Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-08-01<\/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 | 2026-08-01<\/h1>\n<p> <\/p>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#1<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/G2YNDDYM6FTUFG\" class=\"app-title\">NudgeForMe<\/a><\/p>\n<div class=\"one-liner\">AI follow-up agent for missed email opportunities<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">289<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>NudgeForMe\u662f\u4e00\u6b3eAI\u8ddf\u8fdb\u52a9\u624b\uff0c\u81ea\u52a8\u626b\u63cf\u4f60\u7684\u5df2\u53d1\u9001\u90ae\u4ef6\uff0c\u627e\u51fa\u672a\u83b7\u56de\u590d\u7684\u6f5c\u5728\u5546\u673a\uff0c\u5e76\u5728\u90ae\u7bb1\u5185\u751f\u6210\u81ea\u7136\u8bed\u6c14\u3001\u53ef\u63a7\u53ef\u53d1\u7684\u8ddf\u8fdb\u8349\u7a3f\uff0c\u5e2e\u4f60\u907f\u514d\u6f5c\u5728\u5ba2\u6237\u548c\u5408\u4f5c\u4f19\u4f34\u6084\u6084\u6d41\u5931\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/115820aa-c6ca-4484-b985-6101d54f4b28.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ec4ccacb-6da8-41ad-9bd8-44d1dda81e40.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e382eab7-0a49-4572-9f6b-88f85c6edece.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/09908f80-6949-4291-9cf8-09a402084690.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/58d25806-87a6-459d-b64a-00768cc846e3.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\/fcc9ea48-5a90-4dd9-b07d-8555e8dbac94.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/azvjFEkl-yo\"><source src=\"https:\/\/youtu.be\/azvjFEkl-yo\" 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\">Email<\/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\">AI\u90ae\u4ef6\u8ddf\u8fdb<\/span><br \/>\n <span class=\"tag\">\u90ae\u4ef6\u63d0\u9192<\/span><br \/>\n <span class=\"tag\">\u9500\u552e\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u90ae\u7bb1\u96c6\u6210\uff08Gmail\/Outlook\uff09<\/span><br \/>\n <span class=\"tag\">CRM\u66ff\u4ee3\u65b9\u6848<\/span><br \/>\n <span class=\"tag\">\u5546\u673a\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u8349\u7a3f<\/span><br \/>\n <span class=\"tag\">\u90ae\u4ef6\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">SaaS\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u63d0\u5347<\/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\u8349\u7a3f\u6a21\u5f0f\u201d\u548c\u89e3\u51b3\u771f\u5b9e\u75db\u70b9\u3002\u6838\u5fc3\u95ee\u9898\u96c6\u4e2d\u5728\uff1a\u5982\u4f55\u5224\u65ad\u5bf9\u8bdd\u662f\u5426\u9700\u8981\u8ddf\u8fdb\uff08\u907f\u514d\u8bef\u5224\u201c\u8c22\u8c22\uff0c\u518d\u804a\u201d\uff09\uff1bAI\u662f\u5426\u7406\u89e3\u4e0a\u4e0b\u6587\u800c\u975e\u53ea\u9760\u65f6\u95f4\u89e6\u53d1\uff1b\u6570\u636e\u9690\u79c1\u4e0e\u5185\u5bb9\u662f\u5426\u88ab\u4fdd\u7559\u6216\u7528\u4e8e\u8bad\u7ec3\uff1b\u80fd\u5426\u81ea\u5b9a\u4e49\u8ddf\u8fdb\u6a21\u677f\u3002\u6709\u7528\u6237\u5f3a\u8c03\u7cbe\u51c6\u5ea6\u4f18\u5148\uff0c\u5b81\u53ef\u6bcf\u54682\u6761\u6709\u6548\u63d0\u9192\uff0c\u4e5f\u4e0d\u613f\u9762\u5bf915\u6761\u201c\u53ef\u80fd\u6709\u7528\u201d\u7684\u8349\u7a3f\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 NudgeForMe\u5207\u4e2d\u7684\u75db\u70b9\u771f\u5b9e\u4e14\u9ad8\u9891\u2014\u2014\u90ae\u4ef6\u8ddf\u8fdb\u662f\u9500\u552e\u548c\u5ba2\u6237\u6210\u529f\u4e2d\u6700\u5bb9\u6613\u88ab\u5ffd\u89c6\u3001\u5374\u76f4\u63a5\u51b3\u5b9a\u6536\u5165\u8f6c\u5316\u6548\u7387\u7684\u73af\u8282\u3002\u4ea7\u54c1\u903b\u8f91\u4e0a\uff0c\u5b83\u907f\u5f00\u4e86\u201c\u91cd\u9020\u6536\u4ef6\u7bb1\u201d\u7684\u9677\u9631\uff0c\u9009\u62e9\u5bc4\u751f\u5728\u5df2\u6709\u90ae\u7bb1\u5185\uff0c\u4ee5\u8349\u7a3f\u6a21\u5f0f\u964d\u4f4e\u7528\u6237\u4fe1\u4efb\u6210\u672c\uff0c\u8fd9\u4e00\u7b56\u7565\u5728SaaS\u51b7\u542f\u52a8\u9636\u6bb5\u662f\u660e\u667a\u7684\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u8bc4\u8bba\u533a\u7684\u62f7\u95ee\u6070\u6070\u66b4\u9732\u4e86\u5b83\u7684\u884c\u4e1a\u5171\u6027\u8f6f\u808b\uff1a\u6240\u8c13\u7684\u201c\u667a\u80fd\u8bc6\u522b\u201d\u662f\u5426\u771f\u7684\u80fd\u533a\u5206\u201c\u671f\u5f85\u56de\u590d\u201d\u4e0e\u201c\u81ea\u7136\u7ed3\u675f\u201d\u7684\u5bf9\u8bdd\uff1f\u5982\u679c\u5f15\u64ce\u53ea\u662f\u57fa\u4e8e\u201c\u53d1\u4ef6\u4eba\u63d0\u51fa\u76f4\u63a5\u95ee\u9898+\u6c89\u9ed8N\u5929\u201d\u8fd9\u7c7b\u89c4\u5219\uff0c\u90a3\u5b83\u5e76\u6ca1\u6709\u6bd4\u4e00\u4e2a\u667a\u80fd\u8fc7\u6ee4\u5668\u5f3a\u591a\u5c11\uff0c\u751a\u81f3\u53ef\u80fd\u56e0\u8bef\u5224\u800c\u5feb\u901f\u6d88\u8017\u7528\u6237\u4fe1\u4efb\u2014\u2014\u800c\u4fe1\u4efb\u6070\u6070\u662f\u6b64\u7c7b\u5de5\u5177\u7684\u751f\u547d\u7ebf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u66f4\u5173\u952e\u7684\u95ee\u9898\u662f\u201cAI\u662f\u5426\u8bfb\u61c2\u4e0a\u4e0b\u6587\u201d\u3002\u4ece\u8bc4\u8bba\u533a\u53ef\u4ee5\u770b\u51fa\uff0c\u7528\u6237\u771f\u6b63\u671f\u5f85\u7684\u662f\u201cAI\u77e5\u9053\u6211\u548c\u5bf9\u65b9\u804a\u4e86\u4ec0\u4e48\u3001\u4e1a\u52a1\u662f\u4ec0\u4e48\u3001\u5bf9\u65b9\u6f5c\u5728\u9700\u6c42\u662f\u4ec0\u4e48\u201d\uff0c\u4ece\u800c\u751f\u6210\u6709\u5177\u4f53\u4ef7\u503c\u94a9\u5b50\u7684\u8ddf\u8fdb\u6587\u6848\uff0c\u800c\u975e\u201cHi, just following up\u201d\u7684\u5957\u8bdd\u6a21\u677f\u3002\u8fd9\u9700\u8981\u4ea7\u54c1\u5728\u90ae\u4ef6\u5185\u5bb9\u7406\u89e3\u4e0e\u4e1a\u52a1\u77e5\u8bc6\u6ce8\u5165\u4e0a\u505a\u66f4\u91cd\u7684\u6295\u5165\uff0c\u8fdc\u8d85\u51fa\u626b\u63cf\u201c\u5df2\u53d1\u9001\u201d\u7684\u903b\u8f91\u8303\u7574\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u6570\u636e\u9690\u79c1\u95ee\u9898\u867d\u88ab\u5b98\u65b9\u56de\u5e94\u4e86\u4e00\u8f6e\uff0c\u4f46\u201c\u8bfb\u53d6\u6574\u4e2a\u5df2\u53d1\u9001\u6587\u4ef6\u5939\u5e76\u4ea4\u7531LLM\u5206\u6790\u201d\u7684\u8d28\u8be2\u5728\u8bc4\u8bba\u4e2d\u5e76\u672a\u83b7\u5f97\u8db3\u591f\u6709\u8bf4\u670d\u529b\u7684\u6b63\u9762\u56de\u7b54\u3002\u5bf9\u4f01\u4e1a\u5ba2\u6237\uff0c\u5c24\u5176\u662f\u6d89\u53ca\u5408\u540c\u548c\u5ba2\u6237\u6570\u636e\u7684\u5c97\u4f4d\uff0c\u8fd9\u4e00\u95ee\u9898\u65e0\u6cd5\u901a\u8fc7\u201cSOC2\u5408\u89c4\u201d\u62b9\u5e73\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6574\u4f53\u800c\u8a00\uff0cNudgeForMe\u662f\u4f18\u79c0\u7684\u201c\u75db\u70b9\u4fee\u590d\u578b\u201d\u4ea7\u54c1\uff0c\u5177\u6709\u5546\u4e1a\u4ef7\u503c\uff0c\u4f46\u8ddd\u79bb\u201c\u667a\u80fd\u8ddf\u8fdb\u5f15\u64ce\u201d\u8fd8\u6709\u76f8\u5f53\u8ddd\u79bb\u3002\u82e5\u5b83\u505c\u7559\u5728\u201c\u901a\u77e5+\u8349\u7a3f\u201d\u5c42\u9762\uff0c\u5f88\u5bb9\u6613\u88ab\u90ae\u7bb1\u539f\u751fAI\u6216\u5927\u578b\u9500\u552e\u5e73\u53f0\uff08\u5982Outreach\u3001Salesloft\uff09\u5feb\u901f\u8986\u76d6\u3002\u73b0\u9636\u6bb5\u7684\u4ef7\u503c\u66f4\u63a5\u8fd1\u201c\u9ad8\u6548\u63d0\u9192\u5668\u201d\uff0c\u800c\u975e\u201c\u667a\u80fd\u52a9\u7406\u201d\u3002\u5176\u80fd\u5426\u957f\u8dd1\uff0c\u53d6\u51b3\u4e8e\u56e2\u961f\u5728\u4e0a\u4e0b\u6587\u7406\u89e3\u3001\u7cbe\u51c6\u8fc7\u6ee4\u548c\u5185\u5bb9\u751f\u6210\u8d28\u91cf\u4e0a\u7684\u771f\u5b9e\u6295\u5165\uff0c\u800c\u4e0d\u662f\u53d1\u5e03\u65f6\u7684\u8fd0\u6c14\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\">NudgeForMe<\/span>\n <\/div>\n<div class=\"comment-content\">NudgeForMe scans your sent conversations, finds threads where someone never replied, and drafts natural follow-ups inside your own mailbox. It starts in draft mode, so you stay in control. You can review each opportunity, select the useful ones, and send from Gmail, Outlook, or IMAP\/SMTP. Built by the Snoooz team after processing millions of emails, NudgeForMe is focused on one painful workflow: making sure leads, deals, partnerships, and customer conversations do not quietly go cold.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \ud83d\udc4b<\/p>\n<p>Three years ago, we launched Snoooz here and were lucky to become #1 Product of the Day. Since then, we\u2019ve processed millions of emails and kept seeing the same pattern:<\/p>\n<p>People do not only need help replying faster. They also lose leads, deals, partnerships, and important customer conversations because they forget to follow up.<\/p>\n<p>So we built NudgeForMe.<\/p>\n<p>NudgeForMe scans your sent conversations, finds threads where you were expecting a reply, but they never replied, and drafts follow-ups inside your own mailbox. It starts in draft mode, so you stay in control. You can review each opportunity, choose the useful ones, and send from Gmail, Outlook, or IMAP\/SMTP.<\/p>\n<p>A few things that make it different:<\/p>\n<p>\u2022 It looks at your actual sent conversations, not a separate CRM list<br \/>\n\u2022 It finds missed opportunities automatically<br \/>\n\u2022 It creates follow-up drafts in your mailbox<br \/>\n\u2022 It stops when someone replies<br \/>\n\u2022 It works in draft mode by default<br \/>\n\u2022 It is built by the Snoooz team, based on what we learned from millions of processed emails<\/p>\n<p>We built this because follow-up is one of those small things that quietly costs people real opportunities.<\/p>\n<p>Would love your feedback, especially on:<br \/>\n1. What would make you trust an AI follow-up agent?<br \/>\n2. Should this live as a focused product or become part of Snoooz long term?<br \/>\n3. What integrations should we prioritize next?<\/p>\n<p>Thanks for checking it out.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>15<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@victoria_dash\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@victoria_dash<\/a> Congrats on the launch. Looks great and I like the fact it actually works in your inbox. A quick question though, can you give it context, so its not just a generic AI written email, but actually knows what you talked about with the lead? For instance knows what the product does and can say things like “I was thinking about your use case and one feature that could be really helpful for you is X, because it does Y and Z.” In my experience follow ups like “Hi, I’m just following up” don’t work. A question or a benefit for the client restarts the conversation. So if it can do that and knows what it’s talking about, that’s what would make me trust an AI follow up agent. Also if you can specify templates for responses that worked in the past, so the AI isn’t reinventing the wheel. But otherwise looks great, keep up the good work.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">@nixmolabs yes<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@victoria_dash\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@victoria_dash<\/a> Congrats on the launch. Losing a deal because nobody remembered to follow up is a real problem.<\/p>\n<\/p>\n<p>That said: in my experience bots do great with code or executing tasks, but they’ve always struggled with the relational side, sounding like a person instead of a system. How do you handle that?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Pretty good idea .. Up until now I only see this in gmail, but with this product it is possible to expand.<\/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\/@rachid_abadli\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rachid_abadli<\/a> Thank you for the upvote. You are right the problem is not limited to gmail users, and so we wanted NudgeForMe to work across Gmail, Outlook, and IMAP\/SMTP so more people can use it with the inbox they already have. Thanks for checking it out!<\/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>Draft mode is the right default, and it also makes precision the entire product. If I open the folder and 4 of 15 drafts are worth sending, I stop opening the folder by week two and the 4 good ones die with the rest. I’d trade recall away hard for that, something like only flag threads where I asked a direct question and got silence for five days, because two right nudges a week beats fifteen maybes.<\/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\/@asadmalik901\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@asadmalik901<\/a> We agree that precision matters more than volume.<\/p>\n<p>NudgeForMe first shows you the follow-up opportunities it finds in the app, so you can choose which ones should become drafts. We also filter out newsletters and conversations that clearly do not need a response.<\/p>\n<p>As it learns more about your business and preferences, you can switch to autopilot but the default experience keeps you fully in control. Our goal is exactly what you described: a few genuinely useful nudges, not a folder full of maybes.<\/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\/@asadmalik901\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@asadmalik901<\/a> This is your 111 options argument again, in a different shape. Fifteen drafts is a first screen. The moment I have to be the filter, the good ones inherit the cost of the bad ones. Threshold tuning is the wrong knob for that. The knob is who pays for a wrong suggestion. Show 2, keep the other 13 searchable for when I go looking. Five days of silence after a direct question is a good rule. Does it survive the people who answer in a thread instead of a reply?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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<blockquote>\n<p><em>Follow-up<\/em> is the cheapest revenue sitting in most inboxes and almost nobody does it consistently. Nice to see someone build for that specific gap instead of another inbox rewrite. Draft mode as the default is a smart call too.<\/p>\n<\/blockquote>\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\/@shaunds03\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shaunds03<\/a> thank you for your support<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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 idea. One question though\u2014how does NudgeForMe decide which conversations actually need a follow-up versus threads that are intentionally left unanswered? Curious about the intelligence behind that<\/p>\n<\/p>\n<p>Congrats on the launch <a href=\"https:\/\/www.producthunt.com\/@chitreshsingh\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"chitreshsingh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chitreshsingh<\/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\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chitreshsingh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chitreshsingh<\/a> <a href=\"https:\/\/www.producthunt.com\/@suryansh_tiwari2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@suryansh_tiwari2<\/a> Thanks, Suryansh! NudgeForMe looks at the conversation context to understand whether a reply was actually expected or the thread was already complete. It also filters out things like newsletters, FYIs, and closing messages. Users can review the opportunities first, and the detection improves further from their feedback over 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Draft mode before any send is the right call. What I want to know: does it look for actual signals in the sent message, like a question or an explicit request, or is the detection purely time-based? A thread that ended with ‘thanks, talk soon’ should not queue a nudge. Those are easy to misread as cold.<\/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\/@noctis06\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@noctis06<\/a> Yes we look at the conversation and whether a reply was actually expected, including questions, requests, and signs that the thread is already closed. So a message like \u201cthanks, talk soon\u201d should not be flagged. We\u2019ll keep refining this with real-world feedback and edge cases, so please share any feedback you have after trying our app \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>So, basically this app will also ready my OTPs and Sensitive Codes in my mail box I guess?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@sarowar_zamil_shawon\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sarowar_zamil_shawon<\/a> we only read the sent folder, i assume OTPs sit in your inbox. We are also SOC2 and ISO compliant by the way.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sarowar_zamil_shawon\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sarowar_zamil_shawon<\/a> Fair question. The mailbox connection gives Nudge access to the email data needed to scan conversations, but it is designed to process sent threads and replies on those threads, not OTPs, verification codes, or unrelated sensitive messages. Those messages are filtered out and are not used to create follow-up opportunities or drafts.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 detection quality questions in here are all good ones, but the thing I haven’t seen asked yet is what happens to the actual email content once it’s scanned. reading sent conversations well enough to tell “thanks, talk soon” apart from a real dropped thread means an LLM is seeing the full text of my client emails and partnership deals, not just headers or timestamps. is that content processed and then discarded, or retained\/logged anywhere on your end? for a tool sitting on my entire sent folder that’s the question I’d want answered in writing before connecting a real inbox, not just “draft mode by default.”<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@galdayan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@galdayan<\/a> Good question, Nudge reads the conversation content to determine whether a follow-up is needed and to generate the draft. We do not use customer emails to train our models, and we do not retain a permanent copy of the entire sent folder, only the threads you want us to monitor.<\/p>\n<p>You can check our privacy policy here:<br \/><a href=\"https:\/\/nudgeforme.com\/privacy.html\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/nudgeforme.com\/privacy.html<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Ooh this is nice. Follow ups are a huge case for AI!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Anything the Snoooz team creates you can count on being top quality and probably the best support you’ve ever received for a product. I’ve been with them for over a year and <a href=\"https:\/\/www.producthunt.com\/@victoria_dash\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"victoria_dash\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@victoria_dash<\/a> is an absolute super star. These guys are experts with anything email and at the end of the day, email is our biggest relationship management and sales system because it’s personal. Wishing you guys so much success with this launch. From a very happy Snoooz user \u2764\ufe0f\ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great product. I have already implemented this into my daily use. It found 2 two deals I neglected to follow up on. Just paid for itself in the first week. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Bruh gets access to my mailbox? So I am not only giving away data to them but also their AI providers? Interesting.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">How accurate are the followup suggestions and can user customize the type of reminders they want?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Does it look at the conversation context or mainly the time since the last reply?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 the launch. This looks very interesting. I’m going to sign up for it soon. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@iamanantgupta\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@iamanantgupta<\/a> thank you so much for your feedback.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The tone matching is the part everyone’s asking about, but I’d worry more about false positives, threads that look unanswered but weren’t actually waiting on anything, like a “sounds good, thanks” that just didn’t need a reply back. How does it tell that kind of silence apart from someone actually going quiet on you?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This looks built for warm threads, and what I’d worry about is someone pointing it at a cold list. No reply is the normal case there, so it drafts a nudge for nearly everyone, out of the one mailbox they cannot afford to burn. I keep cold sending on a separate warmed domain for that reason, so does it tell a quiet thread apart from one that was never warm?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@berkaybuilds\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@berkaybuilds<\/a> The main value of the app is to help you find opportunities that you may missed to follow up manually. Maybe you sent a proposal or a request for demo, but forgot to follow up. With Nudge you can have it scan and find those conversations, and you can then decide which ones need a follow up. You can set it to auto follow up on those threads for a specific period of time, or until the person replies.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Draft mode protects you at draft time. The risk lives at send time.<\/p>\n<\/p>\n<p>The draft exists because nobody replied. Then you open the folder tomorrow and some of those people have answered, just not in that thread. On the phone, on LinkedIn, in a new thread with a different subject. Sending just checking in to someone who already replied is the one follow-up that actually costs you the relationship, and it is worse than never following up at all.<\/p>\n<\/p>\n<p>So the check I would want sits at send rather than at generation. Re-verify the condition that created the draft, right before it goes out: nothing new in this thread, no newer message from that address anywhere in the mailbox, no meeting with them since. Cheap to run, and it is the whole difference between a stale draft and an embarrassing send.<\/p>\n<\/p>\n<p>Does it re-check anything at the moment you press send, or is the decision made when the draft is written?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jernej_jan_kocica\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jernej_jan_kocica<\/a> That\u2019s a very good point. For automated follow-ups, Nudge re-checks the mailbox before sending and stops if it detects a reply, an out-of-office message, or a bounce. It can also adjust the next follow-up based on the latest response\u2014for example, if someone asks you to follow up later or says when they will return from vacation.<\/p>\n<\/p>\n<p>Since this is our first release, we recommend starting in draft mode, where you choose which opportunities are worth following up on.<\/p>\n<\/p>\n<p>You\u2019re also right that replies through LinkedIn, phone calls, meetings, or a separate email thread are harder to detect. We don\u2019t claim to catch all of those today, but broader pre-send verification is a valuable safeguard and something we can add to our roadmap.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I have a question, right now draft mode is auto enabled with Gemini specially if you are using google workspace, so what is differentiator?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@arshad_talpur\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@arshad_talpur<\/a> the app works with all email providers, and also lets you scan your mailbox for last 6 months.. usually what happens is that you remember last few leads or customer interactions from last couple of weeks, but there are many such opportunities which are buried from last several months, and the app can help you discover them, and then you can choose which ones to draft for, and once you select, it can continue to follow up on those until the person replies. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Starting in draft mode instead of auto-send is the detail that’d make me actually trust this with real leads.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@irahimiam\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@irahimiam<\/a> thanks, and this is why we made draft-only as the default behaviour.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/DHPDMPFRNHBRJQ\" class=\"app-title\">DeepSeek-V4-Flash-0731<\/a><\/p>\n<div class=\"one-liner\">Frontier agent intelligence at Flash prices<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">276<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>DeepSeek-V4-Flash-0731 \u662f\u4e00\u6b3e\u4ee5\u201cFlash\u201d\u4ef7\u683c\u63d0\u4f9b\u524d\u6cbf\u667a\u80fd\u4f53\u80fd\u529b\u7684\u8f7b\u91cf\u7ea7\u5927\u6a21\u578b\uff0c\u901a\u8fc7\u539f\u751f\u652f\u6301 Responses API \u4e0e Codex CLI \u9002\u914d\uff0c\u89e3\u51b3\u5f00\u53d1\u8005\u201c\u9ad8\u6027\u80fd\u6a21\u578b\u6210\u672c\u8fc7\u9ad8\u201d\u4e0e\u201c\u8f7b\u91cf\u6a21\u578b\u667a\u80fd\u4e0d\u8db3\u201d\u7684\u53cc\u91cd\u75db\u70b9\uff0c\u8ba9\u9876\u7ea7\u63a8\u7406\u5728\u771f\u5b9e\u5de5\u7a0b\u573a\u666f\u4e2d\u5b9e\u73b0\u4f4e\u6210\u672c\u5927\u89c4\u6a21\u843d\u5730\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/55747a0b-508e-43a1-a1a1-afa9881e6d22.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\/11796d8a-ff39-4261-af1a-8543178cceac.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\/8cf8cdff-5c56-4c28-976d-4d156a2cc60d.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\/5f071fdb-5996-4d52-838e-91d351d5776e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">API<\/span><br \/>\n <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5927\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">API\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u6210\u672c\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u63a8\u7406\u52a0\u901f<\/span><br \/>\n <span class=\"tag\">DeepSeek<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u6027\u4ef7\u6bd4\u4e0e\u667a\u80fd\u4f53\u4efb\u52a1\u6027\u80fd\u8dc3\u5347\uff0c\u4f46\u6838\u5fc3\u8d28\u7591\u96c6\u4e2d\u5728\u8bc4\u6d4b\u53ef\u4fe1\u5ea6\uff1a\u6709\u8bc4\u8bba\u6307\u51faTerminal-Bench\u4e0eDeepSWE\u5206\u6570\u63d0\u5347\u5e45\u5ea6\u4e0d\u5bf9\u79f0\uff0c\u7591\u4f3c\u683c\u5f0f\u9075\u5faa\u5ea6\u63d0\u5347\u800c\u975e\u771f\u5b9e\u63a8\u7406\u80fd\u529b\u589e\u957f\uff0c\u4e14\u7b2c\u4e09\u65b9\u590d\u73b0\u7f3a\u5931\uff1b\u53e6\u6709\u7528\u6237\u5173\u6ce8\u957f\u671f\u4efb\u52a1\u5b9e\u9645\u8868\u73b0\u4e0e\u7f13\u5b58\u8f93\u5165\u6210\u672c\uff0c\u5f3a\u8c03\u5e94\u5173\u6ce8\u201c\u5355\u4efb\u52a1\u5b8c\u6210\u6210\u672c\u201d\u800c\u975e\u88f8token\u4ef7\u683c\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 DeepSeek\u8fd9\u6ce2\u53d1\u5e03\uff0c\u8868\u9762\u4e0a\u662f\u4e00\u6b21\u201c\u52a0\u91cf\u4e0d\u52a0\u4ef7\u201d\u7684\u4f8b\u884c\u5347\u7ea7\uff0c\u5b9e\u5219\u662f\u4e00\u6b21\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u884c\u4e1a\u5b9a\u4ef7\u6743\u5ba3\u793a\u3002\u4f46\u6211\u4eec\u5fc5\u987b\u6495\u5f00\u201c\u6027\u80fd\u66b4\u6da8\u201d\u7684\u8425\u9500\u5916\u8863\uff0c\u76f4\u89c6\u51e0\u4e2a\u5173\u952e\u4e8b\u5b9e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7b2c\u4e00\uff0c\u8bc4\u6d4b\u6570\u5b57\u7684\u201c\u9b54\u5e7b\u8df3\u53d8\u201d\u6781\u5177\u8ff7\u60d1\u6027\u3002DeepSWE\u4ece7.3\u98d9\u523054.4\uff0c\u800cTerminal-Bench\u53ea\u4ece61.8\u6da8\u523082.7\u2014\u2014\u540c\u4e00\u67b6\u6784\u3001\u540c\u4e00\u53c2\u6570\u91cf\uff0c\u8fd9\u79cd\u4e0d\u5bf9\u79f0\u589e\u5e45\u5728\u6280\u672f\u903b\u8f91\u4e0a\u51e0\u4e4e\u4e0d\u53ef\u80fd\u6e90\u4e8e\u57fa\u7840\u63a8\u7406\u80fd\u529b\u7684\u7a81\u53d8\u3002\u8bc4\u8bba\u533a\u4e00\u9488\u89c1\u8840\uff1a\u8fd9\u5927\u6982\u7387\u662f\u5de5\u5177\u8c03\u7528\u4e0e\u683c\u5f0f\u9075\u5faa\u5ea6\u7684\u63d0\u5347\uff0c\u662f\u201c\u5bf9\u9f50\u5de5\u7a0b\u201d\u7684\u80dc\u5229\uff0c\u800c\u975e\u667a\u80fd\u672c\u4f53\u7684\u8fdb\u5316\u3002\u8fd9\u79cd\u63d0\u5347\u5bf9\u4f9d\u8d56\u7279\u5b9aAgent\u5faa\u73af\u7684\u5f00\u53d1\u8005\u6709\u6548\uff0c\u4f46\u6362\u4e00\u4e2a\u5de5\u4f5c\u6d41\u6846\u67b6\uff0c\u589e\u76ca\u53ef\u80fd\u5927\u5e45\u7f29\u6c34\u3002DeepSeek\u5f00\u653e\u4e86MIT\u6743\u91cd\uff0c\u8fd9\u503c\u5f97\u80af\u5b9a\uff0c\u4f46\u5728\u7b2c\u4e09\u65b9\u72ec\u7acbharness\u590d\u73b0\u4e4b\u524d\uff0c\u8fd9\u4efd\u6210\u7ee9\u5355\u53ea\u80fd\u6253\u4e94\u6298\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7b2c\u4e8c\uff0c\u771f\u6b63\u7684\u6740\u62db\u4e0d\u662f\u6027\u80fd\uff0c\u800c\u662f\u5b9a\u4ef7\u7b56\u7565\u3002$0.14\/M\u8f93\u5165\u3001$0.28\/M\u8f93\u51fa\uff0c\u914d\u5408\u7f13\u5b58\u8f93\u5165\u7684\u4f4e\u4ef7\uff0c\u76f4\u63a5\u523a\u7a7f\u4e86OpenAI\u548cAnthropic\u7684\u5229\u6da6\u62a4\u57ce\u6cb3\u3002\u7136\u800c\uff0c\u7528\u6237\u5df2\u7ecf\u806a\u660e\u5730\u6307\u51fa\uff1a\u4f4e\u4ef7token\u4e0d\u7b49\u4e8e\u4f4e\u4ef7\u4efb\u52a1\u3002Agent\u573a\u666f\u4e2d\u4e00\u6b21\u5931\u8d25\u7684\u91cd\u8bd5\u53ef\u80fd\u6d88\u8017\u5341\u500d\u4e8e\u6210\u529f\u8def\u5f84\u7684token\u3002\u6a21\u578b\u5728\u957f\u65f6\u7a0b\u4efb\u52a1\u4e2d\u7684\u9c81\u68d2\u6027\u2014\u2014\u800c\u975e\u57fa\u51c6\u5206\u6570\u2014\u2014\u624d\u662f\u51b3\u5b9a\u8d26\u5355\u7684\u5173\u952e\u3002\u76ee\u524d\u6ca1\u6709\u4efb\u4f55\u6570\u636e\u8bc1\u660eFlash\u5728\u6bcf\u4efb\u52a1\u6210\u672c\u4e0a\u4f18\u4e8eV4-Pro\u6216GPT-5.6\u7cfb\u5217\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7b2c\u4e09\uff0cMIT\u5f00\u6e90+API\u4f4e\u4ef7\u7684\u7ec4\u5408\u62f3\uff0c\u672c\u8d28\u662fDeepSeek\u5728\u590d\u5236\u5f53\u5e74\u5b89\u5353\u5bf9\u6297iOS\u7684\u8def\u5f84\uff1a\u7528\u5f00\u653e\u751f\u6001\u6362\u53d6\u5f00\u53d1\u8005\u5fc3\u667a\uff0c\u7528\u89c4\u6a21\u644a\u8584\u6210\u672c\u3002\u4f46\u8fd9\u4e5f\u610f\u5473\u7740\u4f01\u4e1a\u5ba2\u6237\u7684\u6570\u636e\u9690\u79c1\u4e0e\u5408\u89c4\u6210\u672c\u5c06\u8f6c\u5ac1\u7ed9\u4e0b\u6e38\u3002\u5439\u6367\u201c\u667a\u80fd\u6210\u4e3a\u5546\u54c1\u201d\u4e4b\u524d\uff0c\u8bf7\u5148\u786e\u8ba4\u4f60\u7684Agent\u4e0d\u4f1a\u5728\u5173\u952e\u4efb\u52a1\u4e0a\u56e0\u4e3a\u201c\u6027\u4ef7\u6bd4\u6a21\u578b\u201d\u7684\u9690\u6027\u4e0d\u7a33\u5b9a\u800c\u8fd4\u5de5\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7ed3\u8bba\uff1a\u8fd9\u662f\u4e00\u6b3e\u503c\u5f97\u4e25\u8083\u8bc4\u4f30\u7684\u5de5\u7a0b\u4ea7\u54c1\uff0c\u4f46\u4e0d\u8981\u88ab\u201cFlash\u4ef7\u683c\u3001Pro\u6027\u80fd\u201d\u7684\u53d9\u4e8b\u7ed1\u67b6\u3002\u5728\u7b2c\u4e09\u65b9\u8bc4\u6d4b\u548c\u4e09\u5468\u4ee5\u4e0a\u751f\u4ea7\u73af\u5883\u538b\u6d4b\u6570\u636e\u51fa\u6765\u4e4b\u524d\uff0c\u7406\u6027\u9009\u62e9\u662f\u6df7\u5408\u8c03\u7528\u2014\u2014\u5c06\u91cd\u590d\u6027\u9ad8\u3001\u5bb9\u9519\u7387\u9ad8\u7684\u6d41\u91cf\u5207\u7ed9Flash\uff0c\u6838\u5fc3\u51b3\u7b56\u94fe\u8def\u4fdd\u7559\u66f4\u9ad8\u4ef7\u7684\u53ef\u9760\u6a21\u578b\u3002\u771f\u6b63\u7684\u9769\u547d\u4e0d\u662f\u201c\u667a\u80fd\u514d\u8d39\u201d\uff0c\u800c\u662f\u201c\u667a\u80fd\u5206\u5c42\u201d\u2014\u2014\u8c01\u5148\u6478\u6e05\u6bcf\u5c42\u7684\u80fd\u529b\u8fb9\u754c\uff0c\u8c01\u624d\u662f\u5728\u8fd9\u8f6e\u4ef7\u683c\u6218\u4e2d\u771f\u6b63\u53d7\u76ca\u7684\u4eba\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\">DeepSeek-V4-Flash-0731<\/span>\n <\/div>\n<div class=\"comment-content\">DeepSeek-V4-Flash-0731 is the official release of V4-Flash, featuring a massive leap in agentic capabilities. It outperforms V4-Pro (Preview) on key benchmarks, natively supports the Responses API, and is fully adapted for Codex CLI.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone!<\/p>\n<p>This is another <a href=\"https:\/\/www.producthunt.com\/products\/deepseek\" target=\"_blank\" rel=\"noopener\">@DeepSeek<\/a> moment.<\/p>\n<p>DeepSeek-V4-Flash-0731 keeps the same architecture and size as the <a href=\"https:\/\/www.producthunt.com\/products\/deepseek\/launches\/deepseek-v4-3\" target=\"_blank\" rel=\"noopener\">preview model<\/a>, but the jump in agentic performance is hard to treat as a normal update.<\/p>\n<p>Terminal-Bench 2.1 moved from 61.8 to 82.7. DeepSWE went from 7.3 to 54.4 (simply CRAZY). Flash now beats V4-Pro Preview on every benchmark shown in DeepSeek\u2019s release table, while activating far fewer parameters.<\/p>\n<p><a href=\"https:\/\/huggingface.co\/deepseek-ai\/DeepSeek-V4-Flash-0731\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">The weights and inference code are already available<\/a> under MIT too, so this is not just an API release.<\/p>\n<p>Then there is the price. V4 Flash currently costs $0.14 per million uncached input tokens and $0.28 per million output tokens. <a href=\"https:\/\/x.com\/OpenAI\/status\/2082878156483219672\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">GPT-5.6 Terra and Luna also just got much cheaper<\/a>.<\/p>\n<p>Top-tier intelligence is becoming extremely cheap. I mean <strong>extremely cheap<\/strong>.<\/p>\n<p>I think we are entering a different phase of AI. When intelligence at this level is almost free and <a href=\"https:\/\/api-docs.deepseek.com\/quick_start\/agent_integrations\/codex\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">available through Codex<\/a>, what will you build? How far can your imagination go when the cost of trying is no longer the main constraint??<\/p>\n<p>P.S. one slightly crazy hint\ud83d\udc40\ud83d\udc40:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6010c748-824c-4f83-b1ba-73e6e41c2892.png?auto=compress,format&codec=mozjpeg&cs=strip\" style=\"max-width: 100%\"><\/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\/@zaczuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaczuo<\/a> If you could wave a wand and remove any one constraint for builders using models like this, which would you remove first; and what\u2019s the first thing you\u2019d build once that constraint was gone?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@zaczuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaczuo<\/a> I think the biggest shift isn’t that models are getting smarter. It’s that intelligence is becoming a commodity.<\/p>\n<\/p>\n<p>A few years ago, the question was, “Can we build this with AI?” Soon it’ll be, “Why hasn’t anyone built this yet?” When top-tier reasoning costs pennies, the competitive advantage moves away from access to models and toward distribution, unique data, product design, and execution.<\/p>\n<p>It reminds me of cloud computing. Once compute became cheap, nobody won by owning servers. They won by building better products on top of them.<\/p>\n<\/p>\n<p>I’m curious\u2014if intelligence becomes almost free, what do you think becomes the new bottleneck? Context, trust, distribution, proprietary data… or something we haven’t realized yet? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">Is this becoming a price match, Oai also reduced a lot on their frontier models..<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>61.8 to 82.7 on Terminal-Bench and 7.3 to 54.4 on DeepSWE for a model that’s “the same architecture and size” as the preview is the kind of jump that makes me want to know who ran the eval, not just what it scored. are these numbers reproduced by anyone outside DeepSeek yet, or is it still first-party only? weights being MIT and downloadable makes independent verification actually possible here, unlike a closed API release, so I’d rather wait for someone else’s harness to confirm it than take the release table at face value.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@galdayan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@galdayan<\/a> Right question, and I would point it at one number. 7.3 to 54.4 on DeepSWE sitting next to 61.8 to 82.7 on Terminal-Bench, same architecture, same size. That asymmetry is the tell. A 7.3 baseline is not a model that reasons badly. It is a model falling out of the agent loop. So a lot of that 47 point delta is probably tool-call and format adherence rather than new capability. Which matters because adherence gains are harness shaped. They transfer if your loop looks like theirs and quietly do not if it does not. Has anyone seen the failure breakdown on the old 7.3? Format versus reasoning is the whole question.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The number I care about isn’t $0.14 per million, it’s cost per completed task. A cheaper model that needs two retries on an agent run costs more than a pricier one that lands it first, which is why 61.8 to 82.7 on Terminal-Bench is the line that actually moves my bill. Where it gets interesting is cached input pricing, since on long agent loops most of my spend is context I’m re-sending, not new tokens.