u524d\u5ba1\u6279\u6216\u9879\u76ee\u7ea7\u9884\u7b97\u63a7\u5236\u7684\u5927\u578b\u7ec4\u7ec7\u6765\u8bf4\uff0c\u5408\u89c4\u6027\u4ecd\u5b58\u7591\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6574\u4f53\u6765\u770b\uff0c\u8fd9\u662f\u4e00\u4e2a\u201c\u5de5\u5177\u51cf\u6cd5\u201d\u7684\u4f18\u79c0\u8303\u4f8b\uff0c\u4f46\u80fd\u5426\u8df3\u51fa\u201c\u5c0f\u800c\u7f8e\u201d\u7684\u9677\u9631\uff0c\u53d6\u51b3\u4e8e\u5176\u540e\u7eed\u80fd\u5426\u4ece\u201c\u8bb0\u5f55\u5458\u201d\u5347\u7ea7\u4e3a\u201c\u8282\u594f\u8bbe\u8ba1\u5e08\u201d\u2014\u2014\u6bd4\u5982\u901a\u8fc7\u6570\u636e\u81ea\u52a8\u53d1\u73b0\u56e2\u961f\u6700\u4f73\u4e13\u6ce8\u65f6\u6bb5\uff0c\u6216\u4e3b\u52a8\u63d0\u793a\u4efb\u52a1\u95f4\u8fc7\u5ea6\u5207\u6362\u7684\u635f\u8017\u3002\u5982\u679c\u6b62\u6b65\u4e8e\u201c\u7ed9\u4f60\u7684Slack\u52a0\u4e2a\u8ba1\u65f6\u5668\u201d\uff0c\u90a3\u5b83\u7ec8\u7a76\u53ea\u662fToggl\u7684\u7b80\u6613\u76ae\u80a4\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\">Niyam AI<\/span>\n <\/div>\n<div class=\"comment-content\">Niyam AI is a Slack-based time tracking tool that helps teams build and follow schedules without any friction. People don\u2019t log time accurately. They either forget, batch hours at end of day, or have to switch into a separate tool (timers, spreadsheets, project software). Niyam AI lives inside Slack. You message it like you normally would \u2014 describe what you\u2019re working on \u2014 and it automatically extracts the task and time spent. No forms, no timers, no context switching.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey PH \ud83d\udc4b<\/p>\n<p>The honest origin story: we were so bad at time tracking that we tried literally everything. Toggl, Harvest, built-in timers in project tools. All of them had the same problem \u2014 the moment you had to open a separate app and start a timer, you just\u2026 didn’t. Or you did it at 6pm for the whole day from memory, which is basically fiction.<\/p>\n<p>The thing we realized is the friction isn’t laziness. It’s context switching. You’re deep in something, you finish, and the last thing you want to do is go log it somewhere.<\/p>\n<p>So with Niyam, you just message the bot in Slack when you’re done with something. That’s it. “Just wrapped the client call” or “done with code review, took about 45 mins” \u2014 the bot pulls out the task and the time and logs it. You’re already on Slack. It’s two seconds.<\/p>\n<p>When we ran it internally, we found 3\u20134 hours of untracked idle time every week per person \u2014 the gaps between meetings that disappear into thin air. That’s not small. That’s half a workday.<\/p>\n<p>Curious if anyone else has solved the “I’ll log it later” trap \u2014 and what actually worked. Always down to talk \ud83d\ude4f<\/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>Hey \ud83d\udc4b Tarun here \u2014 I built the product.<\/p>\n<p>Not used to writing these so I’ll keep it simple.<\/p>\n<p>When Manoj first explained the idea, it genuinely seemed like the most obvious thing nobody had done yet. Time tracking that lives where your team already talks. No new tool to open. No habit to form. Just Slack.<\/p>\n<p>That clarity made it easier to build. When you know exactly what you’re solving for, the technical decisions almost make themselves.<\/p>\n<p>The part I’m most proud of is how little the user has to think. You describe what you did in plain language \u2014 the way you’d tell a colleague \u2014 and the bot handles the rest. Getting that to feel natural took a lot of iteration, but I think we got there.<\/p>\n<p>Excited to see how real teams use it and what breaks first. That’s honestly where the interesting work begins.<\/p>\n<p>If you have technical questions or feedback, happy to answer anything here \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on your launch! It’s actually an amazing tool.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@daniel_nwankwo thank you for the appreciation, let me know if you have any feedback while you use it<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/ZDHYIVR3ELNK5M\" class=\"app-title\">Boyfriendtv Video Downloader<\/a><\/p>\n<div class=\"one-liner\">Save Boyfriendtv videos offline<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">11<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Boyfriendtv Video Downloader \u662f\u4e00\u4e2a\u6d4f\u89c8\u5668\u6269\u5c55\uff0c\u80fd\u5728\u7528\u6237\u6d4f\u89c8\u76f8\u5173\u89c6\u9891\u9875\u9762\u65f6\u81ea\u52a8\u8bc6\u522b\u5e76\u63d0\u4f9b\u4e00\u952e\u4e0b\u8f7d\u4e3aMP4\u7684\u529f\u80fd\uff0c\u89e3\u51b3\u4e86\u5728\u65e0\u901a\u7528\u4e0b\u8f7d\u7ad9\u6216\u989d\u5916\u8f6f\u4ef6\u7684\u60c5\u51b5\u4e0b\u79bb\u7ebf\u4fdd\u5b58\u89c6\u9891\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 single-item\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/66e07760-da2f-4e01-98ac-bd713144032f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">GitHub<\/span><br \/>\n <span class=\"tag\">YouTube<\/span><br \/>\n <span class=\"tag\">Photo & Video<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u89c6\u9891\u4e0b\u8f7d\u5668<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u6269\u5c55<\/span><br \/>\n <span class=\"tag\">MP4\u4e0b\u8f7d<\/span><br \/>\n <span class=\"tag\">\u79bb\u7ebf\u89c2\u770b<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4fdd\u62a4<\/span><br \/>\n <span class=\"tag\">\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u4fdd\u5b58<\/span><br \/>\n <span class=\"tag\">\u89c6\u9891\u6d41.<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u6d4f\u89c8\u5668\u5de5\u4f5c\u6d41\u5728\u9690\u79c1\u548c\u6613\u7528\u6027\u4e0a\u7684\u4f18\u52bf\uff0c\u5efa\u8bae\u589e\u52a0\u6279\u91cf\u4e0b\u8f7d\u3001\u6e05\u6670\u683c\u5f0f\u9009\u9879\u3001\u6587\u4ef6\u540d\u6e05\u7406\u53ca\u9690\u79c1\u6a21\u5f0f\uff1b\u671f\u5f85\u660e\u786e\u652f\u6301\u7ad9\u70b9\u548c\u4f7f\u7528\u9650\u5236\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n \u8fd9\u4e2a\u4ea7\u54c1\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u6781\u5176\u5782\u76f4\u7684\u201c\u89c6\u9891\u7f13\u5b58\u5de5\u5177\u201d\uff0c\u5b83\u7684\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u6280\u672f\u58c1\u5792\uff08\u8bc6\u522b\u9875\u9762\u5e76\u4e0b\u8f7dMP4\u662f\u6210\u719f\u65b9\u6848\uff09\uff0c\u800c\u5728\u4e8e\u7cbe\u51c6\u5207\u5165\u4e86\u7279\u5b9a\u5185\u5bb9\u53d7\u4f17\u7684\u201c\u4f4e\u6210\u672c\u65e0\u75d5\u4fdd\u5b58\u201d\u9700\u6c42\u300211\u7968\u7684\u51b7\u542f\u52a8\u70ed\u5ea6\u4e5f\u8bf4\u660e\u5b83\u5e76\u975e\u5927\u4f17\u7206\u6b3e\uff0c\u800c\u662f\u670d\u52a1\u4e8e\u5c0f\u4f17\u521a\u9700\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f18\u70b9\u662f\u4ea7\u54c1\u5f62\u6001\u5e72\u51c0\uff1a\u76f8\u6bd4\u9700\u8981\u8df3\u8f6c\u7b2c\u4e09\u65b9\u7f51\u7ad9\u6216\u5b89\u88c5\u72ec\u7acb\u8f6f\u4ef6\uff0c\u6d4f\u89c8\u5668\u6269\u5c55\u7684\u878d\u5408\u5ea6\u786e\u5b9e\u66f4\u9ad8\uff0c\u5c24\u5176\u5728\u9690\u79c1\u5c42\u9762\u907f\u514d\u4e86\u6d41\u91cf\u7ecf\u8fc7\u672a\u77e5\u670d\u52a1\u5668\u3002\u4f46\u7f3a\u70b9\u540c\u6837\u660e\u663e\u2014\u2014\u4ea7\u54c1\u540d\u76f4\u63a5\u7ed1\u5b9a\u4e00\u4e2a\u7279\u5b9a\u5e73\u53f0\uff08Boyfriendtv\uff09\uff0c\u610f\u5473\u7740\u5176\u7528\u6237\u5929\u82b1\u677f\u6781\u4f4e\uff0c\u4e14\u5b8c\u5168\u4f9d\u8d56\u8be5\u5e73\u53f0\u9875\u9762\u7ed3\u6784\u7684\u7a33\u5b9a\u6027\uff0c\u4e00\u65e6\u5bf9\u65b9\u6539\u7248\u6216\u52a0\u5f3a\u53cd\u722c\uff0c\u6269\u5c55\u5373\u523b\u5931\u6548\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u6279\u91cf\u4e0b\u8f7d\u201d\u548c\u201c\u683c\u5f0f\u9009\u9879\u201d\u7684\u5efa\u8bae\uff0c\u5b9e\u9645\u4e0a\u66b4\u9732\u4e86\u5176\u529f\u80fd\u7684\u5355\u4e00\u6027\uff1a\u76ee\u524d\u7684\u7248\u672c\u53ea\u63d0\u4f9b\u4e86\u6700\u57fa\u7840\u7684\u201c\u662f\u5426\u4e0b\u8f7d\u201d\u7684\u4e8c\u5143\u9009\u62e9\uff0c\u7f3a\u4e4f\u5bf9\u7801\u7387\u3001\u5206\u8fa8\u7387\u3001\u6587\u4ef6\u547d\u540d\u7684\u63a7\u5236\uff0c\u8fd9\u5728\u5bf9\u6536\u85cf\u8d28\u91cf\u6709\u8981\u6c42\u7684\u7528\u6237\u9762\u524d\u4f1a\u5f88\u5feb\u88ab\u5f03\u7528\u3002\n <\/p>\n<p class=\"ai-content\">\n \u53e6\u5916\uff0c\u8bc4\u8bba\u63d0\u5230\u201c\u9690\u79c1\u6a21\u5f0f\u201d\u503c\u5f97\u73a9\u5473\u2014\u2014\u8fd9\u6697\u793a\u4e86\u4ea7\u54c1\u53ef\u80fd\u9ed8\u8ba4\u8bb0\u5f55\u4e0b\u8f7d\u5386\u53f2\uff0c\u800c\u8fd9\u5728\u9762\u5411\u6210\u4eba\u5185\u5bb9\u4e0b\u8f7d\u573a\u666f\u65f6\u5c24\u5176\u654f\u611f\u3002\u5f00\u53d1\u8005\u5982\u679c\u80fd\u5feb\u901f\u843d\u5730\u201c\u9690\u79c1\u4f18\u5148\u201d\u7684\u914d\u7f6e\u9879\uff0c\u5e76\u589e\u52a0\u5bf9\u66f4\u591a\u5c0f\u4f17\u89c6\u9891\u7ad9\u7684\u652f\u6301\uff08\u7c7b\u4f3c\u4ece\u5355\u4e00\u7279\u5316\u8f6c\u5411\u8f7b\u91cf\u7248Downie\u7684\u601d\u8def\uff09\uff0c\u6216\u8bb8\u80fd\u4ece\u201c\u6d4f\u89c8\u5668\u5c0f\u63d2\u4ef6\u201d\u8fdb\u5316\u4e3a\u201c\u9690\u79c1\u4e0b\u8f7d\u5de5\u5177\u96c6\u201d\u3002\u5426\u5219\uff0c\u5b83\u53ea\u80fd\u662f\u4e00\u4e2a\u65e0\u751a\u62a4\u57ce\u6cb3\u7684\u4e34\u65f6\u4fbf\u6377\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\">Boyfriendtv Video Downloader<\/span>\n <\/div>\n<div class=\"comment-content\">Boyfriendtv Video Downloader is a browser extension that detects supported Boyfriendtv pages, adds simple download controls, and saves videos as MP4 files for offline viewing. It is built for users who want reliable browser-based saving without generic downloader sites, manual stream extraction, or extra desktop software.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \u2014 we built Boyfriendtv Video Downloader to make saving Boyfriendtv videos easier from the browser. It detects supported pages, exposes download controls, and saves MP4 files for offline viewing without forcing users through generic downloader sites or manual stream extraction. Would love feedback on the workflow and which sites\/formats we should improve next.<\/div>\n<div class=\"comment-actions\">\n<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\/@devinschumacher\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@devinschumacher<\/a> The browser-based workflow makes sense here. Avoiding generic downloader sites is a real advantage, especially for privacy and ease of use.<\/p>\n<p>For improvements, I\u2019d look at batch downloads, clearer format\/quality options, filename cleanup, and a privacy-first mode that avoids storing history locally. It would also be useful to make supported sites and usage limits very clear so users know exactly what works and what doesn\u2019t.