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is likely the most cost efficient model right now, works better than kimi 2.7code, and def better option than gemini flash. 5.6 Luna and Grok build 0.1 are both very good as well<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’m really enjoying using DeepSeek.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>thanks to deepseek for gpt price cut.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Where does it land on long-horizon agent tasks vs. raw benchmarks? That gap is usually where the cheaper tiers fall short.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/Z426QGPUISUCBK\" class=\"app-title\">Port22<\/a><\/p>\n<div class=\"one-liner\">Claude Code, Codex & more on your phone <\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">231<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Port22 \u662f\u4e00\u6b3e\u5c06 Mac \u4e0a\u6b63\u5728\u8fd0\u884c\u7684 Claude Code\u3001Codex \u7b49\u7f16\u7801\u4ee3\u7406\uff08Agent\uff09\u5b9e\u65f6\u6295\u5c04\u5230\u624b\u673a\u4e0a\u7684\u5de5\u5177\uff0c\u89e3\u51b3\u5f00\u53d1\u8005\u79bb\u5f00\u7535\u8111\u540e\uff0c\u4ee3\u7406\u56e0\u7b49\u5f85\u5ba1\u6279\u800c\u957f\u65f6\u95f4\u7a7a\u8f6c\u3001\u6253\u65ad\u5fc3\u6d41\u7684\u75db\u70b9\uff0c\u8ba9\u4f60\u5728\u624b\u673a\u4e0a\u770b\u5230\u771f\u5b9e\u9009\u9879\u5e76\u4e00\u952e\u6279\u51c6\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/95dcde94-1fb5-4c72-bd61-833e4902c9d8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/13cbaa8b-903a-48a7-a5bb-93a15363e338.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2f9d427c-578d-4c6b-a437-b1b79dc7e10d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1054e860-36f7-4dc1-bd1f-fb0c5a6e694b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/244db51b-f192-47a6-9f4f-db58f207a036.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\">iOS<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u7f16\u7801\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u79fb\u52a8\u7aef\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">SSH<\/span><br \/>\n <span class=\"tag\">\u5ba1\u6279\u6d41<\/span><br \/>\n <span class=\"tag\">Claude Code<\/span><br \/>\n <span class=\"tag\">Codex<\/span><br \/>\n <span class=\"tag\">\u8fdc\u7a0b\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">Agent\u7f16\u6392<\/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\u8bfb\u53d6\u771f\u5b9e\u9009\u9879\u800c\u975e\u6a21\u62df\u56de\u8f66\u952e\u201d\u7684\u5b89\u5168\u6027\u3002\u6838\u5fc3\u8d28\u7591\u805a\u7126\u4e8e\u5ba1\u6279\u5361\u7247\u662f\u5426\u63d0\u4f9b\u8db3\u591f\u7684\u4ee3\u7801\u4e0a\u4e0b\u6587\uff08\u5982Diff\u9884\u89c8\uff09\u4ee5\u4f9b\u51b3\u7b56\uff0c\u4ee5\u53ca\u80fd\u5426\u5728\u8702\u7a9d\u7f51\u7edc\u4e0b\u901a\u8fc7\u4e2d\u7ee7\u7a33\u5b9a\u8fde\u63a5\u3002\u6709\u7528\u6237\u5efa\u8bae\u589e\u52a0\u6309\u9879\u76ee\u9884\u8bbe\u7684\u9ed8\u8ba4\u5ba1\u6279\u7b56\u7565\uff0c\u4ee5\u51cf\u5c11\u4f4e\u9891\u6253\u6270\uff0c\u5f00\u53d1\u8005\u56de\u5e94\u79f0\u5df2\u652f\u6301\u67e5\u770b\u53d8\u66f4\u4ee3\u7801\uff0c\u4e14\u81ea\u52a8\u5ba1\u6279\u529f\u80fd\u5728\u89c4\u5212\u4e2d\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Port22 \u7684\u5207\u5165\u70b9\u7cbe\u51c6\u4e14\u514b\u5236\uff0c\u5b83\u6ca1\u6709\u53bb\u9020\u4e00\u4e2a\u65b0\u7684 Agent \u7f16\u6392\u5668\uff0c\u800c\u662f\u9009\u62e9\u505a\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\u7684\u79fb\u52a8\u5ba1\u6279\u7aef\u3002\u8fd9\u5728\u4ea7\u54c1\u7b56\u7565\u4e0a\u975e\u5e38\u806a\u660e\uff0c\u907f\u5f00\u4e86\u4e0e Codex \u6216 Claude Code \u539f\u751f\u79fb\u52a8\u5e94\u7528\u7684\u6b63\u9762\u7ade\u4e89\uff0c\u53cd\u800c\u5229\u7528\u4e86\u591a Agent \u5e76\u884c\u7684\u788e\u7247\u5316\u7ba1\u7406\u75db\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u7684\u4ef7\u503c\u951a\u70b9\u5728\u4e8e\u201c\u4fe1\u4efb\u201d\u3002\u8bc4\u8bba\u4e2d\u53cd\u590d\u51fa\u73b0\u7684\u201c\u6d4f\u89c8\u771f\u5b9e\u9009\u9879\u800c\u975e\u53d1\u9001\u56de\u8f66\u952e\u201d\u662f\u4ea7\u54c1\u7075\u9b42\uff0c\u8fd9\u76f4\u63a5\u51fb\u4e2d\u4e86\u8fdc\u7a0b\u5ba1\u6279\u5de5\u5177\u201c\u9759\u9ed8\u5931\u8d25\u201d\u7684\u81f4\u547d\u7f3a\u9677\u2014\u2014\u6a21\u62df\u6309\u952e\u53ef\u80fd\u4f1a\u5728\u516d\u9009\u4e00\u7684\u63d0\u793a\u7b26\u4e0b\u8bef\u9009\u7b2c\u4e00\u4e2a\uff0c\u5bfc\u81f4\u6574\u4e2a\u4efb\u52a1\u8d70\u5411\u5931\u63a7\u3002\u8bfb\u53d6\u6d3b\u52a8\u4f1a\u8bdd\u7684\u6e32\u67d3\u6587\u672c\uff0c\u672c\u8d28\u4e0a\u662f\u5728\u4fdd\u7559\u201c\u4e0a\u4e0b\u6587\u900f\u660e\u6027\u201d\uff0c\u8fd9\u6bd4\u5355\u7eaf\u7684\u8fdc\u7a0b\u63a7\u5236\u9ad8\u51fa\u4e00\u4e2a\u7ef4\u5ea6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u9510\u8bc4\u9700\u6307\u51fa\u5176\u6f5c\u5728\u98ce\u9669\uff1a\u9996\u5148\uff0c\u82e5\u5ba1\u6279\u5361\u7247\u4e0d\u80fd\u5c55\u793a\u8db3\u91cf\u7684 Diff \u4e0a\u4e0b\u6587\uff0c\u5b83\u53ea\u4f1a\u5c06\u201c\u7b49\u5f85\u6253\u65ad\u201d\u53d8\u6210\u201c\u83bd\u649e\u786e\u8ba4\u201d\uff0c\u8fd9\u662f\u4ece\u201c\u65f6\u95f4\u6d6a\u8d39\u201d\u6ed1\u5411\u201c\u7ed3\u679c\u9519\u8bef\u201d\u7684\u6ed1\u5761\uff0c\u76ee\u524d\u4ec5\u9760\u70b9\u51fb\u540e\u67e5\u770b\u4ee3\u7801\u662f\u4e0d\u591f\u7684\u3002\u5176\u6b21\uff0c\u901a\u8fc7\u4e2d\u7ee7\u670d\u52a1\u5668\u52a0\u5bc6\u867d\u89e3\u51b3\u9690\u79c1\uff0c\u4f46\u65e0\u7591\u662f\u6838\u5fc3\u94fe\u8def\u4e0a\u7684\u5ef6\u8fdf\u4e0e\u6545\u969c\u5355\u70b9\u3002\u5728 Agent \u539f\u751f\u5316\u79fb\u52a8\u64cd\u4f5c\u7cfb\u7edf\u7684\u6d6a\u6f6e\u4e0b\uff0cPort22 \u7684\u62a4\u57ce\u6cb3\u4e0d\u5728\u4e8e\u6280\u672f\u58c1\u5792\uff0c\u800c\u5728\u4e8e\u5bf9\u201c\u5ba1\u6279\u5fc3\u7406\u201d\u7684\u6df1\u5ea6\u6d1e\u5bdf\u548c UI \u7ec6\u8282\u7684\u6781\u81f4\u6253\u78e8\u3002\u5018\u82e5\u5b83\u80fd\u8fdb\u5316\u6210\u4e00\u79cd\u201c\u6761\u4ef6\u5316\u5ba1\u6279\u89c4\u5219\u5f15\u64ce\u201d\uff0c\u5176\u957f\u671f\u9ecf\u6027\u5c06\u8fdc\u8d85\u5f53\u524d\u7248\u672c\u3002\u5efa\u8bae\u56e2\u961f\u805a\u7126\u4e8e\u63d0\u5347\u5ba1\u6279\u5361\u7247\u7684\u51b3\u7b56\u4fe1\u606f\u5bc6\u5ea6\uff0c\u8fd9\u624d\u662f\u7559\u4f4f\u91cd\u5ea6\u7528\u6237\u7684\u5173\u952e\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Port22<\/span>\n <\/div>\n<div class=\"comment-content\">I’d start a long agent run, walk away, and come back to find it had spent 20 minutes waiting on me to approve one file edit. Port22 puts every coding agent running on your Mac onto your phone. See which are working and which are stuck. When one needs permission your phone buzzes and you tap the actual option it offered, not a guessed keystroke. It attaches to what you already run. No wrapper, no config, no new terminal. Free for one Mac and two sessions, every feature on.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey PH \ud83d\udc4b,<\/p>\n<p>i build with claude code and codex most of the day. the thing that kept getting me<br \/>\nwas starting a long run, walking away, and coming back 20 minutes later to find it<br \/>\nhad been sitting there the whole time waiting for me to approve one file edit.<\/p>\n<p>so i built port22. it puts every agent running on your mac onto your phone. you see<br \/>\nwhich ones are working and which are stuck. when one needs permission your phone<br \/>\nbuzzes and you tap the real option it offered, not a guessed yes\/no. it keeps going.<\/p>\n<p>the name is port 22. the ssh port. the one you have typed a thousand times to reach<br \/>\na machine that is somewhere else. felt right for a thing whose whole job is getting<br \/>\nyou back to your mac from wherever you are.<\/p>\n<p>a few things i cared about while building it:<\/p>\n<p>– it attaches to what you already run. no wrapper, no special terminal, no config.<br \/>\n start claude the way you always do and it shows up.<br \/>\n– the buttons are the actual options on screen. approving the wrong thing because<br \/>\n the app guessed a keystroke is the worst possible bug in a tool like this, so it<br \/>\n reads them off the live session instead.<br \/>\n– off your network it goes through a relay that cannot read your code. everything is<br \/>\n end to end encrypted between your mac and your phone. no account, no sign up.<\/p>\n<p>free for one mac and two sessions with every feature on. not a trial.<\/p>\n<p>it is early and i would really like to know what breaks. if you run agents all day i<br \/>\nwould love your feedback, especially on anything that feels slow or wrong. i will be<br \/>\nhere all day answering everything.<\/p>\n<p>thank you for looking!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@harsha_chaganti\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@harsha_chaganti<\/a> Congrats on the launch. Coming back to the Mac and finding it sitting there waiting for 20 minutes is exactly the thing.<\/p>\n<\/p>\n<p>I’ve built a little dashboard for my own sessions, so I’m curious about one part: approving from the phone makes you quicker and less careful than at your desk. Have you seen that in your own use, or does the approval card give you enough to decide properly?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@harsha_chaganti\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@harsha_chaganti<\/a> Quick question from someone who lives in long-running agent sessions:<br \/>When your phone buzzes for approval, how much context do you actually see before tapping?<\/p>\n<p>For example, if Claude wants to edit 3 files or run a risky command, do you get a preview of the exact changes, the ability to jump into the live terminal view before approving or is it mostly \u201capprove\/deny\u201d with minimal context to keep it 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<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@harsha_chaganti\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@harsha_chaganti<\/a> Congrats on the launch! \ud83d\ude80<\/p>\n<p>I use Claude Code every day and I’ve definitely come back to my desk only to realize it had been waiting for an approval the whole time \ud83d\ude05<\/p>\n<p>Really like the idea of keeping long-running agent sessions moving without changing the existing workflow.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Tapping the actual option it offered instead of guessing a keystroke is the detail that sells this. Most remote-approval tools just fire an enter key and hope.<\/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\">@irahimiam hey, had to do insane amount of detailing on the answering options part\ud83d\ude05 still needs work will surely do the best possible<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@irahimiam\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@irahimiam<\/a> The enter-key approach is worse than unreliable, it fails invisibly. Fire enter at a six option prompt and it takes option one, the session keeps moving, and nothing anywhere says a choice was made for you. You only find out an hour later when the run went somewhere you never asked for. That is the real argument for reading the options off the live session. Not that guessing fails, but that guessing succeeds loudly and wrongly.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Reading the options off the live session instead of guessing a keystroke is the part that makes this usable. What I’d still get wrong on a phone is approving the right button for the wrong reason, because I can see “edit src\/auth.ts” but not what’s actually in the diff. If the approval card carries enough of the change to judge it, I’ll clear a queue of these from a coffee shop. If it doesn’t, I walk back to the Mac anyway and the buzz just moved the interruption earlier.<\/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\/@asadmalik901\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@asadmalik901<\/a> Really glad you asked that question, and i am working completely on that. As of now you can see the code that changed when you click on the tool call\/Edit.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 approval card answers the trust question well. What I’d want to know is the network side, is the phone talking to the Mac directly over the same wifi, or through a relay so it still works once you’ve actually left the house and you’re on cellular? That’s usually where local dev tools like this quietly stop working right when you need them most.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is exactly the kind of thing I wish I had last week when an agent burned an hour waiting on a yes\/no I never saw. One thing that would make it even better: let me set a default action per agent or per project for common prompts like file edits under a certain size, so my phone only buzzes when something actually needs my judgment instead of every little change.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@calvin_sally\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@calvin_sally<\/a> That is a genuine feature actually, almost like something between auto mode and manual one <\/p>\n<p>Makes sense, thanks for that!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 way it surfaces the actual approval prompt instead of making you guess at keystrokes is a really thoughtful touch. feels like you built it around the exact moment of frustration rather than building a dashboard first.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@violet_rockefeller\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@violet_rockefeller<\/a> Yes, i did use the native apps but i am a long session multi provider user so wanted something and actually went with it, seems like a problem most have i guess<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 actual options from the live session feels like the killer detail here. Not just \u201cagent on your phone,\u201d but the part where you can safely unblock it without guessing what\u2019s happening back on the Mac. Also love the Port 22 name. Super clean concept, congrats on the launch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@rnagulapalle thanks a ton, and yes answering from your phone is what i want to master<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Hi PH, <\/p>\n<p>The Go live is taking unexpectedly long from the app store review side, will surely update and relaunch as soon as it is done<\/p>\n<p>Sorry for the wait and thanks for the patience, Much appreciated!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Running coding agents from your phone is a surprisingly big unlock for reviewing and approving on the go. Congrats on the launch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kritishpuri\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kritishpuri<\/a> Thank you, and yes this is just the Beta, you can expect more to come soon<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Cool Project. Now that codex , claude code and other providers are building native mobile apps, where do you see the differentiation for this product.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@whiletruelearn\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@whiletruelearn<\/a> Hey, i agree they all have their native Mobile apps but as me being someone who uses all need to go to three different apps for each of them so just thought of it as a personal problem and built this on that so yes<\/p>\n<p>Please give it a try, as of now the app is still in app store review and it is taking longer than usual<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/OQQQ3Q6OSVD35Q\" class=\"app-title\">AgentMicro<\/a><\/p>\n<div class=\"one-liner\">Live Codex task status in your macOS menu bar<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">158<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>AgentMicro \u662f\u4e00\u6b3e\u672c\u5730\u4f18\u5148\u7684 macOS \u83dc\u5355\u680f\u5de5\u5177\uff0c\u8ba9\u5f00\u53d1\u8005\u5728\u4e00\u773c\u4e4b\u95f4\u638c\u63e1\u591a\u4e2a\u5e76\u884c Codex \u4efb\u52a1\u7684\u5b9e\u65f6\u72b6\u6001\uff08\u601d\u8003\u4e2d\u3001\u5df2\u5b8c\u6210\u3001\u9700\u4ecb\u5165\u3001\u62a5\u9519\uff09\uff0c\u5e76\u4e00\u952e\u8df3\u8f6c\u56de\u5bf9\u5e94\u4efb\u52a1\u7a97\u53e3\uff0c\u89e3\u51b3\u591a\u4efb\u52a1\u5207\u6362\u65f6\u201c\u4e22\u5931\u4e0a\u4e0b\u6587\u201d\u548c\u201c\u6ce8\u610f\u529b\u5206\u6563\u201d\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8354e503-a59f-4bca-b5ad-62c300c43e24.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ab4c44f3-a545-4630-ac9d-e0c5b78a5c63.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d477082c-215d-419e-b21c-56e30908c793.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\">Menu Bar Apps<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">macOS\u83dc\u5355\u680f<\/span><br \/>\n <span class=\"tag\">Codex\u4efb\u52a1\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">AI\u7f16\u7a0b\u52a9\u624b<\/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\">\u9690\u79c1\u4fdd\u62a4<\/span><br \/>\n <span class=\"tag\">\u4efb\u52a1\u72b6\u6001\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u5e76\u884c\u4efb\u52a1\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u672c\u5730\u4f18\u5148\u548c\u9690\u79c1\u4fdd\u62a4\u8bbe\u8ba1\uff0c\u5e76\u8d5e\u8d4f\u201c\u6a59=\u884c\u52a8\u201d\u8fd9\u4e00\u4f4e\u566a\u97f3\u72b6\u6001\u3002\u6838\u5fc3\u4e89\u8bae\u70b9\u5728\u4e8e\uff1a\u4e00\u662f\u201c\u9700\u8f93\u5165\u201d\u72b6\u6001\u5728\u65e0\u8f85\u52a9\u529f\u80fd\u6743\u9650\u65f6\u6613\u4e0e\u957f\u65f6\u95f4\u5de5\u5177\u8c03\u7528\u6df7\u6dc6\uff0c\u9700\u660e\u786e\u8d85\u65f6\u9608\u503c\uff1b\u4e8c\u662f\u7f3a\u5c11\u201c\u72b6\u6001\u672a\u77e5\u201d\u7684\u533a\u5206\uff0c\u7a7a\u95f2\u4e0e\u6570\u636e\u8fc7\u671f\u89c6\u89c9\u6df7\u6dc6\uff1b\u4e09\u662f\u5efa\u8bae\u7528\u201c\u72b6\u6001\u6301\u7eed\u65f6\u95f4\u201d\u6765\u66ff\u4ee3\u5355\u7eaf\u8ba1\u65f6\u5668\uff0c\u4ee5\u8bc6\u522b\u5361\u6b7b\u800c\u975e\u957f\u4efb\u52a1\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 AgentMicro \u7cbe\u51c6\u5207\u4e2d\u4e86 AI \u7f16\u7a0b\u65f6\u4ee3\u4e00\u4e2a\u771f\u5b9e\u4e14\u65e5\u76ca\u5c16\u9510\u7684\u75db\u70b9\uff1a\u5e76\u884c\u667a\u80fd\u4f53\u7684\u201c\u6ce8\u610f\u529b\u7ba1\u7406\u201d\u3002\u5b83\u6ca1\u6709\u8bd5\u56fe\u6210\u4e3a\u53e6\u4e00\u4e2a\u63a7\u5236\u9762\u677f\u6216\u81ea\u52a8\u5316\u4e2d\u5fc3\uff0c\u800c\u662f\u9009\u62e9\u505a\u4e00\u4e2a\u201c\u89c2\u5bdf\u54e8\u201d\uff0c\u7528\u4e94\u4e2a\u989c\u8272\u72b6\u6001\u548c\u4e00\u952e\u8df3\u8f6c\u6765\u538b\u7f29\u4fe1\u606f\u566a\u58f0\uff0c\u8fd9\u4e2a\u514b\u5236\u4e14\u52a1\u5b9e\u7684\u5b9a\u4f4d\u662f\u5176\u6700\u806a\u660e\u7684\u8bbe\u8ba1\u51b3\u5b9a\u3002158 \u7968\u7684\u8ba4\u53ef\u5ea6\u8bc1\u660e\uff0c\u5f00\u53d1\u8005\u786e\u5b9e\u9700\u8981\u8fd9\u79cd\u8f7b\u91cf\u7ea7\u201c\u4efb\u52a1\u54e8\u5175\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u4ece\u8bc4\u8bba\u533a\u7684\u9ad8\u8d28\u91cf\u53cd\u9988\u6765\u770b\uff0c\u5b83\u7684\u6838\u5fc3\u5047\u8bbe\u2014\u2014\u201c\u72b6\u6001\u53ef\u88ab\u6e05\u6670\u5b9a\u4e49\u201d\u2014\u2014\u6b63\u5728\u906d\u9047\u73b0\u5b9e\u7684\u6311\u6218\u3002\u6700\u5c16\u9510\u7684\u95ee\u9898\u5728\u4e8e\u72b6\u6001\u8bed\u4e49\u7684\u6a21\u7cca\u6027\uff1a\u5728\u65e0\u8f85\u52a9\u529f\u80fd\u6743\u9650\u7684\u57fa\u7840\u6a21\u5f0f\u4e0b\uff0c\u201c\u6a59\u8272\uff08\u9700\u8f93\u5165\uff09\u201d\u53ea\u80fd\u662f\u9760\u8d85\u65f6\u9608\u503c\u63a8\u65ad\u51fa\u6765\u7684\u6982\u7387\u4e8b\u4ef6\u3002\u4e00\u4e2a 90 \u79d2\u7684\u957f\u7f51\u9875\u6293\u53d6\u4e0e\u4e00\u4e2a\u7b49\u5f85\u786e\u8ba4\u7684\u63d0\u793a\u7b26\u5728\u5143\u6570\u636e\u5c42\u9762\u65e0\u6cd5\u533a\u5206\uff0c\u8fd9\u76f4\u63a5\u52a8\u6447\u4e86\u201c\u4e94\u4e2a\u72b6\u6001\u201d\u4f53\u7cfb\u7684\u53ef\u9760\u6027\u3002\u7528\u6237\u771f\u6b63\u9700\u8981\u7684\u4e0d\u662f\u66f4\u591a\u7684\u72b6\u6001\u989c\u8272\uff0c\u800c\u662f\u201c\u72b6\u6001\u6301\u7eed\u65f6\u95f4\u201d\u8fd9\u4e00\u8f74\uff0c\u5373\u201c\u601d\u8003\u4e2d\u201d\u72b6\u6001\u4e0b\u5df2\u7ecf\u6301\u7eed\u4e86\u591a\u4e45\u3002\u5982\u679c AgentMicro \u80fd\u5f15\u5165\u57fa\u4e8e p90\uff0890\u767e\u5206\u4f4d\uff09\u7684\u81ea\u5b66\u4e60\u8d85\u65f6\u9608\u503c\uff0c\u8ba9\u201c\u6a59\u8272\u201d\u53ef\u4ee5\u81ea\u6211\u5347\u7ea7\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u4e00\u4e2a\u9759\u6001\u8ba1\u65f6\u5668\uff0c\u5b83\u5c31\u80fd\u4ece\u201c\u4f1a\u53eb\u7684\u770b\u95e8\u72d7\u201d\u8fdb\u5316\u4e3a\u201c\u61c2\u4e1a\u52a1\u7684\u5b88\u591c\u4eba\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u672a\u77e5\/\u4e22\u5931\u201d\u72b6\u6001\u7684\u7f3a\u5931\u503c\u5f97\u8b66\u60d5\u3002\u5f53\u83dc\u5355\u680f\u5b89\u9759\u65f6\uff0c\u7528\u6237\u65e0\u6cd5\u533a\u5206\u201c\u4e00\u5207\u6b63\u5e38\u201d\u4e0e\u201cCodex \u5df2\u5d29\u6e83\u6216\u5931\u8054\u201d\u3002\u8fd9\u79cd\u201c\u5b89\u9759\u7684\u6bd2\u6027\u201d\u662f\u76d1\u63a7\u5de5\u5177\u7684\u901a\u75c5\uff0c\u5904\u7406\u4e0d\u5f53\u4f1a\u8ba9\u6574\u4e2a\u76d1\u63a7\u4f53\u7cfb\u5728\u5173\u952e\u65f6\u523b\u5931\u53bb\u4fe1\u7528\u3002AgentMicro \u7684\u957f\u671f\u4ef7\u503c\u4e0d\u5728\u4e8e\u5b83\u76ee\u524d\u80fd\u663e\u793a\u4ec0\u4e48\uff0c\u800c\u5728\u4e8e\u5b83\u5982\u4f55\u968f Codex \u751f\u6001\u7684\u5143\u6570\u636e\u8fdb\u5316\u800c\u8fdb\u5316\u3002\u5b83\u73b0\u5728\u662f\u4e00\u4e2a\u8ba8\u5de7\u7684\u83dc\u5355\u680f\u914d\u4ef6\uff0c\u4f46\u53ea\u6709\u8de8\u8fc7\u201c\u72b6\u6001\u786e\u5b9a\u6027\u4e0e\u65f6\u95f4\u8870\u51cf\u201d\u8fd9\u9053\u574e\uff0c\u624d\u80fd\u6210\u4e3a AI \u5f00\u53d1\u5de5\u4f5c\u6d41\u4e2d\u4e0d\u53ef\u6216\u7f3a\u7684\u5e95\u5c42\u57fa\u7840\u8bbe\u65bd\u3002\u76ee\u524d\uff0c\u5b83\u503c\u5f97\u5c1d\u8bd5\uff0c\u4f46\u8bf7\u52a1\u5fc5\u5728 README \u4e2d\u6e05\u6670\u6807\u6ce8\u6bcf\u4e2a\u72b6\u6001\u9608\u503c\u7684\u65f6\u95f4\u53c2\u6570\uff0c\u5426\u5219\u5f53\u7528\u6237\u8d28\u7591\u201c\u6a59\u8272\u4e3a\u4f55\u9519\u8bef\u4eae\u8d77\u201d\u65f6\uff0c\u5c06\u662f\u5176\u53e3\u7891\u5d29\u574f\u7684\u5f00\u59cb\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\">AgentMicro<\/span>\n <\/div>\n<div class=\"comment-content\">AgentMicro is a local-first macOS menu-bar companion for supervising parallel Codex Desktop and CLI tasks. It surfaces task state, project, elapsed time, and results at a glance, then opens the matching Codex Desktop task with one click. It observes local metadata only and never uploads prompts, responses, source code, or task history.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi Product Hunt! I built AgentMicro because I kept losing the thread when I had several Codex tasks running in parallel. The questions were simple: Which task is still working? Which one finished while I was elsewhere? Which one needs my input?<\/p>\n<p>Codex already owns the work, so I did not want another dashboard, hosted task system, or automation layer. AgentMicro is a small, local-first macOS menu-bar companion that observes local Codex Desktop and CLI session metadata, puts active work first, and lets you return to the matching Desktop task with one click.<\/p>\n<p>The menu uses five deliberate states: blue for thinking, green for an unread result, orange for input needed, red for an error, and white for idle. It also shows the project, current-turn duration, and fast-mode badge. Base mode needs no Accessibility permission; optional enhanced detection is opt-in and never clicks, types, or approves anything for you.<\/p>\n<p>AgentMicro is free, open source, and independent. It does not upload prompts, responses, source code, command output, or task history. I would love to hear which signals help you supervise concurrent agent work without adding noise. Thanks for taking a look!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@idky_wis\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@idky_wis<\/a> This is a very specific problem, but a real one. Once you have multiple Codex tasks running, the hard part becomes knowing which one needs attention without constantly opening every window.<\/p>\n<p>I like that AgentMicro stays local-first and observational instead of becoming another control layer. The color states plus one-click return sound like the right amount of surface area for supervising parallel agent work.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Hey!<\/p>\n<\/p>\n<p><strong>What’s been the most unexpected thing you’ve learned since launching AgentMicro?<\/strong><\/p>\n<\/p>\n<p>I just discovered AgentMicro and I really like how you’re making Codex task management feel effortless without compromising privacy. That’s a thoughtful product.<\/p>\n<\/p>\n<p>I help AI founders uncover the UX friction that quietly slows adoption. My UX audit delivers actionable insights with practical recommendations. Happy to share a sample report.<\/p>\n<\/p>\n<p><strong>Would you be open to seeing what first time users notice that your team might naturally overlook? <\/strong>How to share a sample report.<\/p>\n<\/p>\n<p><strong>Arafat<\/strong><br \/>Founder<br \/>Nixmo Labs<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@idky_wis\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@idky_wis<\/a> When you\u2019re juggling multiple Codex tasks, which single signal in the menu bar has actually saved you the most mental energy: seeing the current-turn duration, the color state, or the project name? And is there a scenario where you wish it showed <em>less<\/em> information instead of more?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The five state breakdown above covers the local case well. Different question: if Codex is running on a remote box over SSH rather than on the Mac you’re looking at, does the menu bar have any way to see that session, or is this strictly scoped to tasks running on the same machine as the app itself?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Local-first and no upload of prompts or source is the part I’d actually check before installing a menu bar app that watches my coding sessions.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The orange-only \u201cact now\u201d state is a really smart detail. Most agent status tools get noisy fast, but this feels designed around attention instead of just visibility. Also love that base mode works without Accessibility permissions.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>In base mode with no Accessibility permission, orange for input needed has to be inferred from session metadata, and a long tool call looks identical to a prompt sitting unanswered. If that’s a timeout threshold I’d want the number documented, because a 90 second web fetch showing up as needing me is the false positive that gets the whole menu bar ignored by Thursday. Five states only pay off if orange is never wrong.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>You asked which signals help without adding noise, so here’s the one I’d add: the state that isn’t in your list.<\/p>\n<\/p>\n<p>You have thinking, unread result, input needed, error, idle. There’s nothing for I don’t know. White for idle and white for the metadata went stale or Codex isn’t where I expected are the same pixel to me, and they mean opposite things. Idle is fine. Lost is not. If the menu bar can’t separate those, then a quiet menu bar tells me nothing, and quiet is the state it’s in almost all the time.<\/p>\n<\/p>\n<p>Second one, on blue. Elapsed time is a weak proxy for stuck. A long legitimate task and a hung one look identical behind a spinner, and what separates them isn’t duration, it’s whether anything has changed recently. Blue that decays into thinking, but nothing has moved for six minutes would tell me more than a timer, and it costs you no extra permission since you’re already watching that metadata change.<\/p>\n<\/p>\n<p>The five states are well chosen otherwise, and orange being the only one that means act now is exactly right. Noise usually comes from having two colours that both mean maybe.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Every state in your list is instantaneous, and I think that is the gap. Thinking at 30 seconds is healthy. Thinking at 30 minutes is hung. Same colour today. @asadmalik901 gets at it from the permission side, that a long tool call and a prompt sitting unanswered look identical. Duration in state separates both, and it needs no Accessibility permission, because you already know when the state last changed. So I would not add a sixth state. I would age the five you have, and let orange escalate itself once thinking crosses your own p90. That also answers your noise question, because the threshold learns itself instead of you picking one up front. The missing-state point above is right. I just think the missing thing is an axis, not a state.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#5<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/QXXUS2XPEIPOLZ\" class=\"app-title\">Yamanote 3D<\/a><\/p>\n<div class=\"one-liner\">Ride Tokyo\u2019s Yamanote Line in a 3D world<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">139<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Yamanote 3D \u662f\u4e00\u6b3e\u514d\u8d39\u6d4f\u89c8\u5668\u7aef\u7684 3D \u4e1c\u4eac\u5c71\u624b\u7ebf\u6c89\u6d78\u5f0f\u6f2b\u6e38\u4f53\u9a8c\uff0c\u8ba9\u4f60\u5728\u529e\u516c\u6216\u5b66\u4e60\u65f6\uff0c\u4ee5\u53ef\u63a2\u7d22\u7684\u5217\u8f66\u73af\u5883\u66ff\u4ee3\u80cc\u666f\u89c6\u9891\u6216\u767d\u566a\u97f3\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/81e91c73-0b29-4d24-bd5a-1201544416eb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7f425e97-4f2a-4db9-833d-e76c3844d6b7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/04193a6e-738a-4695-b45c-852d7e552e57.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2b08ac8d-090b-4d02-82fd-d2cfae85c0de.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Web App<\/span><br \/>\n <span class=\"tag\">Simulation Games<\/span><br \/>\n <span class=\"tag\">GitHub<\/span><br \/>\n <span class=\"tag\">Animation<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">3D \u6c89\u6d78\u5f0f\u4f53\u9a8c<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u4e1c\u4eac\u5c71\u624b\u7ebf<\/span><br \/>\n <span class=\"tag\">\u73af\u5883\u767d\u566a\u97f3<\/span><br \/>\n <span class=\"tag\">\u653e\u677e\u4e13\u6ce8<\/span><br \/>\n <span class=\"tag\">\u865a\u62df\u6f2b\u6e38<\/span><br \/>\n <span class=\"tag\">\u8f68\u9053\u4ea4\u901a\u6a21\u62df<\/span><br \/>\n <span class=\"tag\">\u6c1b\u56f4\u97f3\u666f<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u72ec\u7acb\u5f00\u53d1<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u6c1b\u56f4\u611f\u4e0e\u771f\u5b9e\u611f\uff0c\u79f0\u8d5e\u65e0\u7f1d\u5faa\u73af\u8bbe\u8ba1\u5de7\u5999\uff1b\u4e3b\u8981\u7591\u95ee\u96c6\u4e2d\u5728\u540e\u53f0\u6807\u7b7e\u9875\u662f\u5426\u6682\u505c\u6e32\u67d3\u3001\u53ef\u5426\u540c\u6b65\u771f\u5b9e\u4e1c\u4eac\u65f6\u95f4\uff0c\u4ee5\u53ca\u662f\u5426\u6c38\u4e45\u5faa\u73af\uff08\u56de\u5e94\u79f0\u5f7b\u5e95\u505c\u6b62\u6e32\u67d3\uff0c\u65f6\u95f4\/\u5929\u6c14\u540c\u6b65\u771f\u5b9e\uff0c\u7ebf\u8def\u672c\u8eab\u4e3a\u95ed\u73af\uff0c\u6c38\u4e0d\u7ec8\u6b62\uff09\u3002\u90e8\u5206\u7528\u6237\u63d0\u51fa\u6027\u80fd\u4e0e\u98ce\u6247\u566a\u97f3\u987e\u8651\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 Yamanote 3D \u7684\u5de7\u5999\u4e4b\u5904\u5728\u4e8e\u5229\u7528\u4e86\u5c71\u624b\u7ebf\u7269\u7406\u4e0a\u7684\u95ed\u73af\u5c5e\u6027\uff0c\u5f7b\u5e95\u6d88\u89e3\u4e86\u4f20\u7edf\u767d\u566a\u97f3\u5faa\u73af\u7684\u201c\u542c\u611f\u88c2\u7f1d\u201d\u2014\u2014\u8fd9\u4e0d\u662f\u6280\u672f\u4e0a\u7684\u70ab\u6280\uff0c\u800c\u662f\u5bf9\u80cc\u666f\u97f3\u4ea7\u54c1\u672c\u8d28\u7684\u6d1e\u5bdf\uff1a\u7528\u6237\u8981\u7684\u4e0d\u662f\u58f0\u97f3\uff0c\u800c\u662f\u201c\u4e0d\u95f4\u65ad\u7684\u3001\u53ef\u4fe1\u7684\u73af\u5883\u201d\u3002\u5b83\u7528 3D \u53ef\u63a2\u7d22\u6027\u66ff\u4ee3\u4e86\u89c6\u9891\u7684\u88ab\u52a8\u6027\uff0c\u7528\u5b9e\u65f6\u4e1c\u4eac\u65f6\u95f4\u3001\u5929\u6c14\u4e0e\u62e5\u6324\u5ea6\u8d4b\u4e88\u573a\u666f\u547c\u5438\u611f\uff0c\u8fd9\u6bd4\u5355\u7eaf\u7684\u97f3\u6548\u751f\u6210\u5668\u9ad8\u51fa\u4e00\u4e2a\u7ef4\u5ea6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u5b83\u7684\u5929\u82b1\u677f\u4e5f\u5f88\u660e\u663e\uff1a\u9996\u5148\u662f\u573a\u666f\u6df1\u5ea6\u4e0d\u8db3\u3002\u76ee\u524d\u201c\u53ef\u63a2\u7d22\u201d\u4ec5\u9650\u8f66\u53a2\u5185\u8d70\u52a8\u4e0e\u4e0b\u8f66\u770b\u7ad9\u53f0\uff0c\u7f3a\u4e4f\u4e1c\u4eac\u57ce\u5e02\u808c\u7406\u7684\u5b9e\u8d28\u4ea4\u4e92\uff0c\u4e00\u65e6\u65b0\u9c9c\u611f\u6d88\u9000\uff0c\u5b83\u5f88\u5bb9\u6613\u6ca6\u4e3a\u201c\u9ad8\u7ea7\u5c4f\u4fdd\u201d\u3002\u5176\u6b21\uff0c\u6027\u80fd\u4f18\u5316\u662f\u786c\u4f24\u2014\u2014\u5f00\u53d1\u8005\u5728\u8bc4\u8bba\u4e2d\u627f\u8ba4\uff0c\u53ea\u8981\u6d4f\u89c8\u5668\u7a97\u53e3\u53ef\u89c1\uff08\u5373\u4f7f\u4e0d\u5728\u524d\u53f0\uff09\uff0c\u573a\u666f\u4fbf\u5168\u901f\u8fd0\u884c\uff0c\u8fd9\u76f4\u63a5\u8fdd\u80cc\u4e86\u201c\u5b66\u4e60\/\u529e\u516c\u80cc\u666f\u201d\u7684\u6838\u5fc3\u4f7f\u7528\u573a\u666f\uff0c\u7535\u6c60\u4e0e\u98ce\u6247\u566a\u97f3\u4f1a\u77ac\u95f4\u6253\u7834\u7528\u6237\u671f\u671b\u7684\u201c\u5b81\u9759\u201d\u3002\u8fd9\u66b4\u9732\u4e86\u4ea7\u54c1\u8bbe\u8ba1\u4e2d\u7684\u4e00\u4e2a\u5178\u578b\u77db\u76fe\uff1a\u4e3a\u4e86\u4fdd\u7559\u201c\u53ef\u968f\u65f6\u770b\u4e24\u773c\u201d\u7684\u4e34\u573a\u611f\uff0c\u727a\u7272\u4e86\u771f\u6b63\u7684\u540e\u53f0\u4f4e\u529f\u8017\u8fd0\u884c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8bc4\u8bba\u4e2d\u53cd\u590d\u51fa\u73b0\u7684\u201c\u4f1a\u5426\u505c\u6b62\u201d\u201c\u5982\u4f55\u5faa\u73af\u201d\u95ee\u9898\uff0c\u5b9e\u5219\u53cd\u6620\u51fa\u7528\u6237\u5bf9\u201c\u966a\u4f34\u611f\u201d\u7684\u6df1\u5c42\u9700\u6c42\u2014\u2014\u4ed6\u4eec\u8981\u7684\u4e0d\u662f\u4e00\u4e2a\u201c\u73a9\u5177\u201d\uff0c\u800c\u662f\u4e00\u4e2a\u201c\u6c38\u8fdc\u5728\u8fd0\u884c\u7684\u4e16\u754c\u201d\u3002\u76ee\u524d Yamanote 3D \u53ea\u662f\u8fd9\u6761\u8def\u4e0a\u7684\u539f\u578b\uff1a\u5b83\u7684\u4ea4\u4e92\u662f\u5355\u8584\u7684\uff0c\u7f3a\u4e4f\u5929\u6c14\u7a81\u53d8\u3001\u5217\u8f66\u5ef6\u8bef\u3001\u4e58\u5ba2\u5bf9\u8bdd\u7b49\u52a8\u6001\u53d9\u4e8b\uff1b\u5b83\u7684\u76c8\u5229\u6a21\u5f0f\uff08\u4e70\u5496\u5561\uff09\u4e5f\u6697\u793a\u4e86\u72ec\u7acb\u5f00\u53d1\u8005\u7684\u8d44\u6e90\u5c40\u9650\uff0c\u8fd9\u51b3\u5b9a\u4e86\u5176\u540e\u7eed\u8fed\u4ee3\u5927\u6982\u7387\u662f\u4fee\u4fee\u8865\u8865\u800c\u975e\u8d28\u53d8\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u503c\u5f97\u5174\u594b\u7684\u65b9\u5411\uff0c\u662f\u5982\u679c\u5b83\u80fd\u5f15\u5165 WebGPU \u4f18\u5316\uff0c\u5b9e\u73b0\u771f\u6b63\u7684\u540e\u53f0\u4f4e\u529f\u8017\u6e32\u67d3\uff0c\u5e76\u63a5\u9a73\u5b9e\u65f6\u57ce\u5e02\u6570\u636e\uff08\u5982\u8f66\u7ad9\u4eba\u6d41\u3001\u4e8b\u4ef6\u901a\u77e5\u3001\u751a\u81f3\u8ba9\u7528\u6237\u4e0a\u4f20\u81ea\u5df1\u7684\u6b4c\u5355\u4f5c\u4e3a\u8f66\u5185\u80cc\u666f\u97f3\u4e50\uff09\uff0c\u90a3\u4e48\u5b83\u5c31\u4e0d\u53ea\u662f\u4e00\u4e2a\u767d\u566a\u97f3\u5de5\u5177\uff0c\u800c\u662f\u4e00\u4e2a\u201c\u4e2a\u4eba\u4e1c\u4eac\u901a\u52e4\u8231\u201d\u2014\u2014\u4f46\u90a3\u9700\u8981\u4ece\u201c\u573a\u666f\u590d\u523b\u201d\u8f6c\u5411\u201c\u751f\u6d3b\u670d\u52a1\u201d\u7684\u601d\u7ef4\u8de8\u8d8a\u3002\u76ee\u524d\u5b83\u8d62\u5728\u5de7\u601d\uff0c\u4e5f\u56f0\u5728\u5de7\u601d\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\">Yamanote 3D<\/span>\n <\/div>\n<div class=\"comment-content\">Yamanote 3D is a free browser experience inspired by Tokyo\u2019s Yamanote Line. Walk through an E235 carriage, sit down, watch the city, listen to announcements, and get off at stations. I built it to have realistic train sounds and city ambience in the background while studying or working. Feedback is very welcome.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi Product Hunt!<\/p>\n<p>I started Yamanote 3D because I wanted the sounds and atmosphere of a train journey in the background while studying or working. Instead of using a looped video, I wanted something I could actually explore, so I began recreating Tokyo\u2019s Yamanote Line as a live 3D experience in the browser.<\/p>\n<p>You can walk through an E235 carriage, take a seat, watch the city, listen to announcements, and get off at stations. There are no missions or scores. It is meant to be a calm place you can leave running.<\/p>\n<p>The project is still evolving, and I would really appreciate honest feedback about the atmosphere, realism, performance, and anything that feels missing.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@brunoleyoyo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@brunoleyoyo<\/a> hello if you like you can lunch this on <a href=\"https:\/\/indihunt.in\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">indihunt.in<\/a> also <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@brunoleyoyo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@brunoleyoyo<\/a> This is a lovely idea. A calm, explorable train ride feels much more personal than a background video, especially if you can sit, look around, and let the station announcements run while working.<\/p>\n<p>I\u2019d be most curious about the small details: lighting shifts, station sounds, carriage motion, and how alive the city feels outside the window. Those are probably what make it relaxing instead of just technically impressive.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Hey! <a href=\"https:\/\/www.producthunt.com\/@brunoleyoyo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@brunoleyoyo<\/a> <\/p>\n<\/p>\n<p><strong>What’s been the most memorable feedback you’ve received from users today?<\/strong><\/p>\n<\/p>\n<p>I just tried Yamanote 3D and I really like how you’ve turned a simple train ride into such a relaxing and immersive experience. It instantly stands out.<\/p>\n<\/p>\n<p>I help founders uncover the UX friction that first time users often feel but never report. My UX audit delivers practical recommendations to make the experience even smoother.<\/p>\n<\/p>\n<p><strong>Would you be interested in seeing where new users might hesitate before it starts affecting engagement? <\/strong>How to share a sample report?<\/p>\n<\/p>\n<p><strong>Arafat<\/strong><br \/>Founder<br \/>Nixmo Labs<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Wow, it looks so real. I think I need to convince my friend to go to Japan with me \ud83d\ude00<\/p>\n<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/82dfc570-e606-4248-abfc-e2673661b235.png?auto=compress,format&codec=mozjpeg&cs=strip\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> Haha, thank you! Maybe Yamanote 3D can help convince them, and then you\u2019ll have to compare it with the real thing!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very creative! Love the idea<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is such a nice idea, and the no-seam loop detail is clever. My one worry with running a live 3D scene as background for hours is the opposite of ambience – fan noise and battery drain on a laptop. Does it throttle rendering when the tab loses focus, or pause entirely? Also curious if the time of day in-scene syncs to your real clock, since a night ride home would feel pretty different from morning rush.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@omri_ben_shoham1 Thanks! When the tab isn\u2019t visible, the scene stops completely, it isn\u2019t just put on hold, but completely deactivated. The trickiest part was resuming it. If you\u2019re not careful, it makes up for all the lost time at once and teleports the train several stations ahead. A quick warning, if the window is visible while you\u2019re working in another window, it continues to run at full speed. That\u2019s the part that needs to be fixed.<br \/>\nAnd yes, the clock is real. It starts at the current time in Tokyo and runs from there, with sunrise and sunset following the actual date, and it also handles the crowd, announcements, and weather. You can also set the time and date yourself on the home screen.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very liminal vibes from this!<br \/>Takes me back to my trip to Tokyo<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@marco_ciavarella \ud83e\udd70<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 such a specific vibe. curious whether it loops or eventually stops at the end of the line.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@leo404 It actually never ends. That\u2019s the main reason why I chose this specific Yamanote Line !<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 such a specific vibe. tried study music streams before but this feels more immersive. curious whether the ride loops when you hit the end of the line or if it just stops.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the ambient train sound is actually what gets me. i have been using coffee shop noise generators as work background for years and this feels more specific. does it loop continuously, or do you eventually reach the end of the line?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@leo404\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@leo404<\/a> You asked this three times, so here is the thing that makes the answer nice. The Yamanote Line has no end. It is a real loop, a full circle round central Tokyo, roughly an hour a lap. So there is no seam to hide. The line already solved the problem a noise generator has to fake. Which is probably why this works as background in a way a coffee shop track never quite does. A loop you can hear the shape of stops feeling like a loop.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@rabnoor_s Exactly! That’s one of the reasons I chose the Yamanote Line. Since it’s a real continuous loop around Tokyo, there’s no artificial restart. You can ride indefinitely, watching the city change while the ambient train sounds keep flowing naturally. I’m really happy to hear it’s working as a focus\/background experience for you. \ud83d\ude0a<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>100 points<\/strong> on Product Hunt! \ud83c\udf89<\/p>\n<p>A huge thank you to everyone who supported Yamanote 3D, shared feedback, or simply took the time to check it out. I\u2019m excited to keep improving and expanding the experience. If you enjoyed the project and would like to support its continued development, you can optionally buy me a coffee here \u2615<\/p>\n<p><a href=\"https:\/\/buymeacoffee.com\/vergastadigital\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/buymeacoffee.com\/vergastadigital<\/a><\/p>\n<p>Thank you again! \ud83d\udc9a<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/UKIMX63EX5ST2R\" class=\"app-title\">TerminalWidget<\/a><\/p>\n<div class=\"one-liner\">Put script output in your Desktop\/Home screen widgets.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">135<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>TerminalWidget \u662f\u4e00\u6b3e\u5c06\u7ec8\u7aef\u811a\u672c\u8f93\u51fa\uff08\u5982\u547d\u4ee4\u7ed3\u679c\u3001\u8fdb\u5ea6\u3001\u8ff7\u4f60\u8d8b\u52bf\u56fe\u53ca\u56fe\u7247\uff09\u76f4\u63a5\u5448\u73b0\u5728 macOS\u3001iOS \u548c iPadOS \u684c\u9762\u6216\u4e3b\u5c4f\u5c0f\u7ec4\u4ef6\u4e0a\u7684\u901a\u7528\u5e94\u7528\uff0c\u89e3\u51b3\u7528\u6237\u9700\u8981\u9891\u7e41\u5207\u6362\u7a97\u53e3\u67e5\u770b\u6570\u636e\u66f4\u65b0\u3001\u5374\u7f3a\u4e4f\u8f7b\u91cf\u53ef\u89c6\u5316\u770b\u677f\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/79a653ec-3d2f-42f3-b323-d27c4d38ad9e.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/SCNhn2t8K_c\"><source src=\"https:\/\/youtu.be\/SCNhn2t8K_c\" 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\/79e1c62e-d197-4503-b035-e558625f1d96.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3b3ea184-0718-42df-8b5d-a69ef8f4098f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dce2c709-db1a-4777-8293-23171a4c1715.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0cc67d03-cb37-4e50-a35d-e19dc0d55512.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Apple<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u684c\u9762\u5c0f\u7ec4\u4ef6<\/span><br \/>\n <span class=\"tag\">\u811a\u672c\u53ef\u89c6\u5316<\/span><br \/>\n <span class=\"tag\">\u7ec8\u7aef\u8f93\u51fa<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u56fe\u8868\u7ec4\u4ef6<\/span><br \/>\n <span class=\"tag\">\u8de8\u5e73\u53f0\u540c\u6b65<\/span><br \/>\n <span class=\"tag\">\u4e70\u65ad\u5236<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u72b6\u6001\u770b\u677f<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u8ba4\u53ef\u201c\u8ff7\u4f60\u8d8b\u52bf\u56fe\u201d\u548c\u4e70\u65ad\u5236\uff1b\u6838\u5fc3\u7591\u8651\u96c6\u4e2d\u5728\u811a\u672c\u8fd0\u884c\u73af\u5883\uff08\u662f\u5426\u7ee7\u627f.zshrc\/PATH\uff09\u3001\u6c99\u7bb1\u6743\u9650\u53ca\u51ed\u636e\u5b58\u50a8\uff1b\u5c16\u9510\u6307\u51fa\u201c\u9648\u65e7\u6570\u636e\u201d\u98ce\u9669\u2014\u2014\u811a\u672c\u5931\u8d25\u540e\u65e7\u503c\u6301\u7eed\u663e\u793a\u4f1a\u8bef\u62a5\u5065\u5eb7\uff0c\u547c\u5401\u589e\u52a0\u201c\u6570\u636e\u65f6\u6548\/\u8150\u574f\u201d\u89c6\u89c9\u63d0\u793a\uff0c\u800c\u975e\u4ec5\u9760\u5237\u65b0\u95f4\u9694\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 TerminalWidget \u5de7\u5999\u5730\u5728\u201c\u6781\u5ba2\u811a\u672c\u201d\u4e0e\u201c\u82f9\u679c\u751f\u6001\u4f18\u96c5\u201d\u4e4b\u95f4\u67b6\u4e86\u4e00\u5ea7\u6865\uff0c\u672c\u8d28\u4e0a\u662f\u5c06 Unix \u54f2\u5b66\uff08\u5355\u4e00\u8f93\u51fa\uff09\u4e0e iOS \u7684 WidgetKit \u5237\u65b0\u673a\u5236\u505a\u4e86\u4e00\u6b21\u75db\u82e6\u7684\u8054\u59fb\u3002\u5b83\u7684\u4ef7\u503c\u5e76\u975e\u53d6\u4ee3\u4eea\u8868\u76d8\uff0c\u800c\u662f\u628a\u201c\u4fe1\u606f\u4e3b\u52a8\u63a8\u7ed9\u773c\u775b\u201d\u8fd9\u4ef6\u4e8b\u505a\u5230\u4e86\u6781\u7b80\u2014\u2014\u8fd9\u662f\u5b83 135 \u7968\u7684\u6765\u6e90\uff0c\u4e5f\u786e\u5b9e\u662f\u521a\u9700\u3002\u4f46\u8bc4\u8bba\u533a\u7684\u771f\u6b63\u5de5\u7a0b\u5e08\u601d\u7ef4\u5df2\u7ecf\u6316\u51fa\u4e86\u5b83\u7684\u547d\u95e8\uff1a\u8fd9\u4e0d\u662f\u4e00\u4e2a\u6e32\u67d3\u5de5\u5177\uff0c\u800c\u662f\u4e00\u4e2a\u76d1\u63a7\u7cfb\u7edf\u3002\u5f53\u811a\u672c\u975e\u96f6\u9000\u51fa\u65f6\uff0cWidget \u4e0a\u90a3\u4e2a\u201c\u6628\u5929\u4e0b\u53482\u70b9\u7684\u7eff\u706f\u201d\u6bd4\u6ca1\u6709\u6570\u636e\u66f4\u81f4\u547d\u3002\u5f00\u53d1\u8005\u76ee\u524d\u7684\u56de\u5e94\u662f\u201c\u8f93\u51fa\u7531\u4f60\u51b3\u5b9a\u201d\uff0c\u8fd9\u7b49\u4e8e\u628a\u6570\u636e\u65b0\u9c9c\u5ea6\u76d1\u63a7\u7684\u8d23\u4efb\u63a8\u56de\u7ed9\u4e86\u7528\u6237\u2014\u2014\u7528\u4e00\u5806 Shell \u547d\u4ee4\u53bb\u7ed9 Widget \u505a\u9632\u8150\u5c42\uff0c\u8fd9\u672c\u8eab\u5c31\u662f\u4e00\u79cd\u65b0\u8d1f\u62c5\u3002\u5b83\u771f\u6b63\u7684\u5929\u82b1\u677f\u4e0d\u5728\u4e8e\u753b\u8d8b\u52bf\u56fe\uff0c\u800c\u5728\u4e8e\u662f\u5426\u6562\u4e8e\u5b9a\u4e49\u201c\u6570\u636e\u9648\u65e7\u5373\u5931\u8d25\u201d\u7684\u8bed\u4e49\u5c42\uff0c\u5e76\u5c1d\u8bd5\u63a5\u7ba1\u5bc6\u94a5\u5b58\u50a8\u4e0e\u8c03\u5ea6\u6743\u9650\uff08\u5c3d\u7ba1\u8fd9\u5728 iOS \u6c99\u76d2\u4e0b\u6781\u96be\uff09\u3002\u5982\u679c\u5b83\u53ea\u505c\u7559\u5728\u201c\u6f02\u4eae\u7684 cat \u547d\u4ee4\u8f6c\u50a8\u5668\u201d\uff0c\u90a3\u5b83\u4f1a\u88ab AI \u539f\u751f Agent \u7684\u4e3b\u52a8\u63a8\u9001\u8fc5\u901f\u66ff\u4ee3\uff1b\u82e5\u5b83\u80fd\u6210\u4e3a\u201c\u811a\u672c\u7684\u8bda\u5b9e\u663e\u793a\u5668\u201d\uff0c\u5b83\u80fd\u5403\u6389\u4e00\u5927\u5757\u8f7b\u91cf\u8fd0\u7ef4\u76d1\u63a7\u5e02\u573a\u3002\u4e70\u65ad\u5236\u662f\u806a\u660e\u7684\u5546\u4e1a\u7b56\u7565\uff0c\u4f46\u7528\u6237\u4e3a\u201c\u89e3\u51b3\u75db\u70b9\u201d\u4ed8\u8d39\uff0c\u800c\u975e\u4e3a\u201c\u907f\u514d\u8ba2\u9605\u201d\u4ed8\u8d39\u2014\u2014\u76ee\u524d\u5b83\u89e3\u51b3\u7684\u75db\u70b9\u771f\u5b9e\uff0c\u5374\u5c1a\u672a\u89e6\u53ca\u8bc4\u8bba\u4e2d\u53cd\u590d\u51fa\u73b0\u7684\u201c\u4fe1\u4efb\u4e0e\u65f6\u6548\u201d\u8fd9\u4e00\u6df1\u5c42\u4ef7\u503c\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\">TerminalWidget<\/span>\n <\/div>\n<div class=\"comment-content\">Display command output, progress, sparklines, and images in customizable widgets for macOS, iOS, and iPadOS. Universal app, one-time purchase.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! I wanted a way to display script output, API updates, and charts and graphs on my Desktop and couldn’t find anything that worked well, so I built TerminalWidget. I honestly think it’s a great app. I run a macOS desktop full of widgets tracking my network speeds, sales numbers, API health, and more, all mirrored to my iPhone. I think in the right hands it’s an amazing tool.<\/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>BTW, wrote up a little more background here: <a href=\"https:\/\/brettterpstra.com\/2026\/08\/01\/introducing-terminalwidget\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/brettterpstra.com\/2026\/08\/01\/introducing-terminalwidget\/<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ttscoff\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ttscoff<\/a> For someone who\u2019s not a heavy terminal user but wants to track things like daily sales, content metrics, or site uptime, what\u2019s the easiest \u2018first widget\u2019 you\u2019d recommend setting up, and roughly how long does it take to go from zero to a live widget?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Sparklines from raw script output is a genuinely useful primitive. Most widget tools stop at a static number.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Dale’s monitor point above is the one I would build for, and I think it needs one thing the terminal gives you for free. A terminal shows you the error. A widget shows you the last good value, forever. If the script exits non-zero at 3am, the widget does not go blank, it just keeps displaying Tuesday and looking healthy. Glanceability is the whole product, and a glance cannot tell fresh from frozen. So the feature is not a refresh interval, it is a staleness contract. Last-updated on the face, or the widget visibly decays when the exit code is not zero. Does it do anything today when a script fails, or does the previous output just persist?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@rabnoor_s\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rabnoor_s<\/a> if you’re asking about TerminalWidget, its output is whatever you make it. If you pass an error to it on non-zero exit, it will show the error until it’s next updated with a refreshed set of data. It’s entirely up to you what your scripts show.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Since these scripts end up needing real credentials, an API key to pull sales numbers or check service health, that’s the part I’d ask about next. Does TerminalWidget just shell out and leave secrets entirely to however the script handles them, or is there any credential storage involved once that output starts mirroring over to the iPhone widget?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>API health in your own list is the case I would design around, because there the widget is not a display, it is a monitor.<\/p>\n<\/p>\n<p>Widgets get read as current. That is the entire point of putting something where you glance rather than look. But the refresh cadence is not yours, particularly on iOS, where the system decides when your timeline reloads and will throttle it when it feels like it. So a green API health number on a home screen might be four hours old, and it will still be read as “fine right now”, because that is what a glance means.<\/p>\n<\/p>\n<p>Which makes the age of a value part of the value. Two things I would want as a script author. A way to declare a max age, so that past it the widget renders stale rather than the last known number. And a rule for what happens when a script exits non zero: keeping the last good value is both the best looking option and the most dangerous one, because a broken monitor and a healthy service then produce an identical widget.<\/p>\n<\/p>\n<p>On Murat’s point above I would argue the other way. A widget that acts on things is a widget that can be wrong expensively. Showing me something is the right scope for this. It just has to be honest about when it last knew.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>We don’t have a dashboard problem anymore. We have an automation problem. The winners of the next decade won’t be the apps that show information\u2014they’ll be the ones that act on it. Do you agree or disagree?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>this caught my eye as a macOS user. before buying i want to know: when the widget runs a script, does it run as my normal user, or is there some kind of sandbox that could limit what it can access?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@hi_i_am_mimo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hi_i_am_mimo<\/a> running the scripts is up to you, and if you’re running them with launchd, up to whether you run them as a privileged process. All TerminalWidget does is take a series of numbers, progress percents, API urls, etc. and turn them into visualizations. It doesn’t run any scripts itself.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 idea of running scripts as widgets. one question before buying: does the widget process run in a fresh shell, or does it pick up my .zshrc environment? i have a few PATH additions my scripts depend on.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The macOS widget side is what I would use first. Quick question on script execution: when the widget runs its refresh, does it get a clean shell environment or does it inherit the PATH from wherever it launched? I have scripts with custom PATH entries from .zshrc and need to know if those carry over.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@hi_i_am_mimo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hi_i_am_mimo<\/a> As I said in my other comment, the scripts are run in your own environment, you just pass the output to the widget. It’s not a script runner.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 sparkline widgets are genuinely a nice touch, like having a tiny dashboard without needing to alt-tab or pull up a full terminal app. one-time purchase for a universal app is honestly refreshing these days.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@tuneup\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tuneup<\/a> yeah, I learned with my last release exactly how much people hate subscriptions, and I aim to please :).<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/LF7L5WEVZODLXZ\" class=\"app-title\">Terminal Candy<\/a><\/p>\n<div class=\"one-liner\">A native macOS terminal you can skin and theme<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">119<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Terminal Candy \u662f\u4e00\u6b3e\u5c06 macOS \u7ec8\u7aef\u201c\u76ae\u80a4\u5316\u201d\u7684\u539f\u751f\u5e94\u7528\uff0c\u8ba9\u4f60\u628a\u7ec8\u7aef\u7a97\u53e3\u76f4\u63a5\u7ed8\u5236\u5728 Game Boy\u3001\u78c1\u5e26\u673a\u6216\u4efb\u610f\u56fe\u7247\u4e0a\uff0c\u5e76\u901a\u8fc7\u667a\u80fd\u4ee3\u7406\u63d0\u9192\u529f\u80fd\uff0c\u51cf\u5c11\u4f60\u5728 Claude Code \/ Codex \u7b49 AI \u7f16\u7a0b\u5de5\u5177\u65c1\u7684\u65e0\u8c13\u7b49\u5f85\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9916823b-73f7-45f2-a169-1d8df07c0fbf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2b836877-9cf4-4b67-85a1-fd6f86f5faeb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b5186322-4622-44d6-a376-e431b7bdf460.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Mac<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">macOS\u7ec8\u7aef<\/span><br \/>\n <span class=\"tag\">\u7ec8\u7aef\u7f8e\u5316<\/span><br \/>\n <span class=\"tag\">\u76ae\u80a4\u4e3b\u9898<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">AI\u7f16\u7a0b\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u539f\u751f\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u81ea\u5b9a\u4e49\u754c\u9762<\/span><br \/>\n <span class=\"tag\">CRT\u7279\u6548<\/span><br \/>\n <span class=\"tag\">\u8ba2\u9605\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>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u201cSkin Builder\u201d\u4e0e\u201cAgent \u63d0\u9192\u201d\u4e3a\u771f\u6b63\u4ef7\u503c\u70b9\uff0c\u4f46\u63d0\u51fa\u591a\u7ec8\u7aef\u5e76\u884c\u65f6 dock \u63d0\u9192\u65e0\u6cd5\u533a\u5206\u5177\u4f53\u7a97\u53e3\uff1b\u53e6\u6709\u8bc4\u8bba\u5efa\u8bae\u5c06\u201cAgent \u63d0\u9192\u201d\u4f5c\u4e3a\u6838\u5fc3\u5356\u70b9\u524d\u7f6e\uff0c\u800c\u76ae\u80a4\u53ea\u662f\u5f15\u6d41\u5de5\u5177\uff1bmaker \u56de\u5e94\u4f1a\u8c03\u6574\u6587\u6848\u987a\u5e8f\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 Terminal Candy \u7684\u806a\u660e\u4e4b\u5904\u5728\u4e8e\u628a\u201c\u4e11\u201d\u548c\u201c\u7b49\u201d\u4e24\u4e2a\u7ec8\u7aef\u75db\u70b9\u505a\u6210\u4e86\u5356\u70b9\u3002\u76ae\u80a4\u5316\u662f\u94a9\u5b50\uff0c\u4f46\u771f\u6b63\u8ba9\u7528\u6237\u638f\u94b1\u7684\u662f\u201cAgent \u63d0\u9192\u201d\u2014\u2014\u5b83\u7cbe\u51c6\u51fb\u4e2d\u4e86 AI \u7f16\u7a0b\u65f6\u4ee3\u7684\u65b0\u7126\u8651\uff1a\u5f53\u4f60\u540c\u65f6\u8dd1\u591a\u4e2a Claude Code \u6216 Codex \u5b9e\u4f8b\u65f6\uff0c\u65f6\u95f4\u88ab\u788e\u7247\u5316\u5207\u788e\uff0c\u800c\u4f20\u7edf\u7ec8\u7aef\u4e0d\u4f1a\u544a\u8bc9\u4f60\u54ea\u4e2a\u7a97\u53e3\u5728\u7b49\u4f60\u3002\u8fd9\u4e2a\u529f\u80fd\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u201c\u6ce8\u610f\u529b\u8def\u7531\u5668\u201d\uff0c\u6bd4\u4efb\u4f55\u4e3b\u9898\u90fd\u66f4\u8d34\u8fd1\u751f\u4ea7\u529b\u521a\u9700\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u4ea7\u54c1\u7684\u5929\u82b1\u677f\u4e5f\u5728\u8fd9\u91cc\u3002\u76ae\u80a4\u5316\u662f\u5f3a\u4e2a\u6027\u5316\u9700\u6c42\uff0c\u793e\u533a\u9a71\u52a8\u867d\u7136\u80fd\u964d\u4f4e\u5b98\u65b9\u8bbe\u8ba1\u6210\u672c\uff0c\u5374\u96be\u4ee5\u5f62\u6210\u6301\u7eed\u7c98\u6027\u2014\u2014\u7528\u6237\u73a9\u817b Game Boy \u540e\uff0c\u7559\u5b58\u7387\u5b58\u7591\u3002\u800c\u201c\u591a\u4ee3\u7406\u533a\u5206\u63d0\u9192\u201d\u76ee\u524d\u53ea\u505a\u4e86\u5355\u4e00 dock \u5f39\u8df3\uff0c\u6ca1\u6709\u7a97\u53e3\u7ea7\u6807\u8bc6\uff0c\u8fd9\u5728\u591a\u4efb\u52a1\u573a\u666f\u4e0b\u662f\u660e\u663e\u77ed\u677f\uff0c\u8bc4\u8bba\u91cc\u5df2\u6709\u4eba\u8e29\u5230\u3002\u5982\u679c\u540e\u7eed\u4e0d\u5347\u7ea7\u4e3a\u201c\u6309\u4ee3\u7406\/\u9879\u76ee\u5206\u79bb\u4fe1\u53f7\u201d\uff0c\u8fd9\u4e2a\u6838\u5fc3\u529f\u80fd\u4f1a\u505c\u7559\u5728\u201c\u53ef\u7528\u201d\u800c\u975e\u201c\u53ef\u9760\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5546\u4e1a\u6a21\u5f0f\u4e0a\uff0c\u4e00\u6b21\u6027 $10 \u5b9a\u4ef7\u76f8\u5f53\u514b\u5236\uff0c\u914d\u5408\u201c\u53d1 10 \u4e2a\u76ae\u80a4\u514d\u5355\u201d\u7684\u673a\u5236\uff0c\u5176\u5b9e\u662f\u5728\u4f4e\u6210\u672c\u4e70\u793e\u533a\u5185\u5bb9\u2014\u2014\u7b97\u5f97\u7cbe\u3002\u4f46\u7ec8\u7a76\u662f\u5de5\u5177\u7c7b\u5e94\u7528\u7684\u901a\u75c5\uff1a\u529f\u80fd\u53ef\u4ee5\u88ab\u7cfb\u7edf\u539f\u751f\u6216\u5f00\u6e90\u66ff\u4ee3\u54c1\u6284\u88ad\uff08\u6bd4\u5982 iTerm2 + \u811a\u672c\uff09\uff0c\u76ae\u80a4\u4e5f\u4e0d\u80fd\u6784\u6210\u62a4\u57ce\u6cb3\u3002Terminal Candy \u7684\u4ef7\u503c\u951a\u70b9\u5728\u4e8e\u201c\u628a\u7ec8\u7aef\u53d8\u6210\u4f60\u613f\u610f\u5f85\u7684\u7a7a\u95f4\u201d\uff0c\u4f46\u201c\u7a7a\u95f4\u201d\u4e00\u65e6\u65b0\u9c9c\u611f\u8fc7\u53bb\uff0c\u5269\u4e0b\u7684\u53ea\u6709\u6548\u7387\u3002\u5efa\u8bae\u56e2\u961f\u628a\u7cbe\u529b\u4ece\u76ae\u80a4\u8f6c\u79fb\u5230\u201c\u7ec8\u7aef\u667a\u80fd\u611f\u77e5\u5c42\u201d\u2014\u2014\u6bd4\u5982\u6839\u636e\u5f53\u524d AI \u4efb\u52a1\u7684\u8f93\u51fa\u81ea\u52a8\u5207\u6362\u754c\u9762\u63d0\u9192\u65b9\u5f0f\uff0c\u8fd9\u624d\u662f\u4ece\u73a9\u5177\u5230\u5de5\u5177\u7684\u5206\u6c34\u5cad\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\">Terminal Candy<\/span>\n <\/div>\n<div class=\"comment-content\">Terminal Candy is a real, native macOS terminal you live inside. Pick a skin \u2014 Game Boy, cassette deck, Pip-Boy, or your own art \u2014 and draw the terminal square right on it. It pings you (sound + dock bounce) when Claude Code or Codex actually needs input, so you stop babysitting the window. The Skin Builder turns any image into a terminal; 84 palettes, CRT effects, \u2325Space hotkey, community skin marketplace. 14-day free trial, then $10 once \u2014 no subscription. macOS 14+, Apple Silicon.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b<\/p>\n<\/p>\n<p>I’m Peter, the maker of Terminal Candy. I spend basically all day in the terminal, and I got tired of it being a grey box. So I built a terminal you <em>live inside<\/em> \u2014 pick a skin, draw the terminal square right onto the art, and get to work.<\/p>\n<\/p>\n<p>What makes it fun:<\/p>\n<p>\ud83c\udfa8 Skin it into anything \u2014 Game Boy, cassette deck, Pip-Boy, or your own image<\/p>\n<p>\ud83d\udee0 Skin Builder \u2014 magic-wand the background off any picture, draw the terminal window on it, pick a palette. Loads live, no restart, no compiler.<\/p>\n<p>\ud83c\udf08 84 built-in palettes \u2014 Dracula, Nord, Tokyo Night, Solarized, CRT greens, and more<\/p>\n<p>\ud83d\udda5 Real CRT effects \u2014 GPU-composited scanlines, phosphor glow, curvature, grain<\/p>\n<p>\u2325 \u2325Space global hotkey \u2014 summon\/hide from anywhere, no Accessibility prompt<\/p>\n<p>\ud83d\udecd Community skins \u2014 browse, install with one click, and upload your own<\/p>\n<p>\ud83d\udd14 Agent alerts \u2014 sound + dock bounce when Claude Code or Codex actually needs input. Stop babysitting the window.<\/p>\n<\/p>\n<p>It’s a <em>real<\/em> terminal underneath (full VT emulation via SwiftTerm), 100% native macOS \u2014 no Electron. macOS 14+, Apple Silicon.<\/p>\n<\/p>\n<p>Pricing is simple: 14-day free trial, then $10 once. No subscription. (Fun twist: publish 10 approved community skins and the $10 is on the house.) \ud83c\udf6c PH treat: first 100 hunters \u2014 code STOPBABYSITTING gets it for $7.<\/p>\n<\/p>\n<p>I’d genuinely love your feedback \u2014 what device would you skin your terminal into? What’s missing? I’m here all day reading every comment. \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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@terminal_candy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@terminal_candy<\/a> For devs who spend hours in CLI with AI agents, what\u2019s one small quality\u2011of\u2011life tweak that would make your terminal feel less like a tool and more like a workspace you actually enjoy being in?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Everything in this thread already matches how I work. Some nights I have more than one agent running at once, not a single terminal. A dock bounce tells me something needs me. It does not tell me which window.<\/p>\n<p>If three terminals are each running a different agent, does every window get its own badge, or does it collapse into one bounce no matter how many are actually waiting on you?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The Skin Builder turning any image into a working terminal, not just picking from presets, is the actual product. Everything else is a coat of paint on top of that.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@irahimiam\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@irahimiam<\/a> That was the bet \u2014 the preset skins are really just proof the builder works. Magic-wand a photo, draw the square, you’re in. Would love to see what you make with it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Agent alerts is your last bullet and it’s the only one that makes this a daily driver instead of a weekend toy. I’d move it to the top. Anyone can picture phosphor glow, but “the dock bounces when Codex is actually waiting on me” is the sentence that gets me to pay the $10, and right now it’s sitting under the Game Boy skins.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@asadmalik901\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@asadmalik901<\/a> Ha \u2014 fair, and honestly that’s how I use it too. The skins are why I built it, the alerts are why it stays open all day. Might actually reorder the copy. Thanks for this.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/4BFYBSUOLNVBUR\" class=\"app-title\">Basedash Audit Logs<\/a><\/p>\n<div class=\"one-liner\">Every action in your BI tool, on the record.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">107<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Basedash Audit Logs\u4e3aBI\u5de5\u5177\u63d0\u4f9b\u539f\u751f\u5ba1\u8ba1\u65e5\u5fd7\uff0c\u8bb0\u5f55\u767b\u5f55\u3001\u67e5\u8be2\uff08\u542bAI\u67e5\u8be2\uff09\u548c\u914d\u7f6e\u53d8\u66f4\uff0c\u89e3\u51b3\u4f01\u4e1a\u5728\u5b89\u5168\u5ba1\u67e5\u4e0e\u5408\u89c4\u5ba1\u8ba1\u65f6\u201c\u8c01\u5728\u4f55\u65f6\u770b\u4e86\u4ec0\u4e48\u201d\u96be\u4ee5\u8ffd\u6eaf\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/fe1e3093-844d-45e4-ae10-804009dc8d1e.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/UucNkGR2WWQ\"><source src=\"https:\/\/youtu.be\/UucNkGR2WWQ\" 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\/63661711-2b33-4a59-9896-5fbc84afefd5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dcd836bf-9f1e-41da-92ca-f2a538bd7744.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5fea9516-a9c0-4550-a2c1-65adda3edb5c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0dafc03b-55f4-4d5d-99d5-17cbf1f879a2.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\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Data & Analytics<\/span><br \/>\n <span class=\"tag\">Business Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5ba1\u8ba1\u65e5\u5fd7<\/span><br \/>\n <span class=\"tag\">BI\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u5408\u89c4\u5ba1\u67e5<\/span><br \/>\n <span class=\"tag\">AI\u67e5\u8be2\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">SIEM\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u6eaf\u6e90<\/span><br \/>\n <span class=\"tag\">\u6743\u9650\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u65e5\u5fd7\u7559\u5b58<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7SaaS<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u5173\u6ce8\u5ba1\u8ba1\u7c92\u5ea6\u548cAI\u67e5\u8be2\u7ec6\u8282\uff0c\u8ffd\u95ee\u662f\u5426\u8bb0\u5f55\u5b8c\u6574SQL\u6587\u672c\u800c\u975e\u4ec5\u5143\u6570\u636e\uff1b\u8d28\u7591\u65e5\u5fd7\u7559\u5b58\u7b56\u7565\u4e0ePII\u6570\u636e\u5220\u9664\u5408\u89c4\u51b2\u7a81\uff1b\u5efa\u8bae\u5c06AI\u751f\u6210\u7684\u6587\u5b57\u56de\u7b54\u4e0eSQL\u5e76\u5217\u5b58\u50a8\uff0c\u4ee5\u4fbf\u8ffd\u6eaf\u51b3\u7b56\u4f9d\u636e\uff1b\u6574\u4f53\u8ba4\u53ef\u529f\u80fd\u586b\u8865\u4e86\u5b89\u5168\u5ba1\u67e5\u5173\u952e\u7f3a\u53e3\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 Basedash Audit Logs\u672c\u8d28\u4e0a\u662f\u5728\u7ed9\u201c\u4f1a\u72af\u9519\u7684AI\u201d\u4e0a\u4fdd\u9669\uff0c\u8e29\u4e2d\u4e86\u4f01\u4e1a\u91c7\u8d2d\u4e2d\u201c\u5b89\u5168\u5ba1\u67e5\u4e00\u7968\u5426\u51b3\u201d\u7684\u547d\u95e8\u3002\u5176\u6838\u5fc3\u5356\u70b9\u4e0d\u662f\u65e5\u5fd7\u672c\u8eab\uff0c\u800c\u662f\u5c06AI\u4ece\u201c\u9ed1\u7bb1\u64cd\u4f5c\u8005\u201d\u964d\u683c\u4e3a\u201c\u53ef\u5ba1\u8ba1\u7684\u6267\u884c\u8005\u201d\u2014\u2014\u8fd9\u4e2a\u5b9a\u4f4d\u7cbe\u51c6\u4e14\u72e0\u8fa3\u3002\u4f46\u8bc4\u8bba\u533a\u66b4\u9732\u4e86\u4e24\u5927\u81f4\u547d\u60ac\u800c\u672a\u51b3\u7684\u95ee\u9898\uff1a\u5176\u4e00\uff0c\u65e5\u5fd7\u5728SIEM\u5bfc\u51fa\u573a\u666f\u4e0b\u662f\u5426\u5305\u542b\u5b8c\u6574SQL\u539f\u6587\uff1f\u82e5\u4ec5\u63d0\u4f9b\u54c8\u5e0c\u6216ID\uff0c\u9762\u5bf9\u201c\u67d0\u6761\u6570\u636e\u4e3a\u4f55\u5728\u62a5\u544a\u4e2d\u5f02\u5e38\u201d\u7684\u8ffd\u6eaf\u9700\u6c42\uff0c\u5b89\u5168\u56e2\u961f\u4f9d\u65e7\u8981\u56de\u5230\u4ea7\u54c1\u5185\u4e8c\u6b21\u67e5\u8be2\uff0c\u8fd9\u524a\u5f31\u4e86\u201c\u6d41\u5f0f\u5bfc\u51fa\u201d\u7684\u8fd0\u7ef4\u4ef7\u503c\u3002\u5176\u4e8c\uff0c\u4e5f\u662f\u6700\u5173\u952e\u7684\u5408\u89c4\u6096\u8bba\uff1a\u65e5\u5fd7\u4e3a\u6ee1\u8db3\u201c\u4fdd\u7559\u6700\u4f4e\u65f6\u9650\u201d\u800c\u957f\u671f\u5b58\u50a8\u5bcc\u542bPII\u7684\u67e5\u8be2\u6587\u672c\uff0c\u4e0eGDPR\u7b49\u6cd5\u89c4\u8981\u6c42\u7684\u201c\u5220\u9664\u6743\u201d\u548c\u201c\u6570\u636e\u6700\u5c0f\u5316\u201d\u76f4\u63a5\u51b2\u7a81\u3002\u82e5\u4ea7\u54c1\u53ea\u63d0\u4f9b\u5168\u5c40\u7559\u5b58\u7b56\u7565\u800c\u65e0\u5b57\u6bb5\u7ea7\u8131\u654f\u6216\u6309\u6570\u636e\u5206\u7c7b\u7684\u5dee\u5f02\u5316\u7559\u5b58\uff0c\u90a3\u4e48\u8fd9\u5957\u7cfb\u7edf\u5728\u91d1\u878d\u3001\u533b\u7597\u7b49\u5f3a\u76d1\u7ba1\u884c\u4e1a\u53cd\u800c\u4f1a\u6210\u4e3a\u65b0\u7684\u5408\u89c4\u98ce\u9669\u70b9\uff0c\u800c\u975e\u201c\u4fdd\u9669\u201d\u3002\u6b64\u5916\uff0c\u7528\u6237\u4e00\u9488\u89c1\u8840\u5730\u6307\u51fa\uff1a\u4ea7\u54c1\u8bb0\u5f55\u201cAI\u6267\u884c\u4e86\u4ec0\u4e48\u201d\uff0c\u5374\u672a\u4fdd\u5b58\u201cAI\u8bf4\u4e86\u4ec0\u4e48\u201d\u3002\u5728\u771f\u5b9e\u51b3\u7b56\u94fe\u8def\u4e2d\uff0c\u9519\u8bef\u7684\u81ea\u7136\u8bed\u8a00\u603b\u7ed3\u6bd4\u9519\u8bef\u7684SQL\u66f4\u5177\u7834\u574f\u6027\uff0c\u4e14\u96be\u4ee5\u4e8b\u540e\u6838\u67e5\u3002\u82e5Basedash\u4e0d\u8865\u4e0a\u201c\u63a8\u7406-\u67e5\u8be2-\u7b54\u590d\u201d\u7684\u5b8c\u6574\u5feb\u7167\u94fe\uff0c\u5176\u5ba1\u8ba1\u4ef7\u503c\u5c31\u53ea\u5b8c\u6210\u4e86\u4e00\u534a\u2014\u2014\u5b83\u8bc1\u660e\u4e86AI\u201c\u505a\u8fc7\u201d\uff0c\u5374\u65e0\u6cd5\u8bc1\u660eAI\u201c\u8bf4\u5bf9\u201d\u3002\u5728\u7ade\u54c1\u7eb7\u7eb7\u4ee5AI\u80fd\u529b\u4e3a\u5356\u70b9\u65f6\uff0cBasedash\u9009\u62e9\u4ee5\u201cAI\u7684 accountability\u201d\u5207\u5165\uff0c\u65b9\u5411\u6b63\u786e\uff0c\u4f46\u4ea7\u54c1\u6210\u719f\u5ea6\u4ecd\u9700\u5411\u771f\u6b63\u7684\u201c\u4f01\u4e1a\u7ea7\u53ef\u8bc1\u4f2a\u6027\u201d\u8fc8\u8fdb\u3002\u76ee\u524d\u5b83\u662f\u4e00\u628a\u597d\u7528\u7684\u68b3\u5b50\uff0c\u4f46\u8ddd\u79bb\u4f01\u4e1a\u5408\u89c4\u6240\u9700\u7684\u201c\u663e\u5fae\u955c\u201d\uff0c\u8fd8\u6709\u4e24\u4e09\u4e2a\u5173\u952e\u8fed\u4ee3\u7684\u8ddd\u79bb\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\">Basedash Audit Logs<\/span>\n <\/div>\n<div class=\"comment-content\">Native audit logs for Basedash \u2014 every sign-in, query, and configuration change is on the record, including every query the AI runs, attributed and traceable. Answer who saw what, when with one filter, stream events to your SIEM, set retention to match your policy, and pull the log through the API. Built for security reviews and enterprise rollouts, alongside SSO, SCIM, and RBAC. Your BI tool finally has a memory. Every action, on the record.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey everyone, Max here from Basedash.<\/p>\n<p>Today we’re launching audit logs: a native record of everything that happens in your Basedash organization \u2014 who signed in, who viewed what, what changed, and every query that ran.<\/p>\n<p>And especially important these days: that includes the AI. When Basedash AI answers a question, the query it ran is logged, attributed, and traceable, just like a human analyst’s would be.<\/p>\n<p>In practice it means the questions that used to stall a security review \u2014 “who accessed customer revenue last quarter?”, “who changed permissions on this data source?” \u2014 are one filter away. Logs export to your SIEM, retention follows your policy, and the whole record is available through the API.<\/p>\n<p>We’ve been running with it internally for months. The last time our own review asked who had touched a production data source, the answer took about ten seconds instead of a day of Slack archaeology.<\/p>\n<p>Audit logs are available on the Basedash Enterprise plan today, and we’re happy to walk any team through a security review this week. Happy to answer any questions.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@maxmusing\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maxmusing<\/a> Audit logs are one of those things nobody asks about until security review, and then suddenly they’re a deal blocker. When I’m evaluating a BI vendor the question is always whether I can see who exported what, not just who logged in. Do these capture query-level detail like which fields someone pulled, or is it action-level only?