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#12<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/FONVXR54JQSYNI\" class=\"app-title\">SnapZoom – AI Auto-Zoom on Click<\/a><\/p>\n<div class=\"one-liner\">AI auto-zoom screen recorder for Chrome. No editing.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">10<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>SnapZoom \u662f\u4e00\u6b3e Chrome \u5c4f\u5e55\u5f55\u5236\u6269\u5c55\uff0c\u80fd\u5728\u5f55\u5236\u65f6\u901a\u8fc7 AI \u81ea\u52a8\u68c0\u6d4b\u9f20\u6807\u70b9\u51fb\u5e76\u751f\u6210\u7535\u5f71\u7ea7\u63a8\u62c9\u7f29\u653e\u52a8\u6548\uff0c\u65e0\u9700\u540e\u671f\u526a\u8f91\uff0c\u6781\u5927\u7f29\u77ed\u4ea7\u54c1\u6f14\u793a\u548c\u6559\u7a0b\u89c6\u9891\u7684\u5236\u4f5c\u65f6\u95f4\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\/206a2863-90c6-4a4a-bacf-08204cf60083.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/32a51c33-fde1-4201-9288-6edd3ffbce89.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3733be21-24e5-444d-b9b9-a04742fc0db7.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\/cd1021cc-6dbc-40fe-a538-81fb82c0d063.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\/327757be-f9a7-4fcf-b91a-5449685a08e1.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\">Chrome Extensions<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Chrome\u6269\u5c55<\/span><br \/>\n <span class=\"tag\">\u5c4f\u5e55\u5f55\u5236<\/span><br \/>\n <span class=\"tag\">AI\u81ea\u52a8\u7f29\u653e<\/span><br \/>\n <span class=\"tag\">\u89c6\u9891\u526a\u8f91<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u6f14\u793a<\/span><br \/>\n <span class=\"tag\">\u6559\u7a0b\u5236\u4f5c<\/span><br \/>\n <span class=\"tag\">\u5c40\u90e8\u9690\u79c1<\/span><br \/>\n <span class=\"tag\">\u89c6\u9891\u5bfc\u51fa<\/span><br \/>\n <span class=\"tag\">\u7f51\u7edc\u6444\u50cf\u5934\u53e0\u52a0<\/span><br \/>\n <span class=\"tag\">Loom\u66ff\u4ee3<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u5f00\u53d1\u8005 Nagaraj \u5766\u8bda\u56de\u5e94\u4e86\u6210\u672c\u4e0e\u5f00\u6e90\u95ee\u9898\uff0c\u8868\u793a\u81ea\u5df1\u627f\u62c5 AI \u8d39\u7528\u4e14\u6682\u65f6\u672a\u5f00\u6e90\u3002\u7528\u6237\u4e3b\u8981\u7ed9\u51fa\u4e86\u79ef\u6781\u53cd\u9988\uff0c\u79f0\u8d5e\u5176\u8f7b\u91cf\u6613\u7528\uff0c\u4f46\u5c1a\u672a\u63d0\u51fa\u5177\u4f53\u7684\u529f\u80fd\u7f3a\u9677\u6216\u6539\u8fdb\u5efa\u8bae\uff0c\u6574\u4f53\u5904\u4e8e\u65e9\u671f\u9a8c\u8bc1\u9636\u6bb5\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n SnapZoom \u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u88ab\u5ffd\u89c6\u5374\u9ad8\u9891\u7684\u521b\u4f5c\u75db\u70b9\u2014\u2014\u5c4f\u5e55\u5f55\u5236\u540e\u7684\u7f29\u653e\u52a8\u6548\u526a\u8f91\u3002\u5bf9\u4e8e\u5236\u4f5c\u4ea7\u54c1 Demo\u3001\u8f6f\u4ef6\u6559\u7a0b\u7684\u7528\u6237\u800c\u8a00\uff0c\u624b\u52a8\u8c03\u8282\u5173\u952e\u5e27\u662f\u8017\u65f6\u4e14\u91cd\u590d\u7684\u4f53\u529b\u6d3b\uff0cSnapZoom \u7528\u201c\u70b9\u51fb\u5373\u81ea\u52a8 zoom\u201d\u7684 AI \u903b\u8f91\uff0c\u628a\u5de5\u4f5c\u6548\u7387\u4ece 90 \u5206\u949f\u538b\u7f29\u5230\u8fd1\u4e4e\u5b9e\u65f6\uff0c\u8fd9\u786e\u5b9e\u662f Loom\u3001Screencastify \u7b49\u7ade\u54c1\u672a\u89e3\u51b3\u7684\u6df1\u5c42\u9700\u6c42\u3002\u5176\u5b9a\u4ef7\u7b56\u7565\u4e5f\u9887\u4e3a\u9ad8\u660e\uff1a\u514d\u8d39\u65e0\u9650\u5236\u4f7f\u7528\u57fa\u7840\u529f\u80fd\u5f15\u6d41\uff0c\u518d\u4ee5 $9.99 \u7684\u7ec8\u8eab\u4f4e\u4ef7\u5feb\u901f\u5708\u5b9a\u65e9\u671f\u7528\u6237\uff0c\u95e8\u69db\u6781\u4f4e\uff0c\u8f6c\u5316\u8def\u5f84\u6e05\u6670\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u76ee\u524d\u5b58\u5728\u51e0\u4e2a\u9690\u5fe7\uff1a\u7b2c\u4e00\uff0c\u201cAI\u201d \u4ec5\u57fa\u4e8e\u70b9\u51fb\u4f4d\u7f6e\u89e6\u53d1\u9884\u8bbe\u7f29\u653e\uff0c\u800c\u975e\u771f\u6b63\u7406\u89e3\u753b\u9762\u5185\u5bb9\u7684\u8bed\u4e49\u7ea7\u667a\u80fd\uff0c\u6280\u672f\u58c1\u5792\u4e0d\u9ad8\uff0c\u5927\u5382\u6216\u73b0\u6709\u7ade\u54c1\u5f88\u5bb9\u6613\u8ddf\u8fdb\u590d\u5236\uff1b\u7b2c\u4e8c\uff0c\u4f5c\u4e3a Chrome \u6269\u5c55\uff0c\u6027\u80fd\u6d88\u8017\uff08\u5c24\u5176\u662f\u9ad8\u6e05\u5f55\u5236+\u5b9e\u65f6\u7f29\u653e\u6e32\u67d3\uff09\u5bf9\u4f4e\u914d\u673a\u5668\u7684\u538b\u529b\u672a\u8bf4\u660e\uff0c\u82e5\u5361\u987f\u4f53\u9a8c\u4f1a\u76f4\u63a5\u529d\u9000\u7528\u6237\uff1b\u7b2c\u4e09\uff0c\u5f00\u53d1\u8005\u4e00\u4eba\u7ef4\u62a4\uff0c\u4e00\u65e6\u7528\u6237\u91cf\u589e\u957f\uff0cAI \u8c03\u7528\u6210\u672c\uff08\u5373\u4fbf\u4ed6\u58f0\u79f0\u81ea\u884c\u627f\u62c5\uff09\u4e0e\u6280\u672f\u652f\u6301\u538b\u529b\u5c06\u8fc5\u901f\u5806\u79ef\uff0c\u957f\u671f\u53ef\u6301\u7eed\u6027\u5b58\u7591\u3002SnapZoom \u7684\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u663e\u8457\u7f29\u77ed\u201c\u540e\u671f\u7f16\u8f91\u201d\u8fd9\u4e00\u4e2d\u95f4\u73af\u8282\uff0c\u800c\u975e\u98a0\u8986\u5f55\u5236\u672c\u8eab\u3002\u5b83\u9002\u5408\u4f5c\u4e3a\u521b\u4f5c\u8005\u7684\u6548\u7387\u5de5\u5177\uff0c\u4f46\u80fd\u5426\u6210\u4e3a\u4e00\u6b3e\u72ec\u7acb\u7684\u4ea7\u54c1\uff0c\u53d6\u51b3\u4e8e\u540e\u7eed\u80fd\u5426\u6784\u5efa\u51fa\u5904\u7406\u591a\u70b9\u51fb\u5e8f\u5217\u5e27\u3001\u81ea\u5b9a\u4e49\u7f13\u52a8\u66f2\u7ebf\u3001\u4ee5\u53ca\u56e2\u961f\u534f\u4f5c\u7b49\u66f4\u6df1\u7684\u7f16\u8f91\u80fd\u529b\uff0c\u5426\u5219\u6781\u6613\u6ca6\u4e3a \u201c\u4e00\u4e2a\u6709\u7528\u7684\u529f\u80fd\u201d\uff0c\u800c\u975e \u201c\u4e00\u4e2a\u4f1f\u5927\u7684\u4ea7\u54c1\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\">SnapZoom – AI Auto-Zoom on Click<\/span>\n <\/div>\n<div class=\"comment-content\">Free Chrome screen recorder with AI cinematic auto-zoom on every click. 12x faster exports, pro webcam overlays, local privacy. Best Loom & Screencastify alternative for product demos & tutorials.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Nagaraj<\/p>\n<\/p>\n<p>This is genuinely amazing. Since this is an extension I suppose it’s quite lightweight(isn’t it?).<\/p>\n<\/p>\n<p>One question though how do you handle the ai costs when you don’t charge users and is this open source?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jay_gangwar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jay_gangwar<\/a> Thanks man! Yeah i handle it. I wont charge any ai costs. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\ud83d\udc4b Hey Product Hunt!<\/p>\n<p>I’m Nagaraj, the solo developer behind SnapZoom.<\/p>\n<p>I built it because I was tired of spending 90 minutes manually editing zoom keyframes for a 4-minute screen recording. I wanted something that could automatically create smooth zoom effects without the usual editing workflow.<\/p>\n<p><strong>\ud83c\udfaf AI Auto-Zoom<\/strong><\/p>\n<p>\u2714\ufe0f Detects clicks automatically<\/p>\n<p>\u2714\ufe0f Applies smooth cinematic zoom effects in real time<\/p>\n<p>\u2714\ufe0f No manual keyframing required<\/p>\n<p><strong>\u26a1 12x Faster Export Engine<\/strong><\/p>\n<p>\u2714\ufe0f Export 4K videos in seconds<\/p>\n<p>\u2714\ufe0f No re-exports<\/p>\n<p>\u2714\ufe0f No bitrate tweaking<\/p>\n<p><strong>\ud83c\udfa5 Pro Webcam Overlay<\/strong><\/p>\n<p>\u2714\ufe0f Circular facecam overlay<\/p>\n<p>\u2714\ufe0f 4 placement options (Top Left, Top Right, Bottom Left, Bottom Right)<\/p>\n<p>\u2714\ufe0f Hybrid-Sync technology keeps audio and video perfectly aligned<\/p>\n<p><strong>\ud83c\udfa8 37+ Studio Backgrounds<\/strong><\/p>\n<p>\u2714\ufe0f Professional gradients and studio-style scenes<\/p>\n<p>\u2714\ufe0f Instantly improve the look of recordings<\/p>\n<p><strong>\u2702\ufe0f Built-in Editing<\/strong><\/p>\n<p>\u2714\ufe0f Trim recordings<\/p>\n<p>\u2714\ufe0f Crop videos<\/p>\n<p>\u2714\ufe0f Export without opening another editor<\/p>\n<p><strong>\ud83d\udd0d Custom Zoom Controls<\/strong><\/p>\n<p>\u2714\ufe0f Zoom intensity from 1x to 4x<\/p>\n<p>\u2714\ufe0f Disable Auto-Zoom anytime for full manual control<\/p>\n<p><strong>\ud83d\udcf1 1-Click Vertical Export<\/strong><\/p>\n<p>\u2714\ufe0f Export directly to 9:16 format<\/p>\n<p>\u2714\ufe0f Perfect for Shorts, Reels, and TikTok<\/p>\n<p><strong>\ud83d\udd12 Privacy First<\/strong><\/p>\n<p>\u2714\ufe0f No account required<\/p>\n<p>\u2714\ufe0f No watermark<\/p>\n<p>\u2714\ufe0f No cloud uploads<\/p>\n<p>\u2714\ufe0f Everything runs locally on your machine<\/p>\n<p><strong>\ud83d\udcbb Cross-Platform<\/strong><\/p>\n<p>\u2714\ufe0f Works on Windows and Linux<\/p>\n<p>\u2714\ufe0f Not limited to Mac users<\/p>\n<p><strong>\ud83d\udcb0 Pricing<\/strong><\/p>\n<p><strong>\ud83c\udd93 Free tier<\/strong><\/p>\n<p>\u2714\ufe0f Fully functional<\/p>\n<p>\u2714\ufe0f No watermark<\/p>\n<p>\u2714\ufe0f No signup required<\/p>\n<p><strong>\ud83d\ude80 Lifetime Access<\/strong><\/p>\n<p>\u2714\ufe0f $9.99 today<\/p>\n<p>\u2714\ufe0f Started at $4.99<\/p>\n<p>\u2714\ufe0f Will increase to $29 in the next version<\/p>\n<p>\u2714\ufe0f Only 5 spots remaining at the current price<\/p>\n<p><strong>\ud83d\udd17 Links<\/strong><\/p>\n<p>\ud83d\udc49 Install Free: <a href=\"https:\/\/chrome.google.com\/webstore\/detail\/aeiohbccmejpdkllfhkagjhomblbdekj\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Chrome Web Store<\/a><\/p>\n<p>\ud83c\udf10 Landing Page & Demo: <a href=\"https:\/\/snapzoom.pro\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/snapzoom.pro<\/a><\/p>\n<p><strong>I’d love honest feedback:<\/strong><\/p>\n<p>\u2753 What’s missing?<\/p>\n<p>\u2753 What’s confusing?<\/p>\n<p>\u2753 What feature would make you use SnapZoom every day?<\/p>\n<p>I’ll be here all day answering questions and collecting feedback. Thanks for checking it out! \u2764\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/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\/D6OCPP6EHKDYIZ\" class=\"app-title\">Outbound Rewriter that gets replies<\/a><\/p>\n<div class=\"one-liner\">Paste your pitch, get 5 scored variants + follow-up cadence<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">10<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Outbound Rewriter\u662f\u4e00\u6b3e\u9488\u5bf9\u9500\u552e\u548c\u5546\u52a1\u62d3\u5c55\u4eba\u5458\u7684AI\u5916\u8054\u6d88\u606f\u91cd\u5199\u5de5\u5177\uff0c\u901a\u8fc7\u81ea\u52a8\u7814\u7a76\u76ee\u6807\u5ba2\u6237\u80cc\u666f\u3001\u8bc6\u522b\u8d2d\u4e70\u4fe1\u53f7\u5e76\u5e94\u7528\u5fc3\u7406\u6846\u67b6\uff0c\u5e2e\u7528\u6237\u89e3\u51b3\u51b7\u542f\u52a8\u90ae\u4ef6\u6a21\u677f\u5316\u3001\u56de\u590d\u7387\u4f4e\u7684\u75db\u70b9\uff0c\u5feb\u901f\u751f\u6210\u4e2a\u6027\u5316\u3001\u9ad8\u56de\u590d\u7387\u7684\u5916\u8054\u6587\u6848\u53ca\u8ddf\u8fdb\u7b56\u7565\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\/db7a2656-70f6-4da2-ab69-518bea71e386.