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Very excited about this launch! We\u2019ve been getting more requests for audit ability, which is a big reason why companies choose Basedash in the first place. Happy to answer any questions.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Audit trails in BI tools are one of those things nobody misses until compliance asks. Timely add, congrats.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks <a href=\"https:\/\/www.producthunt.com\/@kritishpuri\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kritishpuri<\/a>!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The AI query attribution is the part that would actually unblock us. When someone on our team asks why a dashboard number changed, being able to pull the exact query the AI ran at a specific time is very different from guessing from logs. One thing before I connect a production workspace: does the audit log store the full query text, or just metadata like a hash or query ID? For a SIEM export use case, having the raw SQL attached to the log entry makes the difference.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 retention-follows-your-policy part is what I’d want to dig into before rolling this out on anything financial. Compliance usually forces a retention minimum, but a log full of query text can end up holding customer PII well past when a deletion request should have wiped it. Is retention global, or can specific fields get redacted before the entry is even written?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Logging the SQL the AI ran is the necessary half. The half I’d push on is whether you store the answer it gave in words right next to the query, because a correct query with a wrong summary on top is the failure that actually reaches a decision, and nobody goes back and re-reads the SQL to catch it. Six months later the artefact a review needs is the sentence someone acted on, not just the statement that produced it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/Z6QVYVVWL3T2ZZ\" class=\"app-title\">EssayKraft<\/a><\/p>\n<div class=\"one-liner\">Native essay writing app for Mac and iPad <\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">101<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>EssayKraft \u662f\u4e00\u6b3e\u4e13\u4e3a\u5b66\u751f\u6253\u9020\u7684 Mac \u548c iPad \u539f\u751f\u5199\u4f5c\u5e94\u7528\uff0c\u5c06\u957f\u7bc7\u5199\u4f5c\u3001\u6587\u732e\u7ba1\u7406\u3001\u81ea\u52a8\u5f15\u7528\u4e0e\u5bfc\u51fa\u529f\u80fd\u6574\u5408\u4e8e\u4e00\u5904\uff0c\u89e3\u51b3\u5b66\u672f\u5199\u4f5c\u4e2d\u5de5\u5177\u5272\u88c2\u4e0e\u5f15\u7528\u7ba1\u7406\u7684\u7e41\u7410\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/201829d7-7ba7-402e-b5da-e15da1e80e58.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\/da8d37af-4e36-40ea-9d92-0cdb42a40789.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\">Writing<\/span><br \/>\n <span class=\"tag\">Education<\/span><br \/>\n <span class=\"tag\">Apple<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5b66\u672f\u5199\u4f5c<\/span><br \/>\n <span class=\"tag\">\u6587\u732e\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5f15\u7528<\/span><br \/>\n <span class=\"tag\">\u539f\u751f\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">Mac<\/span><br \/>\n <span class=\"tag\">iPad<\/span><br \/>\n <span class=\"tag\">\u5b66\u751f\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4e70\u65ad\u5236<\/span><br \/>\n <span class=\"tag\">\u65e0\u8ba2\u9605<\/span><br \/>\n <span class=\"tag\">\u4e13\u6ce8\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>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u539f\u751f\u4f53\u9a8c\u4e0e\u4e70\u65ad\u5236\uff0c\u8ba4\u4e3a\u201c\u65e0\u8d26\u53f7\u65e0\u8ba2\u9605\u201d\u662f\u5b66\u751f\u771f\u5b9e\u9700\u6c42\u3002\u4e3b\u8981\u7591\u95ee\u96c6\u4e2d\u5728\u5f15\u7528\u683c\u5f0f\u7684\u66f4\u65b0\u673a\u5236\uff08\u5982APA\/MLA\u6539\u7248\u5982\u4f55\u8ddf\u8fdb\uff09\u4ee5\u53caiCloud\u540c\u6b65\u662f\u5426\u81ea\u52a8\u3001\u662f\u5426\u6253\u65ad\u5199\u4f5c\u6d41\u3002\u5f00\u53d1\u8005\u56de\u5e94\u786e\u8ba4\u6587\u6863\u4fdd\u5b58\u5373\u540c\u6b65\u3002\u53e6\u6709\u7528\u6237\u79f0\u8d5e\u81ea\u7814\u5f15\u7528\u7ba1\u7406\u5668\u7684\u601d\u8def\uff0c\u4ee5\u53ca\u5f00\u53d1\u8005\u5728\u8bfb\u671f\u95f4\u81ea\u5b66Swift\u7684\u8bda\u610f\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 EssayKraft \u7684\u5207\u5165\u70b9\u5f88\u806a\u660e\uff1a\u5b83\u6ca1\u6709\u8bd5\u56fe\u518d\u9020\u4e00\u4e2a\u201c\u66f4\u597d\u7684Word\u201d\uff0c\u800c\u662f\u7cbe\u51c6\u5207\u8d70\u5b66\u672f\u5199\u4f5c\u4e2d\u201c\u5f15\u7528\u7ba1\u7406\u201d\u8fd9\u4e00\u6839\u786c\u523a\uff0c\u5e76\u7528\u201c\u539f\u751f+\u4e70\u65ad\u201d\u6784\u5efa\u4e86\u660e\u786e\u7684\u4ef7\u503c\u951a\u70b9\u3002\u5bf9\u4e8e\u5b66\u751f\u7fa4\u4f53\uff0c\u8ba2\u9605\u75b2\u52b3\u548c\u5de5\u5177\u788e\u7247\u5316\u662f\u771f\u5b9e\u75db\u70b9\uff0c\u56e0\u6b64\u201c\u65e0\u8d26\u53f7\u65e0\u8ba2\u9605\u201d\u4e0d\u662f\u8425\u9500\u8bdd\u672f\uff0c\u800c\u662f\u6709\u6548\u7ade\u4e89\u529b\u3002\u4f46\u4ea7\u54c1\u7684\u751f\u6b7b\u7ebf\u5728\u4e8e\u5f15\u7528\u5f15\u64ce\u7684\u53ef\u9760\u6027\u2014\u2014\u8bc4\u8bba\u4e2d\u5df2\u6709\u7528\u6237\u5c16\u9510\u6307\u51fa\uff1a\u5f53APA\u6216MLA\u5728\u5b66\u4e1a\u4e2d\u9014\u6539\u7248\u65f6\uff0c\u4e70\u65ad\u5236\u4e0b\u7684\u66f4\u65b0\u5468\u671f\u662f\u5426\u8ddf\u5f97\u4e0a\uff1f\u8fd9\u4e0d\u4ec5\u662f\u6280\u672f\u503a\u95ee\u9898\uff0c\u66f4\u662f\u4fe1\u4efb\u95ee\u9898\u3002\u82e5\u683c\u5f0f\u903b\u8f91\u5b8c\u5168\u786c\u7f16\u7801\uff0c\u90a3\u4e48\u6bcf\u4e00\u6b21\u89c4\u8303\u66f4\u65b0\u90fd\u662f\u5bf9\u201c\u4e70\u65ad\u5373\u7ec8\u8eab\u201d\u627f\u8bfa\u7684\u6d88\u8017\uff1b\u82e5\u5f15\u5165\u4e91\u7aef\u89c4\u5219\u5e93\uff0c\u5219\u53c8\u53ef\u80fd\u8fdd\u80cc\u5176\u201c\u65e0\u8d26\u53f7\u201d\u7684\u7eaf\u7cb9\u6027\u3002\u6b64\u5916\uff0ciCloud\u540c\u6b65\u867d\u662f\u201c\u4fdd\u5b58\u5373\u89e6\u53d1\u201d\uff0c\u4f46iCloud\u672c\u8eab\u5728\u590d\u6742\u6587\u6863\u4e0a\u7684\u51b2\u7a81\u5386\u53f2\u5e76\u4e0d\u5149\u5f69\uff0c\u957f\u7bc7\u8bba\u6587\u573a\u666f\u4e0b\u7684\u7248\u672c\u56de\u6eda\u4e0e\u6279\u6ce8\u534f\u4f5c\u4ecd\u662f\u7a7a\u767d\u3002\u603b\u4f53\u800c\u8a00\uff0cEssayKraft \u5c55\u793a\u4e86\u72ec\u7acb\u5f00\u53d1\u8005\u7684\u7cbe\u51c6\u55c5\u89c9\uff0c\u4f46\u201c\u6587\u732e\u7ba1\u7406\u201d\u662f\u5b66\u672f\u5de5\u5177\u91cc\u6700\u5bb9\u9519\u7387\u6700\u4f4e\u7684\u9886\u57df\u2014\u2014\u5b66\u751f\u53ef\u4ee5\u5fcd\u53d7\u754c\u9762\u7b80\u964b\uff0c\u4f46\u7edd\u65e0\u6cd5\u63a5\u53d7\u6bd5\u4e1a\u524d\u591c\u683c\u5f0f\u9519\u8bef\u3002\u4e70\u65ad\u5236\u53ef\u4ee5\u662f\u5546\u4e1a\u6a21\u5f0f\u7684\u521b\u65b0\uff0c\u5374\u4e0d\u5e94\u6210\u4e3a\u66f4\u65b0\u60f0\u6027\u7684\u501f\u53e3\u3002\u5b83\u76ee\u524d\u66f4\u50cf\u4e00\u4e2a\u4f18\u79c0\u7684\u201c\u5199\u4f5c\u73af\u5883\u201d\uff0c\u800c\u975e\u53ef\u9760\u7684\u201c\u5b66\u672f\u57fa\u7840\u8bbe\u65bd\u201d\u3002\u82e5\u60f3\u771f\u6b63\u7acb\u8db3\uff0c\u9700\u8981\u5728\u5f15\u7528\u89c4\u5219\u7684\u53ef\u7ef4\u62a4\u6027\u4e0a\u7ed9\u51fa\u900f\u660e\u3001\u53ef\u9a8c\u8bc1\u7684\u66f4\u65b0\u627f\u8bfa\uff0c\u5426\u5219\u53ea\u80fd\u505c\u7559\u5728\u201c\u5c0f\u800c\u7f8e\u201d\u7684\u8212\u9002\u533a\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">EssayKraft<\/span>\n <\/div>\n<div class=\"comment-content\">EssayKraft is a native Swift Mac and iPad writing app built for students who are tired of wrestling with reference managers. Write essays, papers and dissertations with a built-in reference manager, automatic citations, rich text formatting and PDF or DOCX export, all in one place. No subscriptions, no accounts, no juggling citation tools. Just a fast, distraction-free writing experience designed specifically for academic work. Buy once, own it forever.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I’m a student studying creative writing at Uni and as much as I love writing, managing references and citations in essays has always been a task that I dread having to approach. I previously used Word with a plugin, which was difficult to set up, and clunky to use; I spent more time managing references than actually writing the essay itself. Over two years, I have taught myself Swift and this is my first app. I made EssayKraft with one goal in mind: to let writers write, and leave reference management to the app. <\/p>\n<p>I’d love to hear your feedback, whether it’s about the app itself, the design, or features you’d like to see next. Thanks for checking it out!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Building the citation manager yourself instead of fighting a Word plugin is exactly the kind of problem you understand well enough to actually fix. Good call on skipping accounts too, one less thing for a student to worry about losing access to over a summer. Teaching yourself Swift and shipping this while still in school is a genuinely good first release.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Finally a writing app that doesn’t force me to sign up for yet another subscription just to format a bibliography. The built-in citation manager alone sold me.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">This is awesome! Wish you all the best on this impressive launch. Keep pushing mate<\/div>\n<div class=\"comment-actions\">\n<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\">@german_merlo1 Thank you!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This feels very practical for students. Academic writing gets messy fast when the writing app, citation manager, PDFs, and export tool all live in different places.<\/p>\n<p>I like the buy-once angle too. For students, no account and no subscription is a real feature, not just a pricing detail.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@vahid_davoudi Thank you! The pricing model was really important to me, I don\u2019t believe that students should have to pay monthly for a tool, it adds up quickly over three years. Uni life is already expensive as it is!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 part I’d want to poke at before trusting the citation manager: which styles ship built in, and what happens when a style guide updates? APA and MLA both revise their rules every few years, sometimes mid-degree, and that’s the exact kind of maintenance burden that made the Word plugin route painful in the first place. if the formatting rules are baked into the app, a style update means waiting on you to ship a new version rather than a library auto-updating. how are you planning to keep up with that over the buy-once lifetime of the app?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Native long-form writing app for Mac and iPad is exactly the kind of thing I keep looking for. Quick question on the sync: if I start a draft on my iPad and pick it up on Mac, does it sync automatically in the background or do I need to manually open iCloud Drive each time? Nothing breaks the writing flow faster than having to chase a file before I can continue.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@leo404 Thank you for taking a look at the app and I\u2019m glad it\u2019s what you\u2019re looking for! If a document is saved to iCloud Drive, it will sync upon every save, whether that is on Mac or iPad, no need to open iCloud for that to happen. Just save to the cloud and use your documents as you usually would and iCloud will keep it up to date for you.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>No accounts and no subscription is the real feature for a student tool, not the pricing footnote it usually gets treated as.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#10<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/7AJ3R66DDJFLAR\" class=\"app-title\">SyncStaq<\/a><\/p>\n<div class=\"one-liner\">Stripe billing data, always current in Google Sheets<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">99<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>SyncStaq\u662f\u4e00\u6b3e\u5c06Stripe\u8d26\u5355\u6570\u636e\uff08\u6536\u6b3e\u3001\u53d1\u7968\u3001\u8ba2\u9605\u3001\u9000\u6b3e\u3001\u4e89\u8bae\u7b49\uff09\u6309\u4e8b\u4ef6\u6d41\u5b9e\u65f6\u540c\u6b65\u81f3Google Sheets\u7684\u81ea\u52a8\u5316\u5de5\u5177\uff0c\u89e3\u51b3\u8d22\u52a1\u56e2\u961f\u624b\u52a8\u5bfc\u51fa\u3001\u62a5\u8868\u6570\u636e\u56e0\u9000\u6b3e\/\u8ba2\u9605\u53d8\u66f4\u800c\u9759\u9ed8\u8fc7\u671f\u7684\u95ee\u9898\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/99deaaf8-9912-4673-b23e-2d55a4e8957d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1c5eaef9-5a4d-4d8c-b23c-62350a7bdda4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f95f44f8-8b56-45f4-98a7-abfbbc1790aa.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f814c4d0-0d18-437d-a1b5-048c7067d762.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8f50438c-7ce6-42d1-9c19-10aa1f38332b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/47c3f760-3c2d-481a-8eb4-7e5a2771e843.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5de89c4f-3c60-40cf-901a-db1db5ac2d7d.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\">Fintech<\/span><br \/>\n <span class=\"tag\">Spreadsheets<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Stripe\u6570\u636e\u540c\u6b65<\/span><br \/>\n <span class=\"tag\">Google Sheets\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u8d22\u52a1\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u8d26\u5355\u6570\u636e\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u4e8b\u4ef6\u9a71\u52a8\u540c\u6b65<\/span><br \/>\n <span class=\"tag\">SaaS\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4f63\u91d1\u6838\u7b97<\/span><br \/>\n <span class=\"tag\">\u62a5\u8868\u5b9e\u65f6\u66f4\u65b0<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u7ba1\u9053<\/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\u89e3\u51b3\u201c\u5386\u53f2\u6570\u636e\u53d8\u66f4\u5bfc\u81f4\u62a5\u8868\u5931\u771f\u201d\u7684\u75db\u70b9\uff0c\u4e3b\u8981\u7591\u95ee\u96c6\u4e2d\u5728\uff1a\u540c\u6b65\u65b9\u5f0f\uff08\u4e8b\u4ef6\u6d41vs\u5b9a\u65f6\u8f6e\u8be2\uff09\u3001\u5386\u53f2\u884c\u662f\u5c31\u5730\u66f4\u65b0\u8fd8\u662f\u8ffd\u52a0\u4fee\u6b63\uff08\u5f71\u54cdSUMIF\u516c\u5f0f\uff09\u3001Stripe\u53ea\u8bfb\u5bc6\u94a5\u6700\u5c0f\u6743\u9650\u8303\u56f4\uff0c\u4ee5\u53ca\u662f\u5426\u652f\u6301Apple\/Google IAP\u591a\u5e73\u53f0\u6536\u5165\u5408\u5e76\u3002\u521b\u59cb\u4eba\u56de\u5e94\u5766\u8bda\uff0c\u4f46\u672a\u660e\u786e\u5386\u53f2\u6570\u636e\u53d8\u66f4\u7b56\u7565\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n SyncStaq\u7684\u5b9a\u4f4d\u7cbe\u51c6\u5730\u5207\u5165\u4e86\u8d22\u52a1\u8fd0\u8425\u4e2d\u4e00\u4e2a\u201c\u5c0f\u800c\u6df1\u201d\u7684\u88c2\u7f1d\uff1aStripe\u6570\u636e\u5bfc\u51fa\u540e\uff0c\u9000\u6b3e\u3001\u4e89\u8bae\u3001\u8ba2\u9605\u72b6\u6001\u53d8\u66f4\u4f1a\u8ba9\u6240\u6709\u57fa\u4e8e\u5386\u53f2\u5feb\u7167\u7684\u62a5\u8868\u5728\u4e0d\u77e5\u4e0d\u89c9\u4e2d\u8150\u70c2\u3002\u591a\u6570\u56e2\u961f\u5bf9\u8fd9\u7c7b\u95ee\u9898\u7684\u89e3\u51b3\u65b9\u6848\u662f\u6bcf\u5468\u624b\u52a8\u91cd\u5bfc\uff0c\u6216\u4f9d\u8d56\u811a\u672c\u6309\u521b\u5efa\u65e5\u671f\u8f6e\u8be2\u2014\u2014\u90fd\u6cbb\u6807\u4e0d\u6cbb\u672c\u3002SyncStaq\u4ece\u4e8b\u4ef6\u6d41\u540c\u6b65\uff0c\u6280\u672f\u4e0a\u76f4\u51fb\u8981\u5bb3\uff0c\u8ba9\u201c\u884c\u6570\u636e\u968f\u4e1a\u52a1\u771f\u76f8\u53d8\u5316\u201d\u6210\u4e3a\u9ed8\u8ba4\u884c\u4e3a\uff0c\u800c\u975e\u989d\u5916\u529f\u80fd\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u4ea7\u54c1\u4ef7\u503c\u8fb9\u754c\u540c\u6837\u6e05\u6670\uff1a\u5b83\u4e0d\u505aBI\uff0c\u4e0d\u505a\u591a\u5e73\u53f0\u805a\u5408\uff0c\u751a\u81f3\u523b\u610f\u4e0d\u505a\u6210\u201c\u6536\u5165\u5168\u666f\u56fe\u201d\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8eApple\/Google IAP\u7684\u8ffd\u95ee\u6070\u6070\u70b9\u51fa\u4e86\u5b83\u7684\u963f\u5580\u7409\u65af\u4e4b\u8e35\u2014\u2014\u5bf9\u4f9d\u8d56\u591a\u6536\u5165\u8f68\u9053\u7684\u73b0\u4ee3SaaS\u6765\u8bf4\uff0cStripe-only\u7684\u540c\u6b65\u5de5\u5177\u53ea\u662f\u62fc\u56fe\u4e00\u89d2\uff0c\u800c\u975e\u5b8c\u6574\u7b54\u6848\u3002\u521b\u59cb\u4eba\u4e5f\u5766\u627f\u56e2\u961f\u8bbf\u8c08\u4e2d\u53d1\u73b0\u7528\u6237\u771f\u6b63\u8981\u7684\u662f\u4f63\u91d1\u8ba1\u7b97\uff0c\u8fd9\u6697\u793a\u4e86\u4e00\u4e2a\u66f4\u5927\u4f46\u66f4\u62e5\u6324\u7684\u5e02\u573a\uff0c\u800cSyncStaq\u76ee\u524d\u9009\u62e9\u4e0d\u8d8a\u754c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u53e6\u4e00\u4e2a\u4e0d\u53ef\u5ffd\u89c6\u7684\u9690\u60a3\u662f\u201c\u5386\u53f2\u884c\u53d8\u66f4\u201d\u5e26\u6765\u7684\u8d22\u52a1\u5ba1\u8ba1\u95ee\u9898\uff1a\u5c31\u5730\u66f4\u65b0\u4f1a\u9759\u9ed8\u6539\u5199\u5df2\u6c47\u62a5\u7ed9\u8463\u4e8b\u4f1a\u7684\u6570\u5b57\uff0c\u8ffd\u52a0\u4fee\u6b63\u5219\u4f1a\u7834\u574f\u7528\u6237\u7684SUMIF\u516c\u5f0f\u3002\u4ea7\u54c1\u76ee\u524d\u5bf9\u6b64\u4fdd\u6301\u6c89\u9ed8\uff0c\u8fd9\u53ef\u80fd\u662f\u5546\u4e1a\u5ba2\u6237\u5728\u4ed8\u8d39\u524d\u6700\u7ec8\u4f1a\u8ffd\u95ee\u7684\u5408\u89c4\u6027\u7ec6\u8282\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6574\u4f53\u800c\u8a00\uff0cSyncStaq\u662f\u4e00\u4e2a\u5de5\u7a0b\u4e0a\u624e\u5b9e\u3001\u5546\u4e1a\u4e0a\u514b\u5236\u7684\u6548\u7387\u5de5\u5177\u3002\u5b83\u4e0d\u6027\u611f\uff0c\u4f46\u6709\u771f\u5b9e\u4ed8\u8d39\u610f\u613f\u7684\u573a\u666f\uff0c\u4e14\u663e\u8457\u964d\u4f4e\u4e86\u8d22\u52a1\u56e2\u961f\u7684\u9690\u6027\u52a0\u73ed\u6210\u672c\u3002\u6311\u6218\u5728\u4e8e\uff1a\u5b83\u80fd\u976099\u7968\u7684\u53d1\u5e03\u70ed\u5ea6\u7ef4\u6301\u589e\u957f\uff0c\u8fd8\u662f\u6700\u7ec8\u6ca6\u4e3aStripe\u751f\u6001\u91cc\u53c8\u4e00\u4e2a\u88abInch\u6216Ragic\u7b49\u901a\u7528\u5de5\u5177\u541e\u5e76\u7684\u5782\u76f4\u63d2\u4ef6\uff1f\u7b54\u6848\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u5728\u4f63\u91d1\/\u5206\u8d26\u573a\u666f\u4e2d\u6301\u7eed\u52a0\u7801\uff0c\u4ece\u201c\u540c\u6b65\u5de5\u5177\u201d\u8fdb\u5316\u4e3a\u201c\u7ed3\u7b97\u5de5\u4f5c\u53f0\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\">SyncStaq<\/span>\n <\/div>\n<div class=\"comment-content\">SyncStaq syncs Stripe billing data into Google Sheets \u2014 charges, invoices, invoice line items, customers, subscriptions, payouts and disputes, each in its own structured tab. What’s different: most exports and scripts pull by created date, so records that change later (refunds, subscription updates, disputes) quietly go stale. SyncStaq syncs from Stripe’s event stream, so your sheet updates when the data changes. Read-only Stripe access. Hourly sync. 14-day free trial.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \ud83d\udc4b<\/p>\n<p>Years ago we shipped a small tool called AutoSync that pushed Stripe data into Google Sheets. It worked, but it polled Stripe by creation date. That meant anything that changed later (a refund, a subscription update, a dispute) never made it into the sheet. People’s reports went stale and they didn’t always realize it.<\/p>\n<p>This year the three of us rebuilt it properly \u2014 nights and weekends, around day jobs \u2014 as SyncStaq.<\/p>\n<p>Before writing any code, we interviewed teams who’d lived with the problem. Four of six described the same job unprompted: calculating commissions or partner revenue share, and struggling to net out Stripe fees and refunds. We thought we were building a sync tool. We were building a payout tool.<\/p>\n<p>What it does: syncs your Stripe billing data \u2014 charges, invoices, invoice line items, customers, subscriptions, payouts, disputes \u2014 into structured Google Sheets tabs, and keeps it current hourly. Read-only access, and the sheet lives in your own Drive.<\/p>\n<p>It syncs from Stripe’s event stream rather than polling creation dates. So when a refund lands after you’ve already run a report, the row updates instead of silently going missing.<\/p>\n<p>We’re not trying to replace your dashboard or be a BI tool. Sheets is where the work already happens \u2014 your formulas, your pivots, your logic. We just keep the data underneath honest.<\/p>\n<p>Two things you can check out without signing up:<br \/>\n– A sample synced sheet: <a href=\"https:\/\/docs.google.com\/spreadsheets\/d\/1f4A9fwCsRk8Hsu_OJ2NjwfbfAmup6BQFuvDpDwmc7ZE\/view\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/docs.google.com\/spreadsh…<\/a><br \/>\n– A free Stripe commission & revenue-share tracker: <a href=\"https:\/\/docs.google.com\/spreadsheets\/d\/1Cb4xUlqlWGOmVqTnU_19gykJs6Zy-GYlfe4Z63Xxl5I\/view\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/docs.google.com\/spreadsh…<\/a><\/p>\n<p>We’d genuinely love feedback \u2014 especially from anyone who’s fought with Stripe reporting. What breaks for you?<\/p>\n<p>– Matt & the SyncStaq team<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@fi_guy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fi_guy<\/a> Half my finance stack is still someone manually re-exporting Stripe into a sheet every Monday, so I feel this one. The thing that always breaks for us is refunds and disputes updating after the fact and quietly making last week’s numbers wrong. Does the sync reconcile historical rows when a charge status changes later, or only append new data?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Keeping Stripe data live in Sheets kills a whole category of manual exports – genuinely useful. Congrats on shipping.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks <a href=\"https:\/\/www.producthunt.com\/@kritishpuri\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kritishpuri<\/a>. We hope it saves people lots of 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I have connected Stripe data to Sheets manually using the API before, so curious how this handles it. Does it pull via webhook events in real time or run on a polling schedule? And on the auth side: what is the minimum Stripe token scope it needs? I tend to create read-only keys for anything that touches billing data, so knowing the exact permissions up front matters.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 thing that breaks every Stripe to Sheets sync is not freshness, it is history changing underneath you. A charge from March gets disputed in August. Does the March row mutate in place, or do you append a correction? Mutating is what people expect, and it quietly rewrites a number someone already reported to a board. Appending is honest, and it breaks every SUMIF they built on the range. There is no clean answer, which is exactly why I would want to know which one you picked and where that is documented, before I point a deck at it. Raffay’s IAP point is the same shape. A third of the revenue picture is worse than none unless the sheet is labelled Stripe only right on the tab.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>We run subscriptions through Stripe plus Apple and Google IAP, so a Stripe-only view is maybe a third of the real revenue picture for us. Is multi-rail on the roadmap at some point, or is this staying Stripe-specific by design?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#11<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/32Z4PUCTZP3CTF\" class=\"app-title\">Kopai<\/a><\/p>\n<div class=\"one-liner\"> Share your expertise, and let our agents earn for you.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">87<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Kopai\u662f\u4e00\u4e2a\u65e0\u4ee3\u7801AI\u667a\u80fd\u4f53\u521b\u4f5c\u4e0e\u4ea4\u6613\u5e73\u53f0\uff0c\u8ba9\u4e13\u5bb6\u5c06\u81ea\u8eab\u77e5\u8bc6\u5c01\u88c5\u4e3a\u6309\u6761\u6536\u8d39\u7684AI\u5206\u8eab\uff0c\u5728\u89e3\u51b3\u201c\u4e13\u5bb6\u65f6\u95f4\u6709\u9650\u3001\u77e5\u8bc6\u65e0\u6cd5\u89c4\u6a21\u5316\u53d8\u73b0\u201d\u75db\u70b9\u7684\u540c\u65f6\uff0c\u901a\u8fc7\u6258\u7ba1\u53d1\u73b0\u3001\u8ba1\u8d39\u548c\u8bc4\u4f30\u7b49\u57fa\u7840\u8bbe\u65bd\uff0c\u8ba9\u77e5\u8bc6\u50cf\u5546\u54c1\u4e00\u6837\u5728\u5e02\u573a\u4e2d\u6d41\u901a\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8c428e76-3745-447f-9d50-465206c7feaa.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e02f5c39-f435-40ca-a033-6e43baf2e958.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c477d0ef-c05f-41f2-b1ea-ea6fa1b29192.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4e8e9e15-9f32-4747-aa31-f6642fab6d90.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/969b91ad-bce8-428c-90b5-18c4e793d494.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\/2b8d5bc0-b89e-489b-b8dd-07b3ee19a99a.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/q5XrUE6gtnk\"><source src=\"https:\/\/youtu.be\/q5XrUE6gtnk\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">SaaS<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u53d8\u73b0<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u6309\u6761\u8ba1\u8d39<\/span><br \/>\n <span class=\"tag\">\u4e13\u5bb6\u7cfb\u7edf<\/span><br \/>\n <span class=\"tag\">\u521b\u4f5c\u8005\u7ecf\u6d4e<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u8bc4\u4f30<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u5e93<\/span><br \/>\n <span class=\"tag\">\u5e02\u573a\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u652f\u4ed8\u57fa\u7840\u8bbe\u65bd<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u6709\u6548\u8bc4\u8bba\u805a\u7126\u4e8e\u4e24\u4e2a\u6838\u5fc3\u95ee\u9898\uff1a\u4e00\u662f\u77e5\u8bc6\u8fc7\u671f\u4e0e\u8d23\u4efb\u5f52\u5c5e\u2014\u2014\u5f53\u4e13\u5bb6\u8131\u79bb\u5faa\u73af\u540e\uff0c\u5982\u4f55\u9632\u6b62\u8fc7\u65f6\u7b54\u6848\u6301\u7eed\u552e\u5356\u5e76\u660e\u786e\u51fa\u9519\u8d23\u4efb\uff08\u76ee\u524d\u4e13\u5bb6\u62c5\u8d23\uff0c\u4ec5\u9760\u4e8b\u540e\u53cd\u9988\uff09\uff1b\u4e8c\u662f\u667a\u80fd\u4f53\u5728\u957f\u5bf9\u8bdd\u4e2d\u7684\u6f02\u79fb\u63a7\u5236\u4e0e\u4e0a\u4e0b\u6587\u8bb0\u5fc6\uff0830\u6761\u6d88\u606f\u7a97\u53e3\u53ca\u957f\u671f\u8bb0\u5fc6\u5c42\u5df2\u89e3\u51b3\uff09\u3002\u6b64\u5916\uff0c\u6709\u8bc4\u8bba\u8ba4\u53ef\u6309\u6761\u8ba1\u8d39\u6a21\u5f0f\uff0c\u5e76\u8be2\u95ee\u5e02\u573a\u63a8\u5e7f\u673a\u5236\u3002\u521b\u59cb\u4eba\u5bf9\u8bc4\u4f30\u95e8\u69db\uff08\u53d1\u5e03\u524d\u8bc4\u6d4b\uff09\u53ca\u81ea\u52a8\u4e0b\u67b6\u8def\u7ebf\u56fe\u505a\u4e86\u8865\u5145\u8bf4\u660e\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 Kopai\u5207\u5165\u7684\u201c\u77e5\u8bc6\u53d8\u73b0\u201d\u8d5b\u9053\u5e76\u4e0d\u65b0\u9c9c\uff0c\u4f46\u5176\u201c\u6309\u6761\u8ba1\u8d39\u201d\u7684\u5b9a\u4ef7\u6a21\u5f0f\u548c\u5bf9\u201c\u4ea4\u4ed8\u8d28\u91cf\u201d\u7684\u57fa\u7840\u8bbe\u65bd\u5316\u5c1d\u8bd5\uff0c\u662f\u533a\u522b\u4e8e\u666e\u901aPrompt\u5305\u88c5\u5668\u7684\u5173\u952e\u3002\u4ece\u4ea7\u54c1\u5f62\u6001\u770b\uff0c\u5b83\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u201cAI\u77e5\u8bc6\u7ecf\u7eaa\u4eba\u201d\u5e02\u573a\uff0c\u7528\u6280\u672f\u624b\u6bb5\u628a\u54a8\u8be2\u5e08\u7684\u8fb9\u9645\u6210\u672c\u538b\u81f3\u63a5\u8fd1\u96f6\uff0c\u8fd9\u4e00\u903b\u8f91\u662f\u901a\u7684\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u5fc5\u987b\u6cfc\u4e00\u76c6\u51b7\u6c34\uff1a\u8bc4\u8bba\u4e2d\u66b4\u9732\u51fa\u7684\u201c\u77e5\u8bc6\u8870\u51cf\u201d\u4e0e\u201c\u8d23\u4efb\u5f52\u5c5e\u201d\u95ee\u9898\uff0c\u662f\u60ac\u5728\u5176\u5546\u4e1a\u6a21\u5f0f\u5934\u4e0a\u7684\u8fbe\u6469\u514b\u5229\u65af\u4e4b\u5251\u3002\u521b\u59cb\u4eba\u5bf9\u201c\u4e13\u5bb6\u5168\u6743\u8d1f\u8d23\u201d\u7684\u56de\u5e94\uff0c\u867d\u7136\u5766\u8bda\uff0c\u5374\u5728\u5546\u4e1a\u4e0a\u662f\u8106\u5f31\u7684\u2014\u2014\u4e70\u5bb6\u4e3a\u201c\u6743\u5a01\u7b54\u6848\u201d\u4ed8\u8d39\uff0c\u4e00\u65e6\u51fa\u73b0\u91cd\u5927\u9519\u8bef\uff0c\u54c1\u724c\u4fe1\u8a89\u7684\u5d29\u584c\u4f1a\u76f4\u63a5\u53cd\u566c\u5e73\u53f0\u3002\u5176\u627f\u8bfa\u7684\u201c\u7f6e\u4fe1\u5ea6\u8bc4\u5206+\u81ea\u52a8\u4e0b\u67b6\u201d\u673a\u5236\u867d\u5728\u8def\u7ebf\u56fe\u4e0a\uff0c\u4f46\u4ec5\u9760\u5185\u90e8\u8bc4\u4f30\u65e0\u6cd5\u5b8c\u5168\u89e3\u51b3\u5916\u90e8\u4e16\u754c\u53d8\u5316\u7684\u6ede\u540e\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u66f4\u6df1\u5c42\u7684\u6311\u6218\u5728\u4e8e\u7f51\u7edc\u6548\u5e94\uff1aKopai\u58f0\u79f0\u5904\u7406\u53d1\u73b0\u3001\u8ba1\u8d39\u548c\u4fe1\u4efb\uff0c\u4f46\u8fd9\u4e09\u8005\u90fd\u662f\u91cd\u8fd0\u8425\u7684\u82e6\u6d3b\u3002\u5bf9\u4e8e87\u7968\u7684\u51b7\u542f\u52a8\u4ea7\u54c1\u800c\u8a00\uff0c\u5e02\u573a\u4e24\u7aef\u7684\u51b7\u542f\u52a8\uff08\u5438\u5f15\u9ad8\u8d28\u91cf\u4e13\u5bb6\u5165\u9a7b + \u5438\u5f15\u8db3\u591f\u4e70\u5bb6\u4ed8\u8d39\u63d0\u95ee\uff09\u5c06\u6781\u5176\u8270\u96be\u3002\u82e5\u6ca1\u6709\u6bd4\u201c\u88ab\u52a8SEO\u4f18\u5316\u201d\u66f4\u4e3b\u52a8\u7684\u9700\u6c42\u5339\u914d\u673a\u5236\uff0c\u5e73\u53f0\u5f88\u5bb9\u6613\u6ca6\u4e3a\u201c\u77e5\u8bc6\u6446\u644a\u201d\u7684\u96c6\u6563\u5730\u2014\u2014\u8d27\u54c1\u6742\u4e71\uff0c\u6d41\u91cf\u7a00\u7f3a\u3002\u4e0d\u8fc7\uff0c\u56e2\u961f\u5bf9Eval Gate\u7684\u575a\u6301\u548c\u660e\u786e\u7684\u57fa\u7840\u8bbe\u65bd\u5b9a\u4f4d\uff0c\u662f\u503c\u5f97\u80af\u5b9a\u7684\u52a1\u5b9e\u8d77\u70b9\u3002\u771f\u6b63\u7684\u8003\u9a8c\u5728\u4e8e\uff1a\u5f53\u4e00\u7b14\u4ed8\u8d39\u95ee\u7b54\u7ed9\u51fa\u9519\u8bef\u7b54\u6848\u65f6\uff0c\u5e73\u53f0\u662f\u5426\u6562\u4e8e\u5728\u201c\u4e13\u5bb6\u514d\u8d23\u201d\u6761\u6b3e\u4e4b\u5916\uff0c\u627f\u62c5\u8d77\u4f5c\u4e3a\u4fe1\u606f\u5b88\u95e8\u4eba\u7684\u6700\u7ec8\u8d23\u4efb\u3002\u8fd9\u51b3\u5b9a\u4e86Kopai\u662f\u505a\u6210\u4e00\u95e8\u751f\u610f\uff0c\u8fd8\u662f\u4e00\u4e2a\u751f\u6001\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\">Kopai<\/span>\n <\/div>\n<div class=\"comment-content\">Kopai turns your expertise into an AI agent you can sell, priced per message instead of per hour. Upload your knowledge, publish in minutes with no code, and let people pay for instant answers instead of booking your calendar. You keep 70% of everything your agent earns. Built-in evaluation testing, encrypted knowledge bases, and multi-agent orchestration mean it’s not a prompt wrapper, it’s real infrastructure. We handle discovery, billing, and trust so you can focus on what you know.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! \ud83d\udc4b<\/p>\n<p>I’m Surya, co-founder of Kopai.<\/p>\n<p>Here’s the problem we kept running into: experts spend years building knowledge they can only sell one hour at a time. A great consultant, YouTuber, or course creator hits a hard ceiling the moment their calendar runs out.<\/p>\n<p>LLMs finally make it possible to package that expertise into something that works while you sleep. But building an agent still means wrestling with prompts, tool connectors, billing, and trust, none of which a domain expert signed up to learn.<\/p>\n<p>So we built Kopai: a no-code platform where experts turn their knowledge into an AI agent and publish it on our marketplace. Creators keep 70% of what their agent earns. We handle discovery, payments, and infrastructure. You can also export your agent (or import any other agent from the marketplace) straight into your own site.<\/p>\n<p>Under the hood, we’ve built our own agent harness, a granular pay-per-use ledger, and an evaluation layer to keep agent quality honest, things most no-code builders treat as an afterthought.<\/p>\n<p>We’re a four-person team, and this launch is the first time Kopai is out in the wild. Would love for you to try building an agent and tell us where it breaks. Every bit of feedback shapes what we build next.<\/p>\n<p><a href=\"https:\/\/usekopai.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/usekopai.com<\/a><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@suryasekhar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@suryasekhar<\/a> hello if you like you can lunch this on indihunt.in also<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 eval gate that @galdayan pulled out of you is the right idea aimed at the wrong moment. It fires on edit, and the failure mode here is that there are no edits. An expert uploads once, the agent earns, and the pitch is explicitly that they step out of the loop. Meanwhile the expertise decays. Eighteen months on, the agent is confidently selling a 2026 answer and the expert has no signal it went stale, because the money is still arriving. Revenue is the one number that will never tell you your knowledge expired. So what re-triggers the eval when nothing has changed on the expert’s side? A decay on the score, a re-cert prompt, something tied to the world moving rather than the file moving?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mcarmonas\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mcarmonas<\/a> Thank you so much. We are still actively developing and would love for your feedback on the product so that we can improve.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love this direction. One thing I’m curious about\u2014if an agent starts drifting from the original goal midway through a long workflow, how quickly can the orientation bring it back on track? Congrats on the launch<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@suryansh_tiwari2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@suryansh_tiwari2<\/a> So currently we have implemented this feature called Chat Orientation. It is basically where the user is shown the goals and actions taken by the LLM. If they LLM drifts the user can manually update to realign the LLM. Another feature is we have a feedback loop, where users can leave feedback for the creator of the product. We believe it is important to keep the human or in this case the creator in the loop so as they can make sure that they are the ones who are driving the final direction.<\/p>\n<p>What actually is on the roadmap right now: a response confidence score that pops up periodically on responses, feeding into an analytics layer that flags when an agent is underperforming and notifies the creator regularly. If in a case the score drops too low, the agent will get auto unpublished from the marketplace, until the creator fixes it. Would love your thoughts on this as well.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 per-message pricing makes more sense to me than subscriptions for this kind of tool. one thing i want to know: what happens to conversation state between messages? if someone asks a follow-up 3 messages later, does the agent still have that context?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@noctis06\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@noctis06<\/a> Glad the per-message pricing resonates with you! Also on the context question, yes, it does. <\/p>\n<p>Within a single conversation, the agent has the full thread: we send up to the last 30 messages of that conversation as context on every turn, so a follow-up 3 messages later is well within that window.<\/p>\n<p>On top of that, we also run a long-term memory layer that persists relevant details across conversations, scoped to the user, so even if someone comes back days later in a new thread, the agent isn’t starting from zero.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does the platform generate interest in the public for this expertise knowledge base?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@zrk222\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zrk222<\/a> So each agent on Kopai is treated as an individual product. Therefore, all the agents listed on Kopai’s marketplace has it;s own SEO that the creators can tune and optimise to market their product.<\/p>\n<p>We are also trying a creator led economy, where we are collaborating with creators for them to make agents and reach out to their userbase for visibility. As our product actively let’s you earn from your agent, that is an added incentive to share and market our product.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone,<\/p>\n<\/p>\n<p>I am Meghna, one of the co-founders.<\/p>\n<p>Would just like to introduce some of the really cool features we have on Kopai.<\/p>\n<\/p>\n<ol>\n<li>\n<p>We have a custom Gen-UI library that we made. Our chat feature or any agents use it asa part of their answer generations. Do give it a try. It is particularly helpful for data visualisation as well as game visualisation.<\/p>\n<\/li>\n<li>\n<p>You can actively earn from your agent. So please do share with your friends and connections.