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/90e6b76d-b8f9-4cfe-a789-d529c6f6c10d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d0d8d8d3-8daf-4dc5-bb00-52d240f26cb4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/67f45539-6a13-4593-bedf-533cb33b7ed8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/da083777-32ac-4ef9-addc-2737ecab18f6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/14a60a44-f864-442f-a1be-ddb745db431c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6042f667-fcbc-42f0-9a93-df5bfe2c2b6f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Sales<\/span><br \/>\n <span class=\"tag\">Marketing<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5916\u8054\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u9500\u552e\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u90ae\u4ef6\u91cd\u5199<\/span><br \/>\n <span class=\"tag\">\u51b7\u542f\u52a8<\/span><br \/>\n <span class=\"tag\">\u5ba2\u6237\u7814\u7a76<\/span><br \/>\n <span class=\"tag\">\u5fc3\u7406\u6846\u67b6<\/span><br \/>\n <span class=\"tag\">\u56de\u590d\u7387\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u5408\u89c4\u68c0\u67e5<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u4e2a\u6027\u5316<\/span><br \/>\n <span class=\"tag\">SaaS\u4ea7\u54c1<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u76ee\u524d\u4ec5\u6709\u4e00\u6761\u9ad8\u8d5e\u8bc4\u8bba\uff08\u6765\u81ea\u4ea7\u54c1\u65b9\uff09\uff0c\u6838\u5fc3\u5f3a\u8c03\u81ea\u5df1\u4e0d\u540c\u4e8e\u4f20\u7edfAI\u90ae\u4ef6\u5de5\u5177\uff08\u6a21\u677f\u5316\u50f5\u5c38\u5185\u5bb9\uff09\uff0c\u901a\u8fc7LinkedIn\u81ea\u52a8\u7814\u7a76\u30015\u79cd\u5fc3\u7406\u6846\u67b6\u8bc4\u5206\u3001\u9632\u5ffd\u60a0\u68c0\u67e5\u3001\u58f0\u97f3\u514b\u9686\u7b49\u529f\u80fd\u5b9e\u73b0\u771f\u4eba\u611f\u6d88\u606f\uff0c\u5e76\u547c\u5401\u7528\u6237\u8bd5\u7528\u540e\u53cd\u9988\u3002\u6682\u65e0\u7528\u6237\u771f\u5b9e\u95ee\u9898\u548c\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 \u4ece\u4ea7\u54c1\u5b9a\u4f4d\u770b\uff0cOutbound Rewriter\u7cbe\u51c6\u5207\u4e2d\u4e86\u9500\u552e\u5916\u8054\u573a\u666f\u4e2d\u6700\u75db\u7684\u70b9\u2014\u2014\u6a21\u677f\u5316\u5e26\u6765\u7684\u4f4e\u56de\u590d\u7387\u548c\u65e0\u8111AI\u751f\u6210\u5bfc\u81f4\u7684\u201c\u6b3a\u9a97\u611f\u201d\u3002\u5b83\u6ca1\u6709\u8d70\u201c\u4e00\u952e\u751f\u6210\u4e07\u80fd\u90ae\u4ef6\u201d\u7684\u9a97\u5c40\u8def\u7ebf\uff0c\u800c\u662f\u9009\u62e9\u4e86\u201c\u7814\u7a76+\u6846\u67b6+\u8bc4\u5206+\u8fed\u4ee3\u201d\u7684\u590d\u6742\u4ef7\u503c\u94fe\uff0c\u8fd9\u5728\u9ad8\u9891\u3001\u4f4e\u4fe1\u4efb\u7684B2B\u9500\u552e\u57df\u4e2d\u5177\u5907\u771f\u5b9e\u4ef7\u503c\u3002\n <\/p>\n<p class=\"ai-content\">\n **\u4eae\u70b9\uff1a**\n <\/p>\n<p class=\"ai-content\">\n 1. **Deep Research\u4e0d\u662f\u5671\u5934**\u2014\u2014\u4eceLinkedIn\u722c\u53d6\u5e76\u6784\u5efa\u201c\u8bc1\u636e\u5899\u201d\uff0c\u8ba9AI\u8f93\u51fa\u6709\u4f9d\u636e\u800c\u975e\u7a7a\u6cdb\uff0c\u8fd9\u6bd4\u7edd\u5927\u591a\u6570\u201c\u5582\u7b80\u5386\u51fa\u5957\u8bdd\u201d\u7684\u5de5\u5177\u5f3a\u4e00\u4e2a\u91cf\u7ea7\u3002\n <\/p>\n<p class=\"ai-content\">\n 2. **\u4ece\u7528\u6237\u673a\u5236\u8bbe\u8ba1\u5230\u5fc3\u7406\u5e72\u9884\u95ed\u73af**\uff1a5\u79cd\u6846\u67b6+\u9884\u6d4b\u5206\u6570+\u53cd\u9988\u5f0f\u5199\u4f5c\u6307\u5bfc\uff0c\u8ba9\u5de5\u5177\u4e0d\u53ea\u662f\u201c\u7ed9\u7b54\u6848\u201d\uff0c\u8fd8\u5177\u5907\u201c\u6559\u4eba\u9493\u9c7c\u201d\u7684\u80fd\u529b\uff0c\u8fd9\u5bf9\u4e2d\u5c0f\u9500\u552e\u56e2\u961f\u548c\u72ec\u7acb\u521b\u59cb\u4eba\u66f4\u6709\u957f\u671f\u9ecf\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n 3. **\u5408\u89c4\u4e0e\u53cd\u5783\u573e\u673a\u5236**\u8986\u76d6GDPR\u548cCAN-SPAM\uff0c\u65e2\u907f\u514d\u88ab\u7cfb\u7edf\u5f53\u5783\u573e\uff0c\u4e5f\u964d\u4f4e\u6cd5\u5f8b\u98ce\u9669\u2014\u2014\u8fd9\u5728\u6d77\u5916SaaS\u51b7\u542f\u52a8\u4e2d\u5e38\u88ab\u5ffd\u7565\u3002\n <\/p>\n<p class=\"ai-content\">\n 4. **\u514d\u8d39\u7b56\u7565+\u9644\u4f53AI Engage\u4ea7\u54c1\u77e9\u9635**\uff0c\u672c\u8d28\u662f\u901a\u8fc7\u5355\u70b9\u5de5\u5177\u83b7\u5ba2\uff0c\u5411\u9ad8\u4ef7\u503c\u7cfb\u7edf\u8f6c\u5316\uff0c\u903b\u8f91\u6210\u7acb\u4e14\u89e6\u8fbe\u6210\u672c\u4f4e\u3002\n <\/p>\n<p class=\"ai-content\">\n **\u98ce\u9669\u4e0e\u5c40\u9650\uff1a**\n <\/p>\n<p class=\"ai-content\">\n – \u5f53\u524d\u6295\u7968\u4ec510\u7968\uff0c\u7528\u6237\u53e3\u7891\u4e25\u91cd\u4e0d\u8db3\uff0c\u4ea7\u54c1\u65b9\u81ea\u6211\u201c\u9ec4\u5a46\u5356\u74dc\u201d\u7684\u8bc4\u8bba\u63a9\u76d6\u4e86\u771f\u5b9e\u4f7f\u7528\u53cd\u9988\u3002\u771f\u5b9e\u6d4b\u8bd5\u4e2dLinkedIn\u722c\u53d6\u7684\u5b9e\u65f6\u6027\u548c\u6d77\u5916\u5e73\u53f0\u53cd\u722c\u53d8\u6570\u672a\u66b4\u9732\u3002\n <\/p>\n<p class=\"ai-content\">\n – \u201c\u58f0\u97f3\u514b\u9686+\u5fc3\u7406\u6846\u67b6\u201d\u542c\u8d77\u6765\u9ad8\u7ea7\uff0c\u4f46\u5b9e\u9645\u6548\u679c\u53d6\u51b3\u4e8e\u8bad\u7ec3\u6837\u672c\u8d28\u91cf\u548c\u6a21\u578b\u6cdb\u5316\u80fd\u529b\u2014\u2014\u5982\u679c\u53ea\u80fdre-phrase\u800c\u975e\u771f\u6b63\u57fa\u4e8e\u8bed\u5883\u6539\u5236\uff0c\u56de\u590d\u7387\u63d0\u5347\u53ef\u80fd\u6709\u9650\u3002\n <\/p>\n<p class=\"ai-content\">\n – \u201c\u9632\u5ffd\u60a0\u68c0\u67e5\u201d\u662f\u806a\u660e\uff0c\u4f46\u8fc7\u5ea6\u4f9d\u8d56\u89c4\u5219\u53cd\u800c\u4f1a\u627c\u6740\u5dee\u5f02\u5316\u8868\u8fbe\uff0c\u8ba9\u90ae\u4ef6\u8d8b\u540c\uff08\u53c8\u56de\u5230\u6a21\u677f\u5316\uff09\u3002\n <\/p>\n<p class=\"ai-content\">\n **\u6838\u5fc3\u4ef7\u503c\u5224\u65ad\uff1a**\n <\/p>\n<p class=\"ai-content\">\n \u5b83\u4e0d\u662f\u4e00\u4e2a\u201c\u8ba9AI\u66ff\u4f60\u53d1\u90ae\u4ef6\u201d\u7684\u81ea\u52a8\u5316\u5de5\u5177\uff0c\u800c\u662f**\u4e00\u4e2a\u5177\u5907\u7814\u7a76\u3001\u7b56\u7565\u63d0\u6548\u3001\u5199\u4f5c\u7ea0\u504f\u80fd\u529b\u7684\u9500\u552e\u8f85\u52a9\u5916\u8111**\u3002\u6700\u88ab\u4f4e\u4f30\u7684\u5176\u5b9e\u662f\u201cRegenerate with coaching\u201d\u548c\u201cinline editing\u201d\u529f\u80fd\u2014\u2014\u8ba9AI\u4ece\u66ff\u4ee3\u8005\u53d8\u6210\u6559\u7ec3\uff0c\u8fd9\u5728\u63d0\u5347\u7528\u6237\u957f\u671f\u6280\u80fd\u548c\u5fe0\u8bda\u5ea6\u4e0a\u66f4\u6709\u610f\u4e49\u3002\u5982\u679c\u5b83\u80fd\u771f\u6b63\u8dd1\u901a\u201c\u7814\u7a76+\u98ce\u683c\u4eff\u5199+\u53cd\u9988\u5faa\u73af\u201d\u7684\u6a21\u578b\uff0c\u5e76\u79ef\u7d2f\u8db3\u591f\u591a\u7684\u9ad8\u56de\u590d\u7387\u6848\u4f8b\uff0c\u5b83\u5b8c\u5168\u6709\u673a\u4f1a\u6210\u4e3aSalesforce\/Gong\u751f\u6001\u4e4b\u5916\u7684\u4e00\u5339\u9ed1\u9a6c\u3002\u6bd4\u8d77\u8bf8\u591a\u53ea\u505a\u5957\u58f3\u7684AI Write\u5de5\u5177\uff0c\u5b83\u503c\u5f97\u4e00\u4e2a\u8c28\u614e\u7684\u201c\u503c\u5f97\u4e00\u8bd5\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\">Outbound Rewriter that gets replies<\/span>\n <\/div>\n<div class=\"comment-content\">Outbound Rewriter by KnowledgeNet.ai transforms generic cold outreach into personalized, human-quality messages in seconds. Paste a draft or LinkedIn profile, and AI researches the prospect, identifies buying signals, and rewrites your message using proven psychological frameworks. Includes prospect intelligence, reply-aware messaging, anti-spam language checks, compliance scoring, voice matching, and coaching insights to help sales teams and founders increase response rates<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH \ud83d\udc4b<\/p>\n<p>We built Outbound Rewriter because we were sick of “AI email writers” that do this:<\/p>\n<ol>\n<li>\n<p>Ask you to paste a bio<\/p>\n<\/li>\n<li>\n<p>Spit out a generic paragraph full of “revolutionary” and “game-changing”<\/p>\n<\/li>\n<li>\n<p>Ghost you when it gets zero replies<\/p>\n<\/li>\n<\/ol>\n<p>So we did the opposite.<\/p>\n<\/p>\n<p><strong>Drop in a LinkedIn URL.<\/strong> The tool scrapes the profile, builds an Evidence Wall of talking points (metrics, pain signals, growth indicators), picks from 5 psychological frames, and writes a message that actually sounds like a human sent it.<\/p>\n<p>Not a template. Not a prompt. A researched, angled, scored piece of outbound.<\/p>\n<\/p>\n<h3><strong>What you get:<\/strong><\/h3>\n<\/p>\n<p>\ud83d\udd0d <strong>Automatic prospect research<\/strong> \u2014 no more copy-pasting bios into ChatGPT<br \/>\ud83e\udde0 <strong>5 psychological frames<\/strong> \u2014 Pain Echo, Trigger, KPI Mirror, Social Proof, Curiosity Gap \u2014 scored by predicted reply rate<br \/>\ud83d\udeab <strong>Anti-cringe linter<\/strong> \u2014 real-time buzzword and spam-trigger detection<br \/>\ud83d\udcdd <strong>Reply-state branching<\/strong> \u2014 first touch, follow-up, or “not interested” recovery<br \/>\ud83d\udcca <strong>Reading-level + compliance scoring<\/strong> \u2014 Flesch-Kincaid + GDPR\/CAN-SPAM built in<br \/>\ud83c\udfad <strong>Voice cloning v2<\/strong> \u2014 upload your best writing samples, the AI learns your tone<br \/>\ud83d\udd04 <strong>“Regenerate with coaching”<\/strong> \u2014 annotated rewrites that teach you <em>why<\/em> it works<br \/>\u270f\ufe0f <strong>Inline editing + tone shifts<\/strong> \u2014 tweak any line, shift formal \u2192 punchy in one click<br \/>\ud83d\udc40 <strong>Deferred lead gate<\/strong> \u2014 see a full before\/after preview before you unlock anything. No bait-and-switch.<\/p>\n<\/p>\n<h3><strong>The bigger picture<\/strong><\/h3>\n<p>Outbound Rewriter is <strong>free<\/strong>. And it’s one of the 4 free AI tools we’re releasing:<\/p>\n<\/p>\n<p>We built these so any founder or SDR can sharpen their GTM motion without paying enterprise prices. Use them individually, or connect them into a scalable AI workflow with <strong>AI Engage\u2122<\/strong> \u2014 our full revenue operating system.<\/p>\n<\/p>\n<h3><strong>Try it free<\/strong><\/h3>\n<p>\ud83d\udc49 <a href=\"http:\/\/knowledgenet.ai\/tools\/outbound-rewriter\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">knowledgenet.ai\/tools\/outbound-rewriter<\/a><\/p>\n<\/p>\n<p>I’d love to hear what you think, especially if you’ve tried other AI email tools and felt let down. I’ll be in the comments all day.<\/p>\n<\/p>\n<p>And when you’re ready to move beyond one-off personalization and automate engagement at scale, it’s time to explore AI Engage from <a href=\"http:\/\/KnowledgeNet.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">KnowledgeNet.ai<\/a>. AI Engage handles the entire process hands-free, helping you personalize and manage outreach across large audiences without sacrificing authenticity.<\/p>\n<\/p>\n<p><strong>KnowledgeNet.ai is opening some of its AI tools so you can use them for free and learn. If you like to operate at scale, connecting multiple AI toolkits to create a scalable AI workflow, <\/strong><a href=\"https:\/\/knowledgenet.ai\/book-a-call\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>book a meeting with our experts<\/strong><\/a><strong>.