<\/p>\n<\/li>\n<\/ol>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 part I’d want to understand before uploading my own knowledge base: when the agent gives someone a wrong or outdated answer under my name, who’s actually on the hook for that, me or Kopai? per-hour consulting has a built-in correction loop, the client pushes back live and I clarify. per-message, the buyer just gets an answer and leaves, so a bad take can sit there generating “instant answers” indefinitely before anyone notices it’s stale. is there a review or flagging loop on the expert’s side, or does it rely entirely on buyers reporting bad responses after the fact?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Hi <a href=\"https:\/\/www.producthunt.com\/@galdayan\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"galdayan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@galdayan<\/a> !<\/p>\n<\/p>\n<p>This is honestly a really good question. Right now the expert\u2019s on the hook for it, same as if it was their own content.<\/p>\n<\/p>\n<p>We do have per-message feedback live (thumbs up\/down basically), and it does reach the creator, but it\u2019s not tied to anything you can actually analyze yet \u2014 no way to catch \u201cthis specific answer is stale\u201d vs just general vibes.<\/p>\n<\/p>\n<p>What actually on the roadmap right now: a response confidence score that pops up periodically on responses, feeding into an analytics layer that flags when an agent is underperforming and notifies the creator regularly. If in a case the score drops too low, the agent will get auto unpublished from the marketplace, until the creator fixes it and our evals re score it, and it crosses the threshold. It\u2019s not live yet, but this is actively on our pipeline, before the next release!<\/p>\n<\/p>\n<p>Thanks for bringing this out! Would love you pressure test this. More feedback is always welcome!<\/p>\n<\/p>\n<p>You can reach out to me as well – <a href=\"mailto:swapnanil@usekopai.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">swapnanil@usekopai.com<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>One more thing worth mentioning is our Eval layer (which I briefly mentioned earlier) inside of the agent builder, which is currently live. Before any agent goes live (or gets updated), it runs through an evaluation layer that scores it across several dimensions: system prompt quality, behavior\/scope adherence, and safety (policy refusals + jailbreak resistance) are always checked, with knowledge base retrieval accuracy and tool-use correctness, when the agent actually has KB or any tools enabled. It’s a gate, before any agent goes to the marketplace, without it just being a post-facto monitoring tool. Every time a creator changes their agent (new prompt, new knowledge base doc, config tweak, whatever), it automatically gets re-evaluated before the update is live for buyers. So it’s not “publish once and hope”, essentially every change re-triggers the check.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">#12<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/GOUD2D2F43WGBJ\" class=\"app-title\">Tandem<\/a><\/p>\n<div class=\"one-liner\">AI-native office leasing brokerage<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">84<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Tandem \u662f\u4e00\u6b3eAI\u539f\u751f\u7684\u529e\u516c\u697c\u79df\u8d41\u7ecf\u7eaa\u670d\u52a1\uff0c\u901a\u8fc7AI\u4ee3\u7406\u5b9e\u65f6\u76d1\u63a7\u5168\u5e02\u573a\u623f\u6e90\u4e0e\u6210\u4ea4\u6570\u636e\uff0c\u5e2e\u52a9\u79df\u6237\uff08\u5c24\u5176\u662f\u4e2d\u5c0f\u4f01\u4e1a\uff09\u5927\u5e45\u63d0\u5347\u627e\u623f\u6548\u7387\u548c\u8c08\u5224\u900f\u660e\u5ea6\uff0c\u4e14\u5bf9\u79df\u6237\u5b8c\u5168\u514d\u8d39\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1fb7191d-1c4c-44c6-b089-5ac8ab32085f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/701bd5f5-0e26-41ab-a2a6-8dce40a36fa9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e2b6e6cd-8361-41d1-aff7-3b2a4d0c8113.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f6336ea0-b284-4517-b428-ce1d66834e38.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/264aea5c-f25f-44d9-9aab-a5e760045bdb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bd43ba34-4811-4d6c-a185-f59fe3733332.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\">Tech<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u623f\u4ea7\u7ecf\u7eaa<\/span><br \/>\n <span class=\"tag\">\u529e\u516c\u697c\u79df\u8d41<\/span><br \/>\n <span class=\"tag\">\u5546\u4e1a\u5730\u4ea7<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u627e\u623f<\/span><br \/>\n <span class=\"tag\">\u79df\u6237\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u5e02\u573a\u6570\u636e\u6d1e\u5bdf<\/span><br \/>\n <span class=\"tag\">\u8c08\u5224\u652f\u6301<\/span><br \/>\n <span class=\"tag\">\u4e2d\u5c0f\u4f01\u4e1a\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">\u4f63\u91d1\u6a21\u5f0f\u9769\u65b0<\/span><br \/>\n <span class=\"tag\">SaaS+\u670d\u52a1<\/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\u6838\u5fc3\u8d28\u7591\u5728\u4e8e\u4f63\u91d1\u6a21\u5f0f\uff1a\u4f20\u7edf\u7ecf\u7eaa\u6309\u79df\u91d1\u6bd4\u4f8b\u6536\u8d39\uff0c\u4e0e\u79df\u6237\u5229\u76ca\u51b2\u7a81\uff0cAI\u662f\u5426\u53ea\u662f\u7528\u201c\u5ba2\u89c2\u611f\u201d\u63a9\u76d6\u4e86\u540c\u6837\u7684\u5229\u76ca\u8bf1\u5bfc\uff1f\u7528\u6237\u5e0c\u671b\u660e\u786eTandem\u662f\u5426\u53ea\u505a\u79df\u6237\u4ee3\u7406\uff0c\u4ee5\u53ca\u5982\u4f55\u786e\u4fdd\u63a8\u8350\u4e0d\u504f\u5411\u8ba9\u79df\u6237\u201c\u7565\u5fae\u591a\u4ed8\u201d\u7684\u65b9\u6848\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Tandem\u7684\u53d9\u4e8b\u5f88\u6027\u611f\u2014\u2014\u201cAI\u5927\u8111+\u4eba\u5de5\u7ecf\u7eaa\u201d\u770b\u4f3c\u89e3\u51b3\u4e86\u5546\u4e1a\u5730\u4ea7\u6700\u6838\u5fc3\u7684\u4fe1\u606f\u4e0d\u5bf9\u79f0\u95ee\u9898\u3002\u5b83\u786e\u5b9e\u547d\u4e2d\u4e86\u884c\u4e1a\u75db\u70b9\uff1a\u4e2d\u5c0f\u79df\u6237\u88ab\u5ffd\u89c6\uff0c\u5e02\u573a\u788e\u7247\u5316\uff0c\u6d41\u7a0b\u5197\u957f\u4f4e\u6548\u3002\u7528\u6570\u636e\u8986\u76d6\u4ee3\u66ff\u4eba\u60c5\u7f51\u7edc\uff0c\u7528\u5feb\u54cd\u5e94\u5bf9\u6297\u6162\u5468\u8f6c\uff0c\u8fd9\u662f\u6280\u672f\u4e0a\u6210\u7acb\u7684\u964d\u7ef4\u6253\u51fb\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u8bc4\u8bba\u533a\u7684\u8d28\u7591\u6070\u6070\u6233\u4e2d\u4e86\u5b83\u7684\u547d\u95e8\uff1a**\u6fc0\u52b1\u7ed3\u6784\u6ca1\u6709\u53d8\uff0cAI\u53ea\u662f\u628a\u5229\u76ca\u51b2\u7a81\u88c5\u8fdb\u4e86\u9ed1\u7bb1\u3002** \u4f20\u7edf\u7ecf\u7eaa\u4eba\u62ff\u623f\u4e1c\u4f63\u91d1\uff0c\u4ed6\u7684\u5efa\u8bae\u4f60\u53ef\u4ee5\u6253\u6298\u542c\uff0c\u56e0\u4e3a\u4f60\u77e5\u9053\u4ed6\u6709\u7acb\u573a\u3002\u800cTandem\u7684AI\u201c\u5ba2\u89c2\u5730\u201d\u63a8\u8350\u623f\u6e90\u65f6\uff0c\u5982\u679c\u80cc\u540e\u4f9d\u7136\u662f\u540c\u4e00\u5957\u623f\u4e1c\u4f63\u91d1\u903b\u8f91\uff0c\u90a3\u4e48\u5b83\u6240\u8c13\u7684\u201c\u4f60\u8be5\u82b1\u591a\u5c11\u94b1\u201d\u7684\u5224\u65ad\uff0c\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u88ab\u8bad\u7ec3\u5f97\u66f4\u52a0\u5706\u6ed1\u3001\u66f4\u4e0d\u5bb9\u6613\u88ab\u8bc6\u7834\u7684\u9500\u552e\u8bdd\u672f\u3002\u4e00\u4e2a\u201c\u770b\u8fc7\u5168\u57ce\u201d\u7684AI\u548c\u4e00\u4e2a\u4eba\u8109\u5e7f\u7684\u8001\u7ecf\u7eaa\u4eba\uff0c\u5728\u5229\u76ca\u9a71\u52a8\u4e0b\uff0c\u884c\u4e3a\u4e0d\u4f1a\u6709\u672c\u8d28\u533a\u522b\u2014\u2014\u533a\u522b\u53ea\u662f\u524d\u8005\u66f4\u9ad8\u6548\u5730\u8ba9\u4f60\u4fe1\u670d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u66f4\u6df1\u5c42\u7684\u95ee\u9898\u5728\u4e8e\uff1aAI\u80fd\u544a\u8bc9\u4f60\u201c\u5e02\u573a\u4ef7\u662f\u591a\u5c11\u201d\uff0c\u4f46\u65e0\u6cd5\u544a\u8bc9\u4f60\u201c\u8fd9\u4e2a\u623f\u4e1c\u662f\u5426\u4f1a\u5728\u4e24\u5e74\u540e\u800d\u8d56\u4e0d\u7eed\u79df\u201d\uff0c\u4e5f\u65e0\u6cd5\u66ff\u4f60\u611f\u77e5\u8c08\u5224\u684c\u4e0a\u5bf9\u65b9\u7684\u5fae\u8868\u60c5\u4e0e\u60c5\u7eea\u5f20\u529b\u3002\u5b83\u7684\u201c27\u5929\u7b7e\u7ea6\u201d\u4f18\u52bf\uff0c\u5efa\u7acb\u5728\u6807\u51c6\u5316\u3001\u6570\u636e\u900f\u660e\u7684\u623f\u6e90\u5339\u914d\u4e0a\uff0c\u4f46\u5546\u4e1a\u5730\u4ea7\u7684\u6700\u540e\u4e00\u516c\u91cc\uff08\u6cd5\u52a1\u3001\u4eba\u60c5\u3001\u590d\u6742\u6761\u6b3e\uff09\u4f9d\u7136\u9ad8\u5ea6\u4f9d\u8d56\u4eba\u7c7b\u7ecf\u9a8c\u3002Tandem\u7684\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u53d6\u4ee3\u201d\u7ecf\u7eaa\uff0c\u800c\u5728\u4e8e\u628a\u8fd9\u79cd\u7ecf\u9a8c\u7684\u53ef\u590d\u5236\u6027\u505a\u4e86\u4e00\u6b21\u8fb9\u9645\u6210\u672c\u6781\u4f4e\u7684\u653e\u5927\u2014\u2014\u8fd9\u5728\u5546\u4e1a\u4e0a\u53ef\u884c\uff0c\u4f46\u82e5\u60f3\u5efa\u7acb\u957f\u671f\u4fe1\u4efb\uff0c\u5fc5\u987b\u56de\u7b54\u90a3\u4e2a\u5c16\u9510\u7684\u95ee\u9898\uff1a**\u5f53\u4f60\u7684AI\u548c\u6211\u7684\u5229\u76ca\u51b2\u7a81\u65f6\uff0c\u5b83\u542c\u8c01\u7684\uff1f** \u76ee\u524d\uff0c\u5b83\u7ed9\u51fa\u7684\u7b54\u6848\u4f9d\u7136\u662f\u6a21\u7cca\u7684\u3002\u5982\u679c\u53ea\u505a\u79df\u6237\u7eaf\u4ee3\u7406\uff08\u6536\u56fa\u5b9a\u670d\u52a1\u8d39\u6216\u7531\u79df\u6237\u4ed8\u8d39\uff09\uff0c\u8fd9\u4e2a\u6a21\u578b\u4f1a\u66f4\u5e72\u51c0\uff0c\u4f46\u4e5f\u4f1a\u7acb\u523b\u4e27\u5931\u6269\u5f20\u901f\u5ea6\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u4e00\u573a\u5173\u4e8e\u201c\u4fe1\u4efb\u900f\u660e\u5ea6\u201d\u548c\u201c\u5546\u4e1a\u6548\u7387\u201d\u7684\u535a\u5f08\uff0c\u800cTandem\u76ee\u524d\uff0c\u4f3c\u4e4e\u5728\u4f18\u5148\u9009\u62e9\u540e\u8005\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\">Tandem<\/span>\n <\/div>\n<div class=\"comment-content\">Tandem is building an AI-native office leasing brokerage. Every Tandem agent works with an agentic brain behind them. It’s watching the market constantly: what came available this morning, what a similar unit actually leased for last month, which landlords are flexible on term, what’s about to come back online. Knowing the market stops being one person’s job, so it doesn’t stop when they go home, and it isn’t limited to the buildings they’ve personally walked.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>Tl;dr:<\/strong> Our agents have seen every office building in the city \u2014 they know exactly what\u2019s available, what it\u2019s going to cost you, and how to negotiate the best possible deal. You get human support backed by the best real estate AI anywhere. And it\u2019s all done at no cost to you. We are live in <a href=\"https:\/\/tandemspace.com\/offices\/san-francisco\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">San Francisco<\/a>, <a href=\"https:\/\/tandemspace.com\/offices\/new-york-city\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">New York City<\/a>, and <a href=\"https:\/\/tandemspace.com\/offices\/boston\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Boston<\/a>.<\/p>\n<\/p>\n<p>Start your search at <a href=\"http:\/\/tandemspace.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">tandemspace.com<\/a>.<\/p>\n<\/p>\n<h2>Why office leasing is broken<\/h2>\n<\/p>\n<p><strong>There are thousands of office spaces in a city and no single view of them.<\/strong> <strong>What exists instead is memory.<\/strong> A few hundred people, each carrying their own map of the city, built by walking it.<\/p>\n<p>Those maps are good. Brokers who have been doing this for twenty years know their buildings cold, know the landlords, know what a deal should actually cost. <strong>But it’s one person’s map of a market that changes every week, and there is no version of this job where one person keeps up with all of it.<\/strong><\/p>\n<p>So the process runs on relays. You spend an hour explaining what you need. Your broker spends the week calling the brokers they know, who call the landlords they represent. Eight options come back. You like one. The calls start over. Nobody is doing anything wrong. It just takes days to move a question through a chain of people, and you are one of a dozen searches your broker is running at the same time.<\/p>\n<p>The economics of this market were built for bigger deals. Commercial leasing grew up around full floors and ten year terms, and everything in it is sized for that. A 3,000 square foot suite on a two year term takes nearly the same work and returns a fraction of it, so smaller spaces get less attention across the board. It’s why so many of them go unphotographed, unlisted, and unmentioned. That’s most of the market by count.<\/p>\n<p>The people in this industry are not the problem. This is just what a market looks like when it runs on memory:<\/p>\n<p><strong>You’re seeing only what your broker chooses to show you, prioritized only as much as your deal size warrants, with no way to verify you’re getting a fair shake.<\/strong><\/p>\n<\/p>\n<h2>How Tandem works<\/h2>\n<\/p>\n<p>On paper, Tandem is an office leasing brokerage like any other. Same license, same tenant rep fee, same person meeting you in the lobby. <strong>The difference is what that person knows, and how quickly they can act on it.<\/strong><\/p>\n<p>Every Tandem agent works with an agentic brain behind them. It’s watching the market constantly: what came available this morning, what a similar unit actually leased for last month, which landlords are flexible on term, what’s about to come back online. Knowing the market stops being one person’s job, so it doesn’t stop when they go home, and it isn’t limited to the buildings they’ve personally walked.<\/p>\n<p>What that means for you:<\/p>\n<ul>\n<li>\n<p><strong>You see the whole market on day one<\/strong>, not on the third callback. Your agent already knows what fits before you finish describing it.<\/p>\n<\/li>\n<li>\n<p><strong>Answers in minutes<\/strong>, over email, text, or phone, on anything from zoning to what the freight elevator situation is.<\/p>\n<\/li>\n<li>\n<p><strong>You know what it should cost.<\/strong> Your agent can see what comparable units actually went for, so you go into a negotiation knowing where the number should land.<\/p>\n<\/li>\n<li>\n<p><strong>You don’t have to talk to anyone if you don’t want to.<\/strong> The same market is browsable at <a href=\"http:\/\/tandemspace.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">tandemspace.com<\/a>. Compare asking rents, book a tour for tomorrow, bring your agent in whenever you want them.<\/p>\n<\/li>\n<li>\n<p><strong>A 3,000 square foot requirement gets the same attention as a 30,000 one<\/strong>, because your agent isn\u2019t paid more for a bigger deal.<\/p>\n<\/li>\n<\/ul>\n<p><strong>The result: clients who search with Tandem see 30%+ more spaces than in a traditional search, and finish about 6x faster. At no cost to you.<\/strong><\/p>\n<\/p>\n<h2>Start your search with Tandem<\/h2>\n<p>We\u2019re proud to have placed more than 500 companies into offices, including Cursor, Upwork, Apollo GraphQL. But, we\u2019re even prouder that our average time from first tour to signed lease is 27 days, versus an industry average of ~180.<\/p>\n<p>If you\u2019re in the market for an office now or anytime in the future, get started for free at <a href=\"http:\/\/tandemspace.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">tandemspace.com<\/a>, or email <a href=\"mailto:team@tandem.space\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">team@tandem.space<\/a>.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@brendan_suh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@brendan_suh<\/a> I’ve sat on the tenant side of a couple of office leases and the broker incentives never felt aligned with mine, since they get paid more when I pay more. How does your model change that, are you tenant-rep only or do you also work the landlord side? Curious where the AI genuinely helps versus where it’s still a human negotiation.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Artem’s incentive point is the whole thing and I would push harder on it. AI does not fix that conflict. It hides it. A human broker’s conflict is at least legible. You know who pays them and you discount what they say accordingly. An agent that has seen every building in the city arrives sounding objective, and the recommendation lands with no visible interest attached to it. Same incentive, tell removed. Which makes this a structure question rather than a model question. Are you paid by the landlord as a percentage of rent, like everyone else? If so, what stops the agent from being extremely good at finding me a building I can slightly overpay for? The version of this I would trust puts the fee on every single recommendation.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/RNZW4NSBZ6SAUE\" class=\"app-title\">unquestion<\/a><\/p>\n<div class=\"one-liner\">The form that asks like a person<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">28<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Unquestion\u7528AI\u5bf9\u8bdd\u66ff\u4ee3\u9759\u6001\u8868\u5355\uff0c\u5728\u6536\u96c6\u4fe1\u606f\u573a\u666f\u4e0b\uff0c\u901a\u8fc7\u81ea\u9002\u5e94\u8ffd\u95ee\u548c\u7ed3\u6784\u5316\u6570\u636e\u8f93\u51fa\uff0c\u89e3\u51b3\u7528\u6237\u586b\u8868\u4e2d\u9014\u653e\u5f03\u3001\u6570\u636e\u6742\u4e71\u96be\u6574\u7406\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e8d46415-d3ac-41e1-9004-bbbcfdface7f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5c44f0a1-1511-453a-8474-05fb4344d4af.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0f0357be-22c1-4793-beeb-3434be20d007.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/22e4bc6c-d9a1-40c0-8fc4-ce23b0a57744.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1b96bfa1-4f12-479f-aa21-d686eab75e13.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u8868\u5355<\/span><br \/>\n <span class=\"tag\">\u5bf9\u8bdd\u5f0f\u6536\u96c6<\/span><br \/>\n <span class=\"tag\">\u7ed3\u6784\u5316\u6570\u636e<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u642d\u5efa<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u8ffd\u95ee<\/span><br \/>\n <span class=\"tag\">\u7528\u6237\u7559\u5b58<\/span><br \/>\n <span class=\"tag\">\u6d41\u7a0b\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u591a\u8bed\u8a00\u652f\u6301<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u6574\u7406<\/span><br \/>\n <span class=\"tag\">SaaS\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9aAI\u7075\u6d3b\u6027\u4e0e\u7ed3\u6784\u5316\u6d41\u7a0b\u7684\u5e73\u8861\u8bbe\u8ba1\u3002\u4e3b\u8981\u7591\u95ee\u96c6\u4e2d\u5728\u4e0eGoogle Forms\u7684\u7ade\u4e89\u5b9a\u4f4d\uff0c\u4ee5\u53ca\u5982\u4f55\u907f\u514dAI\u8ffd\u95ee\u8fc7\u591a\u5bfc\u81f4\u5bf9\u8bdd\u5197\u957f\u3002\u5b98\u65b9\u56de\u5e94\u79f0\u53ef\u901a\u8fc7\u7f16\u8f91\u5668\u8bbe\u7f6e\u201c\u786e\u4fdd\u7ec6\u8282\u201d\u6765\u63a7\u5236\u8ffd\u95ee\u6df1\u5ea6\uff0c\u5b9e\u73b0\u5e73\u8861\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 Unquestion\u7684\u5207\u5165\u70b9\u5f88\u806a\u660e\uff0c\u5b83\u6ca1\u6709\u8bd5\u56fe\u7528AI\u53d6\u4ee3\u8868\u5355\uff0c\u800c\u662f\u7528\u5bf9\u8bdd\u7684\u5916\u58f3\u5305\u88f9\u8868\u5355\u7684\u5185\u6838\u2014\u2014\u8fd9\u7cbe\u51c6\u547d\u4e2d\u4e86\u201c\u9759\u6001\u8868\u5355\u6d41\u5931\u7387\u9ad8\u201d\u4e0e\u201c\u7eafAI\u804a\u5929\u6570\u636e\u4e0d\u53ef\u7528\u201d\u4e4b\u95f4\u7684\u771f\u7a7a\u5730\u5e26\u3002\u4ece\u4ea7\u54c1\u903b\u8f91\u770b\uff0c\u5176\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u201cAI\u804a\u5929\u201d\uff0c\u800c\u5728\u201c\u7ed3\u6784\u5316\u63d0\u53d6\u201d\uff1a\u901a\u8fc7\u65e0\u4ee3\u7801\u6d41\u7a0b\u7f16\u6392\u548c\u81ea\u7136\u8bed\u8a00\u89c4\u5219\uff08\u5982\u201c\u5fc5\u987b\u7ed9\u51fa\u5168\u540d\u201d\uff09\uff0c\u5c06\u4e0d\u53ef\u63a7\u7684\u81ea\u7531\u6587\u672c\u5f3a\u5236\u6536\u655b\u4e3a\u53ef\u7528\u7684\u8868\u683c\u6570\u636e\uff0c\u8fd9\u672c\u8d28\u4e0a\u662f\u7528AI\u63d0\u5347\u8868\u5355\u7684\u5b8c\u6210\u7387\u548c\u6570\u636e\u8d28\u91cf\uff0c\u800c\u975e\u5236\u9020\u4e00\u4e2a\u534e\u800c\u4e0d\u5b9e\u7684\u804a\u5929\u673a\u5668\u4eba\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u5fc5\u987b\u6cfc\u4e00\u76c6\u51b7\u6c34\u3002\u9996\u5148\uff0c28\u4e2a\u6295\u7968\u548c\u4ec5\u6709\u7684\u4e24\u6761\u8bc4\u8bba\uff08\u5176\u4e2d\u4e00\u6761\u662f\u521b\u59cb\u4eba\u81ea\u95ee\u81ea\u7b54\u5f0f\u5f15\u5bfc\uff09\u8868\u660e\u4ea7\u54c1\u5c1a\u5904\u4e8e\u6781\u65e9\u671f\uff0c\u5e02\u573a\u9a8c\u8bc1\u8fdc\u672a\u5b8c\u6210\u3002\u5176\u6b21\uff0c\u201cAI\u4f1a\u50cf\u4eba\u4e00\u6837\u8ffd\u95ee\u201d\u662f\u4e00\u628a\u53cc\u5203\u5251\uff1a\u5bf9\u8bdd\u5f0f\u4ea4\u4e92\u5929\u7136\u6bd4\u9759\u6001\u8868\u5355\u8017\u65f6\uff0c\u7528\u6237\u521d\u671f\u53ef\u80fd\u56e0\u65b0\u9c9c\u611f\u800c\u5bb9\u5fcd\uff0c\u4f46\u4e00\u65e6\u65b0\u9c9c\u611f\u6d88\u9000\uff0c\u8ffd\u95ee\u5e26\u6765\u7684\u8ba4\u77e5\u8d1f\u62c5\u4f1a\u76f4\u63a5\u8f6c\u5316\u4e3a\u6d41\u5931\u3002\u5b98\u65b9\u56de\u590d\u4e2d\u201c\u7f16\u8f91\u5668\u53ef\u914d\u7f6e\u8ffd\u95ee\u6df1\u5ea6\u201d\u770b\u4f3c\u7075\u6d3b\uff0c\u5b9e\u5219\u628a\u77db\u76fe\u63a8\u7ed9\u4e86\u8868\u5355\u521b\u5efa\u8005\u2014\u2014\u4ed6\u4eec\u9700\u8981\u540c\u65f6\u7cbe\u901a\u4e1a\u52a1\u903b\u8f91\u548c\u5bf9\u8bdd\u8bbe\u8ba1\uff0c\u8fd9\u95e8\u69db\u5e76\u4e0d\u4f4e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u9690\u5fe7\u5728\u4e8e\u62a4\u57ce\u6cb3\u3002\u5e95\u5c42\u80fd\u529b\u4f9d\u8d56LLM\uff0c\u754c\u9762\u4ea4\u4e92\u53ef\u8f7b\u6613\u6a21\u4eff\uff0c\u4e00\u65e6Google Forms\u6216Typeform\u96c6\u6210\u7c7b\u4f3cAI\u8ffd\u95ee\u529f\u80fd\uff0cUnquestion\u7684\u751f\u5b58\u7a7a\u95f4\u4f1a\u88ab\u77ac\u95f4\u6324\u538b\u3002\u5176\u66f4\u52a1\u5b9e\u7684\u51fa\u8def\u662f\u6df1\u8015\u5782\u76f4\u573a\u666f\uff08\u5982\u552e\u524d\u7ebf\u7d22\u7b5b\u9009\u3001\u5ba2\u6237\u8c03\u7814\u3001\u552e\u540e\u53cd\u9988\uff09\uff0c\u5c06\u201cAI\u8ffd\u95ee+\u7ed3\u6784\u5316\u8f93\u51fa\u201d\u7684\u6a21\u677f\u548c\u89c4\u5219\u5e93\u505a\u6df1\u505a\u900f\uff0c\u8ba9\u7ade\u54c1\u96be\u4ee5\u590d\u5236\u6d41\u7a0b\u7ecf\u9a8c\uff0c\u800c\u975e\u505c\u7559\u5728\u901a\u7528\u5de5\u5177\u5c42\u9762\u3002\u5426\u5219\uff0c\u5b83\u5f88\u53ef\u80fd\u6ca6\u4e3a\u5927\u5382\u529f\u80fd\u8fed\u4ee3\u7684\u57ab\u811a\u77f3\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\">unquestion<\/span>\n <\/div>\n<div class=\"comment-content\">Static forms get abandoned. Unquestion runs an AI conversation instead: it adapts, digs deeper with follow-ups, and keeps people answering to the end. You get clean, structured data in tables, not transcripts.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hello Product Hunt \ud83d\udc4b <\/p>\n<p>Forms haven’t changed much since 2005. The way people talk online has. People hit a wall of fields, bail halfway, and you never learn why. We didn’t want to be stuck between a static form and an AI agent that might not get the exact answers we need. So we built unquestion.<\/p>\n<p><strong>Unquestion replaces your form with an AI that actually has a conversation.<\/strong> Instead of a static page of inputs, your visitor gets a friendly back-and-forth that adapts to every answer, and you get clean, structured data on the other side. Not a messy chat log. Actual columns you can use.<\/p>\n<p>Here’s what’s happening under the hood:<\/p>\n<ul>\n<li>\n<p><strong>You build it like a flow, no code.<\/strong> Drag-and-drop nodes, questions, statements, and booking links. Each question takes free text, choice buttons, or both.<\/p>\n<\/li>\n<li>\n<p><strong>The AI runs it, not a rigid decision tree.<\/strong> It reads each answer, decides if it’s good enough, asks a smart follow-up when it isn’t, and routes based on what people say (“interested \u2192 jump to demo booking”). You can set rules in plain English, like “must give full name”, and it enforces them mid-conversation.<\/p>\n<\/li>\n<li>\n<p><strong>Messy input \u2192 structured output.<\/strong> It extracts the exact answer per question and auto-tags responses, so you get a clean table and one-click CSV, not transcripts to comb through.<\/p>\n<\/li>\n<li>\n<p><strong>It speaks any language<\/strong> and matches your brand with multiple themes and fonts to choose from.<\/p>\n<\/li>\n<li>\n<p><strong>Share it however you want.<\/strong> Embed it on a page or send it as a single link.<\/p>\n<\/li>\n<\/ul>\n<p><strong>Try it free today <\/strong>\ud83c\udf89<\/p>\n<p>Use voucher code <strong>PH250<\/strong> to get <strong>250 free credits<\/strong>.<\/p>\n<\/p>\n<p>We’d love your feedback! Drop a comment below or reach us anytime at <a href=\"mailto:hello@unquestion.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>hello@unquestion.ai<\/strong><\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@youssef_abdelwahed\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@youssef_abdelwahed<\/a> The balance between AI flexibility and structured workflows is really well thought out. Nice work!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 idea behind it! Do you see unquestion as a competitor to the google forms??<br \/>Also how do you balance asking enough follow-up questions without making the conversation feel too long???<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lak7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lak7<\/a> Thanks for your feedback, Lakshay \ud83d\ude42 <\/p>\n<p>Yes, exactly that’s the point of it, when building the form, the editor have the option of setting “make sure” details, so that the AI would just use follow ups to get the details required by the editor, and not to keep asking freely as it want, so its configurable from the editor side to achieve the right balance.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#14<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/IPNPCM4Y5DAFGY\" class=\"app-title\">Quillly<\/a><\/p>\n<div class=\"one-liner\">Publish straight from your AI. No dashboard detour.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">26<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Quillly\u901a\u8fc7MCP\u534f\u8bae\u5c06Claude\u3001ChatGPT\u7b49AI\u52a9\u624b\u76f4\u63a5\u63a5\u5165\u4f60\u7684\u7f51\u7ad9\uff0c\u8ba9AI\u5199\u5b8c\u5185\u5bb9\u540e\u81ea\u52a8\u5b8c\u6210SEO\u4f18\u5316\u3001\u53d1\u5e03\u3001\u591a\u641c\u7d22\u5f15\u64ce\u63d0\u4ea4\u548c\u6392\u540d\u8ffd\u8e2a\uff0c\u7701\u53bb\u624b\u52a8\u90e8\u7f72\u548c\u8fd0\u8425\u7684\u4e2d\u95f4\u73af\u8282\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5315c63d-78f9-4206-b911-06ba7635186f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5e0ef860-3bbb-47da-901b-0ec976fd97e3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/83d006cb-a29c-414c-9316-27ba676d3da3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1284312c-8507-4914-aeb3-231fda1552a9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bd1fffd4-41db-41b6-a827-3e55a52bc033.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bd5d5b9f-13b3-4efa-bf20-c6e1f98495c8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9060fda6-6a6f-41d3-82fd-8533083e6cd8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f487bfe6-9e62-4e67-8ade-e8277e42ee86.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/59b0ee62-f975-4446-9a2e-ffa435cb496b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8b265923-f8ce-410b-93f4-6cae3d2bf385.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1d118309-72cd-4dc6-9ebf-bc30d22767eb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">SEO<\/span><br \/>\n <span class=\"tag\">SaaS<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u53d1\u5e03\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">MCP\u670d\u52a1\u5668<\/span><br \/>\n <span class=\"tag\">SEO\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u81ea\u52a8\u53d1\u5e03<\/span><br \/>\n <span class=\"tag\">\u535a\u5ba2\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u641c\u7d22\u6392\u540d\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u65e0\u5934CMS<\/span><br \/>\n <span class=\"tag\">AI\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u72ec\u7acb\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u8fd0\u8425<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u5173\u5fc3\u65e0\u4eba\u5e72\u9884\u7684\u81ea\u52a8\u53d1\u5e03\u8d28\u91cf\u662f\u5426\u6709\u5931\u63a7\u98ce\u9669\uff0c\u4f5c\u8005\u56de\u5e94\u79f0\u4e25\u683cSEO\u89c4\u5219\u548c\u5de5\u5177\u8ba9AI\u8f93\u51fa\u5185\u5bb9\u6df1\u5ea6\u548c\u53ef\u8bfb\u6027\u4ff1\u4f73\uff1b\u6709\u81ea\u5efa\u7ad9\u7528\u6237\u8be2\u95ee\u662f\u5426\u652f\u6301\u81ea\u6258\u7ba1\uff0c\u4f5c\u8005\u786e\u8ba4\u652f\u6301sitemap\u63d0\u4ea4\u548c\u53cd\u5411\u4ee3\u7406\u65b9\u6848\uff0c\u5e76\u8865\u5145\u53ef\u7ba1\u7406docs\u548cchangelog\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 Quillly\u8e29\u4e2d\u4e86\u4e24\u4e2a\u771f\u75db\u70b9\uff1a\u4e00\u662f\u72ec\u7acb\u5f00\u53d1\u8005\u201c\u5199\u5185\u5bb9\u5bb9\u6613\uff0c\u53d1\u5e03\u8fd0\u8425\u96be\u201d\u7684\u91cd\u590d\u52b3\u52a8\u9677\u9631\uff0c\u4e8c\u662fAI\u751f\u6210\u5185\u5bb9\u4e0e\u641c\u7d22\u5f15\u64ce\u6536\u5f55\u4e4b\u95f4\u7684\u65ad\u5c42\u3002\u5b83\u672c\u8d28\u662f\u4e2a\u201c\u53d1\u5e03\u7ba1\u9053+SEO\u76d1\u63a7\u201d\u7684\u7f1d\u5408\u5668\uff0c\u7528MCP\u628aAI\u7684\u8f93\u51fa\u76f4\u63a5\u53d8\u6210\u7ebf\u4e0a\u8d44\u4ea7\uff0c\u7701\u6389PR\u3001CI\/CD\u3001\u624b\u52a8\u63d0\u4ea4\u7d22\u5f15\u7684\u7410\u788e\u6d41\u7a0b\uff0c\u8fd9\u5bf9\u5c0f\u56e2\u961f\u548c\u5355\u5175\u4f5c\u6218\u8005\u786e\u5b9e\u6709\u5438\u5f15\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u503c\u5f97\u8b66\u60d5\u7684\u662f\uff0c\u5b83\u628a\u201c\u5185\u5bb9\u8d28\u91cf\u201d\u7684\u91cd\u62c5\u51e0\u4e4e\u5b8c\u5168\u7529\u7ed9\u4e86AI\u548cSEO\u89c4\u5219\u3002\u4f5c\u8005\u7684\u81ea\u4fe1\u56de\u5e94\u5efa\u7acb\u5728\u201cClaude\u5199\u5f97\u6bd4\u6211\u597d\u201d\u7684\u4e2a\u4eba\u4f53\u9a8c\u4e0a\uff0c\u8fd9\u6070\u6070\u66b4\u9732\u4e86\u4ea7\u54c1\u6700\u5927\u7684\u4e0d\u786e\u5b9a\u6027\u2014\u2014AI\u8f93\u51fa\u7684\u540c\u8d28\u5316\u98ce\u9669\u3002\u5f53\u6240\u6709\u4eba\u90fd\u7528Claude+Quillly\u6279\u91cf\u751f\u4ea7\u201c\u6df1\u5ea6\u597d\u6587\u201d\uff0cGoogle\u7684\u7b97\u6cd5\u672a\u5fc5\u4f1a\u7ee7\u7eed\u4e70\u8d26\u3002\u51b5\u4e14\uff0c\u81ea\u52a8\u63d0\u4ea47\u4e2a\u641c\u7d22\u5f15\u64ce\u542c\u8d77\u6765\u5f88\u7f8e\uff0c\u4f46Google\u5bf9AI\u751f\u6210\u5185\u5bb9\u7684\u6253\u538b\u4ece\u672a\u505c\u6b62\uff0c\u6392\u540d\u6743\u91cd\u672c\u8d28\u4e0a\u638c\u63e1\u5728\u5e73\u53f0\u624b\u91cc\uff0c\u800c\u975e\u5de5\u5177\u624b\u91cc\u3002\n <\/p>\n<p class=\"ai-content\">\n \u53e6\u4e00\u4e2a\u95ee\u9898\u662f\u4ea7\u54c1\u5f62\u6001\u7684\u5272\u88c2\uff1a\u53cd\u5411\u4ee3\u7406\u65b9\u6848\u80fd\u89e3\u51b3\u81ea\u6258\u7ba1\u7528\u6237\u7684\u9700\u6c42\uff0c\u4f46\u5f15\u5165\u4e2d\u95f4\u5c42\u4f1a\u589e\u52a0\u52a0\u8f7d\u5ef6\u8fdf\u548c\u6545\u969c\u70b9\uff0c\u5bf9\u5f3a\u8c03SEO\u7684\u7ad9\u4e3b\u53ef\u80fd\u5f97\u4e0d\u507f\u5931\u3002\u76ee\u524d26\u7968\u7684Launch\u6210\u7ee9\u5e73\u5e73\uff0c\u8bc4\u8bba\u70ed\u5ea6\u4e5f\u4e0d\u9ad8\uff0c\u8bf4\u660e\u4ea7\u54c1\u8fd8\u505c\u7559\u5728\u65e9\u671f\u91c7\u7528\u8005\u9636\u6bb5\u3002\u5b83\u80fd\u4e0d\u80fd\u4ece\u201c\u597d\u7528\u7684\u4e2a\u4eba\u5de5\u5177\u201d\u8fdb\u5316\u4e3a\u201c\u53ef\u4fe1\u8d56\u7684\u5185\u5bb9\u57fa\u7840\u8bbe\u65bd\u201d\uff0c\u53d6\u51b3\u4e8e\u540e\u7eed\u80fd\u5426\u63d0\u4f9b\u66f4\u591a\u5185\u5bb9\u8d28\u91cf\u7684\u53ef\u63a7\u6027\uff08\u6bd4\u5982\u4eba\u5de5\u5ba1\u6838\u6d41\u3001\u98ce\u683c\u7ea6\u675f\uff09\uff0c\u800c\u4e0d\u662f\u5355\u7eaf\u9f13\u5439\u5168\u81ea\u52a8\u3002\u5426\u5219\uff0c\u5b83\u8282\u7701\u7684\u65f6\u95f4\uff0c\u8fdf\u65e9\u4f1a\u4ee5\u53e6\u4e00\u79cd\u65b9\u5f0f\uff08\u6bd4\u5982\u6d41\u91cf\u9aa4\u964d\u3001\u88abGoogle\u964d\u6743\uff09\u8fd8\u56de\u53bb\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\">Quillly<\/span>\n <\/div>\n<div class=\"comment-content\">Quillly turns any AI assistant (Claude, ChatGPT, Cursor) into a full publishing team. Connect your domain once, then your AI creates SEO-scored blogs, docs and changelogs, publishes them live in seconds, submits them to 7 search engines, and tracks rankings, indexing and traffic – all from one dashboard.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey folks \u2014 Rahul here, solo founder.<\/p>\n<p>I run four products. No marketing budget, so organic was the only lever I had. X was going okay. Google was going nowhere. Months of writing, zero traffic, zero users.<\/p>\n<p>And writing wasn’t even the hard part \u2014 Claude handled that. The hard part was everything after: open a PR, merge it, trigger a deploy. Four products, every single day. A few hours a day just to ship words. That’s not a process you run for six months.<\/p>\n<p>So I stopped and went deep on SEO instead \u2014 meta tags, schema, how search engines actually crawl and index a page. Tried things. Watched what moved.<\/p>\n<p>Then I built the thing I actually wanted: connect your site once, tell your AI what to write, and it’s live on your domain \u2014 SEO-optimized, submitted, tracked. That’s the MCP server.<\/p>\n<p>Then I spent another 2\u20133 months on the parts that make it stick: in-depth analytics, sharper SEO rules, featured snippet targeting, multi-search-engine submission, better theme components, a Notion-style editor, and support for docs and changelogs alongside blogs.<\/p>\n<p>Short version: tell your AI what to write, and Quillly publishes it to your site and gets it ranking.<\/p>\n<p>My own setup now is a Claude Code routine per product, each pointed at its GitHub repo for context, scheduled daily. All four publish with zero intervention from me.<\/p>\n<p>I built Quillly because I needed it. Hoping it saves you the months I lost.<\/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>The zero-intervention part is what I’d want to know more about. I made myself approve drafts for weeks before letting my own posting run unattended, because that’s where quality quietly slides. Four products publishing daily with nobody reading first, has one ever gone out that you wished you’d caught?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@berkaybuilds\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@berkaybuilds<\/a> <br \/>In Short: No, no content has ever gone out that I wished I caught earlier. <\/p>\n<p>In fact Claude is writing the kind of blog posts for all of my products which I myself couldn’t think of and they are very in depth and proper explanation, interlinking, images, charts, graphs, featured images, featured snippets, CTA components and more all on autopilot and not just overviews or just text only blog content which users won’t like to read which in turn increases the bounce rate which signals search engines to drop the page form the search results while keeping it as indexed.<\/p>\n<p>Initially when I was building Quillly I tested a lot of SEO rules which guides the AI Agent to create a quality post. Quillly has evolved by a lot as compared to 2 months ago. So, all the content written by any AI agent using Quillly MCP server bound to be a quality content as now the SEO rules are stricter and agent as more tools to make the content more readable and easy to understand.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/@rahul_verma60\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"rahul_verma60\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rahul_verma60<\/a> – Quilly looks really promising, however I host and maintain my own website, which has some key bespoke integrations. Are you planning to offer a version that works with self-hosted solutions?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@codeandsea\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@codeandsea<\/a> Yes, Quillly works on self hosted websites as well. You can just add your website sitemap in Quillly and it notifies all your pages regularly on all the 8 search engines and provide you curated analytics from Google, Bing and Yandex in one place.<\/p>\n<p>However, for in-depth analytics per page like tracking user actions, having the right meta tags for the pages to index and rank on search engines and AI agents answers it is best to use Quillly’s reverse proxy of your chosen endpoint. The content will still be displayed on your website + apart from blogs Quillly also supports docs, and change log content type as well. So, if you connect all the reverse proxies then you can just maintain and track all of them from your AI agent chat session. No need to even push a PR to your website.