<\/strong><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">#14<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/MGNV4TIAQA2RCZ\" class=\"app-title\">SnapHire<\/a><\/p>\n<div class=\"one-liner\">Show what a CV can’t. \u2b50<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">9<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>SnapHire \u662f\u4e00\u4e2a\u4ee5\u89c6\u9891\u4e3a\u6838\u5fc3\u7684\u804c\u4e1a\u793e\u4ea4\u5e73\u53f0\uff0c\u5e2e\u52a9\u6c42\u804c\u8005\u901a\u8fc7\u9879\u76ee\u3001\u4f5c\u54c1\u548c\u5185\u5bb9\u5c55\u793a\u771f\u5b9e\u80fd\u529b\uff0c\u66ff\u4ee3\u4f20\u7edf\u7b80\u5386\u4f5c\u4e3a\u4e3b\u8981\u7b5b\u9009\u4f9d\u636e\u7684\u573a\u666f\uff0c\u89e3\u51b3\u201c\u7b80\u5386\u65e0\u6cd5\u5c55\u73b0\u771f\u5b9e\u6280\u80fd\u4e0e\u8f6f\u5b9e\u529b\u201d\u7684\u62db\u8058\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\/84891207-3359-48bb-9b42-77cdc13736c9.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/jNbmjCOyRQ4?si=JZU76x_wnITiEhun\"><source src=\"https:\/\/youtu.be\/jNbmjCOyRQ4?si=JZU76x_wnITiEhun\" 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\/b7157f68-363d-495c-b046-b5d8940e92eb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c5510716-ea20-452f-b2cd-ae830c054f6a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8289c4b1-d950-4d5a-904f-6b57326be23e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/181a5ae6-c353-43b7-9306-621f99d63b70.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\">Hiring<\/span><br \/>\n <span class=\"tag\">Crowdfunding<\/span><br \/>\n <span class=\"tag\">Social Networking<\/span><br \/>\n <span class=\"tag\">Community<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u89c6\u9891\u7b80\u5386<\/span><br \/>\n <span class=\"tag\">\u804c\u4e1a\u793e\u4ea4<\/span><br \/>\n <span class=\"tag\">\u6280\u80fd\u5c55\u793a<\/span><br \/>\n <span class=\"tag\">\u4f5c\u54c1\u96c6<\/span><br \/>\n <span class=\"tag\">\u4e2a\u4eba\u54c1\u724c<\/span><br \/>\n <span class=\"tag\">\u62db\u8058\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u4eba\u624d\u53d1\u73b0<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u521b\u4f5c<\/span><br \/>\n <span class=\"tag\">\u804c\u573a\u793e\u533a<\/span><br \/>\n <span class=\"tag\">\u53cd\u4f20\u7edf\u7b80\u5386<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u521b\u59cb\u4eba\u5f3a\u8c03\u5e73\u53f0\u89e3\u51b3\u7b80\u5386\u4f9d\u8d56\u5173\u952e\u8bcd\u7684\u75db\u70b9\uff0c\u7528\u6237\u8bc4\u8bba\u201c\u72ec\u7279\u201d\u5e76\u8be2\u95ee\u662f\u5426\u6709\u804c\u4e1a\u8f85\u5bfc\u529f\u80fd\uff1b\u5b98\u65b9\u56de\u590d\u79f0\u6682\u65e0\u76f4\u63a5\u8f85\u5bfc\uff0c\u4f46\u8ba1\u5212\u4e3a\u6559\u7ec3\u63d0\u4f9b\u5c55\u793a\u548c\u8fde\u63a5\u5de5\u5177\uff0c\u4ee5\u5185\u5bb9\u5e26\u52a8\u6307\u5bfc\u5173\u7cfb\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 SnapHire\u5207\u4e2d\u4e86\u4f20\u7edf\u62db\u8058\u7684\u201c\u6b7b\u7a74\u201d\u2014\u2014\u7b80\u5386\u7684\u51b7\u9177\u4e0e\u4eba\u7c7b\u5b9e\u9645\u5de5\u4f5c\u8868\u73b0\u4e4b\u95f4\u7684\u9e3f\u6c9f\u3002\u89c6\u9891\u4f18\u5148\u7684\u601d\u8def\uff0c\u7406\u8bba\u4e0a\u80fd\u66f4\u771f\u5b9e\u5730\u5448\u73b0\u6c9f\u901a\u80fd\u529b\u3001\u6280\u672f\u843d\u5730\u548c\u9879\u76ee\u601d\u7ef4\uff0c\u800c\u975e\u4f9d\u9760\u5173\u952e\u8bcd\u5806\u780c\u3002\u4e0d\u8fc7\uff0c\u4ec5\u67099\u7968\u7684\u51b7\u542f\u52a8\u72b6\u6001\u4e5f\u66b4\u9732\u4e86\u6b8b\u9177\u73b0\u5b9e\uff1a\u5de5\u5177\u6613\u9020\uff0c\u793e\u533a\u96be\u517b\u3002\u89c6\u9891\u5185\u5bb9\u7684\u521b\u4f5c\u95e8\u69db\u8fdc\u9ad8\u4e8e\u6587\u5b57\u7b80\u5386\uff0c\u7528\u6237\u662f\u5426\u613f\u610f\u6301\u7eed\u6295\u5165\u65f6\u95f4\u5236\u4f5c\u9ad8\u8d28\u91cf\u5185\u5bb9\uff1f\u5e73\u53f0\u82e5\u4e0d\u80fd\u63d0\u4f9b\u521d\u671f\u7206\u6b3e\u6848\u4f8b\u6216\u51b7\u542f\u52a8\u6fc0\u52b1\uff0c\u5f88\u5bb9\u6613\u6ca6\u4e3a\u201c\u9ad8\u8d28\u91cf\u4f46\u65e0\u4eba\u95ee\u6d25\u7684\u5c55\u67dc\u201d\u3002\u6b64\u5916\uff0c\u4ea7\u54c1\u660e\u663e\u6a21\u4eff\u4e86LinkedIn\u5411\u201c\u521b\u4f5c\u8005\u5e73\u53f0\u201d\u8f6c\u578b\u7684\u601d\u8def\uff0c\u4f46\u7f3a\u4e4f\u73b0\u6709\u7528\u6237\u57fa\u6570\u548c\u96c7\u4e3b\u4fa7\u7684\u62db\u8058\u4ed8\u8d39\u610f\u613f\u505a\u652f\u6491\u2014\u2014\u96c7\u4e3b\u4e60\u60ef\u4e86\u5173\u952e\u8bcd\u7b5b\u9009\u7684\u201c\u9ad8\u6548\u5077\u61d2\u201d\uff0c\u89c6\u9891\u6d4f\u89c8\u4e0e\u624b\u52a8\u5224\u65ad\u53cd\u800c\u589e\u52a0\u5176\u65f6\u95f4\u6210\u672c\u3002\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u4e3a\u201c\u975e\u6a21\u677f\u5316\u4eba\u624d\u201d\uff08\u8bbe\u8ba1\u5e08\u3001\u7a0b\u5e8f\u5458\u3001\u9879\u76ee\u7ecf\u7406\u7b49\uff09\u63d0\u4f9b\u4e86\u5dee\u5f02\u5316\u6218\u573a\uff0c\u4f46\u80fd\u5426\u8dd1\u901a\uff0c\u53d6\u51b3\u4e8e\u53cc\u65b9\u80fd\u5426\u5728\u5e73\u53f0\u5185\u5f62\u6210\u5185\u5bb9\u6d88\u8d39\u4e0e\u5339\u914d\u7684\u6b63\u5faa\u73af\uff0c\u800c\u975e\u53d8\u6210\u53c8\u4e00\u4efd\u201c\u5e26\u94fe\u63a5\u7684\u4e2a\u4eba\u7f51\u7ad9\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\">SnapHire<\/span>\n <\/div>\n<div class=\"comment-content\">SnapHire is a video-first career network where people showcase skills, projects, and experience through content, portfolios, and public profiles. Instead of relying solely on traditional CVs, professionals can build reputation, grow their network, and get discovered through what they actually create and share.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \ud83d\udc4b<\/p>\n<p>We’re Kieran and Akash, the co-founders of SnapHire.<\/p>\n<p>We started building SnapHire because we felt traditional professional networking and hiring platforms don’t do a great job of helping people showcase what they’re actually capable of. Most opportunities still depend heavily on CVs, keywords, and credentials, while projects, creativity, communication skills, and real-world work often sit in the background.<\/p>\n<p>SnapHire is our attempt to change that.<\/p>\n<p>We’ve built a video-first career network where people can share projects, create professional content, build portfolios, grow reputation, and be discovered through what they actually do rather than just what’s written on a CV.<\/p>\n<p>The platform is currently live and we’re actively gathering feedback as we continue building.<\/p>\n<p>We’d genuinely love to hear your thoughts:<\/p>\n<p>\u2022 What stands out to you?<br \/>\n\u2022 What would stop you from using a platform like this?<br \/>\n\u2022 What would make it valuable enough to return to regularly?<\/p>\n<p>Thanks for checking us out and supporting early-stage builders \ud83d\ude80<\/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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Okay. This is actually unique. Do you have career coaching on your website.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@daniel_nwankwo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniel_nwankwo<\/a> Great question. We don’t currently offer career coaching directly, but it’s definitely something we’re thinking about from a platform perspective.<\/p>\n<p>Our goal is to give career coaches, mentors, recruiters, and industry professionals tools to build their presence, share advice, showcase expertise, and connect with people who need guidance.<\/p>\n<p>Rather than becoming a coaching service ourselves, we want SnapHire to be a place where professionals can discover coaches, learn from their content, and build meaningful career connections.<\/p>\n<p>We’d love to hear what you’d want to see from a coaching experience on a platform like this. \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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#15<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/BSFVJHLBI4JHNJ\" class=\"app-title\">Sunny Days Ahead<\/a><\/p>\n<div class=\"one-liner\">Find the sunniest places around the world<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">9<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Sunny Days Ahead \u662f\u4e00\u6b3e\u5e2e\u52a9\u65c5\u884c\u8005\u5229\u7528\u767e\u5e74\u5386\u53f2\u6c14\u8c61\u6570\u636e\uff0c\u6309\u6708\u4efd\u7b5b\u9009\u5168\u7403\u9633\u5149\u6700\u5145\u8db3\u76ee\u7684\u5730\u7684\u89c4\u5212\u5de5\u5177\uff0c\u89e3\u51b3\u201c\u4f55\u65f6\u53bb\u4f55\u5730\u5929\u6c14\u6700\u597d\u201d\u7684\u51b3\u7b56\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\/a5469c2b-a2a5-41cd-bf59-437d2b788a95.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\/316c630c-53c2-4f56-88de-1c0398c82def.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\/2d14a5d3-3788-4fca-82fe-7b29471313b6.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\/76fdcda1-40c3-4d35-bddd-b90524e54240.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\">Weather<\/span><br \/>\n <span class=\"tag\">Travel<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u65c5\u884c\u89c4\u5212<\/span><br \/>\n <span class=\"tag\">\u9633\u5149\u5730\u56fe<\/span><br \/>\n <span class=\"tag\">\u6c14\u5019\u6570\u636e<\/span><br \/>\n <span class=\"tag\">\u76ee\u7684\u5730\u63a8\u8350<\/span><br \/>\n <span class=\"tag\">\u5b63\u8282\u6027\u65c5\u884c<\/span><br \/>\n <span class=\"tag\">\u5386\u53f2\u5929\u6c14<\/span><br \/>\n <span class=\"tag\">\u8fdc\u7a0b\u5de5\u4f5c<\/span><br \/>\n <span class=\"tag\">\u79fb\u52a8\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u53ef\u89c6\u5316<\/span><br \/>\n <span class=\"tag\">\u9633\u5149\u8ffd\u9010<\/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\u63d0\u53ca\u8be5\u5de5\u5177\u975e\u5e38\u9002\u5408\u8fdc\u7a0b\u5de5\u4f5c\u8005\u201c\u9009\u4e2a\u6708\u4efd\u3001\u627e\u4e2a\u592a\u9633\u5730\u513f\u5c31\u8d70\u201d\u7684\u573a\u666f\uff0c\u8ba4\u4e3a\u5b83\u8ba9\u65c5\u884c\u89c4\u5212\u53d8\u5f97\u50cf\u201c\u9009\u62e9\u201d\u4e00\u6837\u7b80\u5355\u3002\u5f53\u524d\u65e0\u660e\u663e\u8d1f\u9762\u6279\u8bc4\u6216\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 Sunny Days Ahead \u5207\u4e2d\u4e86\u4e00\u4e2a\u5c0f\u800c\u786e\u5b9a\u7684\u521a\u9700\uff1a\u6446\u8131\u7e41\u7410\u7684\u5929\u6c14\u6570\u636e\u641c\u7d22\uff0c\u76f4\u63a5\u628a\u201c\u9633\u5149\u201d\u548c\u201c\u65f6\u95f4\u201d\u6302\u94a9\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u6570\u636e\u672c\u8eab\u2014\u2014\u767e\u5e74\u6c14\u8c61\u8bb0\u5f55\u5e76\u4e0d\u7f55\u89c1\u2014\u2014\u800c\u5728\u4e8e\u5c06\u6570\u636e\u8f6c\u5316\u4e3a\u201c\u6708\u4efd+\u9633\u5149\u6392\u540d\u201d\u7684\u76f4\u89c9\u5316\u51b3\u7b56\u94fe\u8def\u3002\u5c24\u5176\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u5b83\u7cbe\u51c6\u7784\u51c6\u4e86\u540e\u75ab\u60c5\u65f6\u4ee3\u8fdc\u7a0b\u5de5\u4f5c\u8005\u201c\u968f\u65f6\u968f\u5730\u51fa\u53d1\u201d\u7684\u4f2a\u5962\u4f88\u5fc3\u6001\uff1a\u4e0d\u662f\u6709\u94b1\uff0c\u800c\u662f\u6709\u81ea\u7531\u3002\u8fd9\u79cd\u201c\u8f7b\u89c4\u5212\u3001\u91cd\u4f53\u9a8c\u201d\u7684\u4ef7\u503c\u4e3b\u5f20\uff0c\u8ba9\u5b83\u5728\u4e00\u4f17\u65c5\u884cApp\u4e2d\u663e\u5f97\u806a\u660e\u4e14\u514b\u5236\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u95ee\u9898\u4e5f\u5f88\u660e\u663e\uff1a\u7b2c\u4e00\uff0c9\u7968\u7684\u4ea7\u54c1\u70ed\u5ea6\u8bf4\u660e\u5b83\u5c1a\u672a\u83b7\u5f97\u8db3\u591f\u793e\u533a\u9a8c\u8bc1\uff0c\u5c0f\u4f17\u610f\u5473\u7740\u529f\u80fd\u6df1\u5ea6\u548c\u793e\u533a\u5185\u5bb9\u79ef\u7d2f\u4e0d\u8db3\uff1b\u7b2c\u4e8c\uff0c\u4ec5\u9760\u201c\u9633\u5149\u201d\u4e00\u4e2a\u7ef4\u5ea6\u7b5b\u9009\u76ee\u7684\u5730\u8fc7\u4e8e\u5355\u8584\u2014\u2014\u7528\u6237\u8981\u7684\u4e0d\u662f\u6700\u6652\u7684\u5730\u65b9\uff0c\u800c\u662f\u201c\u9633\u5149+\u6d88\u8d39\u6c34\u5e73+\u7b7e\u8bc1\u96be\u5ea6+\u5f53\u5730\u6d3b\u52a8\u201d\u7684\u7efc\u5408\u5224\u65ad\u3002\u5982\u679c\u6b62\u6b65\u4e8e\u201c\u6c14\u8c61\u7f51\u7ad9\u9ad8\u989c\u503c\u7248\u201d\uff0c\u5b83\u5f88\u5feb\u4f1a\u88abAI\u65c5\u884c\u89c4\u5212\u5de5\u5177\uff08\u5982GuideGeek\u3001Wonderplan\uff09\u78be\u538b\u3002\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\uff0c\u662f\u8ba9\u201cSunlendar\u201d\u53d8\u6210\u7528\u6237\u7684\u884c\u7a0b\u8d77\u70b9\uff0c\u800c\u975e\u7ec8\u70b9\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Sunny Days Ahead<\/span>\n <\/div>\n<div class=\"comment-content\">Sunny Days Ahead helps you discover the sunniest destinations month by month using 100+ years of historical weather data, so you can plan brighter trips with confidence.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt,<br \/>\nI’m Sebastian and today I’m excited to relaunch Sunny Days Ahead with two big upgrades: map integration and a much smoother user experience.<\/p>\n<p>The app started from a personal frustration. Every time I daydreamed about a trip, I’d end up lost in tabs trying to figure out one simple thing: when is actually the best time to go? Climate averages on Wikipedia, scattered travel blogs, and ugly climate charts. <\/p>\n<p>So I built the tool I wished existed.<br \/>\nWhat you’ll find in Sunny Days Ahead:<\/p>\n<p>Beautiful climate diagrams built on over 100 years of historical weather data, so you can see at a glance which month is sunniest at any destination.<\/p>\n<p>A new map view to explore destinations visually.<\/p>\n<p>The Sunlendar a month-by-month guide that surfaces the sunniest places on earth for whenever you’re free to travel.<\/p>\n<p>Whether you’re planning a weekend getaway, chasing endless summer, or just want to find out if October in Lisbon really lives up to the hype: Sunny Days Ahead has you covered.<\/p>\n<p>I built this solo, and I’d genuinely love your feedback. Feature ideas, critiques, all welcome.<\/p>\n<p>Sunny days are ahead!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The dream use case: open laptop, pick a month, find where the sun is – and just go. Post-COVID remote work made this kind of spontaneous travel actually possible for a lot of people, and tools like this make it feel less like planning and more like choosing<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/IMIWKBJV5LJUZY\" class=\"app-title\">Dayli<\/a><\/p>\n<div class=\"one-liner\">Lock your apps until you earn the time.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">8<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Dayli \u901a\u8fc7AI\u9a8c\u8bc1\u7528\u6237\u5b8c\u6210\u8fd0\u52a8\u3001\u9605\u8bfb\u7b49\u73b0\u5b9e\u76ee\u6807\u6765\u8d5a\u53d6\u5c4f\u5e55\u65f6\u95f4\uff0c\u5c06\u5a31\u4e50App\u9501\u5b9a\u76f4\u5230\u7528\u6237\u201c\u6323\u5230\u201d\u4f7f\u7528\u65f6\u95f4\uff0c\u4ece\u6839\u672c\u4e0a\u77eb\u6b63\u624b\u673a\u6c89\u8ff7\u884c\u4e3a\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\/775b1198-f05b-4582-aa85-cf919771fb33.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cecebfaf-c161-4cf2-af09-4131e400b920.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/92b63cf1-9943-4518-a7e3-3cfb2b7be238.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ce128921-ba32-4392-9fad-1af2da1fd5f0.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\/85b7e617-3f1c-42f4-a5bf-c7a38ea09424.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/shorts\/qOCSisttE2E\"><source src=\"https:\/\/www.youtube.com\/shorts\/qOCSisttE2E\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Android<\/span><br \/>\n <span class=\"tag\">Health & Fitness<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5c4f\u5e55\u65f6\u95f4\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u884c\u4e3a\u6539\u53d8<\/span><br \/>\n <span class=\"tag\">AI\u9a8c\u8bc1<\/span><br \/>\n <span class=\"tag\">\u81ea\u63a7\u529b<\/span><br \/>\n <span class=\"tag\">\u624b\u673a\u6210\u763e<\/span><br \/>\n <span class=\"tag\">\u76ee\u6807\u6fc0\u52b1<\/span><br \/>\n <span class=\"tag\">\u65f6\u95f4\u94f6\u884c<\/span><br \/>\n <span class=\"tag\">\u4efb\u52a1\u89e3\u9501<\/span><br \/>\n <span class=\"tag\">\u756a\u8304\u5de5\u4f5c\u6cd5\u66ff\u4ee3<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u521b\u59cb\u4eba\u5206\u4eab\u4e86\u4ece\u9891\u7e41\u5220\u9664\u6548\u7387App\u5230\u81ea\u6211\u884c\u4e3a\u6539\u53d8\u7684\u5386\u7a0b\uff0c\u5f3a\u8c03\u6838\u5fc3\u903b\u8f91\u662f\u201c\u624b\u673a\u53ea\u5728\u4f7f\u7528\u8005\u6323\u5230\u65f6\u95f4\u540e\u624d\u89e3\u9501\u201d\u3002\u76ee\u524d\u6709\u6548\u8bc4\u8bba\u8f83\u5c11\uff0c\u591a\u4e3a\u65b0\u7528\u6237\u542f\u52a8\u4e0e\u63a8\u5e7f\u6d3b\u52a8\uff08\u524d20\u540d\u6295\u7968\u53ef\u83b7Pro\u7801\uff09\uff0c\u5c1a\u672a\u51fa\u73b0\u4ea7\u54c1\u62a5\u9519\u6216\u529f\u80fd\u5efa\u8bae\u7684\u6df1\u5ea6\u8ba8\u8bba\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Dayli\u7684\u5de7\u5999\u4e4b\u5904\u5728\u4e8e\u5b83\u6ca1\u6709\u7ad9\u5728\u4eba\u6027\u7684\u5bf9\u7acb\u9762\u2014\u2014\u4f20\u7edfApp\u5c01\u9501\u5668\u662f\u201c\u8b66\u5bdf\u6293\u5c0f\u5077\u201d\u7684\u6e38\u620f\uff0c\u7528\u6237\u603b\u5728\u5bfb\u627e\u7ed5\u8fc7\u5c01\u9501\u7684\u6f0f\u6d1e\u3002Dayli\u5219\u4e3b\u52a8\u8ba9\u6e21\u63a7\u5236\u6743\uff1a\u7528\u6237\u4e0d\u662f\u88ab\u7981\u6b62\u5237\u6296\u97f3\uff0c\u800c\u662f\u9700\u8981\u201c\u52b3\u52a8\u6362\u81ea\u7531\u201d\u3002\u8fd9\u79cd\u673a\u5236\u5b9e\u8d28\u4e0a\u662f\u5c06\u201c\u610f\u5fd7\u529b\u6d88\u8017\u201d\u8f6c\u5316\u4e3a\u201c\u884c\u4e3a\u5f3a\u5316\u5faa\u73af\u201d\uff0c\u5207\u4e2d\u4e86\u5f53\u4ee3\u4eba\u201c\u660e\u77e5\u9053\u6d6a\u8d39\u65f6\u95f4\uff0c\u5374\u7f3a\u4e4f\u52a8\u529b\u6539\u53d8\u201d\u7684\u6df1\u5c42\u7126\u8651\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u9762\u4e34\u4e24\u91cd\u98ce\u9669\uff1a\u4e00\u662fAI\u9a8c\u8bc1\u7684\u771f\u5b9e\u6027\u95e8\u69db\u3002\u5982\u679c\u9a8c\u8bc1\u4ec5\u4f9d\u8d56\u5355\u5f20\u7167\u7247\uff0c\u7528\u6237\u5b8c\u5168\u53ef\u4ee5\u5728\u8dd1\u6b65\u673a\u4e0a\u6446\u62cd\uff0c\u7cfb\u7edf\u9700\u8981\u66f4\u590d\u6742\u7684\u53cd\u4f5c\u5f0a\u673a\u5236\uff08\u5982GPS\u8f68\u8ff9\u3001\u6b65\u9891\u4f20\u611f\u5668\u878d\u5408\uff09\u3002\u4e8c\u662f\u201c\u73a9\u6cd5\u75b2\u52b3\u201d\u95ee\u9898\u3002\u5f53\u7528\u6237\u53d1\u73b0\u6bcf\u5929\u5fc5\u987b\u5b8c\u6210\u56fa\u5b9a\u4efb\u52a1\u624d\u80fd\u89e3\u9501\u5fae\u4fe1\u65f6\uff0c\u53ef\u80fd\u4f1a\u9000\u56de\u4f20\u7edf\u5c01\u9501\u6a21\u5f0f\u3002Dayli\u80fd\u5426\u6301\u7eed\u7559\u4f4f\u7528\u6237\uff0c\u53d6\u51b3\u4e8e\u201c\u65f6\u95f4\u94f6\u884c\u201d\u662f\u5426\u5177\u5907\u6d88\u8d39\u4e4b\u5916\u7684\u53e6\u4e00\u79cd\u6b63\u5411\u6fc0\u52b1\u2014\u2014\u6bd4\u5982\u8fde\u7eed\u89e3\u9501\u5929\u6570\u53ef\u5151\u6362\u975e\u5a31\u4e50\u578b\u6743\u76ca\uff08\u5982\u514d\u9a8c\u8bc1\u9605\u8bfb\u65f6\u95f4\uff09\uff0c\u8ba9\u81ea\u5f8b\u672c\u8eab\u5177\u6709\u590d\u5229\u4ef7\u503c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f5c\u4e3a\u521a\u53d1\u5e03\u7684\u4ea7\u54c1\uff0c8\u4e2a\u6295\u7968\u7684\u51b7\u542f\u52a8\u6570\u636e\u5e76\u4e0d\u4eae\u773c\uff0c\u4f46\u201c\u884c\u4e3a\u8bbe\u8ba1\u201d\u8d5b\u9053\u7a00\u7f3a\u6027\u660e\u663e\u3002\u6210\u529f\u7684\u5173\u952e\u5728\u4e8e\uff1a\u80fd\u5426\u8ba9\u7528\u6237\u4ece\u201c\u4e3a\u4e86\u7528Instagram\u800c\u8dd1\u6b65\u201d\uff0c\u8f6c\u53d8\u4e3a\u201c\u8dd1\u6b65\u672c\u8eab\u5e26\u6765\u7684\u6210\u5c31\u611f\u6fc0\u4f7f\u7528Instagram\u4e00\u6837\u6109\u60a6\u201d\u3002\u5982\u679c\u53ea\u89e3\u51b3\u524d\u8005\uff0c\u5b83\u4e0d\u8fc7\u662f\u66f4\u7cbe\u81f4\u7684\u60e9\u7f5a\u673a\u5236\uff1b\u5982\u679c\u5b9e\u73b0\u540e\u8005\uff0c\u5219\u53ef\u80fd\u91cd\u65b0\u5b9a\u4e49\u4eba\u7c7b\u4e0e\u5c4f\u5e55\u7684\u5173\u7cfb\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Dayli<\/span>\n <\/div>\n<div class=\"comment-content\">Most app blockers just restrict your phone. Dayli works differently. You earn screen time by completing real goals \u2014 exercise, reading, studying, cooking. AI verifies your effort with a photo, then adds earned minutes to your Time Bank. Use that time to unlock Instagram, YouTube, TikTok. \ud83d\udd12 Apps locked until goals are done \u26a1 AI verifies your effort instantly \u23f1 Earned time unlocks your apps \ud83d\udcca Track weekly progress in your Vault Free on iOS & Android. Try the demo: dayli.live\/demo<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey PH! \ud83d\udc4b Sangkwon here, solo founder of Dayli.<\/p>\n<p>I built this because I kept deleting every<br \/>\nproductivity app I tried \u2014 none of them<br \/>\nactually changed my behavior.<\/p>\n<p>The idea hit me: what if your phone only<br \/>\nunlocked after you earned it?<\/p>\n<p>3 months later \u2014 I’m running again, reading<br \/>\nmore, and genuinely using my own app every day.<\/p>\n<p>Would love your honest feedback.<br \/>\nWhat goals would you set first? \ud83d\udc47<\/p>\n<p>Try without downloading: dayli.live\/demo<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>\ud83c\udf81 Special launch offer:<\/p>\n<p>First 20 people who upvote and comment <\/p>\n<p>will get a free 28-day Pro code.<\/p>\n<\/p>\n<p>Just drop a comment below <\/p>\n<p>and I’ll DM you the code \ud83d\udc47<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/KZJOLQPEVGRCFL\" class=\"app-title\">Authentic Loops<\/a><\/p>\n<div class=\"one-liner\">Rate any company’s interview process<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">7<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Authentic Loops \u8ba9\u6c42\u804c\u8005\u533f\u540d\u5bf9\u6bcf\u5bb6\u516c\u53f8\u7684\u9762\u8bd5\u6d41\u7a0b\u5404\u73af\u8282\u8fdb\u884c\u6253\u5206\u4e0e\u8bc4\u4ef7\uff0c\u65e8\u5728\u89e3\u51b3\u6c42\u804c\u4fe1\u606f\u4e0d\u5bf9\u79f0\u3001\u516c\u53f8\u9762\u8bd5\u4f53\u9a8c\u4e0d\u900f\u660e\u548c\u7f3a\u4e4f\u95ee\u8d23\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\/c5901756-177e-4658-a3b8-deb803e2eb39.