<\/p>\n<p>All my websites devbio.me, quillly.com, <a href=\"https:\/\/reachmore.co\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">reachmore.co<\/a> are using Quillly for blogs. I am using Quillly itself to maintain blogs, docs, and change log on Quillly \ud83d\ude42<\/p>\n<p>Does this answers your question <a href=\"https:\/\/www.producthunt.com\/@codeandsea\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"codeandsea\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@codeandsea<\/a> ? Or let me know if you were looking for something else.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Was building something like this but you did it better and now I don\u2019t have to! Good work!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jamesjustgains\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jamesjustgains<\/a> \ud83d\ude05 Thank you<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/ZCEUM5IPXWDXCS\" class=\"app-title\">Pokey<\/a><\/p>\n<div class=\"one-liner\">Make your screen shares unmissable<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">17<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Pokey\u662f\u4e00\u6b3e\u83dc\u5355\u680f\u5c0f\u5de5\u5177\uff0c\u901a\u8fc7\u5c06\u7cfb\u7edf\u5149\u6807\u66ff\u6362\u6210\u4f1a\u201c\u6572\u51fb\u201d\u7684\u5361\u901a\u5c0f\u624b\u6216\u732b\u722a\u7b49\u5f62\u8c61\uff0c\u8ba9\u5c4f\u5e55\u5171\u4eab\u3001\u56e2\u961f\u540c\u6b65\u4f1a\u548c\u9500\u552e\u6f14\u793a\u4e2d\u7684\u64cd\u4f5c\u6307\u793a\u66f4\u751f\u52a8\u6709\u8da3\uff0c\u5316\u89e3\u67af\u71e5\u4e0e\u5c34\u5c2c\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/49a62ad1-cfb4-456a-81ca-979d9884ca30.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/14c28f7c-b15b-49da-b2ef-b568d6039577.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1b2afd7c-e358-4546-a7c7-54137010ffa2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6c5c052e-7ce0-4aba-9022-ceca2590052b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5e071263-05fb-45b4-b75b-297ecbb24a90.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4a9526db-0def-4e4a-a72b-a0114d195281.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3d7f5335-d0be-49b1-9bde-05f0c149d654.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2f5d97b5-a194-4915-9b4c-8dd9ee242368.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\/6cd28558-59a4-4a59-8e5a-4b536890848f.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/pDTF4ech5VI\"><source src=\"https:\/\/youtu.be\/pDTF4ech5VI\" 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\">Funny<\/span><br \/>\n <span class=\"tag\">Menu Bar Apps<\/span><br \/>\n <span class=\"tag\">Memes<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">macOS\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u83dc\u5355\u680f\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u5c4f\u5e55\u5171\u4eab<\/span><br \/>\n <span class=\"tag\">\u5149\u6807\u7f8e\u5316<\/span><br \/>\n <span class=\"tag\">\u6f14\u793a\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">\u8da3\u5473\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8fdc\u7a0b\u529e\u516c<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u4f1a\u8bae\u6548\u7387<\/span><br \/>\n <span class=\"tag\">\u8868\u60c5\u5316\u4ea4\u4e92<\/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\u8da3\u5473\u6027\uff0c\u8ba4\u4e3a\u80fd\u7f13\u89e3\u4f01\u4e1a\u4f1a\u8bae\u4e25\u8083\u6c14\u6c1b\u3001\u589e\u52a0\u8bf4\u670d\u529b\u3002\u6709\u8bc4\u8bba\u620f\u79f0\u201c\u7ec8\u4e8e\u4e0d\u662fAI\u6548\u7387\u4ea7\u54c1\u201d\u3002\u5f00\u53d1\u8005\u56de\u5e94\u4e86\u4e0b\u8f7d\u652f\u6301\u3002\u672a\u51fa\u73b0\u9488\u5bf9\u529f\u80fd\u7684\u8d1f\u9762\u5efa\u8bae\u6216\u95ee\u9898\uff0c\u6709\u6548\u53cd\u9988\u96c6\u4e2d\u5728\u201c\u5a31\u4e50\u4ef7\u503c\u201d\u8ba4\u53ef\uff0c\u4f46\u7f3a\u4e4f\u5bf9\u4ef7\u683c\u6216\u7a33\u5b9a\u6027\u7684\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 Pokey\u7684\u8d70\u7ea2\u903b\u8f91\u4e0eSlapMac\u5982\u51fa\u4e00\u8f99\u2014\u2014\u5728\u6548\u7387\u5de5\u5177\u6cdb\u6ee5\u7684\u5f53\u4e0b\uff0c\u7528\u201c\u65e0\u610f\u4e49\u201d\u7684\u8da3\u5473\u6027\u5236\u9020\u793e\u4ea4\u8d27\u5e01\u3002\u5b83\u7cbe\u51c6\u5207\u4e2d\u4e86\u8fdc\u7a0b\u5de5\u4f5c\u4e2d\u201c\u64cd\u4f5c\u53ef\u89c1\u6027\u201d\u4e0e\u201c\u60c5\u7eea\u4f20\u8fbe\u201d\u7684\u53cc\u91cd\u75db\u70b9\uff1a\u5f53\u4f60\u7684\u9f20\u6807\u6307\u9488\u53d8\u6210\u4e00\u53ea\u4f1a\u6572\u51fb\u7684\u5c0f\u624b\uff0c\u5c4f\u5e55\u5171\u4eab\u5c31\u4ece\u67af\u71e5\u7684\u201c\u770bPPT\u201d\u53d8\u6210\u4e86\u5e26\u6709\u80a2\u4f53\u8bed\u8a00\u7684\u201c\u8868\u6f14\u201d\uff0c\u8fd9\u672c\u8d28\u4e0a\u662f\u4e00\u79cd\u975e\u8bed\u8a00\u6c9f\u901a\u7684\u8865\u507f\u673a\u5236\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u5fc5\u987b\u6e05\u9192\u770b\u5230\uff0c\u8fd9\u6b3e\u4ea7\u54c1\u7684\u4ef7\u503c\u5929\u82b1\u677f\u6781\u5176\u660e\u663e\u3002\u5b83\u89e3\u51b3\u7684\u662f\u201c\u9526\u4e0a\u6dfb\u82b1\u201d\u800c\u975e\u201c\u96ea\u4e2d\u9001\u70ad\u201d\u7684\u95ee\u9898\uff0c\u6838\u5fc3\u573a\u666f\u9ad8\u5ea6\u4f9d\u8d56\u201c\u89c6\u9891\u4f1a\u8bae\u201d\u8fd9\u4e00\u7279\u5b9a\u65f6\u7a7a\u3002\u4e00\u65e6\u8131\u79bb\u4f1a\u8bae\u573a\u666f\uff08\u5982\u672c\u5730\u6f14\u793a\u3001\u7f16\u7a0b\uff09\uff0c\u5176\u529f\u80fd\u5373\u5f52\u96f6\u300217\u7968\u7684\u53d1\u5e03\u6570\u636e\u4e5f\u5370\u8bc1\u4e86\u5176\u5c0f\u4f17\u5c5e\u6027\uff0c\u8fd9\u66f4\u50cf\u662f\u4e00\u6b21\u4e2a\u4eba\u8da3\u5473\u9a71\u52a8\u7684\u5fae\u521b\u65b0\u5b9e\u9a8c\uff0c\u800c\u975e\u5546\u4e1a\u6a21\u5f0f\u7684\u9a8c\u8bc1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u66f4\u6df1\u5c42\u7684\u98ce\u9669\u5728\u4e8e\uff1a\u5176\u6838\u5fc3\u5356\u70b9\u201c\u60c5\u7eea\u9002\u914d\u201d\uff08\u70b9\u51fb\u529b\u5ea6\u51b3\u5b9a\u52a8\u753b\u5e45\u5ea6\uff09\u662f\u4f2a\u9700\u6c42\u2014\u2014\u5728\u5171\u4eab\u5c4f\u5e55\u65f6\uff0c\u7528\u6237\u6ce8\u610f\u529b\u96c6\u4e2d\u5728\u5185\u5bb9\u800c\u975e\u5149\u6807\u7684\u53cd\u9988\u7cbe\u5ea6\u4e0a\uff0c\u8be5\u529f\u80fd\u53cd\u800c\u53ef\u80fd\u56e0\u201c\u8fc7\u5ea6\u8868\u6f14\u201d\u5206\u6563\u542c\u4f17\u6ce8\u610f\u529b\u3002\u81f3\u4e8e\u4e2d\u6307\u9020\u578b\uff0c\u5728\u8de8\u6587\u5316\u3001\u8de8\u5c42\u7ea7\u7684\u5546\u52a1\u6c9f\u901a\u4e2d\u66f4\u662f\u96f7\u533a\uff0c\u5f88\u53ef\u80fd\u4ece\u201c\u5316\u89e3\u7d27\u5f20\u201d\u53d8\u6210\u201c\u5236\u9020\u5192\u72af\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7ed3\u8bba\uff1aPokey\u662f\u4e00\u6b3e\u4f18\u79c0\u7684\u201c\u5173\u7cfb\u7834\u51b0\u73a9\u5177\u201d\uff0c\u4f46\u4e0d\u662f\u4e00\u4e2a\u53ef\u6301\u7eed\u7684\u4ea7\u54c1\u751f\u610f\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u8f6f\u4ef6\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u9a8c\u8bc1\u4e86\u201c\u684c\u9762\u7aef\u60c5\u7eea\u5316\u4ea4\u4e92\u201d\u7684\u5e02\u573a\u7a7a\u4f4d\u3002\u82e5\u56e2\u961f\u80fd\u5c06\u5176\u80fd\u529b\u5f00\u653e\u4e3aAPI\uff0c\u884d\u751f\u51fa\u9488\u5bf9\u57f9\u8bad\u3001\u8fdc\u7a0b\u533b\u7597\u7b49\u5782\u76f4\u573a\u666f\u7684\u201c\u6307\u793a\u5c42\u201d\u5de5\u5177\uff0c\u6216\u8bb8\u80fd\u7a81\u7834\u73b0\u6709\u5929\u82b1\u677f\u3002\u5426\u5219\uff0c\u5f53\u65b0\u9c9c\u611f\u6d88\u9000\uff0c\u8fd9\u679a\u83dc\u5355\u680f\u5c0f\u56fe\u6807\u53ea\u4f1a\u6ca6\u4e3aDock\u680f\u91cc\u53c8\u4e00\u4e2a\u5403\u7070\u7684\u50cf\u7d20\u5e7d\u7075\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\">Pokey<\/span>\n <\/div>\n<div class=\"comment-content\">\u2726 Add a spark of fun to repetitive team syncs and standups \u2726 Break the ice on sales calls and intro meetings \u2726 Soften tense moments when reviewing errors or tough feedback \u2726 Pokey \u2013 a tiny menu bar app that turns your cursor into the reason they remember your call. Because nobody should suffer through another boring screen share \ud83d\ude00<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Hunters! My name is Mike \ud83d\udc4b and today I’m launching <strong>Pokey<\/strong>, a tiny menu bar app that turns your cursor into a little hand that actually taps what you click.<\/p>\n<\/p>\n<p><strong>How it started<\/strong><br \/>The idea came from a super random moment. My friend and I were recording a quick screen video for a neighbor, explaining how to use their AC. Someone joked, “This needs one of those MrTinyHand pointers!” (if you know the viral IG videos, you know). Seeing how much joy apps like <a href=\"https:\/\/www.producthunt.com\/products\/slapmac\" target=\"_blank\" rel=\"noopener\">@SlapMac<\/a> brought people recently proved we definitely need more weird, fun apps for Mac.<\/p>\n<p>So I sat down, built a rough prototype of Pokey, and posted a quick, unedited demo online. To my complete surprise, the video blew up overnight with 35k+ views and brought in 30+ organic sales \ud83d\ude43 Turns out, people just want to bring a little fun and personality back into their calls.<\/p>\n<\/p>\n<p><strong>What Pokey actually does<\/strong><\/p>\n<p>It gives your cursor different “moods”, from a polite pointing hand to a cat paw, or even the middle finger for those meetings that definitely should have been an email.<\/p>\n<\/p>\n<p>Best of all, it adapts to your energy! Gentle clicks get a soft, subtle nudge, but intense clicking scales up the impact for when you really need to make a point.<\/p>\n<\/p>\n<p><strong>Discount<\/strong><\/p>\n<p>Use code “<strong>NOMOREBORING<\/strong>” to grab Pokey for $2.99 (first 99 hunters only).<\/p>\n<\/p>\n<p>Life is way too short for lifeless pointers. Poke it like you mean it \ud83d\ude00<\/p>\n<p><strong>One question before you go<\/strong><\/p>\n<p>Fun way to spice up routine team syncs, or a bit too informal for your work calls? Where\u2019s the line for you?<\/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>Haha, I downloaded it. This might actually make me sound way more convincing in meetings. Thanks! \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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alvodsgn\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alvodsgn<\/a> For sure \ud83d\ude04 Thanks for downloading! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Finally, not some AI-focused product, or how to make myself 10% efficient, but a fun one!<br \/>That will definitely bring more fun to group calls, especially in the corporate environment.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">#16<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/DQVR46CYL4QZ3J\" class=\"app-title\">Tokimeter<\/a><\/p>\n<div class=\"one-liner\">Local usage analytics for Claude, Codex, Cursor, Grok & More<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">17<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Tokimeter \u662f\u4e00\u6b3e\u672c\u5730\u5316\u7684 AI \u7f16\u7a0b\u5de5\u5177\u7528\u91cf\u5206\u6790\u4eea\u8868\u76d8\uff0c\u901a\u8fc7\u8bfb\u53d6 Claude\u3001Codex\u3001Cursor \u7b49\u5de5\u5177\u5728\u672c\u673a\u7559\u4e0b\u7684\u65e5\u5fd7\uff0c\u5e2e\u4f60\u7cbe\u786e\u7edf\u8ba1 token \u6d88\u8017\u4e0e\u8d39\u7528\uff0c\u5e76\u6309\u9879\u76ee\u3001\u4f1a\u8bdd\u3001\u5929\u3001\u5de5\u5177\u548c\u6a21\u578b\u591a\u7ef4\u5ea6\u5207\u7247\uff0c\u89e3\u51b3\u591a\u5de5\u5177\u6df7\u7528\u4e0b\u6210\u672c\u5931\u63a7\u3001\u9650\u989d\u65e0\u611f\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7b44da3e-59ac-4d51-9990-09c51db3caec.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9ec0792c-5a74-463b-83a3-22e3d93f4606.gif?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\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7f16\u7a0b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">Token\u7edf\u8ba1<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">\u7528\u91cf\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u6210\u672c\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">CLI<\/span><br \/>\n <span class=\"tag\">\u591a\u6a21\u578b\u805a\u5408<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u6548\u7387<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u5b89\u5168<\/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@toshipepe \u79f0\u8d5e\u201c\u5c06\u5168\u90e8 AI \u7528\u91cf\u96c6\u4e2d\u5230\u4e00\u5904\u201d\u662f\u5929\u624d\u8bbe\u8ba1\uff1b\u4f5c\u8005\u56de\u5e16\u81f4\u8c22\u5e76\u6b22\u8fce\u5927\u5bb6\u63d0\u95ee\u3002\u53e6\u4e00\u5219\u957f\u8bc4\uff08\u6765\u81ea\u4f5c\u8005\u81ea\u8ff0\uff09\u8be6\u7ec6\u9610\u8ff0\u4e86\u4f7f\u7528\u591a\u5de5\u5177\u65f6\u201c\u5404\u7ba1\u5404\u8d26\u201d\u7684\u6df7\u4e71\uff0c\u5f3a\u8c03\u684c\u9762\u7aef\u8986\u76d6\u548c\u6309\u9879\u76ee\u5207\u7247\u7684\u521a\u9700\uff0c\u5e76\u63d0\u53ca Pro \u7248 $4\/\u6708\u7528\u4e8e\u8de8\u673a\u540c\u6b65\u4e0e\u5386\u53f2\u4fdd\u7559\uff0c\u540c\u65f6\u5efa\u8bae\u540e\u7eed\u589e\u52a0\u66f4\u591a\u5de5\u5177\u652f\u6301\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Tokimeter \u8e29\u4e2d\u7684\u662f\u4e00\u4e2a\u771f\u5b9e\u4e14\u8fc5\u901f\u81a8\u80c0\u7684\u75db\u70b9\uff1aAI \u7f16\u7a0b\u5de5\u5177\u7206\u53d1\uff0c\u4f46\u6bcf\u4e00\u5bb6\u90fd\u5728\u81ea\u5df1\u7684\u65e5\u5fd7\u5b64\u5c9b\u91cc\u8bb0\u6d88\u8017\uff0c\u5f00\u53d1\u8005\u5bf9\u6574\u4f53\u5f00\u652f\u6beb\u65e0\u638c\u63a7\u529b\u3002\u5b83\u806a\u660e\u5730\u907f\u5f00\u4e86\u201c\u81ea\u5efa\u57cb\u70b9\u201d\u7684\u91cd\u6a21\u5f0f\uff0c\u8f6c\u800c\u201c\u8bfb\u53d6\u672c\u673a\u5df2\u6709\u8bb0\u5f55\u201d\uff0c\u8fd9\u51b3\u5b9a\u4e86\u5b83\u96f6\u6210\u672c\u517c\u5bb9\u3001\u9690\u79c1\u5b89\u5168\u4e14\u6709\u5929\u7136\u7684\u7528\u6237\u4fe1\u4efb\u80cc\u4e66\u3002\u5176\u5f00\u6e90 CLI \u514d\u8d39\uff0cPro \u4ec5\u6536 $4\/\u6708\u2014\u2014\u8fd9\u5b9a\u4ef7\u7b56\u7565\u51e0\u4e4e\u662f\u201c\u4ee5\u514d\u8d39\u6362\u53d6\u6570\u636e\u5165\u53e3\uff0c\u4ee5\u8ba2\u9605\u8d5a\u53d6\u957f\u671f\u4ef7\u503c\u201d\u7684\u6559\u79d1\u4e66\u64cd\u4f5c\uff0c\u6f5c\u53f0\u8bcd\u662f\uff1a\u7b49\u7528\u6237\u4f9d\u8d56\u6bcf\u6708\u7684\u8d39\u7528\u62a5\u544a\u540e\uff0c\u8de8\u673a\u540c\u6b65\u548c\u9632\u65e5\u5fd7\u6e05\u7406\u7684\u5386\u53f2\u8bb0\u5f55\u4f1a\u53d8\u6210\u521a\u9700\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u5fc5\u987b\u6cfc\u51b7\u6c34\uff1a\u7b2c\u4e00\uff0c\u5b83\u4e0d\u89e3\u51b3\u95ee\u9898\uff0c\u53ea\u662f\u653e\u5927\u95ee\u9898\u2014\u2014\u5f53\u4f60\u6709 8 \u4e2a\u5de5\u5177\u65f6\u805a\u5408\u6709\u7528\uff0c\u4f46\u82e5\u53ea\u7528 Claude Code \u4e00\u4e2a\u5de5\u5177\uff0c\u4ef7\u503c\u8fd1\u4e4e\u4e3a\u96f6\u3002\u7b2c\u4e8c\uff0c\u6838\u5fc3\u903b\u8f91\u662f\u201c\u4fe1\u4efb\u672c\u5730\u65e5\u5fd7\u201d\uff0c\u800c\u5404\u5de5\u5177\u65e5\u5fd7\u683c\u5f0f\u4e0d\u7a33\u5b9a\uff0cREADME \u4e5f\u627f\u8ba4\u6709\u672a\u9a8c\u8bc1\u9879\uff0c\u7ef4\u62a4\u6210\u672c\u9ad8\uff0c\u4e00\u65e6\u67d0\u5de5\u5177\u66f4\u65b0\u65e5\u5fd7\u7ed3\u6784\uff0c\u96c6\u6210\u6613\u788e\u3002\u7b2c\u4e09\uff0c\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u4e0d\u5728\u805a\u5408\uff0c\u800c\u5728\u201c\u5207\u6362\u6210\u672c\u201d\u2014\u2014\u5982\u679c\u672a\u6765 Cursor \u81ea\u5e26\u5168\u5c40\u7528\u91cf\u9762\u677f\uff0c\u8fd9\u7c7b\u4e2d\u95f4\u5c42\u5de5\u5177\u4f1a\u77ac\u95f4\u88ab\u8fb9\u7f18\u5316\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ef7\u503c\u5224\u65ad\uff1a\u4f5c\u4e3a\u4e2a\u4eba\u5f00\u53d1\u8005\u6216\u5c0f\u56e2\u961f\u7684\u201c\u8bb0\u8d26\u672c\u201d\uff0c\u5b83\u8db3\u591f\u597d\u7528\u4e14\u514d\u8d39\uff1b\u4f46\u4f5c\u4e3a\u5546\u4e1a\u6545\u4e8b\uff0c\u5b83\u5929\u82b1\u677f\u6709\u9650\u3002\u9664\u975e\u672a\u6765\u5b83\u80fd\u4ece\u201c\u7528\u91cf\u62a5\u544a\u201d\u8fdb\u5316\u4e3a\u201c\u7528\u91cf\u4f18\u5316\u201d\uff0c\u6bd4\u5982\u81ea\u52a8\u63a8\u8350\u66f4\u4f4e\u6210\u672c\u7684\u6a21\u578b\u66ff\u4ee3\u65b9\u6848\uff0c\u5426\u5219\u53ea\u662f\u65f6\u95f4\u6d41\u6c34\u8d26\u7684\u9ad8\u7ea7\u5f62\u6001\u3002\u5efa\u8bae\u5173\u6ce8\u5176\u540e\u7eed\u5bf9\u5386\u53f2\u8d8b\u52bf\u5206\u6790\u548c\u591a\u673a\u534f\u540c\u7684\u843d\u5730\u8d28\u91cf\uff0c\u90a3\u624d\u662f\u7559\u4f4f Pro \u7528\u6237\u7684\u5173\u952e\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Tokimeter<\/span>\n <\/div>\n<div class=\"comment-content\">Tokimeter pulls the usage records your AI coding tools already write into one report. Costs and exact token counts by project, session, day, tool and model. 5-hour and weekly limit windows, with budget warnings in your status line. Covers Claude and Codex in both the CLI and the desktop apps, plus Cursor, Grok Build, Hermes, opencode, Cline and Copilot CLI. No account, no telemetry, nothing leaves your machine. Report: npx tokimeter report Install: Check Below Open source & MIT licensed.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@toshipepe\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"toshipepe\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@toshipepe<\/a> – having all your AI Ganet usage available in one place is genius. Thanks for building this and hope today’s launch goes well!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@codeandsea\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@codeandsea<\/a> thanks, let me know if you have any questions!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 use Claude Code, Codex, Cursor, Hermes, Grok Build and a few<br \/>more on the regular. Each one only knows about itself. I wanted<br \/>to see token usage per session, where I stood against limits, and<br \/>what each project was actually costing me.<\/p>\n<p>Basically, I wanted analytics for my token usage.<\/p>\n<p><strong>Tokimeter<\/strong> reads the files these tools already keep on your<br \/>machine and puts it in one place.<\/p>\n<p>Desktop is covered, not just the CLI. Claude Code and Codex both<br \/>write their desktop sessions locally, and Cursor’s desktop agent<br \/>too. That was the piece I most wanted for myself.<\/p>\n<p>You can slice it by project, day, tool or model, and<br \/>tokimeter trace walks through a single session, what it<br \/>cost and which models it used. If you bill clients, report –md<br \/>gives you a per-project file to attach to an invoice.<\/p>\n<p>Token counts come from your own files so they’re exact, anything<br \/>estimated is marked with ~. The README has a table showing how<br \/>well each integration is verified, including the two I haven’t<br \/>confirmed against a live request yet.<\/p>\n<p>The CLI is MIT and does all of the above. No account, no<br \/>telemetry, completely free, and open source. Pro is $4\/mo for the things a local tool can’t do,<br \/>history that survives log pruning and sync across machines.<br \/>Ignore it and nothing changes.<\/p>\n<p>Try it without installing:<br \/>npx tokimeter report<\/p>\n<p>Install:<br \/>npm install -g tokimeter && “$(npm prefix -g)\/bin\/tokimeter” setup –auto<\/p>\n<p>Github:<br \/><a href=\"https:\/\/github.com\/toshipepe\/tokimeter\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/github.com\/toshipepe\/tokimeter<\/a><\/p>\n<p>Would love to hear what you think, and which tools I should add<br \/>next.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#17<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/XFNT2T5DKXGALB\" class=\"app-title\">Monolite<\/a><\/p>\n<div class=\"one-liner\">Turn any audience into active participants<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">13<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Monolite \u662f\u4e00\u6b3e\u8ba9\u6f14\u8bb2\u8005\u6216\u6d3b\u52a8\u4e3b\u529e\u65b9\u901a\u8fc7\u624b\u673a\u626b\u7801\u5373\u53ef\u521b\u5efa\u4e92\u52a8\u95ee\u7b54\u3001\u6295\u7968\u548c\u8bcd\u4e91\u6e38\u620f\u7684\u6d3b\u52a8\u5de5\u5177\uff0c\u89e3\u51b3\u73b0\u573a\u89c2\u4f17\u201c\u53ea\u770b\u4e0d\u53c2\u4e0e\u201d\u7684\u51b7\u573a\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/62c134db-8715-402a-989b-592910d73635.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3d424744-3bc3-4ac9-b4f6-e09094032a6e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cc4adab9-367a-4b33-aec8-c0ca888625c6.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\">Meetings<\/span><br \/>\n <span class=\"tag\">Maker Tools<\/span><br \/>\n <span class=\"tag\">Community<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4e92\u52a8\u6f14\u793a<\/span><br \/>\n <span class=\"tag\">\u73b0\u573a\u6295\u7968<\/span><br \/>\n <span class=\"tag\">\u6d3b\u52a8\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u89c2\u4f17\u53c2\u4e0e<\/span><br \/>\n <span class=\"tag\">\u4e8c\u7ef4\u7801\u7b7e\u5230<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u57f9\u8bad<\/span><br \/>\n <span class=\"tag\">\u4f1a\u8bae\u4e92\u52a8<\/span><br \/>\n <span class=\"tag\">\u6e38\u620f\u5316\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u65e0App\u53c2\u4e0e<\/span><br \/>\n <span class=\"tag\">SaaS\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u201c\u626b\u7801\u5373\u73a9\u3001\u65e0\u9700\u4e0b\u8f7d\u201d\u7684\u4f53\u9a8c\uff0c\u8ba4\u4e3a\u9002\u5408\u5168\u5458\u5927\u4f1a\uff1b\u521b\u59cb\u4eba\u56de\u5e94\u4e86\u611f\u8c22\uff0c\u4f46\u6682\u65e0\u9488\u5bf9\u529f\u80fd\u7f3a\u9677\u6216\u65b0\u589e\u73a9\u6cd5\u7684\u5b9e\u8d28\u5efa\u8bae\uff0c\u8bc4\u8bba\u6df1\u5ea6\u6709\u9650\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Monolite\u5207\u4e2d\u7684\u662f\u201c\u4f1a\u8bae\u51b7\u573a\u201d\u8fd9\u4e00\u9ad8\u9891\u4f46\u4f4e\u9884\u7b97\u7684\u75db\u70b9\uff0c\u4ea7\u54c1\u903b\u8f91\u6e05\u6670\uff1a\u7528\u6781\u4f4e\u95e8\u69db\uff08\u626b\u7801\uff09\u6362\u53d6\u5373\u65f6\u53c2\u4e0e\u611f\uff0c\u5e76\u4ee5\u6570\u636e\u62a5\u544a\u4f5c\u4e3aB\u7aef\u4ed8\u8d39\u7406\u7531\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u4e0d\u662f\u6e38\u620f\u672c\u8eab\uff0c\u800c\u662f\u201c\u628a\u88ab\u52a8\u542c\u4f17\u8f6c\u5316\u4e3a\u53ef\u91cf\u5316\u7684\u4e92\u52a8\u6570\u636e\u201d\u2014\u2014\u8fd9\u5728\u4f01\u4e1a\u57f9\u8bad\u3001\u5185\u90e8\u6c9f\u901a\u573a\u666f\u4e2d\u5177\u6709\u5b9e\u9645\u6293\u624b\u3002\u4f46\u4ea7\u54c1\u62a4\u57ce\u6cb3\u8584\u5f31\uff1a\u540c\u7c7b\u5de5\u5177\u5982Slido\u3001Mentimeter\u65e9\u5df2\u8986\u76d6\u95ee\u7b54\u3001\u6295\u7968\u3001\u8bcd\u4e91\uff0cMonolite\u4ec5\u9760\u201cTrivia\u3001Versus\u201d\u7b49\u8f7b\u6e38\u620f\u5dee\u5f02\u5316\uff0c\u5bb9\u6613\u88ab\u590d\u5236\u3002\u4e14\u5f53\u524d\u7528\u6237\u8bc4\u8bba\u591a\u4e3a\u793c\u8c8c\u6027\u795d\u8d3a\uff0c\u7f3a\u4e4f\u771f\u5b9e\u4f7f\u7528\u573a\u666f\u7684\u6df1\u5ea6\u53cd\u9988\uff0c\u8bf4\u660e\u65e9\u671f\u7528\u6237\u4ee5\u793e\u4ea4\u652f\u6301\u4e3a\u4e3b\uff0c\u4ea7\u54c1\u9a8c\u8bc1\u5c1a\u6d45\u3002\u771f\u6b63\u9700\u8981\u8b66\u60d5\u7684\u662f\uff1a\u6e38\u620f\u5316\u4e92\u52a8\u662f\u624b\u6bb5\u800c\u975e\u76ee\u7684\uff0c\u82e5\u4e0d\u80fd\u5d4c\u5165\u6f14\u8bb2\u5185\u5bb9\u6d41\uff08\u5982\u81ea\u52a8\u540c\u6b65PPT\u8fdb\u5ea6\u3001\u8ddf\u8fdb\u7b54\u9898\u7ed3\u679c\u89e6\u53d1\u5206\u652f\u8bb2\u89e3\uff09\uff0c\u5219\u5f88\u5bb9\u6613\u6ca6\u4e3a\u201c\u70ed\u95f9\u4f46\u65e0\u540e\u7eed\u201d\u7684\u6696\u573a\u73a9\u5177\u3002\u6b64\u5916\uff0c\u514d\u8d39\u6a21\u5f0f\u4e0b\u7684\u89c4\u6a21\u74f6\u9888\u660e\u663e\u2014\u2014\u4f01\u4e1a\u5ba2\u6237\u4e00\u65e6\u9700\u8981\u590d\u6742\u5ea6\u8f83\u9ad8\u7684\u5b9a\u5236\u6216\u79c1\u6709\u5316\u90e8\u7f72\uff0cMonolite\u73b0\u6709\u80fd\u529b\u53ef\u80fd\u4e0d\u8db3\u3002\u5efa\u8bae\u805a\u7126\u7ec6\u5206\u5782\u76f4\u573a\u666f\uff08\u5982\u5927\u578b\u57f9\u8bad\u673a\u6784\u7684\u8bfe\u5802\u4e92\u52a8\uff09\uff0c\u800c\u975e\u4e0e\u901a\u7528\u5de5\u5177\u5168\u7ebf\u7ade\u4e89\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\">Monolite<\/span>\n <\/div>\n<div class=\"comment-content\">Monolite helps you to create interactive games. Instant QR join or public participation, custom branding, and detailed reports. Try Monolite free today!<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey hunters! \ud83d\udc4b<\/p>\n<p>I’m An\u0131l, founder of Monolite.<\/p>\n<p>I built Monolite after years in community building and event management, sitting through town halls, trainings, and conferences where the room was full but completely silent. <\/p>\n<p>Everyone was watching, nobody was participating. I wanted to fix that.<\/p>\n<p>Monolite turns any presentation or event into a live, interactive experience:<\/p>\n<p>\ud83c\udfaf Instant QR join: Attendees scan and play from any phone browser, no app or account needed<br \/>\n\ud83c\udfae Trivia, Versus, and Word Cloud games: Built for training, onboarding, town halls, and product launches<br \/>\n\ud83c\udfa8 Custom branding: Match your theme to your stage or company<br \/>\n\ud83d\udcca Detailed post-event reports: The kind of engagement proof that impresses leadership and sponsors<br \/>\n\ud83d\udd17 Self-paced mode: Publish a public link and let people join anytime, no host required. <\/p>\n<p>We’re already used by 2,400+ event participant, and today we’re bringing Monolite to the Product Hunt community for the first time.<\/p>\n<p>Would love to hear what you think and if you have ideas for game types or use cases you’d want to see next, I’m all ears in the comments. \ud83d\ude4c<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Huge congrats on the launch, An\u0131l! \ud83d\ude80 That awkward silence during presentations and town halls is such a real problem. The fact that attendees can join instantly via QR code without downloading an app or creating an account is a massive UX win. I’m definitely going to try this at our next team all-hands. Best of luck today!<\/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\/@yagizgurbuz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yagizgurbuz<\/a> Thanks Yagiz.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This looks great. The fact that people can join with a QR code and no app install is a huge win for live sessions. \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@turkertunali1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@turkertunali1<\/a> Thank you Turker, nice to hear this comment. <\/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<\/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\/6HQT2UXLG2BCZI\" class=\"app-title\">ViiTor Translate<\/a><\/p>\n<div class=\"one-liner\">Real-time subtitles that keep up with speech and context<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">12<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>ViiTor Translate \u662f\u4e00\u6b3e\u4e3a\u76f4\u64ad\u3001\u89c6\u9891\u3001\u4f1a\u8bae\u548c\u8bfe\u5802\u63d0\u4f9b\u5b9e\u65f6\u7ffb\u8bd1\u5b57\u5e55\u7684\u8de8\u5e73\u53f0\u5de5\u5177\uff0c\u6838\u5fc3\u89e3\u51b3\u7528\u6237\u5728\u89c2\u770b\u5feb\u8bed\u901f\u3001\u9ad8\u8bed\u5883\u5185\u5bb9\uff08\u5982K-pop\u3001VTuber\u3001\u52a8\u6f2b\uff09\u65f6\uff0c\u56e0\u7ffb\u8bd1\u6ede\u540e\u6216\u5931\u53bb\u6587\u5316\u8bed\u5883\u800c\u9519\u8fc7\u7cbe\u5f69\u77ac\u95f4\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/161f45d7-0fc6-4b50-82a5-e79b16365737.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0b12eabb-c0c6-464d-b4e2-1d14038608ae.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/50f04d81-9d53-4ce0-8f2b-fe1ea461dcd0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0cb4a3cc-3806-4ce0-8760-6b71463a7ef7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/401c7879-c96f-4a6d-94bf-01dd81ac1bd1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ed449ad6-d3ed-4f12-8190-2d8b73d457d8.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\/3928a5c4-dcd3-4571-931b-38e87bab0730.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=CPF7n3hrDnI\"><source src=\"https:\/\/www.youtube.com\/watch?v=CPF7n3hrDnI\" 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\">Languages<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5b9e\u65f6\u7ffb\u8bd1\u5b57\u5e55<\/span><br \/>\n <span class=\"tag\">\u76f4\u64ad\u5b57\u5e55<\/span><br \/>\n <span class=\"tag\">\u89c6\u9891\u7ffb\u8bd1<\/span><br \/>\n <span class=\"tag\">\u8de8\u5e73\u53f0\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u8bed\u5883\u7406\u89e3<\/span><br \/>\n <span class=\"tag\">\u4fda\u8bed\u7ffb\u8bd1<\/span><br \/>\n <span class=\"tag\">\u7c89\u4e1d\u8bcd\u5178<\/span><br \/>\n <span class=\"tag\">\u591a\u8bed\u8a00\u652f\u6301<\/span><br \/>\n <span class=\"tag\">K-pop\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">VTuber\u5b57\u5e55<\/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\u6237Zoe\uff08\u4ea7\u54c1\u7ecf\u7406\uff09\u81ea\u8ff0\u662fK-pop\u4e0eVTuber\u7c89\u4e1d\uff0c\u5f3a\u8c03Fan Dictionary\u548c\u53cc\u8bed\u8a00\u6a21\u5f0f\u662f\u4eae\u70b9\u3002\u53e6\u4e00\u6761\u6709\u6548\u8bc4\u8bba\u6307\u51fa\uff1a\u5b9e\u65f6\u6027\u4e0e\u8bed\u5883\u5b58\u5728\u5929\u7136\u77db\u76fe\u2014\u2014\u65e5\u8bed\u7b49\u52a8\u8bcd\u5c45\u5c3e\u8bed\u8a00\u4e2d\uff0c\u8fc7\u65e9\u201c\u627f\u8bfa\u201d\u7ffb\u8bd1\u53ef\u80fd\u7ffb\u8f6c\u8bed\u4e49\u3002\u8d28\u7591\u7cfb\u7edf\u662f\u5426\u4f1a\u4fee\u6b63\u5df2\u663e\u793a\u7684\u5b57\u5e55\uff0c\u8fd8\u662f\u9009\u62e9\u5ef6\u8fdf\u8f93\u51fa\uff0c\u5e76\u6307\u51fa\u4fee\u6b63\u867d\u51c6\u786e\u4f46\u9605\u8bfb\u4f53\u9a8c\u66f4\u5dee\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 ViiTor\u7684\u5b9a\u4f4d\u5f88\u806a\u660e\uff1a\u5b83\u6ca1\u6709\u8bd5\u56fe\u505a\u201c\u66f4\u597d\u7684Google\u7ffb\u8bd1\u201d\uff0c\u800c\u662f\u5207\u5165\u4e86\u201c\u5b9e\u65f6+\u8bed\u5883\u201d\u8fd9\u4e00\u7a84\u7f1d\u3002\u4f46\u6070\u6070\u662f\u8fd9\u4e2a\u7f1d\u91cc\uff0c\u85cf\u7740\u5b83\u6700\u5371\u9669\u7684\u6697\u7901\u3002\u90a3\u6761\u5173\u4e8e\u65e5\u8bed\u7684\u8bc4\u8bba\u4e00\u9488\u89c1\u8840\u2014\u2014\u8fd9\u4e0d\u662f\u6280\u672f\u7ec6\u8282\u95ee\u9898\uff0c\u800c\u662f\u4ea7\u54c1\u627f\u8bfa\u7684\u6839\u672c\u6096\u8bba\u3002\u5982\u679c\u4f60\u4fdd\u6301\u4f4e\u5ef6\u8fdf\uff0c\u5c31\u5fc5\u987b\u5728\u53e5\u5b50\u672a\u5b8c\u6574\u65f6\u505a\u51fa\u8bed\u4e49\u731c\u6d4b\uff0c\u8fd9\u5728\u52a8\u8bcd\u540e\u7f6e\u8bed\u8a00\u4e2d\u51e0\u4e4e\u5fc5\u7136\u4ea7\u751f\u201c\u53cd\u5411\u7ffb\u8bd1\u201d\u65f6\u523b\uff1b\u5982\u679c\u4f60\u4e3a\u4e86\u8bed\u5883\u800c\u7b49\u5f85\u4ece\u53e5\u95ed\u5408\uff0c\u90a3\u201c\u5b9e\u65f6\u201d\u5c31\u6210\u4e86\u4f2a\u547d\u9898\u3002\u8bc4\u8bba\u8005\u6307\u51fa\u201c\u4fee\u6b63\u662f\u66f4\u51c6\u786e\u4f46\u66f4\u96be\u8bfb\u201d\uff0c\u8fd9\u6070\u6070\u70b9\u4e2d\u4e86ViiTor\u7684\u8f6f\u808b\uff1a\u5b83\u53ef\u80fd\u4f18\u5316\u4e86\u7b97\u6cd5\u7684\u5ef6\u8fdf\uff0c\u5374\u628a\u8ba4\u77e5\u8d1f\u62c5\u7529\u7ed9\u4e86\u7528\u6237\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u4ea7\u54c1\u5c42\u9762\u770b\uff0cFan Dictionary\u662f\u66f4\u52a1\u5b9e\u3001\u4e5f\u66f4\u53ef\u9632\u5fa1\u7684\u58c1\u5792\u3002\u5b83\u5229\u7528\u5708\u5c42\u7528\u6237\u7684\u81ea\u7ec4\u7ec7\u80fd\u529b\u53bb\u8865\u8db3\u901a\u7528\u6a21\u578b\u7684\u6587\u5316\u76f2\u533a\uff0c\u8fd9\u662f\u4e00\u4e2a\u6bd4\u201c\u7ffb\u8bd1\u5feb\u201d\u66f4\u96be\u88ab\u5927\u5382\u590d\u5236\u7684\u8d44\u4ea7\u3002\u4f46\u95ee\u9898\u5728\u4e8e\uff0c\u5f53\u524d12\u7968\u7684\u51b7\u542f\u52a8\u6c1b\u56f4\u8868\u660e\uff0c\u5b83\u5c1a\u672a\u5728\u6838\u5fc3\u7528\u6237\u7fa4\u4e2d\u5f62\u6210\u53e3\u7891\u88c2\u53d8\u3002Zoe\u7684K-pop\/VTuber\u53d9\u4e8b\u5f88\u52a8\u4eba\uff0c\u4f46\u5982\u679c\u4ea7\u54c1\u771f\u60f3\u670d\u52a1\u4f1a\u8bae\u548c\u8bfe\u5802\uff0c\u5c31\u4e0d\u5f97\u4e0d\u76f4\u9762\u66f4\u4e25\u82db\u7684\u5b9e\u65f6\u6539\u5199\u9700\u6c42\u2014\u2014\u90a3\u65f6\u65e5\u8bed\u53ea\u662f\u7b2c\u4e00\u9053\u8003\u9898\uff0c\u5fb7\u8bed\u7684\u957f\u4ece\u53e5\u3001\u963f\u62c9\u4f2f\u8bed\u7684\u7701\u7565\u7ed3\u6784\u90fd\u5728\u6392\u961f\u7b49\u7740\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u4ef7\u503c\u70b9\u6216\u8bb8\u4e0d\u5728\u4e8e\u201c\u7ffb\u8bd1\u5f97\u591a\u51c6\u201d\uff0c\u800c\u5728\u4e8e\u201c\u5982\u4f55\u7ba1\u7406\u7528\u6237\u671f\u5f85\u201d\u3002ViiTor\u9700\u8981\u660e\u786e\u7684\u4ea4\u4e92\u6a21\u5f0f\uff1a\u8ba9\u7528\u6237\u4e3b\u52a8\u9009\u62e9\u201c\u6781\u901f\u6a21\u5f0f\u201d\uff08\u5c3d\u65e9\u8f93\u51fa\uff0c\u5141\u8bb8\u7ffb\u8f6c\uff09\u6216\u201c\u5b8c\u6574\u6a21\u5f0f\u201d\uff08\u7a0d\u6162\u4f46\u6574\u53e5\u6b63\u786e\uff09\u3002\u6562\u628a\u8fd9\u4e2a\u53d6\u820d\u6446\u4e0a\u53f0\u9762\uff0c\u6bd4\u7ee7\u7eed\u7528\u201ccontext\u201d\u8fd9\u4e2a\u8bcd\u63a9\u76d6\u77db\u76fe\uff0c\u66f4\u80fd\u5efa\u7acb\u4fe1\u4efb\u3002\u76ee\u524d\u6765\u770b\uff0c\u5b83\u662f\u4e00\u628a\u78e8\u5f97\u5f88\u4eae\u4f46\u53ea\u5207\u5f00\u4e86\u7c89\u4e1d\u5708\u5c42\u7684\u5200\u2014\u2014\u60f3\u6210\u4e3a\u901a\u7528\u5de5\u5177\uff0c\u5f97\u5148\u628a\u90a3\u628a\u5173\u4e8e\u201c\u7b49\u5f85\u4e0e\u80cc\u53db\u201d\u7684\u5200\u5203\u5904\u7406\u597d\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\">ViiTor Translate<\/span>\n <\/div>\n<div class=\"comment-content\">ViiTor brings real-time translated subtitles to livestreams, videos, meetings and classes on iOS, Android and Chrome. Built for fast, context-heavy audio, it captures slang, cultural references and inside jokes that literal translation often misses. Use Floating Subtitles on YouTube, TikTok, Bilibili and other supported platforms without switching screens. Ideal for K-pop, Vtubers, anime and more. Supports 20+ languages and is free to try.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Product Hunt \ud83d\udc4b<\/p>\n<p>I\u2019m Zoe, a PM at <strong>ViiTor<\/strong>\u2014and also a K-pop and VTuber fan.<\/p>\n<p>I started caring about this problem after missing too many great moments in livestreams. Fan-made subtitles often didn\u2019t arrive until the next day, while general translation tools struggled with fast speech, slang, and the way people actually talk on live video.<\/p>\n<p>That\u2019s why we built <strong>ViiTor Translate<\/strong>: to help you understand those moments <strong>as they happen<\/strong>.<\/p>\n<p>Turn on <strong>Floating Subtitles<\/strong>, choose your languages, and ViiTor displays translated captions directly over the video or livestream you\u2019re watching. It works with <strong>YouTube, TikTok, Bilibili<\/strong>, and other supported platforms.<\/p>\n<p>The part I\u2019m most excited about is <strong>context<\/strong>. ViiTor uses our own speech technology to process live audio, while <strong>Fan Dictionary<\/strong> lets users add fandom-specific names, phrases, and community terms that ordinary translators often miss.<\/p>\n<p>Our goal is to make live translation feel <strong>less literal and more aware of what people actually mean<\/strong>.<\/p>\n<p>K-pop and VTuber streams are some of our favorite use cases, but ViiTor can also help with international videos, meetings, classes, and face-to-face conversations.<\/p>\n<p>ViiTor is available on <strong>iOS and Android<\/strong>, supports <strong>20+ languages<\/strong>, and is <strong>free to try<\/strong>.<\/p>\n<p>For our Product Hunt launch, we\u2019ve also introduced <strong>lower-latency subtitles<\/strong> and a new <strong>dual-language mode<\/strong> \u2728 You can follow translations faster while keeping the original captions visible.<\/p>\n<p>I\u2019d really love to hear what you\u2019d try it with first:<\/p>\n<p><strong>Which livestream, creator, or recurring translation mistake should we test next?<\/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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>“Keep up with speech and context” is the interesting pairing, because those two pull against each other \u2014 context needs you to wait for the sentence to finish, and keeping up means committing before it does.<\/p>\n<p>Japanese is the case where I’d expect that to break most visibly. The verb lands at the end, and negation lands after the verb, so a subtitle that commits early can say the opposite of what the speaker meant and only find out three words later. Does it revise a line it already displayed, or hold back until the clause closes? Revising is more accurate and much harder to read.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#19<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/RZ2EV24OEY4SVC\" class=\"app-title\">Curate<\/a><\/p>\n<div class=\"one-liner\">Track films, books and TV, all in one place.<\/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>Curate\u662f\u4e00\u6b3e\u65e0\u5e7f\u544a\u3001\u65e0\u7b97\u6cd5\u7684\u5f71\u4e66\u5267\u7edf\u4e00\u8ffd\u8e2a\u5de5\u5177\uff0c\u8ba9\u91cd\u89c6\u54c1\u5473\u7684\u7528\u6237\u6446\u8131\u788e\u7247\u5316\u7b14\u8bb0\uff0c\u5728\u4e00\u4e2a\u5b89\u9759\u7a7a\u95f4\u91cc\u8bb0\u5f55\u5e76\u53d1\u73b0\u771f\u6b63\u503c\u5f97\u770b\u7684\u5185\u5bb9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b491f3d4-578c-4c33-8c06-5bf3459ee9e9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1c45da72-8618-49a0-b341-9feac56c72b4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1091c6ad-dd1b-4d61-9ff8-4c4dcc49a7c4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4bb887cb-1529-4cf8-af14-93b485810180.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cfe1846d-7e15-43d2-8264-ce6d0acf29b1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/36c8c406-437b-4f2e-be36-f811b558260c.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\/ae0a7849-cf51-493c-a49d-8a01218bcd7c.octet-stream?auto=format\" data-video-url=\"https:\/\/www.loom.com\/share\/c328057834df4ab8883bd770a6e05f6a\"><source src=\"https:\/\/www.loom.com\/share\/c328057834df4ab8883bd770a6e05f6a\" 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\">Social Media<\/span><br \/>\n <span class=\"tag\">Entertainment<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5f71\u97f3\u4e66\u7c4d\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5174\u8da3\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u65e0\u7b97\u6cd5\u63a8\u8350<\/span><br \/>\n <span class=\"tag\">\u4eba\u6587\u53d1\u73b0<\/span><br \/>\n <span class=\"tag\">\u54c1\u5473\u793e\u4ea4<\/span><br \/>\n <span class=\"tag\">\u4e66\u5f71\u5408\u96c6<\/span><br \/>\n <span class=\"tag\">\u8de8\u5a92\u4f53\u6536\u85cf<\/span><br \/>\n <span class=\"tag\">\u72ec\u7acb\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u53cd\u6c89\u8ff7\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">Product Hunt\u65b0\u54c1<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u8ba4\u53ef\u5176\u66ff\u4ee3\u624b\u673a\u5907\u5fd8\u5f55\u7684\u5b9e\u7528\u6027\uff0c\u5e76\u79f0\u8d5e\u7cbe\u9009\u5408\u96c6\u529f\u80fd\u6709\u6548\u51cf\u5c11\u4e86\u201c\u9009\u62e9\u762b\u75ea\u201d\u3002\u6838\u5fc3\u95ee\u9898\u96c6\u4e2d\u5728\u5bfc\u5165\u517c\u5bb9\u6027\uff08\u5df2\u652f\u6301Letterboxd\/Goodreads\uff0c\u4f46\u7f3aCSV\u548cIMDb\uff09\u53ca\u5bf9\u201c\u597d\u53cb\u54c1\u5473\u5339\u914d\u201d\u793e\u4ea4\u529f\u80fd\u7684\u6025\u5207\u671f\u5f85\uff0c\u521b\u59cb\u4eba\u56de\u5e94\u79f0\u5c06\u57fa\u4e8e\u771f\u5b9e\u6570\u636e\u8c28\u614e\u5f00\u53d1\uff0c\u5e76\u9884\u544a\u5185\u5bb9\u9875\u793e\u4ea4\u5c42\u5373\u5c06\u4e0a\u7ebf\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Curate\u8e29\u4e2d\u4e86\u5f53\u4e0b\u5185\u5bb9\u6d88\u8d39\u9886\u57df\u4e00\u4e2a\u7cbe\u51c6\u7684\u75db\u70b9\uff1a\u5de5\u5177\u788e\u7247\u5316\u4e0e\u7b97\u6cd5\u66b4\u653f\u3002\u5c06\u7535\u5f71\u3001\u4e66\u7c4d\u3001\u5267\u96c6\u7edf\u4e00\u6536\u7eb3\uff0c\u5e76\u523b\u610f\u5254\u9664\u70b9\u8d5e\u3001\u8bc4\u8bba\u548c\u7b97\u6cd5\u63a8\u8350\uff0c\u8fd9\u4e0d\u4ec5\u662f\u529f\u80fd\u51cf\u6cd5\uff0c\u66f4\u662f\u4e00\u79cd\u6e05\u6670\u7684\u4ea7\u54c1\u54f2\u5b66\u2014\u2014\u5bf9\u6297\u6ce8\u610f\u529b\u7ecf\u6d4e\uff0c\u56de\u5f52\u201c\u4eba\u7684\u54c1\u5473\u201d\u3002\u5176\u201c\u5148\u8bb0\u5f55\uff0c\u540e\u5339\u914d\u201d\u7684\u514b\u5236\u7b56\u7565\u5c24\u4e3a\u660e\u667a\uff0c\u907f\u514d\u4e86\u591a\u6570\u793e\u4ea4\u4ea7\u54c1\u4e0a\u7ebf\u5373\u6b7b\u4e8e\u5783\u573e\u6570\u636e\u6216\u865a\u5047\u5173\u7cfb\u7684\u7a98\u5883\u3002\u4ece\u7528\u6237\u53cd\u9988\u6765\u770b\uff0c\u5176\u6838\u5fc3\u5438\u5f15\u529b\u5e76\u975e\u201c\u7ba1\u7406\u201d\uff0c\u800c\u662f\u201c\u7cbe\u9009\u5408\u96c6\u201d\u5e26\u6765\u7684\u7b56\u5c55\u4ef7\u503c\uff0c\u8fd9\u8fdc\u6bd4\u8ffd\u8e2a\u529f\u80fd\u66f4\u5177\u7c98\u6027\u3002\u7136\u800c\uff0c\u9690\u5fe7\u540c\u6837\u660e\u663e\uff1a\u65e0\u7b97\u6cd5\u610f\u5473\u7740\u51b7\u542f\u52a8\u4f9d\u8d56\u4eba\u5de5\u7b56\u5c55\uff0c\u5176\u53ef\u6269\u5c55\u6027\u5b58\u7591\uff1b\u4e14\u8f7b\u793e\u4ea4\u82e5\u7f3a\u4e4f\u8db3\u591f\u7528\u6237\u5bc6\u5ea6\uff0c\u6781\u6613\u6ca6\u4e3a\u79c1\u5bc6\u7b14\u8bb0\u5de5\u5177\uff0c\u96be\u4ee5\u5f62\u6210\u7f51\u7edc\u6548\u5e94\u300211\u7968\u7684\u542f\u52a8\u91cf\u867d\u5c0f\uff0c\u4f46\u793e\u533a\u6c1b\u56f4\u7eaf\u7cb9\u3002Curate\u771f\u6b63\u7684\u8d4c\u6ce8\u5728\u4e8e\uff0c\u5b83\u80fd\u5426\u5728\u201c\u5c0f\u4f17\u7cbe\u81f4\u201d\u548c\u201c\u89c4\u6a21\u7834\u5708\u201d\u4e4b\u95f4\u627e\u5230\u5e73\u8861\u2014\u2014\u5982\u679c\u597d\u53cb\u5339\u914d\u673a\u5236\u751f\u6548\uff0c\u5b83\u6709\u673a\u4f1a\u6210\u4e3a\u54c1\u5473\u5171\u540c\u4f53\u7684\u57fa\u7840\u8bbe\u65bd\uff1b\u5982\u679c\u6d41\u4e8e\u5f62\u5f0f\uff0c\u5219\u4e0d\u8fc7\u53c8\u662f\u4e00\u4e2a\u6f02\u4eae\u7684\u81ea\u6211\u611f\u52a8\u578b\u4ea7\u54c1\u3002\u76ee\u524d\u6765\u770b\uff0c\u5b83\u503c\u5f97\u88ab\u4e25\u8083\u5bf9\u5f85\uff0c\u4f46\u9700\u8981\u66f4\u950b\u5229\u7684\u589e\u957f\u5f15\u64ce\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\">Curate<\/span>\n <\/div>\n<div class=\"comment-content\">Track everything you watch and read. Discover movies, books and TV through real human taste. No ads. No algorithms deciding what you should like. Just a thoughtfully built space for people who take what they watch and read seriously.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \ud83d\udc4b I’m Will, the founder of Curate.<\/p>\n<p>For years I kept my watchlists and reading lists in my phone’s notes app… which tells you everything about how well existing apps were serving me. I tried Letterboxd (films only, loads of ads), Goodreads (books only, horrible to use), etc. Nothing really provided the simplicity, lack of friction and breadth of content I was after.<\/p>\n<p>So I built it myself. Curate started as a means of learning some web dev but quickly spiralled into a full-blown passion project, self-funded and solo-built part-time over the last year or so.<\/p>\n<p>The result is something I actually wanted: a simple, clean, ad-free space to track films, TV and books in one place. A space that feels more personal than social, but eventually can connect you to likeminded people with similar tastes whose recommendations you can trust.<\/p>\n<p>The social layer is being built with care, designed to spark curiosity not exploit attention. This means no ads. No likes. No comments. No performance. Interactions happen through the films, TV shows and books themselves – a quiet, shared record of what you actually love, not what you want to be seen loving. This is the foundation for genuine discovery.<\/p>\n<p>Today\u2019s launch is the first step: a low-friction, elegant and (hopefully!) joyful way to track everything you watch and read. A single home for ratings, reactions, notes, recommendations and collections across movies, TV and books. See what your friends are watching and reading. And explore hand-picked, highly-curated collections of the best stuff out there. <\/p>\n<p>If you sign up, let me know how it goes! I\u2019d love to know what you think – I\u2019ll be in the comments all day \ud83d\ude4f<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@willblacklock\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@willblacklock<\/a> love using this app & seeing what my friends are watching\/reading!! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey <a href=\"https:\/\/www.producthunt.com\/@willblacklock\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"willblacklock\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@willblacklock<\/a>, I’d love of this app can make me combine my letterbox and goodreads all into one! Do you support porting of any information from letterbox\/goodreads? Or will all users have to start building their profiles from scratch?<\/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>Hey <a href=\"https:\/\/www.producthunt.com\/@cyd_cowley\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cyd_cowley<\/a> , you can absolutely import from letterboxd and goodreads! You can also import from StoryGraph, Trakt or TV Time. The importers bring across your ratings, reviews, watch\/read dates as well as your future watchlist or reading list and any custom lists you have created. I’m also working on imports from IMDb and general CSV which should be released soon. Let me know if you try it out or if there are any other import sources you think I should be considering! <\/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>Great job <a href=\"https:\/\/www.producthunt.com\/@willblacklock\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@willblacklock<\/a> ! <\/p>\n<p>I\u2019ve watched this one grow from the very first version, and it\u2019s genuinely replaced the mess of notes on my phone. <\/p>\n<p>Favourite bit is the explore feature. Being able to open a hand-picked collection like the top films of 2025 or the critics’ top 25 TV shows and add straight to my watchlist means I’m actually working through the good stuff instead of scrolling for twenty minutes and giving up. Recommendations from friends and colleagues go in the second I hear them, and now books are in there too it’s the only list I keep.<\/p>\n<\/p>\n<p>Really looking forward to the friend-matching side, being paired with people whose taste actually overlaps with mine is the thing I’d like most. <\/p>\n<\/p>\n<p>What’s next on the roadmap?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks <a href=\"https:\/\/www.producthunt.com\/@afb\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@afb<\/a> ! That means a lot<\/p>\n<\/p>\n<p>Friend matching is actually the thing I’m most excited about long-term too. I say long-term because I’m deliberately holding off on it until there’s enough real usage data for the matching to actually mean something. I’ve used similar features on other apps where the matching is thin and just… wrong, and it quietly erodes trust in the whole platform faster than not having the feature at all. So it’ll land when it can be genuinely good, not just present.<\/p>\n<\/p>\n<p>When it does, it’ll work at the account level- matching you with people whose taste overlaps, rather than an algorithm pushing individual recommendations at the content level. That keeps the human-first discovery model intact; it’s a layer that helps you find the right people to follow and trust, not a black box telling you what to watch.<\/p>\n<\/p>\n<p>Closer term, the thing I’m most excited about is the social layer landing on content pages: seeing exactly what your friends have rated and reviewed for a film, show, or book right there when you’re looking at it. It’s the single most-requested thing from users, and it’s coming very soon. Beyond that, there’s a steady stream of smaller improvements I’m working through based on what people are asking for.<\/p>\n<\/p>\n<p>Appreciate you taking the time to write this \ud83d\ude4f very useful to hear what’s landing well!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/ISLR4QXSC3KA7P\" class=\"app-title\">The Sovereign Creator Calculator Suite<\/a><\/p>\n<div class=\"one-liner\">50 interactive decision engines to optimize pricing, churn..<\/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>\u4e3a\u72ec\u7acb\u521b\u4f5c\u8005\u548c\u4e00\u4eba\u516c\u53f8\u63d0\u4f9b50\u4e2a\u4ea4\u4e92\u5f0f\u8ba1\u7b97\u5f15\u64ce\uff0c\u5728\u6d4f\u89c8\u5668\u4e2d\u5b9e\u65f6\u6a21\u62df\u5b9a\u4ef7\u3001\u6d41\u5931\u3001\u5e7f\u544a\u652f\u51fa\u4e0eMRR\u7b49\u6838\u5fc3\u8d22\u52a1\u6307\u6807\uff0c\u7ec8\u7ed3\u521b\u4f5c\u8005\u7ecf\u6d4e\u4e2d\u7684\u201c\u62cd\u8111\u888b\u201d\u51b3\u7b56\uff0c\u7528\u6570\u636e\u6a21\u578b\u66ff\u4ee3\u76f2\u76ee\u8bd5\u9519\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0317fe98-3457-48b7-9a26-2012ee18b497.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\/48ed7ae1-6eea-408f-835a-0f2286fc5d0d.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\/cc81ab89-fb95-40c0-9827-ae7293443478.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\/f4050b9b-c7b0-49c3-acbd-a788efc9a03f.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\/8c2eb088-278b-49cd-b28a-3e32f3c6d574.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">Notion<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u521b\u4f5c\u8005\u7ecf\u6d4e<\/span><br \/>\n <span class=\"tag\">\u8d22\u52a1\u8ba1\u7b97\u5668<\/span><br \/>\n <span class=\"tag\">\u5b9a\u4ef7\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">MRR\u9884\u6d4b<\/span><br \/>\n <span class=\"tag\">\u7528\u6237\u6d41\u5931\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u5e7f\u544aROI<\/span><br \/>\n <span class=\"tag\">\u72ec\u7acb\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">SaaS\u5957\u4ef6<\/span><br \/>\n <span class=\"tag\">\u4ea4\u4e92\u5f0f\u51b3\u7b56\u5f15\u64ce<\/span><br \/>\n <span class=\"tag\">\u5546\u4e1a\u5efa\u6a21<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8ba4\u53ef\u5176\u76f4\u51fb\u521b\u4f5c\u8005\u8d22\u52a1\u76f2\u533a\uff08\u5982\u6d41\u5931\u7387\u8ba1\u7b97\u5668\u4fc3\u4f7f\u91cd\u5ba1\u5b9a\u4ef7\uff09\uff0c\u8ba4\u4e3a\u89e3\u51b3\u4e86\u201c\u53ea\u770b\u865a\u8363\u6307\u6807\u201d\u7684\u95ee\u9898\u3002\u6709\u53cd\u9988\u6307\u51faUI\u4ea4\u4e92\u9700\u4f18\u5316\uff0c\u6574\u4f53\u671f\u5f85\u5de5\u5177\u5b9e\u7528\u6027\u800c\u975e\u5c55\u793a\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n \u8fd9\u6b3e\u4ea7\u54c1\u7684\u5207\u5165\u89d2\u5ea6\u5f88\u51c6\u2014\u2014\u521b\u4f5c\u8005\u7ecf\u6d4e\u91cc\u6700\u6cdb\u6ee5\u7684\u662f\u201c\u6559\u4eba\u8d5a\u94b1\u201d\u7684\u8bfe\u7a0b\uff0c\u6700\u7a00\u7f3a\u7684\u662f\u201c\u7b97\u6e05\u81ea\u5df1\u8d5a\u591a\u5c11\u201d\u7684\u5de5\u5177\u3002\u752850\u4e2a\u8f7b\u91cf\u7ea7HTML\/JS\u5f15\u64ce\u66ff\u4ee3\u81c3\u80bf\u7684Excel\uff0c\u672c\u8d28\u662f\u628a\u201c\u8d22\u52a1\u5efa\u6a21\u201d\u8fd9\u79cd\u4e13\u4e1a\u80fd\u529b\u964d\u7ef4\u6210\u62d6\u62fd\u6ed1\u5757\u7684\u6e38\u620f\u5316\u64cd\u4f5c\uff0c\u8fd9\u786e\u5b9e\u662f\u521a\u9700\u3002\n <\/p>\n<p class=\"ai-content\">\n 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<\/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\">The Sovereign Creator Calculator Suite<\/span>\n <\/div>\n<div class=\"comment-content\">Stop guessing your creator economics and start modeling for scale. This Sovereign Creator calculator suite eliminates financial guesswork, giving you 50 interactive decision engines to optimize pricing, churn, ad spend, and MRR in real time.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! \ud83d\udc4b I\u2019m team Thrive, and I\u2019m thrilled to share the **Sovereign Creator Calculator Suite** with you today!<\/p>\n<p>Over the past year of working closely with creators, solopreneurs, and digital product builders, we kept seeing the exact same pattern: **Creators know how to produce content, but most are flying completely blind when it comes to their business economics.**<\/p>\n<p>They underprice their communities, waste 15 hours a week on content that a $50 ad boost could out-perform, or get caught off guard by silent subscriber churn.<\/p>\n<p>**We listened to our customers and community, and we built this set of 50 extremely useful, interactive calculators and generators specifically for solo creators.**<\/p>\n<p>Instead of handing you messy, bloated spreadsheets, we coded 50 lightweight, web-native (HTML\/JS + Tailwind UI) decision engines that run directly in your browser. You drag a few sliders, and the engine gives you an instant, data-backed strategic takeaway.<\/p>\n<p>### \ud83d\udca1 What\u2019s inside the deck (Across 8 Growth Pillars):<\/p>\n<p>* **Monetization & Pricing:** Compare Micro-SaaS recurring revenue vs. one-time course LTV, optimize high-ticket cohort pricing, and set free-to-paid community conversion targets.<br \/>\n* **Distribution & Paid Arbitrage:** Calculate whether to spend $50 boosting top organic posts vs. burning 10+ hours creating new videos manually.<br \/>\n* **Community & Churn Defense:** Identify the exact tipping point where group size degrades engagement and spikes monthly churn.<br \/>\n* **Operations & Burnout:** Measure your capacity limits, task delegation ROI, and exact hours saved through AI automation.<\/p>\n<p>Fund your next milestone with your last win – reinvesting a small slice of your profits means your out-of-pocket risk stays minimal. We\u2019re launching the entire 50-tool suite (complete with a commercial license to embed these tools for your own clients or Notion portals) for just **$29**.<\/p>\n<p>We\u2019d love for you to check it out, run your numbers, and drop your feedback below! **I\u2019ll be active here all day – what\u2019s the single biggest financial question or pricing bottleneck in your creator business right now?** Let\u2019s dive in!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>finally something that gets into the actual math behind creator income instead of just throwing around vanity metrics. the churn calculator alone made me rethink my pricing tiers<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This type of complex calculation is what we need calculator for now days.<\/p>\n<p>The UI needs a bit optimization though. Best of luck!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<\/div>\n<p><\/p>\n<div id=\"imageModal\" class=\"modal\">\n <span class=\"close\">×<\/span><br \/>\n <img class=\"modal-content\" id=\"modalImage\">\n<\/div>\n<p><script>\n \/\/ \u83b7\u53d6\u6a21\u6001\u6846\u5143\u7d20\n const modal = document.getElementById(\"imageModal\");\n const modalImg = document.getElementById(\"modalImage\");\n const closeBtn = document.getElementsByClassName(\"close\")[0];<\/p>\n<p> \/\/ \u68c0\u6d4b\u662f\u5426\u4e3a\u79fb\u52a8\u8bbe\u5907\n const isMobile = \/iPhone|iPad|iPod|Android\/i.test(navigator.userAgent);<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4f18\u5316\n function addTouchOptimization() {\n if (isMobile) {\n \/\/ 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{"id":300,"date":"2026-08-02T11:57:11","date_gmt":"2026-08-02T03:57:11","guid":{"rendered":"https:\/\/ph.listeningo.cn\/index.php\/2026\/08\/02\/2026-08-01\/"},"modified":"2026-08-02T11:57:11","modified_gmt":"2026-08-02T03:57:11","slug":"2026-08-01","status":"publish","type":"post","link":"https:\/\/ph.listeningo.cn\/index.php\/2026\/08\/02\/2026-08-01\/","title":{"rendered":"PH\u70ed\u699c | 2026-08-01"},"content":{"rendered":"

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\n Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-08-01<\/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 | 2026-08-01<\/h1>\n<p> <\/p>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#1<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/G2YNDDYM6FTUFG\" class=\"app-title\">NudgeForMe<\/a><\/p>\n<div class=\"one-liner\">AI follow-up agent for missed email opportunities<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">289<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>NudgeForMe\u662f\u4e00\u6b3eAI\u8ddf\u8fdb\u52a9\u624b\uff0c\u81ea\u52a8\u626b\u63cf\u4f60\u7684\u5df2\u53d1\u9001\u90ae\u4ef6\uff0c\u627e\u51fa\u672a\u83b7\u56de\u590d\u7684\u6f5c\u5728\u5546\u673a\uff0c\u5e76\u5728\u90ae\u7bb1\u5185\u751f\u6210\u81ea\u7136\u8bed\u6c14\u3001\u53ef\u63a7\u53ef\u53d1\u7684\u8ddf\u8fdb\u8349\u7a3f\uff0c\u5e2e\u4f60\u907f\u514d\u6f5c\u5728\u5ba2\u6237\u548c\u5408\u4f5c\u4f19\u4f34\u6084\u6084\u6d41\u5931\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/115820aa-c6ca-4484-b985-6101d54f4b28.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ec4ccacb-6da8-41ad-9bd8-44d1dda81e40.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e382eab7-0a49-4572-9f6b-88f85c6edece.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/09908f80-6949-4291-9cf8-09a402084690.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/58d25806-87a6-459d-b64a-00768cc846e3.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\/fcc9ea48-5a90-4dd9-b07d-8555e8dbac94.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/azvjFEkl-yo\"><source src=\"https:\/\/youtu.be\/azvjFEkl-yo\" 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\">Email<\/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\">AI\u90ae\u4ef6\u8ddf\u8fdb<\/span><br \/>\n <span class=\"tag\">\u90ae\u4ef6\u63d0\u9192<\/span><br \/>\n <span class=\"tag\">\u9500\u552e\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u90ae\u7bb1\u96c6\u6210\uff08Gmail\/Outlook\uff09<\/span><br \/>\n <span class=\"tag\">CRM\u66ff\u4ee3\u65b9\u6848<\/span><br \/>\n <span class=\"tag\">\u5546\u673a\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u8349\u7a3f<\/span><br \/>\n <span class=\"tag\">\u90ae\u4ef6\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">SaaS\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u63d0\u5347<\/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\u8349\u7a3f\u6a21\u5f0f\u201d\u548c\u89e3\u51b3\u771f\u5b9e\u75db\u70b9\u3002\u6838\u5fc3\u95ee\u9898\u96c6\u4e2d\u5728\uff1a\u5982\u4f55\u5224\u65ad\u5bf9\u8bdd\u662f\u5426\u9700\u8981\u8ddf\u8fdb\uff08\u907f\u514d\u8bef\u5224\u201c\u8c22\u8c22\uff0c\u518d\u804a\u201d\uff09\uff1bAI\u662f\u5426\u7406\u89e3\u4e0a\u4e0b\u6587\u800c\u975e\u53ea\u9760\u65f6\u95f4\u89e6\u53d1\uff1b\u6570\u636e\u9690\u79c1\u4e0e\u5185\u5bb9\u662f\u5426\u88ab\u4fdd\u7559\u6216\u7528\u4e8e\u8bad\u7ec3\uff1b\u80fd\u5426\u81ea\u5b9a\u4e49\u8ddf\u8fdb\u6a21\u677f\u3002\u6709\u7528\u6237\u5f3a\u8c03\u7cbe\u51c6\u5ea6\u4f18\u5148\uff0c\u5b81\u53ef\u6bcf\u54682\u6761\u6709\u6548\u63d0\u9192\uff0c\u4e5f\u4e0d\u613f\u9762\u5bf915\u6761\u201c\u53ef\u80fd\u6709\u7528\u201d\u7684\u8349\u7a3f\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 NudgeForMe\u5207\u4e2d\u7684\u75db\u70b9\u771f\u5b9e\u4e14\u9ad8\u9891\u2014\u2014\u90ae\u4ef6\u8ddf\u8fdb\u662f\u9500\u552e\u548c\u5ba2\u6237\u6210\u529f\u4e2d\u6700\u5bb9\u6613\u88ab\u5ffd\u89c6\u3001\u5374\u76f4\u63a5\u51b3\u5b9a\u6536\u5165\u8f6c\u5316\u6548\u7387\u7684\u73af\u8282\u3002\u4ea7\u54c1\u903b\u8f91\u4e0a\uff0c\u5b83\u907f\u5f00\u4e86\u201c\u91cd\u9020\u6536\u4ef6\u7bb1\u201d\u7684\u9677\u9631\uff0c\u9009\u62e9\u5bc4\u751f\u5728\u5df2\u6709\u90ae\u7bb1\u5185\uff0c\u4ee5\u8349\u7a3f\u6a21\u5f0f\u964d\u4f4e\u7528\u6237\u4fe1\u4efb\u6210\u672c\uff0c\u8fd9\u4e00\u7b56\u7565\u5728SaaS\u51b7\u542f\u52a8\u9636\u6bb5\u662f\u660e\u667a\u7684\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u8bc4\u8bba\u533a\u7684\u62f7\u95ee\u6070\u6070\u66b4\u9732\u4e86\u5b83\u7684\u884c\u4e1a\u5171\u6027\u8f6f\u808b\uff1a\u6240\u8c13\u7684\u201c\u667a\u80fd\u8bc6\u522b\u201d\u662f\u5426\u771f\u7684\u80fd\u533a\u5206\u201c\u671f\u5f85\u56de\u590d\u201d\u4e0e\u201c\u81ea\u7136\u7ed3\u675f\u201d\u7684\u5bf9\u8bdd\uff1f\u5982\u679c\u5f15\u64ce\u53ea\u662f\u57fa\u4e8e\u201c\u53d1\u4ef6\u4eba\u63d0\u51fa\u76f4\u63a5\u95ee\u9898+\u6c89\u9ed8N\u5929\u201d\u8fd9\u7c7b\u89c4\u5219\uff0c\u90a3\u5b83\u5e76\u6ca1\u6709\u6bd4\u4e00\u4e2a\u667a\u80fd\u8fc7\u6ee4\u5668\u5f3a\u591a\u5c11\uff0c\u751a\u81f3\u53ef\u80fd\u56e0\u8bef\u5224\u800c\u5feb\u901f\u6d88\u8017\u7528\u6237\u4fe1\u4efb\u2014\u2014\u800c\u4fe1\u4efb\u6070\u6070\u662f\u6b64\u7c7b\u5de5\u5177\u7684\u751f\u547d\u7ebf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u66f4\u5173\u952e\u7684\u95ee\u9898\u662f\u201cAI\u662f\u5426\u8bfb\u61c2\u4e0a\u4e0b\u6587\u201d\u3002\u4ece\u8bc4\u8bba\u533a\u53ef\u4ee5\u770b\u51fa\uff0c\u7528\u6237\u771f\u6b63\u671f\u5f85\u7684\u662f\u201cAI\u77e5\u9053\u6211\u548c\u5bf9\u65b9\u804a\u4e86\u4ec0\u4e48\u3001\u4e1a\u52a1\u662f\u4ec0\u4e48\u3001\u5bf9\u65b9\u6f5c\u5728\u9700\u6c42\u662f\u4ec0\u4e48\u201d\uff0c\u4ece\u800c\u751f\u6210\u6709\u5177\u4f53\u4ef7\u503c\u94a9\u5b50\u7684\u8ddf\u8fdb\u6587\u6848\uff0c\u800c\u975e\u201cHi, just following up\u201d\u7684\u5957\u8bdd\u6a21\u677f\u3002\u8fd9\u9700\u8981\u4ea7\u54c1\u5728\u90ae\u4ef6\u5185\u5bb9\u7406\u89e3\u4e0e\u4e1a\u52a1\u77e5\u8bc6\u6ce8\u5165\u4e0a\u505a\u66f4\u91cd\u7684\u6295\u5165\uff0c\u8fdc\u8d85\u51fa\u626b\u63cf\u201c\u5df2\u53d1\u9001\u201d\u7684\u903b\u8f91\u8303\u7574\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u6570\u636e\u9690\u79c1\u95ee\u9898\u867d\u88ab\u5b98\u65b9\u56de\u5e94\u4e86\u4e00\u8f6e\uff0c\u4f46\u201c\u8bfb\u53d6\u6574\u4e2a\u5df2\u53d1\u9001\u6587\u4ef6\u5939\u5e76\u4ea4\u7531LLM\u5206\u6790\u201d\u7684\u8d28\u8be2\u5728\u8bc4\u8bba\u4e2d\u5e76\u672a\u83b7\u5f97\u8db3\u591f\u6709\u8bf4\u670d\u529b\u7684\u6b63\u9762\u56de\u7b54\u3002\u5bf9\u4f01\u4e1a\u5ba2\u6237\uff0c\u5c24\u5176\u662f\u6d89\u53ca\u5408\u540c\u548c\u5ba2\u6237\u6570\u636e\u7684\u5c97\u4f4d\uff0c\u8fd9\u4e00\u95ee\u9898\u65e0\u6cd5\u901a\u8fc7\u201cSOC2\u5408\u89c4\u201d\u62b9\u5e73\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6574\u4f53\u800c\u8a00\uff0cNudgeForMe\u662f\u4f18\u79c0\u7684\u201c\u75db\u70b9\u4fee\u590d\u578b\u201d\u4ea7\u54c1\uff0c\u5177\u6709\u5546\u4e1a\u4ef7\u503c\uff0c\u4f46\u8ddd\u79bb\u201c\u667a\u80fd\u8ddf\u8fdb\u5f15\u64ce\u201d\u8fd8\u6709\u76f8\u5f53\u8ddd\u79bb\u3002\u82e5\u5b83\u505c\u7559\u5728\u201c\u901a\u77e5+\u8349\u7a3f\u201d\u5c42\u9762\uff0c\u5f88\u5bb9\u6613\u88ab\u90ae\u7bb1\u539f\u751fAI\u6216\u5927\u578b\u9500\u552e\u5e73\u53f0\uff08\u5982Outreach\u3001Salesloft\uff09\u5feb\u901f\u8986\u76d6\u3002\u73b0\u9636\u6bb5\u7684\u4ef7\u503c\u66f4\u63a5\u8fd1\u201c\u9ad8\u6548\u63d0\u9192\u5668\u201d\uff0c\u800c\u975e\u201c\u667a\u80fd\u52a9\u7406\u201d\u3002\u5176\u80fd\u5426\u957f\u8dd1\uff0c\u53d6\u51b3\u4e8e\u56e2\u961f\u5728\u4e0a\u4e0b\u6587\u7406\u89e3\u3001\u7cbe\u51c6\u8fc7\u6ee4\u548c\u5185\u5bb9\u751f\u6210\u8d28\u91cf\u4e0a\u7684\u771f\u5b9e\u6295\u5165\uff0c\u800c\u4e0d\u662f\u53d1\u5e03\u65f6\u7684\u8fd0\u6c14\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\">NudgeForMe<\/span>\n <\/div>\n<div class=\"comment-content\">NudgeForMe scans your sent conversations, finds threads where someone never replied, and drafts natural follow-ups inside your own mailbox. It starts in draft mode, so you stay in control. You can review each opportunity, select the useful ones, and send from Gmail, Outlook, or IMAP\/SMTP. Built by the Snoooz team after processing millions of emails, NudgeForMe is focused on one painful workflow: making sure leads, deals, partnerships, and customer conversations do not quietly go cold.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \ud83d\udc4b<\/p>\n<p>Three years ago, we launched Snoooz here and were lucky to become #1 Product of the Day. Since then, we\u2019ve processed millions of emails and kept seeing the same pattern:<\/p>\n<p>People do not only need help replying faster. They also lose leads, deals, partnerships, and important customer conversations because they forget to follow up.<\/p>\n<p>So we built NudgeForMe.<\/p>\n<p>NudgeForMe scans your sent conversations, finds threads where you were expecting a reply, but they never replied, and drafts follow-ups inside your own mailbox. It starts in draft mode, so you stay in control. You can review each opportunity, choose the useful ones, and send from Gmail, Outlook, or IMAP\/SMTP.<\/p>\n<p>A few things that make it different:<\/p>\n<p>\u2022 It looks at your actual sent conversations, not a separate CRM list<br \/>\n\u2022 It finds missed opportunities automatically<br \/>\n\u2022 It creates follow-up drafts in your mailbox<br \/>\n\u2022 It stops when someone replies<br \/>\n\u2022 It works in draft mode by default<br \/>\n\u2022 It is built by the Snoooz team, based on what we learned from millions of processed emails<\/p>\n<p>We built this because follow-up is one of those small things that quietly costs people real opportunities.<\/p>\n<p>Would love your feedback, especially on:<br \/>\n1. What would make you trust an AI follow-up agent?<br \/>\n2. Should this live as a focused product or become part of Snoooz long term?<br \/>\n3. What integrations should we prioritize next?<\/p>\n<p>Thanks for checking it out.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>15<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@victoria_dash\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@victoria_dash<\/a> Congrats on the launch. Looks great and I like the fact it actually works in your inbox. A quick question though, can you give it context, so its not just a generic AI written email, but actually knows what you talked about with the lead? For instance knows what the product does and can say things like “I was thinking about your use case and one feature that could be really helpful for you is X, because it does Y and Z.” In my experience follow ups like “Hi, I’m just following up” don’t work. A question or a benefit for the client restarts the conversation. So if it can do that and knows what it’s talking about, that’s what would make me trust an AI follow up agent. Also if you can specify templates for responses that worked in the past, so the AI isn’t reinventing the wheel. But otherwise looks great, keep up the good work.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">@nixmolabs yes<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@victoria_dash\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@victoria_dash<\/a> Congrats on the launch. Losing a deal because nobody remembered to follow up is a real problem.<\/p>\n<\/p>\n<p>That said: in my experience bots do great with code or executing tasks, but they’ve always struggled with the relational side, sounding like a person instead of a system. How do you handle that?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Pretty good idea .. Up until now I only see this in gmail, but with this product it is possible to expand.<\/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\/@rachid_abadli\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rachid_abadli<\/a> Thank you for the upvote. You are right the problem is not limited to gmail users, and so we wanted NudgeForMe to work across Gmail, Outlook, and IMAP\/SMTP so more people can use it with the inbox they already have. Thanks for checking it out!<\/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>Draft mode is the right default, and it also makes precision the entire product. If I open the folder and 4 of 15 drafts are worth sending, I stop opening the folder by week two and the 4 good ones die with the rest. I’d trade recall away hard for that, something like only flag threads where I asked a direct question and got silence for five days, because two right nudges a week beats fifteen maybes.<\/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\/@asadmalik901\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@asadmalik901<\/a> We agree that precision matters more than volume.<\/p>\n<p>NudgeForMe first shows you the follow-up opportunities it finds in the app, so you can choose which ones should become drafts. We also filter out newsletters and conversations that clearly do not need a response.<\/p>\n<p>As it learns more about your business and preferences, you can switch to autopilot but the default experience keeps you fully in control. Our goal is exactly what you described: a few genuinely useful nudges, not a folder full of maybes.<\/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\/@asadmalik901\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@asadmalik901<\/a> This is your 111 options argument again, in a different shape. Fifteen drafts is a first screen. The moment I have to be the filter, the good ones inherit the cost of the bad ones. Threshold tuning is the wrong knob for that. The knob is who pays for a wrong suggestion. Show 2, keep the other 13 searchable for when I go looking. Five days of silence after a direct question is a good rule. Does it survive the people who answer in a thread instead of a reply?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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<blockquote>\n<p><em>Follow-up<\/em> is the cheapest revenue sitting in most inboxes and almost nobody does it consistently. Nice to see someone build for that specific gap instead of another inbox rewrite. Draft mode as the default is a smart call too.<\/p>\n<\/blockquote>\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\/@shaunds03\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shaunds03<\/a> thank you for your support<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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 idea. One question though\u2014how does NudgeForMe decide which conversations actually need a follow-up versus threads that are intentionally left unanswered? Curious about the intelligence behind that<\/p>\n<\/p>\n<p>Congrats on the launch <a href=\"https:\/\/www.producthunt.com\/@chitreshsingh\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"chitreshsingh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chitreshsingh<\/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\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chitreshsingh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chitreshsingh<\/a> <a href=\"https:\/\/www.producthunt.com\/@suryansh_tiwari2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@suryansh_tiwari2<\/a> Thanks, Suryansh! NudgeForMe looks at the conversation context to understand whether a reply was actually expected or the thread was already complete. It also filters out things like newsletters, FYIs, and closing messages. Users can review the opportunities first, and the detection improves further from their feedback over 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Draft mode before any send is the right call. What I want to know: does it look for actual signals in the sent message, like a question or an explicit request, or is the detection purely time-based? A thread that ended with ‘thanks, talk soon’ should not queue a nudge. Those are easy to misread as cold.<\/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\/@noctis06\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@noctis06<\/a> Yes we look at the conversation and whether a reply was actually expected, including questions, requests, and signs that the thread is already closed. So a message like \u201cthanks, talk soon\u201d should not be flagged. We\u2019ll keep refining this with real-world feedback and edge cases, so please share any feedback you have after trying our app \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>So, basically this app will also ready my OTPs and Sensitive Codes in my mail box I guess?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@sarowar_zamil_shawon\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sarowar_zamil_shawon<\/a> we only read the sent folder, i assume OTPs sit in your inbox. We are also SOC2 and ISO compliant by the way.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sarowar_zamil_shawon\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sarowar_zamil_shawon<\/a> Fair question. The mailbox connection gives Nudge access to the email data needed to scan conversations, but it is designed to process sent threads and replies on those threads, not OTPs, verification codes, or unrelated sensitive messages. Those messages are filtered out and are not used to create follow-up opportunities or drafts.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 detection quality questions in here are all good ones, but the thing I haven’t seen asked yet is what happens to the actual email content once it’s scanned. reading sent conversations well enough to tell “thanks, talk soon” apart from a real dropped thread means an LLM is seeing the full text of my client emails and partnership deals, not just headers or timestamps. is that content processed and then discarded, or retained\/logged anywhere on your end? for a tool sitting on my entire sent folder that’s the question I’d want answered in writing before connecting a real inbox, not just “draft mode by default.”<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@galdayan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@galdayan<\/a> Good question, Nudge reads the conversation content to determine whether a follow-up is needed and to generate the draft. We do not use customer emails to train our models, and we do not retain a permanent copy of the entire sent folder, only the threads you want us to monitor.