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/83caef81-7055-4b06-a998-70ec50a0aca0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/276df654-9508-4693-ba6c-9fe7f571a552.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\">Hiring<\/span><br \/>\n <span class=\"tag\">Career<\/span><br \/>\n <span class=\"tag\">Community<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u9762\u8bd5\u8bc4\u4ef7<\/span><br \/>\n <span class=\"tag\">\u62db\u8058\u900f\u660e\u5ea6<\/span><br \/>\n <span class=\"tag\">\u96c7\u4e3b\u54c1\u724c<\/span><br \/>\n <span class=\"tag\">\u6c42\u804c\u793e\u533a<\/span><br \/>\n <span class=\"tag\">\u5458\u5de5\u4f53\u9a8c<\/span><br \/>\n <span class=\"tag\">\u5019\u9009\u4eba\u53cd\u9988<\/span><br \/>\n <span class=\"tag\">HR\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u516c\u53f8\u70b9\u8bc4<\/span><br \/>\n <span class=\"tag\">\u804c\u573a\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u730e\u624b<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u4f5c\u4e3a\u9879\u76ee\u53d1\u8d77\u4eba\uff0c\u9610\u8ff0\u4e86\u521d\u8877\uff1a\u5728\u5e02\u573a\u4f4e\u8ff7\u65f6\uff0c\u5e0c\u671b\u5efa\u7acb\u9f13\u52b1\u5efa\u8bbe\u6027\u53cd\u9988\u800c\u975e\u60c5\u7eea\u5ba3\u6cc4\u7684\u793e\u533a\uff0c\u4ee5\u63a8\u52a8\u516c\u53f8\u6539\u5584\u9762\u8bd5\u6d41\u7a0b\u3002\u76ee\u524d\u7f51\u7ad9\u5c1a\u5904\u65e9\u671f\u79cd\u5b50\u9636\u6bb5\uff0c\u6b63\u5728\u5f81\u96c6\u9996\u6279\u8bc4\u4ef7\u4e0e\u53cd\u9988\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Authentic Loops \u5207\u5165\u4e86\u4e00\u4e2a\u5fae\u5999\u4f46\u771f\u5b9e\u7684\u75db\u70b9\uff1a\u6c42\u804c\u8005\u9762\u8bd5\u4f53\u9a8c\u7684\u4e0d\u53ef\u91cf\u5316\u4e0e\u4e0d\u53ef\u8ffd\u6eaf\u3002\u76f8\u6bd4 Glassdoor \u7b49\u5927\u800c\u5168\u7684\u516c\u53f8\u8bc4\u4ef7\u4f53\u7cfb\uff0c\u4e13\u6ce8\u4e8e\u201c\u9762\u8bd5\u6d41\u7a0b\u201d\u8fd9\u4e00\u7ec6\u5206\u573a\u666f\uff0c\u8ba9\u8bc4\u4ef7\u9897\u7c92\u5ea6\u66f4\u7ec6\u3001\u884c\u52a8\u6307\u5411\u66f4\u660e\u786e\u3002\u4ea7\u54c1\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u5410\u69fd\u201d\uff0c\u800c\u5728\u4e8e\u5c06\u6df7\u4e71\u7684\u4e2a\u4f53\u4f53\u9a8c\u8f6c\u5316\u4e3a\u7ed3\u6784\u5316\u7684\u201c\u4f01\u4e1a\u9762\u8bd5\u6210\u719f\u5ea6\u201d\u6570\u636e\uff0c\u7406\u8bba\u4e0a\u53ef\u4ee5\u4f5c\u4e3aHR\u6539\u8fdb\u62db\u8058\u6d41\u7a0b\u7684\u5185\u90e8\u53c2\u8003\uff0c\u4ee5\u53ca\u6c42\u804c\u8005\u7b5b\u9009\u516c\u53f8\u7684\u51b3\u7b56\u8f85\u52a9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u8fd9\u6b3e\u4ea7\u54c1\u9762\u4e34\u4e25\u5cfb\u7684\u51b7\u542f\u52a8\u4e0e\u4fe1\u4efb\u6311\u6218\u3002\u76ee\u524d\u4ec57\u7968\u30010\u6761\u6709\u6548\u8bc4\u8bba\uff0c\u8bf4\u660e\u5176\u5904\u4e8e\u6781\u5176\u65e9\u671f\u7684\u201c\u5148\u6709\u9e21\u8fd8\u662f\u5148\u6709\u86cb\u201d\u9636\u6bb5\uff1a\u6ca1\u6709\u8db3\u591f\u8bc4\u4ef7\u6570\u636e\u5c31\u65e0\u6cd5\u5438\u5f15\u7528\u6237\uff0c\u6ca1\u6709\u7528\u6237\u5c31\u65e0\u6cd5\u4ea7\u751f\u8bc4\u4ef7\u3002\u66f4\u81f4\u547d\u7684\u662f\uff0c\u5982\u4f55\u9632\u6b62\u6076\u610f\u4f4e\u5206\u5237\u8bc4\uff1f\u5982\u4f55\u9a8c\u8bc1\u8bc4\u4ef7\u8005\u786e\u5b9e\u53c2\u4e0e\u4e86\u9762\u8bd5\uff1f\u82e5\u65e0\u6cd5\u5efa\u7acb\u53ef\u4fe1\u7684\u5ba1\u6838\u673a\u5236\uff0c\u6570\u636e\u566a\u97f3\u4f1a\u8fc5\u901f\u6df9\u6ca1\u4fe1\u53f7\u3002\u6b64\u5916\uff0c\u516c\u53f8\u5c06\u201c\u9f13\u52b1\u6539\u8fdb\u201d\u4f5c\u4e3a\u4f7f\u547d\uff0c\u4f46\u4f01\u4e1a\u662f\u5426\u613f\u610f\u9762\u5bf9\u5e76\u91c7\u7eb3\u8fd9\u79cd\u7b2c\u4e09\u65b9\u7684\u6279\u8bc4\uff0c\u5c24\u5176\u662f\u5728\u62db\u8058\u672c\u662f\u4e70\u65b9\u5e02\u573a\u7684\u5f53\u4e0b\uff1f\u751f\u5b58\u8def\u5f84\u53ef\u80fd\u5728\u4e8e\uff1a\u5148\u4e0e\u7279\u5b9a\u5782\u76f4\u884c\u4e1a\u6216\u804c\u4e1a\u793e\u7fa4\u5408\u4f5c\uff0c\u7528\u201c\u8ba4\u8bc1\u9762\u8bd5\u8005\u201d\u6216\u201c\u79ef\u5206\u6fc0\u52b1\u201d\u65b9\u5f0f\u79ef\u7d2f\u9996\u6279\u9ad8\u8d28\u8bc4\u4ef7\uff0c\u518d\u9010\u6b65\u5411\u5916\u6269\u5c55\u2014\u2014\u5426\u5219\uff0c\u5b83\u5f88\u5bb9\u6613\u5728\u5c55\u793a\u201c\u9762\u8bd5\u516c\u5e73\u201d\u7406\u60f3\u7684\u547c\u58f0\u4e2d\u88ab\u6df9\u6ca1\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\">Authentic Loops<\/span>\n <\/div>\n<div class=\"comment-content\">Authentic Loops is where interviewing becomes transparent. Candidates describe each stage of the interview process with a rating for each stage and overall rating for the interview experience. Hold companies accountable to better interviewing. Spotlight the ones doing it right.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hello Product Hunt \ud83d\udc4b<\/p>\n<p>Two years ago as the job market started tanking and close friends were suffering through arduous interviewing experiences, I set out to explore how to bring greater transparency to interviewing.<\/p>\n<p>Eventually this blossomed into a passion project to empower candidates to describe and rate each stage of their interview, encouraging greater accountability for companies through candid, descriptive reviews of their process. <\/p>\n<p>We have no interest in providing a resource where candidates can rant or rage about their interview experience. In contrast, we want to establish a community that encourages, inspires, and compels companies to improve how they treat, communicate with, and respect candidates.<\/p>\n<p>Now the fun begins of seeding the site with your reviews and gathering feedback so we can continue iterating the concept. We’re giving early birds access on the daily.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#18<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/EQMLO7CC2QCLPM\" class=\"app-title\">LLMTrace<\/a><\/p>\n<div class=\"one-liner\">Know which commit blew up your LLM bill<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">7<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>LLMTrace \u662f\u4e00\u4e2a\u81ea\u6258\u7ba1\u7684 Go \u4ee3\u7406\uff0c\u901a\u8fc7\u4e3a\u6bcf\u6b21 LLM \u8c03\u7528\u6807\u8bb0\u90e8\u7f72\u7684 commit SHA\uff0c\u5e2e\u52a9\u5f00\u53d1\u8005\u5728\u8d26\u5355\u98d9\u5347\u65f6\u7cbe\u51c6\u5b9a\u4f4d\u5230\u662f\u54ea\u4e2a\u4ee3\u7801\u53d8\u66f4\u5bfc\u81f4\u7684\u6210\u672c\u5f02\u5e38\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\/ed64cfca-6f3c-415c-aab0-9f1fd9ecfc08.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/db6aa6e9-44f5-4bb5-a1a5-2d0238a4d1e0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f3d21f85-343f-41f3-80c8-f5bc9c3b85bd.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\">LLM \u6210\u672c\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u90e8\u7f72\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u81ea\u6258\u7ba1\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">Go \u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">Postgres<\/span><br \/>\n <span class=\"tag\">commit \u6eaf\u6e90<\/span><br \/>\n <span class=\"tag\">OpenAI<\/span><br \/>\n <span class=\"tag\">Anthropic<\/span><br \/>\n <span class=\"tag\">\u6210\u672c\u5f52\u56e0<\/span><br \/>\n <span class=\"tag\">AI \u53ef\u89c2\u6d4b\u6027<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u521b\u59cb\u4eba\u81ea\u8ff0\u56e0\u4e00\u4e2a\u574f\u63d0\u793a\u5bfc\u81f4\u8d26\u5355\u7ffb\u500d\uff0c\u73b0\u6709\u5de5\u5177\u53ea\u663e\u793a\u75c7\u72b6\uff08\u6210\u672c\u98d9\u5347\uff09\u800c\u975e\u539f\u56e0\uff08\u5177\u4f53\u90e8\u7f72\uff09\uff0c\u56e0\u6b64\u5f00\u53d1\u4e86 LLMTrace\u3002\u7528\u6237\u70b9\u8d5e\u5176\u81ea\u6258\u7ba1\u3001\u65e0\u5382\u5546\u9501\u5b9a\u7684\u7279\u6027\uff0c\u8ba4\u4e3a\u80fd\u7cbe\u786e\u8ffd\u8e2a\u5230\u90e8\u7f72\u662f\u66f4\u6709\u5b9e\u9645\u4ef7\u503c\u7684\u8c03\u8bd5\u65b9\u5f0f\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 LLMTrace \u5207\u5165\u4e86\u4e00\u4e2a\u6781\u5176\u5201\u94bb\u4f46\u771f\u5b9e\u5b58\u5728\u7684\u75db\u70b9\uff1aLLM \u8c03\u7528\u6210\u672c\u7684\u201c\u5f52\u56e0\u65ad\u88c2\u201d\u3002Helicone \u548c Langfuse \u7b49\u53ef\u89c2\u6d4b\u6027\u5de5\u5177\u786e\u5b9e\u80fd\u544a\u8bc9\u4f60\u201c\u94b1\u70e7\u4e86\u201d\uff0c\u4f46\u5b83\u4eec\u65e0\u6cd5\u544a\u8bc9\u4f60\u201c\u662f\u54ea\u884c\u4ee3\u7801\u70e7\u7684\u201d\u2014\u2014\u56e0\u4e3a\u5b83\u4eec\u7f3a\u4e4f\u4e0e\u90e8\u7f72\u6d41\u6c34\u7ebf\u7684\u5143\u6570\u636e\u7c98\u5408\u3002LLMTrace \u7684\u505a\u6cd5\u975e\u5e38\u806a\u660e\uff1a\u5b83\u4e0d\u8bd5\u56fe\u6784\u5efa\u53e6\u4e00\u4e2a\u590d\u6742\u7684\u6570\u636e\u5e73\u53f0\uff0c\u800c\u662f\u4ee5\u4e00\u4e2a\u6781\u8f7b\u91cf\u7684 Go \u4ee3\u7406\u81ea\u5c45\u4e2d\uff0c\u5229\u7528 HTTP \u8bf7\u6c42\u7684\u9759\u6001\u5934\u90e8\u6216\u4e0a\u4e0b\u6587\u6ce8\u5165 commit SHA\uff0c\u5e76\u5c06\u8fd9\u4e2a\u201c\u539f\u5b50\u5316\u201d\u7684\u56e0\u679c\u5173\u7cfb\u5230 Postgres\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u4e00\u79cd\u201c\u90e8\u7f72\u7ea7\u6210\u672c\u8bb0\u8d26\u201d\uff0c\u5b83\u628a DevOps \u7684 git \u89c4\u8303\u548c FinOps \u7684\u6210\u672c\u8ffd\u8e2a\u5efa\u7acb\u4e86\u76f4\u63a5\u6620\u5c04\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u4ef7\u503c\u5728\u4e8e\u4e24\u4e2a\u201c\u62d2\u7edd\u201d\uff1a\u62d2\u7edd SaaS \u7684\u6570\u636e\u51fa\u5883\u98ce\u9669\u548c\u5ef6\u8fdf\uff0c\u62d2\u7edd\u201c\u53ea\u770b\u7ed3\u679c\u4e0d\u770b\u539f\u56e0\u201d\u7684\u6d45\u5c42\u89c2\u5bdf\u3002\u5bf9\u4e8e\u9ad8\u9891\u8c03\u7528\u6216\u5fae\u670d\u52a1\u67b6\u6784\u7684\u56e2\u961f\uff0c\u4e00\u4e2a\u574f prompt \u6216\u4f4e\u6548\u7684\u903b\u8f91\u5faa\u73af\u5e26\u6765\u7684\u6210\u672c\u6cc4\u6f0f\u53ef\u80fd\u6301\u7eed\u6570\u5929\uff0c\u4f20\u7edf\u5de5\u5177\u53ea\u80fd\u4e8b\u540e\u590d\u76d8\u65e5\u5fd7\uff0c\u800c LLMTrace \u63d0\u4f9b\u4e86\u8fd1\u4e4e\u5b9e\u65f6\u7684\u201c\u53cd\u5411\u5b9a\u4f4d\u201d\u3002\u4e0d\u8fc7\uff0c\u8fd9\u4e5f\u9700\u8981\u7528\u6237\u5177\u5907\u4e00\u5b9a\u7684\u8fd0\u7ef4\u80fd\u529b\uff08\u81ea\u6258\u7ba1 Go \u4ee3\u7406\u548c Postgres\uff09\uff0c\u4e14\u65e0\u6cd5\u8986\u76d6\u975e HTTP \u534f\u8bae\u5c42\uff08\u5982\u76f4\u63a5\u4f7f\u7528 SDK \u5185\u90e8\u8c03\u7528\u94fe\uff09\u7684\u76d1\u63a7\u573a\u666f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5982\u679c\u5b83\u80fd\u8fdb\u4e00\u6b65\u63d0\u4f9b\u201c\u9884\u4f30\u6210\u672c\u589e\u91cf\u201d\u6216\u201c\u81ea\u52a8\u56de\u6eda\u5efa\u8bae\u201d\u7b49\u667a\u80fd\u8054\u52a8\uff0c\u5c06\u4ece\u201c\u6eaf\u6e90\u5de5\u5177\u201d\u8fdb\u5316\u4e3a\u201c\u6210\u672c\u6b62\u635f\u7cfb\u7edf\u201d\u3002\u6574\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u4e2a\u5207\u4e2d\u8981\u5bb3\u3001\u8f7b\u91cf\u800c\u6709\u529b\u7684\u5de5\u7a0b\u5de5\u5177\uff0c\u503c\u5f97\u6240\u6709\u5bf9 LLM \u8d26\u5355\u654f\u611f\u7684\u56e2\u961f\u5c1d\u8bd5\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\">LLMTrace<\/span>\n <\/div>\n<div class=\"comment-content\">Every LLM observability tool shows you that costs spiked. None of them tell you which deploy caused it. LLMTrace is a self-hosted Go proxy that sits in front of your Anthropic\/OpenAI calls and logs every request with cost, user, and deploy SHA into your own Postgres. When your bill jumps, you can point to the exact commit. No SaaS, no data leaving your infra. Drop in the docker-compose and you’re logging in under 5 minutes.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Built this after a single bad prompt quietly doubled my Anthropic bill and I had no idea which deploy caused it. Helicone and Langfuse are great but they show you the symptom, not the cause.<br \/>LLMTrace is a Go proxy that tags every LLM call with the commit SHA that triggered it. Self-hosted, no vendor lock-in. Happy to answer any questions about how the attribution works.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on your launch! Being able to trace usage back to the exact deployment while keeping everything self-hosted makes the debugging process much more practical and trustworthy.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thamibenjelloun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thamibenjelloun<\/a> Thanks Thami. that’s exactly the gap, the self-hosted part is what made me build it instead of reaching for a SaaS. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/NGAIGB2XXRLCGB\" class=\"app-title\">swain.<\/a><\/p>\n<div class=\"one-liner\">your open source local AI security lead. one command.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Swain \u662f\u4e00\u6b3e\u5f00\u6e90\u672c\u5730AI\u5b89\u5168\u5ba1\u67e5\u5de5\u5177\uff0c\u901a\u8fc7\u4e00\u6761\u547d\u4ee4\u5728\u4f60\u90e8\u7f72\u524d\u626b\u63cf\u4ee3\u7801\u4ed3\u5e93\uff0c\u5229\u7528\u5df2\u6709\u7684Claude\u6216Codex CLI\u53d1\u73b0\u5e76\u4fee\u590d\u8ba4\u8bc1\u6f0f\u6d1e\u3001\u8ba1\u8d39\u7ed5\u8fc7\u3001\u786c\u7f16\u7801\u5bc6\u94a5\u7b49\u4e25\u91cd\u95ee\u9898\uff0c\u89e3\u51b3\u5f00\u53d1\u8005\u5728\u4e0a\u7ebf\u6700\u540e\u4e00\u523b\u7f3a\u4e4f\u5feb\u901f\u3001\u7cbe\u51c6\u5b89\u5168\u5ba1\u67e5\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\/cdc81eab-6fac-4efd-b3e6-a629da5f9191.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fd28735e-1540-4b22-8359-143aaf060dcc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8bf8b80f-f38b-4f54-8198-a0d7f73aa3fa.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Software Engineering<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">GitHub<\/span><br \/>\n <span class=\"tag\">Security<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5f00\u6e90\u5b89\u5168\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u672c\u5730AI\u5ba1\u67e5<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u626b\u63cf<\/span><br \/>\n <span class=\"tag\">Claude CLI<\/span><br \/>\n <span class=\"tag\">Codex CLI<\/span><br \/>\n <span class=\"tag\">\u6f0f\u6d1e\u68c0\u6d4b<\/span><br \/>\n <span class=\"tag\">DevSecOps<\/span><br \/>\n <span class=\"tag\">\u9884\u90e8\u7f72\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u547d\u4ee4\u884c\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u542f\u52a8\u98ce\u9669<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u5f00\u53d1\u8005Maciej\u4ecb\u7ecd\u4ea7\u54c1\u662f\u57fa\u4e8e\u81ea\u8eab\u9700\u6c42\u6253\u9020\uff0c\u4f7f\u7528\u5df2\u6709\u7684Claude\/Codex CLI\uff0c\u626b\u63cf\u542f\u52a8\u98ce\u9669\u9762\u5e76\u751f\u6210\u53ef\u5ba1\u67e5\u7684\u8865\u4e01\u3002\u6709\u7528\u6237\u8be2\u95ee\u4f18\u5148\u7ea7\u5224\u5b9a\u903b\u8f91\uff0c\u5b98\u65b9\u56de\u590d\u91c7\u7528\u56fa\u5b9a\u4e25\u91cd\u7b49\u7ea7\uff08\u542f\u52a8\u98ce\u9669>\u9ad8>\u4e2d>\u6b63\u5e38\uff09\uff0c\u540c\u7ea7\u6309\u653b\u51fb\u8005\u89c6\u89d2\u6392\u5e8f\uff08\u8ba1\u8d39\/\u8ba4\u8bc1\u4f18\u5148\u4e8eXSS\u7b49\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 Swain \u7684\u4eae\u70b9\u4e0d\u5728\u201cAI\u5b89\u5168\u5ba1\u67e5\u201d\u8fd9\u4e2a\u6807\u7b7e\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u5b83\u7cbe\u51c6\u5207\u4e2d\u4e86\u4e00\u4e2a\u6781\u5176\u75db\u82e6\u7684\u73b0\u5b9e\u573a\u666f\uff1a\u4ee3\u7801\u5df2\u7531AI\u751f\u6210\uff0c\u4f46\u5b89\u5168\u5ba1\u67e5\u5c1a\u672a\u5339\u914d\u4e0aAI\u751f\u6210\u7684\u8282\u594f\u3002\u4f20\u7edf\u5b89\u5168\u5de5\u5177\u8981\u4e48\u662f\u91cd\u91cf\u7ea7\u7684SaaS\u4eea\u8868\u76d8\uff08\u8d26\u6237\u3001\u914d\u7f6e\u3001\u63a8\u9001\u3001\u7b49\u5f85\uff09\uff0c\u8981\u4e48\u662f\u5927\u6a21\u578b\u626b\u4e00\u904d\u540e\u7ed9\u51fa\u6cdb\u6cdb\u7684\u5efa\u8bae\uff0c\u800cSwain\u76f4\u63a5\u5b9a\u4f4d\u5230\u201c\u542f\u52a8\u98ce\u9669\u201d\u8fd9\u4e2a\u6700\u5927\u75db\u70b9\u2014\u2014\u53ea\u5173\u6ce8\u662f\u5426\u4f1a\u5728\u53d1\u5e03\u540e\u7acb\u5373\u5bfc\u81f4\u8d44\u4ea7\u53d7\u635f\u3002\u4e00\u5200\u780d\u6389\u4e86\u6240\u6709\u4e2d\u4f4e\u98ce\u9669\u566a\u97f3\uff0c\u63d0\u4f9b\u201c\u5ba1\u67e5+\u4fee\u590d\u547d\u4ee4\u201d\u7684\u6700\u5c0f\u95ed\u73af\uff0c\u8fd9\u662f\u975e\u5e38\u52a1\u5b9e\u7684\u4ea7\u54c1\u54f2\u5b66\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u4ece6\u4e2a\u6295\u7968\u548c0\u6709\u6548\u53cd\u9988\u6765\u770b\uff0c\u4ea7\u54c1\u4ecd\u5904\u4e8e\u6781\u65e9\u671f\u3002\u5b83\u9ad8\u5ea6\u4f9d\u8d56\u7528\u6237\u5df2\u6709\u7684Claude\/Codex CLI\u73af\u5883\u548c\u914d\u989d\uff0c\u8fd9\u610f\u5473\u7740\u5982\u679c\u7528\u6237\u6ca1\u914d\u597d\u8fd9\u4e9bCLI\uff0cSwain\u672c\u8eab\u51e0\u4e4e\u6ca1\u6709\u72ec\u7acb\u53ef\u7528\u6027\u3002\u66f4\u81f4\u547d\u7684\u662f\uff0c\u201c\u672c\u5730AI\u201d+\u201c\u5f00\u6e90\u201d\u7684\u7ec4\u5408\u5728\u5b89\u5168\u9886\u57df\u5f80\u5f80\u610f\u5473\u7740\uff1a\u6a21\u578b\u80fd\u529b\u4e0a\u9650\u51b3\u5b9a\u68c0\u6d4b\u8d28\u91cf\uff0c\u800cClaude\/Codex\u7684\u901a\u7528\u80fd\u529b\u80fd\u5426\u8986\u76d6SQL\u6ce8\u5165\u3001\u8ba1\u8d39\u65c1\u8def\u7b49\u4e13\u4e1a\u573a\u666f\uff0c\u662f\u4e00\u4e2a\u5de8\u5927\u7684\u95ee\u53f7\u3002\u6ca1\u6709\u7528\u6237\u771f\u5b9e\u4f7f\u7528\u7684\u6f0f\u6d1e\u68c0\u51fa\u7387\u3001\u8bef\u62a5\u7387\u6570\u636e\uff0c\u76ee\u524d\u66f4\u50cf\u4e00\u4e2a\u201c\u81ea\u52a8\u751f\u6210\u4fee\u590d\u5efa\u8bae\u7684\u63d0\u793a\u8bcd\u5c01\u88c5\u5668\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u6709\u4ef7\u503c\u7684\u65b9\u5411\uff0c\u4e0d\u662f\u548cGithub Code Scanning\u6216Semgrep\u6bd4\u5e7f\u5ea6\uff0c\u800c\u662f\u7528AI\u4e13\u653b\u201c\u4eba\u7c7b\u5f00\u53d1\u8005\u6613\u5ffd\u7565\u4f46AI\u5199\u4f5c\u65f6\u5e38\u51fa\u7684\u6a21\u5f0f\u6027\u6f0f\u6d1e\u201d\u2014\u2014\u4f8b\u5982\u51fd\u6570\u6743\u9650\u6807\u6ce8\u7f3a\u5931\u3001\u652f\u4ed8\u91d1\u989d\u672a\u505a\u670d\u52a1\u7aef\u6821\u9a8c\u3001\u786c\u7f16\u7801\u4f46\u4f2a\u88c5\u6210\u914d\u7f6e\u53d8\u91cf\u3002\u5982\u679cSwain\u80fd\u5f62\u6210\u9488\u5bf9\u8fd9\u4e9b\u201cAI\u539f\u751f\u6f0f\u6d1e\u201d\u7684\u672c\u5730\u77e5\u8bc6\u5e93\uff0c\u5b83\u624d\u53ef\u80fd\u4ece\u5de5\u5177\u53d8\u6210\u5fc5\u9700\u54c1\u3002\u5426\u5219\uff0c\u5728\u5927\u91cf\u6210\u719fSAST\u5de5\u5177\u548cCline\u3001Sweep\u7b49AI\u52a9\u624b\u4e2d\u95f4\uff0c\u5b83\u53ea\u662f\u4e00\u4e2a\u66f4\u8d35\u7684\u63d0\u793a\u8bcd\u6a21\u677f\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">swain.<\/span>\n <\/div>\n<div class=\"comment-content\">the machines write the code now. swain watches what they write. one command before you ship, local AI security review using the claude and codex CLIs you already have. no new accounts. no SaaS. no dashboard. catches auth bugs, billing bypasses, hardcoded secrets, SQL injection, XSS. ends with one thing: the exact issue blocking your launch and the exact command to fix it. nothing the machine writes passes unseen.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">hello people, me and my friend (aka. the descry labs team) built this as a product after months of thinking what to ship, we ended up making what we use.<\/p>\n<p>swain is a local AI security review for that moment. it runs from your repo, uses your existing claude or codex CLIs, scans the launch-risk surfaces first, and tells you what to fix before you ship. it drafts reviewable patches and learns from false positives.<\/p>\n<p>install: one curl command from github. first launch explains what swain reads and writes, then asks whether to use claude, codex, or hybrid mode. try swain demo for the full loop without spending quota.<\/p>\n<p>thank u<br \/>\nMaciej – descry<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>swain uses a fixed severity ladder: launch-risk \u2192 high \u2192 medium \u2192 ok. anything that could get you breached on day one (billing bypasses, auth holes, hardcoded secrets) sits at the top. <\/p>\n<p>if two findings share the same severity, it goes by category, billing and auth before XSS before tenant isolation, because that’s roughly the order a motivated attacker works in.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does swain decide what to prioritize when it finds multiple potential problems?<\/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\">#20<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/QYYMUV7UQT7MYS\" class=\"app-title\">TagJournal<\/a><\/p>\n<div class=\"one-liner\">Track everything, in one app<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>TagJournal \u662f\u4e00\u6b3e\u57fa\u4e8e\u201c\u5bcc\u6807\u7b7e\u201d\u7406\u5ff5\u7684\u8f7b\u91cf\u7ea7\u751f\u6d3b\u8ffd\u8e2a\u5e94\u7528\uff0c\u8ba9\u7528\u6237\u901a\u8fc7\u81ea\u5b9a\u4e49\u6807\u7b7e\u8bb0\u5f55\u65e5\u5e38\u6d3b\u52a8\u3001\u60c5\u7eea\u3001\u6d88\u8d39\u7b49\u4efb\u610f\u7ef4\u5ea6\u6570\u636e\uff0c\u4ece\u800c\u5728\u65e5\u8bb0\u7684\u7075\u6d3b\u6027\u4e0e\u6570\u636e\u5e93\u7684\u7ed3\u6784\u5316\u5206\u6790\u4e4b\u95f4\u627e\u5230\u5e73\u8861\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\/22f3347b-6d49-4ae4-b48e-238924a1f020.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f4d4e554-50b6-4c03-8132-a311e7c8e57a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/530bec96-9a1c-494d-98e7-e6ecca135196.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/be9085c5-8139-4a43-b481-fee273e44bb9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5bd6ad57-a9d4-4c11-ac0f-1c05ebfd05fc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2b09b6bb-07fa-4448-8a0f-bd2bd3116ea6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b65bb710-7461-4c3f-a24d-95193215c9e0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Writing<\/span><br \/>\n <span class=\"tag\">Product Hunt<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u751f\u6d3b\u8bb0\u5f55<\/span><br \/>\n <span class=\"tag\">\u6807\u7b7e\u7cfb\u7edf<\/span><br \/>\n <span class=\"tag\">\u4e60\u60ef\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u53ef\u89c6\u5316<\/span><br \/>\n <span class=\"tag\">\u4e2a\u4eba\u65e5\u8bb0<\/span><br \/>\n <span class=\"tag\">\u4eba\u5de5\u667a\u80fd\u603b\u7ed3<\/span><br \/>\n <span class=\"tag\">iOS<\/span><br \/>\n <span class=\"tag\">Web\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u91cf\u5316\u81ea\u6211<\/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>1. \u5bcc\u6807\u7b7e\u7406\u5ff5\u907f\u514d\u4e86\u65e5\u8bb0\u4e0e\u5206\u6790\u7684\u4e24\u96be\u53d6\u820d\uff0c\u662f\u6838\u5fc3\u4eae\u70b9\u30022. AI\u6458\u8981\u529f\u80fd\u9700\u8c28\u614e\uff1a\u5e94\u8ba9\u7528\u6237\u9009\u62e9\u6807\u7b7e\u8303\u56f4\u3001\u663e\u793a\u6458\u8981\u6765\u6e90\u6761\u76ee\uff0c\u5e76\u5141\u8bb8\u7528\u6237\u6807\u8bb0\u9519\u8bef\u6458\u8981\u4ee5\u4f18\u5316\u5b66\u4e60\uff0c\u907f\u514d\u751f\u6210\u6cdb\u5316\u5185\u5bb9\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 TagJournal\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u957f\u671f\u5b58\u5728\u7684\u75db\u70b9\uff1a\u4eba\u751f\u8bb0\u5f55\u5de5\u5177\u8981\u4e48\u592a\u201c\u8f6f\u201d\uff08\u7eaf\u7b14\u8bb0\uff0c\u65e0\u6cd5\u5206\u6790\uff09\uff0c\u8981\u4e48\u592a\u201c\u786c\u201d\uff08\u8868\u683c\u4e0e\u5b57\u6bb5\uff0c\u96be\u4ee5\u575a\u6301\uff09\u3002\u5176\u201c\u5bcc\u6807\u7b7e\u201d\u67b6\u6784\u5728\u62bd\u8c61\u5c42\u9762\u89e3\u51b3\u4e86\u8fd9\u4e2a\u77db\u76fe\uff0c\u5c06\u7ed3\u6784\u5316\u6570\u636e\u9690\u85cf\u4e8e\u7075\u6d3b\u7684\u6807\u7b7e\u4e4b\u4e0b\uff0c\u8ba9\u7528\u6237\u5728\u8bb0\u5f55\u65f6\u4fdd\u6301\u65e5\u8bb0\u7684\u81ea\u7531\u624b\u611f\uff0c\u5728\u56de\u987e\u65f6\u6536\u83b7\u6570\u636e\u5e93\u7684\u6d1e\u5bdf\u80fd\u529b\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u4e00\u79cd\u201c\u5143\u6570\u636e\u4f18\u5148\u201d\u7684\u8bbe\u8ba1\u54f2\u5b66\uff0c\u6bd4\u90a3\u4e9b\u5f3a\u8feb\u7528\u6237\u9884\u5148\u5b9a\u4e49\u5b57\u6bb5\u7684\u5e94\u7528\u806a\u660e\u5f97\u591a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u76ee\u524d\u6700\u5371\u9669\u7684\u4fe1\u53f7\u662f\u4f4e\u7968\u6570\uff08\u4ec56\u7968\uff09\u4e0e\u96f6\u4e92\u52a8\u7684\u8bc4\u8bba\u3002\u5728Product Hunt\u8fd9\u6837\u7684\u6d41\u91cf\u6f0f\u6597\u4e2d\uff0c\u8fd9\u901a\u5e38\u610f\u5473\u7740\uff1a\u8981\u4e48\u4ea7\u54c1\u53ea\u662f\u5b8c\u6210\u4e86\u201c\u80fd\u505a\u201d\uff0c\u4f46\u8fdc\u672a\u8fbe\u5230\u201c\u597d\u7528\u201d\uff1b\u8981\u4e48\u83b7\u5ba2\u6e20\u9053\u548c\u53d9\u4e8b\u7b56\u7565\u51fa\u4e86\u95ee\u9898\u3002\u521b\u59cb\u4eba\u5bf9AI\u6458\u8981\u7684\u5f3a\u8c03\u503c\u5f97\u8b66\u60d5\u2014\u2014\u5728\u6838\u5fc3\u7684\u65e5\u5e38\u8bb0\u5f55\u4f53\u9a8c\u5c1a\u5f85\u6253\u78e8\u3001\u7528\u6237\u5c1a\u672a\u517b\u6210\u201c\u8d34\u6807\u7b7e\u201d\u4e60\u60ef\u4e4b\u524d\uff0c\u8c08\u8bba\u201c\u667a\u80fd\u603b\u7ed3\u201d\u65e0\u5f02\u4e8e\u7a7a\u4e2d\u697c\u9601\u3002\u591a\u6570\u6f5c\u5728\u7528\u6237\u53ef\u80fd\u5728\u4e00\u5468\u5185\u5c31\u56e0\u4e3a\u201c\u61d2\u5f97\u6253\u6807\u7b7e\u201d\u800c\u5f03\u7528\u3002\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u4e0d\u5728\u4e8eAI\u5982\u4f55\u538b\u7f29\u8bb0\u5f55\uff0c\u800c\u5728\u4e8e\u5982\u4f55\u8ba9\u201c\u6dfb\u52a0\u4e00\u4e2a\u6807\u7b7e\u201d\u7684\u52a8\u4f5c\u6bd4\u53d1\u4e00\u6761Instagram\u5e16\u5b50\u66f4\u8f7b\u677e\u3001\u66f4\u81ea\u7136\u3002\n <\/p>\n<p class=\"ai-content\">\n \u53e6\u5916\uff0c\u4f5c\u4e3a\u5f00\u53d1\u8005\u7684\u79c1\u4eba\u9879\u76ee\u8f6c\u5546\u7528\uff0c\u4ee3\u7801\u8d28\u91cf\u4e0e\u89c4\u6a21\u5316\u6027\u80fd\u662f\u9690\u6027\u9690\u60a3\u3002Zapier\u96c6\u6210\u4e0eAPI\u662f\u4eae\u70b9\uff0c\u6697\u793a\u4e86\u5176\u4ece\u4e2a\u4eba\u6570\u636e\u5e93\u5411\u201c\u4eba\u751fAPI\u201d\u6f14\u8fdb\u7684\u6f5c\u529b\u3002\u4f46\u5982\u679c\u8fde\u201c\u6355\u83b7\u6240\u6709\u77ac\u95f4\u201d\u8fd9\u4e2a\u6700\u57fa\u7840\u7684\u4ef7\u503c\u90fd\u65e0\u6cd5\u5728\u7528\u6237\u7684\u524d\u4e09\u6b21\u4ea4\u4e92\u4e2d\u8bc1\u660e\uff0c\u90a3\u4e48\u518d\u5b8f\u4f1f\u7684\u6570\u636e\u91ce\u5fc3\u4e5f\u53ea\u662f\u81ea\u55e8\u3002\u5efa\u8bae\u521b\u59cb\u4eba\u5148\u5ffd\u7565AI\uff0c\u96c6\u4e2d\u4f18\u5316\u201c\u6781\u901f\u8bb0\u5f55\u201d\u6d41\u7a0b\uff0c\u5e76\u9a8c\u8bc1\u6709\u591a\u5c11\u7528\u6237\u80fd\u5728\u4e24\u5468\u5185\u6301\u7eed\u4f7f\u7528\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\">TagJournal<\/span>\n <\/div>\n<div class=\"comment-content\">TagJournal is a fast and flexible tagging-based journal (web and iOS) designed to help you track your daily life with minimal effort and maximum insight. TagJournal lets you simply add tags to describe what you did, how you felt, how much time you spent, or even how much you spent. Each “rich tag” can carry additional data like duration, value, date, or notes, making it a powerful yet lightweight system for capturing your day.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The rich-tag idea is strong because it avoids the usual journal-vs-database tradeoff. A lot of life-tracking apps make you choose between freeform notes that are hard to analyze and structured fields that feel too heavy to keep using.<\/p>\n<\/p>\n<p>The feature I\u2019d be most careful with is the AI summary layer. For personal journals, summaries need to preserve \u201cwhy this mattered,\u201d not just compress events into a clean recap. I\u2019d want controls like: summarize only selected tags, show which entries influenced the summary, and let me mark a summary as wrong so the system learns what not to flatten.<\/p>\n<\/p>\n<p>That would make the insights feel personal instead of generic.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi PH community!<\/p>\n<\/p>\n<p>I\u2019m Nicola, the creator of TagJournal.<\/p>\n<p>I\u2019ve always struggled with finding the ‘perfect’ app to track my life. Most tools are either too specific (just for fitness or just for finance) or too complex. I wanted something that felt like a journal but acted like a database: fast, flexible, and visual.<\/p>\n<p>TagJournal is a web and iOS application designed to help you effortlessly track what matters most.<\/p>\n<\/p>\n<p>For years I used a web app I had built for myself in my spare time (in .NET!) where I could add tags to my days to track basically anything and then get simple statistics out of it. At the same time, I was journaling using another app.<\/p>\n<\/p>\n<p>I always had many ideas for improving that application, but never enough time to work on it. AI helped accelerate that process, and in just a few months I finally built the app I had always wanted.<\/p>\n<\/p>\n<p>The idea is simple: using <strong>rich tags<\/strong> with flexible metadata.<\/p>\n<\/p>\n<p>The smallest possible entry you can add to a day might only contain date, time, and the tag name. But for each tag, the user can decide whether to enable these metadata fields:<\/p>\n<ul>\n<li>\n<p>Icon<\/p>\n<\/li>\n<li>\n<p>Long text (editable later with a distraction-free editor), useful for journaling but also for many other types of content<\/p>\n<\/li>\n<li>\n<p>Numeric value + unit of measure (which can also work as a 1\u20135 rating)<\/p>\n<\/li>\n<li>\n<p>Currency<\/p>\n<\/li>\n<li>\n<p>Duration<\/p>\n<\/li>\n<li>\n<p>Photos<\/p>\n<\/li>\n<li>\n<p>Location \/ Place (using Google autocomplete)<\/p>\n<\/li>\n<li>\n<p>Person (I needed this to track information related to other family members too)<\/p>\n<\/li>\n<\/ul>\n<p>Tags are divided into color-coded categories.<\/p>\n<\/p>\n<p>This structure allows different kinds of objects\/features:<\/p>\n<\/p>\n<p><strong>Tag Watch<\/strong>: select a tag, a time period (current\/previous week, current\/previous month, current\/previous year), and the field to monitor (duration, value, or currency, either total or average). The user can then keep that metric always visible on the \u201cToday\u201d page.<\/p>\n<\/p>\n<p><strong>Goals<\/strong>: same idea\u2014select tag, period, and field, then set a target. In \u201cToday\u201d you always see the completion percentage.<\/p>\n<\/p>\n<p><strong>Charts \/ Trends<\/strong>: similar to Watch, but data is displayed as charts. These can also be added to the \u201cToday\u201d dashboard.<\/p>\n<\/p>\n<p>This way I track everything I need to monitor or review later:<\/p>\n<ul>\n<li>\n<p>Symptoms, medications, medical visits, physical activity, food and drink consumption, mood<\/p>\n<\/li>\n<li>\n<p>Work activities, meetings, people I meet, focus sessions, releases<\/p>\n<\/li>\n<li>\n<p>Information related to my children such as grades, absences, sports activities<\/p>\n<\/li>\n<li>\n<p>Places, food, books, movies, TV shows, apps, things I learned<\/p>\n<\/li>\n<li>\n<p>Portfolio performance, income, expenses, and specific spending categories<\/p>\n<\/li>\n<\/ul>\n<p>This is the core concept, but there are many other features too: map view for location-enabled tags, photo gallery, calendar, collections, etc.<\/p>\n<\/p>\n<p>Another thing I always wanted, and can finally use, is the <strong>Zapier<\/strong> integration to create entries from other platforms (for example, I track GitHub commits or calendar events). It\u2019s also possible to create custom integrations by generating API keys directly inside the app.<\/p>\n<\/p>\n<p>Why I\u2019m launching today: TagJournal is currently in a phase where validation is key. I\u2019ve built the core features, rich tags, AI-powered summaries, and advanced statistics, but now I need your eyes on it. I want to know:<\/p>\n<ul>\n<li>\n<p>Does the ‘tag everything’ approach resonate with your workflow?<\/p>\n<\/li>\n<li>\n<p>Which features (AI assistant, Goals, or Zapier integrations) are most valuable to you?<\/p>\n<\/li>\n<li>\n<p>What\u2019s missing to make this your daily driver?<\/p>\n<\/li>\n<\/ul>\n<p>I\u2019ll be here all day to answer your questions and take notes on your feedback. Thank you for helping me shape the future of TagJournal!<\/p>\n<p>Happy tagging!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<\/div>\n<p><!-- \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 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