<\/p>\n<p>You can check our privacy policy here:<br \/><a href=\"https:\/\/nudgeforme.com\/privacy.html\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/nudgeforme.com\/privacy.html<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Ooh this is nice. Follow ups are a huge case for AI!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Anything the Snoooz team creates you can count on being top quality and probably the best support you’ve ever received for a product. I’ve been with them for over a year and <a href=\"https:\/\/www.producthunt.com\/@victoria_dash\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"victoria_dash\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@victoria_dash<\/a> is an absolute super star. These guys are experts with anything email and at the end of the day, email is our biggest relationship management and sales system because it’s personal. Wishing you guys so much success with this launch. From a very happy Snoooz user \u2764\ufe0f\ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great product. I have already implemented this into my daily use. It found 2 two deals I neglected to follow up on. Just paid for itself in the first week. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Bruh gets access to my mailbox? So I am not only giving away data to them but also their AI providers? Interesting.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">How accurate are the followup suggestions and can user customize the type of reminders they want?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Does it look at the conversation context or mainly the time since the last reply?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 the launch. This looks very interesting. I’m going to sign up for it soon. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@iamanantgupta\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@iamanantgupta<\/a> thank you so much for your feedback.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The tone matching is the part everyone’s asking about, but I’d worry more about false positives, threads that look unanswered but weren’t actually waiting on anything, like a “sounds good, thanks” that just didn’t need a reply back. How does it tell that kind of silence apart from someone actually going quiet on you?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This looks built for warm threads, and what I’d worry about is someone pointing it at a cold list. No reply is the normal case there, so it drafts a nudge for nearly everyone, out of the one mailbox they cannot afford to burn. I keep cold sending on a separate warmed domain for that reason, so does it tell a quiet thread apart from one that was never warm?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@berkaybuilds\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@berkaybuilds<\/a> The main value of the app is to help you find opportunities that you may missed to follow up manually. Maybe you sent a proposal or a request for demo, but forgot to follow up. With Nudge you can have it scan and find those conversations, and you can then decide which ones need a follow up. You can set it to auto follow up on those threads for a specific period of time, or until the person replies.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Draft mode protects you at draft time. The risk lives at send time.<\/p>\n<\/p>\n<p>The draft exists because nobody replied. Then you open the folder tomorrow and some of those people have answered, just not in that thread. On the phone, on LinkedIn, in a new thread with a different subject. Sending just checking in to someone who already replied is the one follow-up that actually costs you the relationship, and it is worse than never following up at all.<\/p>\n<\/p>\n<p>So the check I would want sits at send rather than at generation. Re-verify the condition that created the draft, right before it goes out: nothing new in this thread, no newer message from that address anywhere in the mailbox, no meeting with them since. Cheap to run, and it is the whole difference between a stale draft and an embarrassing send.<\/p>\n<\/p>\n<p>Does it re-check anything at the moment you press send, or is the decision made when the draft is written?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jernej_jan_kocica\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jernej_jan_kocica<\/a> That\u2019s a very good point. For automated follow-ups, Nudge re-checks the mailbox before sending and stops if it detects a reply, an out-of-office message, or a bounce. It can also adjust the next follow-up based on the latest response\u2014for example, if someone asks you to follow up later or says when they will return from vacation.<\/p>\n<\/p>\n<p>Since this is our first release, we recommend starting in draft mode, where you choose which opportunities are worth following up on.<\/p>\n<\/p>\n<p>You\u2019re also right that replies through LinkedIn, phone calls, meetings, or a separate email thread are harder to detect. We don\u2019t claim to catch all of those today, but broader pre-send verification is a valuable safeguard and something we can add to our roadmap.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I have a question, right now draft mode is auto enabled with Gemini specially if you are using google workspace, so what is differentiator?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@arshad_talpur\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@arshad_talpur<\/a> the app works with all email providers, and also lets you scan your mailbox for last 6 months.. usually what happens is that you remember last few leads or customer interactions from last couple of weeks, but there are many such opportunities which are buried from last several months, and the app can help you discover them, and then you can choose which ones to draft for, and once you select, it can continue to follow up on those until the person replies. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Starting in draft mode instead of auto-send is the detail that’d make me actually trust this with real leads.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@irahimiam\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@irahimiam<\/a> thanks, and this is why we made draft-only as the default behaviour.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/DHPDMPFRNHBRJQ\" class=\"app-title\">DeepSeek-V4-Flash-0731<\/a><\/p>\n<div class=\"one-liner\">Frontier agent intelligence at Flash prices<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">276<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>DeepSeek-V4-Flash-0731 \u662f\u4e00\u6b3e\u4ee5\u201cFlash\u201d\u4ef7\u683c\u63d0\u4f9b\u524d\u6cbf\u667a\u80fd\u4f53\u80fd\u529b\u7684\u8f7b\u91cf\u7ea7\u5927\u6a21\u578b\uff0c\u901a\u8fc7\u539f\u751f\u652f\u6301 Responses API \u4e0e Codex CLI \u9002\u914d\uff0c\u89e3\u51b3\u5f00\u53d1\u8005\u201c\u9ad8\u6027\u80fd\u6a21\u578b\u6210\u672c\u8fc7\u9ad8\u201d\u4e0e\u201c\u8f7b\u91cf\u6a21\u578b\u667a\u80fd\u4e0d\u8db3\u201d\u7684\u53cc\u91cd\u75db\u70b9\uff0c\u8ba9\u9876\u7ea7\u63a8\u7406\u5728\u771f\u5b9e\u5de5\u7a0b\u573a\u666f\u4e2d\u5b9e\u73b0\u4f4e\u6210\u672c\u5927\u89c4\u6a21\u843d\u5730\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/55747a0b-508e-43a1-a1a1-afa9881e6d22.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\/11796d8a-ff39-4261-af1a-8543178cceac.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\/8cf8cdff-5c56-4c28-976d-4d156a2cc60d.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\/5f071fdb-5996-4d52-838e-91d351d5776e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">API<\/span><br \/>\n <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5927\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">API\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u6210\u672c\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u63a8\u7406\u52a0\u901f<\/span><br \/>\n <span class=\"tag\">DeepSeek<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u6027\u4ef7\u6bd4\u4e0e\u667a\u80fd\u4f53\u4efb\u52a1\u6027\u80fd\u8dc3\u5347\uff0c\u4f46\u6838\u5fc3\u8d28\u7591\u96c6\u4e2d\u5728\u8bc4\u6d4b\u53ef\u4fe1\u5ea6\uff1a\u6709\u8bc4\u8bba\u6307\u51faTerminal-Bench\u4e0eDeepSWE\u5206\u6570\u63d0\u5347\u5e45\u5ea6\u4e0d\u5bf9\u79f0\uff0c\u7591\u4f3c\u683c\u5f0f\u9075\u5faa\u5ea6\u63d0\u5347\u800c\u975e\u771f\u5b9e\u63a8\u7406\u80fd\u529b\u589e\u957f\uff0c\u4e14\u7b2c\u4e09\u65b9\u590d\u73b0\u7f3a\u5931\uff1b\u53e6\u6709\u7528\u6237\u5173\u6ce8\u957f\u671f\u4efb\u52a1\u5b9e\u9645\u8868\u73b0\u4e0e\u7f13\u5b58\u8f93\u5165\u6210\u672c\uff0c\u5f3a\u8c03\u5e94\u5173\u6ce8\u201c\u5355\u4efb\u52a1\u5b8c\u6210\u6210\u672c\u201d\u800c\u975e\u88f8token\u4ef7\u683c\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 DeepSeek\u8fd9\u6ce2\u53d1\u5e03\uff0c\u8868\u9762\u4e0a\u662f\u4e00\u6b21\u201c\u52a0\u91cf\u4e0d\u52a0\u4ef7\u201d\u7684\u4f8b\u884c\u5347\u7ea7\uff0c\u5b9e\u5219\u662f\u4e00\u6b21\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u884c\u4e1a\u5b9a\u4ef7\u6743\u5ba3\u793a\u3002\u4f46\u6211\u4eec\u5fc5\u987b\u6495\u5f00\u201c\u6027\u80fd\u66b4\u6da8\u201d\u7684\u8425\u9500\u5916\u8863\uff0c\u76f4\u89c6\u51e0\u4e2a\u5173\u952e\u4e8b\u5b9e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7b2c\u4e00\uff0c\u8bc4\u6d4b\u6570\u5b57\u7684\u201c\u9b54\u5e7b\u8df3\u53d8\u201d\u6781\u5177\u8ff7\u60d1\u6027\u3002DeepSWE\u4ece7.3\u98d9\u523054.4\uff0c\u800cTerminal-Bench\u53ea\u4ece61.8\u6da8\u523082.7\u2014\u2014\u540c\u4e00\u67b6\u6784\u3001\u540c\u4e00\u53c2\u6570\u91cf\uff0c\u8fd9\u79cd\u4e0d\u5bf9\u79f0\u589e\u5e45\u5728\u6280\u672f\u903b\u8f91\u4e0a\u51e0\u4e4e\u4e0d\u53ef\u80fd\u6e90\u4e8e\u57fa\u7840\u63a8\u7406\u80fd\u529b\u7684\u7a81\u53d8\u3002\u8bc4\u8bba\u533a\u4e00\u9488\u89c1\u8840\uff1a\u8fd9\u5927\u6982\u7387\u662f\u5de5\u5177\u8c03\u7528\u4e0e\u683c\u5f0f\u9075\u5faa\u5ea6\u7684\u63d0\u5347\uff0c\u662f\u201c\u5bf9\u9f50\u5de5\u7a0b\u201d\u7684\u80dc\u5229\uff0c\u800c\u975e\u667a\u80fd\u672c\u4f53\u7684\u8fdb\u5316\u3002\u8fd9\u79cd\u63d0\u5347\u5bf9\u4f9d\u8d56\u7279\u5b9aAgent\u5faa\u73af\u7684\u5f00\u53d1\u8005\u6709\u6548\uff0c\u4f46\u6362\u4e00\u4e2a\u5de5\u4f5c\u6d41\u6846\u67b6\uff0c\u589e\u76ca\u53ef\u80fd\u5927\u5e45\u7f29\u6c34\u3002DeepSeek\u5f00\u653e\u4e86MIT\u6743\u91cd\uff0c\u8fd9\u503c\u5f97\u80af\u5b9a\uff0c\u4f46\u5728\u7b2c\u4e09\u65b9\u72ec\u7acbharness\u590d\u73b0\u4e4b\u524d\uff0c\u8fd9\u4efd\u6210\u7ee9\u5355\u53ea\u80fd\u6253\u4e94\u6298\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7b2c\u4e8c\uff0c\u771f\u6b63\u7684\u6740\u62db\u4e0d\u662f\u6027\u80fd\uff0c\u800c\u662f\u5b9a\u4ef7\u7b56\u7565\u3002$0.14\/M\u8f93\u5165\u3001$0.28\/M\u8f93\u51fa\uff0c\u914d\u5408\u7f13\u5b58\u8f93\u5165\u7684\u4f4e\u4ef7\uff0c\u76f4\u63a5\u523a\u7a7f\u4e86OpenAI\u548cAnthropic\u7684\u5229\u6da6\u62a4\u57ce\u6cb3\u3002\u7136\u800c\uff0c\u7528\u6237\u5df2\u7ecf\u806a\u660e\u5730\u6307\u51fa\uff1a\u4f4e\u4ef7token\u4e0d\u7b49\u4e8e\u4f4e\u4ef7\u4efb\u52a1\u3002Agent\u573a\u666f\u4e2d\u4e00\u6b21\u5931\u8d25\u7684\u91cd\u8bd5\u53ef\u80fd\u6d88\u8017\u5341\u500d\u4e8e\u6210\u529f\u8def\u5f84\u7684token\u3002\u6a21\u578b\u5728\u957f\u65f6\u7a0b\u4efb\u52a1\u4e2d\u7684\u9c81\u68d2\u6027\u2014\u2014\u800c\u975e\u57fa\u51c6\u5206\u6570\u2014\u2014\u624d\u662f\u51b3\u5b9a\u8d26\u5355\u7684\u5173\u952e\u3002\u76ee\u524d\u6ca1\u6709\u4efb\u4f55\u6570\u636e\u8bc1\u660eFlash\u5728\u6bcf\u4efb\u52a1\u6210\u672c\u4e0a\u4f18\u4e8eV4-Pro\u6216GPT-5.6\u7cfb\u5217\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7b2c\u4e09\uff0cMIT\u5f00\u6e90+API\u4f4e\u4ef7\u7684\u7ec4\u5408\u62f3\uff0c\u672c\u8d28\u662fDeepSeek\u5728\u590d\u5236\u5f53\u5e74\u5b89\u5353\u5bf9\u6297iOS\u7684\u8def\u5f84\uff1a\u7528\u5f00\u653e\u751f\u6001\u6362\u53d6\u5f00\u53d1\u8005\u5fc3\u667a\uff0c\u7528\u89c4\u6a21\u644a\u8584\u6210\u672c\u3002\u4f46\u8fd9\u4e5f\u610f\u5473\u7740\u4f01\u4e1a\u5ba2\u6237\u7684\u6570\u636e\u9690\u79c1\u4e0e\u5408\u89c4\u6210\u672c\u5c06\u8f6c\u5ac1\u7ed9\u4e0b\u6e38\u3002\u5439\u6367\u201c\u667a\u80fd\u6210\u4e3a\u5546\u54c1\u201d\u4e4b\u524d\uff0c\u8bf7\u5148\u786e\u8ba4\u4f60\u7684Agent\u4e0d\u4f1a\u5728\u5173\u952e\u4efb\u52a1\u4e0a\u56e0\u4e3a\u201c\u6027\u4ef7\u6bd4\u6a21\u578b\u201d\u7684\u9690\u6027\u4e0d\u7a33\u5b9a\u800c\u8fd4\u5de5\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7ed3\u8bba\uff1a\u8fd9\u662f\u4e00\u6b3e\u503c\u5f97\u4e25\u8083\u8bc4\u4f30\u7684\u5de5\u7a0b\u4ea7\u54c1\uff0c\u4f46\u4e0d\u8981\u88ab\u201cFlash\u4ef7\u683c\u3001Pro\u6027\u80fd\u201d\u7684\u53d9\u4e8b\u7ed1\u67b6\u3002\u5728\u7b2c\u4e09\u65b9\u8bc4\u6d4b\u548c\u4e09\u5468\u4ee5\u4e0a\u751f\u4ea7\u73af\u5883\u538b\u6d4b\u6570\u636e\u51fa\u6765\u4e4b\u524d\uff0c\u7406\u6027\u9009\u62e9\u662f\u6df7\u5408\u8c03\u7528\u2014\u2014\u5c06\u91cd\u590d\u6027\u9ad8\u3001\u5bb9\u9519\u7387\u9ad8\u7684\u6d41\u91cf\u5207\u7ed9Flash\uff0c\u6838\u5fc3\u51b3\u7b56\u94fe\u8def\u4fdd\u7559\u66f4\u9ad8\u4ef7\u7684\u53ef\u9760\u6a21\u578b\u3002\u771f\u6b63\u7684\u9769\u547d\u4e0d\u662f\u201c\u667a\u80fd\u514d\u8d39\u201d\uff0c\u800c\u662f\u201c\u667a\u80fd\u5206\u5c42\u201d\u2014\u2014\u8c01\u5148\u6478\u6e05\u6bcf\u5c42\u7684\u80fd\u529b\u8fb9\u754c\uff0c\u8c01\u624d\u662f\u5728\u8fd9\u8f6e\u4ef7\u683c\u6218\u4e2d\u771f\u6b63\u53d7\u76ca\u7684\u4eba\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\">DeepSeek-V4-Flash-0731<\/span>\n <\/div>\n<div class=\"comment-content\">DeepSeek-V4-Flash-0731 is the official release of V4-Flash, featuring a massive leap in agentic capabilities. It outperforms V4-Pro (Preview) on key benchmarks, natively supports the Responses API, and is fully adapted for Codex CLI.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone!<\/p>\n<p>This is another <a href=\"https:\/\/www.producthunt.com\/products\/deepseek\" target=\"_blank\" rel=\"noopener\">@DeepSeek<\/a> moment.<\/p>\n<p>DeepSeek-V4-Flash-0731 keeps the same architecture and size as the <a href=\"https:\/\/www.producthunt.com\/products\/deepseek\/launches\/deepseek-v4-3\" target=\"_blank\" rel=\"noopener\">preview model<\/a>, but the jump in agentic performance is hard to treat as a normal update.<\/p>\n<p>Terminal-Bench 2.1 moved from 61.8 to 82.7. DeepSWE went from 7.3 to 54.4 (simply CRAZY). Flash now beats V4-Pro Preview on every benchmark shown in DeepSeek\u2019s release table, while activating far fewer parameters.<\/p>\n<p><a href=\"https:\/\/huggingface.co\/deepseek-ai\/DeepSeek-V4-Flash-0731\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">The weights and inference code are already available<\/a> under MIT too, so this is not just an API release.<\/p>\n<p>Then there is the price. V4 Flash currently costs $0.14 per million uncached input tokens and $0.28 per million output tokens. <a href=\"https:\/\/x.com\/OpenAI\/status\/2082878156483219672\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">GPT-5.6 Terra and Luna also just got much cheaper<\/a>.<\/p>\n<p>Top-tier intelligence is becoming extremely cheap. I mean <strong>extremely cheap<\/strong>.<\/p>\n<p>I think we are entering a different phase of AI. When intelligence at this level is almost free and <a href=\"https:\/\/api-docs.deepseek.com\/quick_start\/agent_integrations\/codex\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">available through Codex<\/a>, what will you build? How far can your imagination go when the cost of trying is no longer the main constraint??<\/p>\n<p>P.S. one slightly crazy hint\ud83d\udc40\ud83d\udc40:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6010c748-824c-4f83-b1ba-73e6e41c2892.png?auto=compress,format&codec=mozjpeg&cs=strip\" style=\"max-width: 100%\"><\/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\/@zaczuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaczuo<\/a> If you could wave a wand and remove any one constraint for builders using models like this, which would you remove first; and what\u2019s the first thing you\u2019d build once that constraint was gone?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@zaczuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaczuo<\/a> I think the biggest shift isn’t that models are getting smarter. It’s that intelligence is becoming a commodity.<\/p>\n<\/p>\n<p>A few years ago, the question was, “Can we build this with AI?” Soon it’ll be, “Why hasn’t anyone built this yet?” When top-tier reasoning costs pennies, the competitive advantage moves away from access to models and toward distribution, unique data, product design, and execution.<\/p>\n<p>It reminds me of cloud computing. Once compute became cheap, nobody won by owning servers. They won by building better products on top of them.<\/p>\n<\/p>\n<p>I’m curious\u2014if intelligence becomes almost free, what do you think becomes the new bottleneck? Context, trust, distribution, proprietary data… or something we haven’t realized yet? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">Is this becoming a price match, Oai also reduced a lot on their frontier models..<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>61.8 to 82.7 on Terminal-Bench and 7.3 to 54.4 on DeepSWE for a model that’s “the same architecture and size” as the preview is the kind of jump that makes me want to know who ran the eval, not just what it scored. are these numbers reproduced by anyone outside DeepSeek yet, or is it still first-party only? weights being MIT and downloadable makes independent verification actually possible here, unlike a closed API release, so I’d rather wait for someone else’s harness to confirm it than take the release table at face value.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@galdayan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@galdayan<\/a> Right question, and I would point it at one number. 7.3 to 54.4 on DeepSWE sitting next to 61.8 to 82.7 on Terminal-Bench, same architecture, same size. That asymmetry is the tell. A 7.3 baseline is not a model that reasons badly. It is a model falling out of the agent loop. So a lot of that 47 point delta is probably tool-call and format adherence rather than new capability. Which matters because adherence gains are harness shaped. They transfer if your loop looks like theirs and quietly do not if it does not. Has anyone seen the failure breakdown on the old 7.3? Format versus reasoning is the whole question.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The number I care about isn’t $0.14 per million, it’s cost per completed task. A cheaper model that needs two retries on an agent run costs more than a pricier one that lands it first, which is why 61.8 to 82.7 on Terminal-Bench is the line that actually moves my bill. Where it gets interesting is cached input pricing, since on long agent loops most of my spend is context I’m re-sending, not new tokens.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is likely the most cost efficient model right now, works better than kimi 2.7code, and def better option than gemini flash. 5.6 Luna and Grok build 0.1 are both very good as well<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’m really enjoying using DeepSeek.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>thanks to deepseek for gpt price cut.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Where does it land on long-horizon agent tasks vs. raw benchmarks? That gap is usually where the cheaper tiers fall short.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/Z426QGPUISUCBK\" class=\"app-title\">Port22<\/a><\/p>\n<div class=\"one-liner\">Claude Code, Codex & more on your phone <\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">231<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Port22 \u662f\u4e00\u6b3e\u5c06 Mac \u4e0a\u6b63\u5728\u8fd0\u884c\u7684 Claude Code\u3001Codex \u7b49\u7f16\u7801\u4ee3\u7406\uff08Agent\uff09\u5b9e\u65f6\u6295\u5c04\u5230\u624b\u673a\u4e0a\u7684\u5de5\u5177\uff0c\u89e3\u51b3\u5f00\u53d1\u8005\u79bb\u5f00\u7535\u8111\u540e\uff0c\u4ee3\u7406\u56e0\u7b49\u5f85\u5ba1\u6279\u800c\u957f\u65f6\u95f4\u7a7a\u8f6c\u3001\u6253\u65ad\u5fc3\u6d41\u7684\u75db\u70b9\uff0c\u8ba9\u4f60\u5728\u624b\u673a\u4e0a\u770b\u5230\u771f\u5b9e\u9009\u9879\u5e76\u4e00\u952e\u6279\u51c6\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/95dcde94-1fb5-4c72-bd61-833e4902c9d8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/13cbaa8b-903a-48a7-a5bb-93a15363e338.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2f9d427c-578d-4c6b-a437-b1b79dc7e10d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1054e860-36f7-4dc1-bd1f-fb0c5a6e694b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/244db51b-f192-47a6-9f4f-db58f207a036.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\">iOS<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u7f16\u7801\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u79fb\u52a8\u7aef\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">SSH<\/span><br \/>\n <span class=\"tag\">\u5ba1\u6279\u6d41<\/span><br \/>\n <span class=\"tag\">Claude Code<\/span><br \/>\n <span class=\"tag\">Codex<\/span><br \/>\n <span class=\"tag\">\u8fdc\u7a0b\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">Agent\u7f16\u6392<\/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\u8bfb\u53d6\u771f\u5b9e\u9009\u9879\u800c\u975e\u6a21\u62df\u56de\u8f66\u952e\u201d\u7684\u5b89\u5168\u6027\u3002\u6838\u5fc3\u8d28\u7591\u805a\u7126\u4e8e\u5ba1\u6279\u5361\u7247\u662f\u5426\u63d0\u4f9b\u8db3\u591f\u7684\u4ee3\u7801\u4e0a\u4e0b\u6587\uff08\u5982Diff\u9884\u89c8\uff09\u4ee5\u4f9b\u51b3\u7b56\uff0c\u4ee5\u53ca\u80fd\u5426\u5728\u8702\u7a9d\u7f51\u7edc\u4e0b\u901a\u8fc7\u4e2d\u7ee7\u7a33\u5b9a\u8fde\u63a5\u3002\u6709\u7528\u6237\u5efa\u8bae\u589e\u52a0\u6309\u9879\u76ee\u9884\u8bbe\u7684\u9ed8\u8ba4\u5ba1\u6279\u7b56\u7565\uff0c\u4ee5\u51cf\u5c11\u4f4e\u9891\u6253\u6270\uff0c\u5f00\u53d1\u8005\u56de\u5e94\u79f0\u5df2\u652f\u6301\u67e5\u770b\u53d8\u66f4\u4ee3\u7801\uff0c\u4e14\u81ea\u52a8\u5ba1\u6279\u529f\u80fd\u5728\u89c4\u5212\u4e2d\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Port22 \u7684\u5207\u5165\u70b9\u7cbe\u51c6\u4e14\u514b\u5236\uff0c\u5b83\u6ca1\u6709\u53bb\u9020\u4e00\u4e2a\u65b0\u7684 Agent \u7f16\u6392\u5668\uff0c\u800c\u662f\u9009\u62e9\u505a\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\u7684\u79fb\u52a8\u5ba1\u6279\u7aef\u3002\u8fd9\u5728\u4ea7\u54c1\u7b56\u7565\u4e0a\u975e\u5e38\u806a\u660e\uff0c\u907f\u5f00\u4e86\u4e0e Codex \u6216 Claude Code \u539f\u751f\u79fb\u52a8\u5e94\u7528\u7684\u6b63\u9762\u7ade\u4e89\uff0c\u53cd\u800c\u5229\u7528\u4e86\u591a Agent \u5e76\u884c\u7684\u788e\u7247\u5316\u7ba1\u7406\u75db\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u7684\u4ef7\u503c\u951a\u70b9\u5728\u4e8e\u201c\u4fe1\u4efb\u201d\u3002\u8bc4\u8bba\u4e2d\u53cd\u590d\u51fa\u73b0\u7684\u201c\u6d4f\u89c8\u771f\u5b9e\u9009\u9879\u800c\u975e\u53d1\u9001\u56de\u8f66\u952e\u201d\u662f\u4ea7\u54c1\u7075\u9b42\uff0c\u8fd9\u76f4\u63a5\u51fb\u4e2d\u4e86\u8fdc\u7a0b\u5ba1\u6279\u5de5\u5177\u201c\u9759\u9ed8\u5931\u8d25\u201d\u7684\u81f4\u547d\u7f3a\u9677\u2014\u2014\u6a21\u62df\u6309\u952e\u53ef\u80fd\u4f1a\u5728\u516d\u9009\u4e00\u7684\u63d0\u793a\u7b26\u4e0b\u8bef\u9009\u7b2c\u4e00\u4e2a\uff0c\u5bfc\u81f4\u6574\u4e2a\u4efb\u52a1\u8d70\u5411\u5931\u63a7\u3002\u8bfb\u53d6\u6d3b\u52a8\u4f1a\u8bdd\u7684\u6e32\u67d3\u6587\u672c\uff0c\u672c\u8d28\u4e0a\u662f\u5728\u4fdd\u7559\u201c\u4e0a\u4e0b\u6587\u900f\u660e\u6027\u201d\uff0c\u8fd9\u6bd4\u5355\u7eaf\u7684\u8fdc\u7a0b\u63a7\u5236\u9ad8\u51fa\u4e00\u4e2a\u7ef4\u5ea6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u9510\u8bc4\u9700\u6307\u51fa\u5176\u6f5c\u5728\u98ce\u9669\uff1a\u9996\u5148\uff0c\u82e5\u5ba1\u6279\u5361\u7247\u4e0d\u80fd\u5c55\u793a\u8db3\u91cf\u7684 Diff \u4e0a\u4e0b\u6587\uff0c\u5b83\u53ea\u4f1a\u5c06\u201c\u7b49\u5f85\u6253\u65ad\u201d\u53d8\u6210\u201c\u83bd\u649e\u786e\u8ba4\u201d\uff0c\u8fd9\u662f\u4ece\u201c\u65f6\u95f4\u6d6a\u8d39\u201d\u6ed1\u5411\u201c\u7ed3\u679c\u9519\u8bef\u201d\u7684\u6ed1\u5761\uff0c\u76ee\u524d\u4ec5\u9760\u70b9\u51fb\u540e\u67e5\u770b\u4ee3\u7801\u662f\u4e0d\u591f\u7684\u3002\u5176\u6b21\uff0c\u901a\u8fc7\u4e2d\u7ee7\u670d\u52a1\u5668\u52a0\u5bc6\u867d\u89e3\u51b3\u9690\u79c1\uff0c\u4f46\u65e0\u7591\u662f\u6838\u5fc3\u94fe\u8def\u4e0a\u7684\u5ef6\u8fdf\u4e0e\u6545\u969c\u5355\u70b9\u3002\u5728 Agent \u539f\u751f\u5316\u79fb\u52a8\u64cd\u4f5c\u7cfb\u7edf\u7684\u6d6a\u6f6e\u4e0b\uff0cPort22 \u7684\u62a4\u57ce\u6cb3\u4e0d\u5728\u4e8e\u6280\u672f\u58c1\u5792\uff0c\u800c\u5728\u4e8e\u5bf9\u201c\u5ba1\u6279\u5fc3\u7406\u201d\u7684\u6df1\u5ea6\u6d1e\u5bdf\u548c UI \u7ec6\u8282\u7684\u6781\u81f4\u6253\u78e8\u3002\u5018\u82e5\u5b83\u80fd\u8fdb\u5316\u6210\u4e00\u79cd\u201c\u6761\u4ef6\u5316\u5ba1\u6279\u89c4\u5219\u5f15\u64ce\u201d\uff0c\u5176\u957f\u671f\u9ecf\u6027\u5c06\u8fdc\u8d85\u5f53\u524d\u7248\u672c\u3002\u5efa\u8bae\u56e2\u961f\u805a\u7126\u4e8e\u63d0\u5347\u5ba1\u6279\u5361\u7247\u7684\u51b3\u7b56\u4fe1\u606f\u5bc6\u5ea6\uff0c\u8fd9\u624d\u662f\u7559\u4f4f\u91cd\u5ea6\u7528\u6237\u7684\u5173\u952e\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Port22<\/span>\n <\/div>\n<div class=\"comment-content\">I’d start a long agent run, walk away, and come back to find it had spent 20 minutes waiting on me to approve one file edit. Port22 puts every coding agent running on your Mac onto your phone. See which are working and which are stuck. When one needs permission your phone buzzes and you tap the actual option it offered, not a guessed keystroke. It attaches to what you already run. No wrapper, no config, no new terminal. Free for one Mac and two sessions, every feature on.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey PH \ud83d\udc4b,<\/p>\n<p>i build with claude code and codex most of the day. the thing that kept getting me<br \/>\nwas starting a long run, walking away, and coming back 20 minutes later to find it<br \/>\nhad been sitting there the whole time waiting for me to approve one file edit.<\/p>\n<p>so i built port22. it puts every agent running on your mac onto your phone. you see<br \/>\nwhich ones are working and which are stuck. when one needs permission your phone<br \/>\nbuzzes and you tap the real option it offered, not a guessed yes\/no. it keeps going.<\/p>\n<p>the name is port 22. the ssh port. the one you have typed a thousand times to reach<br \/>\na machine that is somewhere else. felt right for a thing whose whole job is getting<br \/>\nyou back to your mac from wherever you are.<\/p>\n<p>a few things i cared about while building it:<\/p>\n<p>– it attaches to what you already run. no wrapper, no special terminal, no config.<br \/>\n start claude the way you always do and it shows up.<br \/>\n– the buttons are the actual options on screen. approving the wrong thing because<br \/>\n the app guessed a keystroke is the worst possible bug in a tool like this, so it<br \/>\n reads them off the live session instead.<br \/>\n– off your network it goes through a relay that cannot read your code. everything is<br \/>\n end to end encrypted between your mac and your phone. no account, no sign up.<\/p>\n<p>free for one mac and two sessions with every feature on. not a trial.<\/p>\n<p>it is early and i would really like to know what breaks. if you run agents all day i<br \/>\nwould love your feedback, especially on anything that feels slow or wrong. i will be<br \/>\nhere all day answering everything.<\/p>\n<p>thank you for looking!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@harsha_chaganti\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@harsha_chaganti<\/a> Congrats on the launch. Coming back to the Mac and finding it sitting there waiting for 20 minutes is exactly the thing.<\/p>\n<\/p>\n<p>I’ve built a little dashboard for my own sessions, so I’m curious about one part: approving from the phone makes you quicker and less careful than at your desk. Have you seen that in your own use, or does the approval card give you enough to decide properly?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@harsha_chaganti\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@harsha_chaganti<\/a> Quick question from someone who lives in long-running agent sessions:<br \/>When your phone buzzes for approval, how much context do you actually see before tapping?<\/p>\n<p>For example, if Claude wants to edit 3 files or run a risky command, do you get a preview of the exact changes, the ability to jump into the live terminal view before approving or is it mostly \u201capprove\/deny\u201d with minimal context to keep it 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<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@harsha_chaganti\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@harsha_chaganti<\/a> Congrats on the launch! \ud83d\ude80<\/p>\n<p>I use Claude Code every day and I’ve definitely come back to my desk only to realize it had been waiting for an approval the whole time \ud83d\ude05<\/p>\n<p>Really like the idea of keeping long-running agent sessions moving without changing the existing workflow.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Tapping the actual option it offered instead of guessing a keystroke is the detail that sells this. Most remote-approval tools just fire an enter key and hope.<\/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\">@irahimiam hey, had to do insane amount of detailing on the answering options part\ud83d\ude05 still needs work will surely do the best possible<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@irahimiam\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@irahimiam<\/a> The enter-key approach is worse than unreliable, it fails invisibly. Fire enter at a six option prompt and it takes option one, the session keeps moving, and nothing anywhere says a choice was made for you. You only find out an hour later when the run went somewhere you never asked for. That is the real argument for reading the options off the live session. Not that guessing fails, but that guessing succeeds loudly and wrongly.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Reading the options off the live session instead of guessing a keystroke is the part that makes this usable. What I’d still get wrong on a phone is approving the right button for the wrong reason, because I can see “edit src\/auth.ts” but not what’s actually in the diff. If the approval card carries enough of the change to judge it, I’ll clear a queue of these from a coffee shop. If it doesn’t, I walk back to the Mac anyway and the buzz just moved the interruption earlier.<\/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\/@asadmalik901\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@asadmalik901<\/a> Really glad you asked that question, and i am working completely on that. As of now you can see the code that changed when you click on the tool call\/Edit.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 approval card answers the trust question well. What I’d want to know is the network side, is the phone talking to the Mac directly over the same wifi, or through a relay so it still works once you’ve actually left the house and you’re on cellular? That’s usually where local dev tools like this quietly stop working right when you need them most.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is exactly the kind of thing I wish I had last week when an agent burned an hour waiting on a yes\/no I never saw. One thing that would make it even better: let me set a default action per agent or per project for common prompts like file edits under a certain size, so my phone only buzzes when something actually needs my judgment instead of every little change.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@calvin_sally\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@calvin_sally<\/a> That is a genuine feature actually, almost like something between auto mode and manual one <\/p>\n<p>Makes sense, thanks for that!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 way it surfaces the actual approval prompt instead of making you guess at keystrokes is a really thoughtful touch. feels like you built it around the exact moment of frustration rather than building a dashboard first.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@violet_rockefeller\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@violet_rockefeller<\/a> Yes, i did use the native apps but i am a long session multi provider user so wanted something and actually went with it, seems like a problem most have i guess<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 actual options from the live session feels like the killer detail here. Not just \u201cagent on your phone,\u201d but the part where you can safely unblock it without guessing what\u2019s happening back on the Mac. Also love the Port 22 name. Super clean concept, congrats on the launch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@rnagulapalle thanks a ton, and yes answering from your phone is what i want to master<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Hi PH, <\/p>\n<p>The Go live is taking unexpectedly long from the app store review side, will surely update and relaunch as soon as it is done<\/p>\n<p>Sorry for the wait and thanks for the patience, Much appreciated!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Running coding agents from your phone is a surprisingly big unlock for reviewing and approving on the go. Congrats on the launch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kritishpuri\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kritishpuri<\/a> Thank you, and yes this is just the Beta, you can expect more to come soon<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Cool Project. Now that codex , claude code and other providers are building native mobile apps, where do you see the differentiation for this product.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@whiletruelearn\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@whiletruelearn<\/a> Hey, i agree they all have their native Mobile apps but as me being someone who uses all need to go to three different apps for each of them so just thought of it as a personal problem and built this on that so yes<\/p>\n<p>Please give it a try, as of now the app is still in app store review and it is taking longer than usual<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/OQQQ3Q6OSVD35Q\" class=\"app-title\">AgentMicro<\/a><\/p>\n<div class=\"one-liner\">Live Codex task status in your macOS menu bar<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">158<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>AgentMicro \u662f\u4e00\u6b3e\u672c\u5730\u4f18\u5148\u7684 macOS \u83dc\u5355\u680f\u5de5\u5177\uff0c\u8ba9\u5f00\u53d1\u8005\u5728\u4e00\u773c\u4e4b\u95f4\u638c\u63e1\u591a\u4e2a\u5e76\u884c Codex \u4efb\u52a1\u7684\u5b9e\u65f6\u72b6\u6001\uff08\u601d\u8003\u4e2d\u3001\u5df2\u5b8c\u6210\u3001\u9700\u4ecb\u5165\u3001\u62a5\u9519\uff09\uff0c\u5e76\u4e00\u952e\u8df3\u8f6c\u56de\u5bf9\u5e94\u4efb\u52a1\u7a97\u53e3\uff0c\u89e3\u51b3\u591a\u4efb\u52a1\u5207\u6362\u65f6\u201c\u4e22\u5931\u4e0a\u4e0b\u6587\u201d\u548c\u201c\u6ce8\u610f\u529b\u5206\u6563\u201d\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8354e503-a59f-4bca-b5ad-62c300c43e24.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ab4c44f3-a545-4630-ac9d-e0c5b78a5c63.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d477082c-215d-419e-b21c-56e30908c793.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\">Menu Bar Apps<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">macOS\u83dc\u5355\u680f<\/span><br \/>\n <span class=\"tag\">Codex\u4efb\u52a1\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">AI\u7f16\u7a0b\u52a9\u624b<\/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\">\u9690\u79c1\u4fdd\u62a4<\/span><br \/>\n <span class=\"tag\">\u4efb\u52a1\u72b6\u6001\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u5e76\u884c\u4efb\u52a1\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u672c\u5730\u4f18\u5148\u548c\u9690\u79c1\u4fdd\u62a4\u8bbe\u8ba1\uff0c\u5e76\u8d5e\u8d4f\u201c\u6a59=\u884c\u52a8\u201d\u8fd9\u4e00\u4f4e\u566a\u97f3\u72b6\u6001\u3002\u6838\u5fc3\u4e89\u8bae\u70b9\u5728\u4e8e\uff1a\u4e00\u662f\u201c\u9700\u8f93\u5165\u201d\u72b6\u6001\u5728\u65e0\u8f85\u52a9\u529f\u80fd\u6743\u9650\u65f6\u6613\u4e0e\u957f\u65f6\u95f4\u5de5\u5177\u8c03\u7528\u6df7\u6dc6\uff0c\u9700\u660e\u786e\u8d85\u65f6\u9608\u503c\uff1b\u4e8c\u662f\u7f3a\u5c11\u201c\u72b6\u6001\u672a\u77e5\u201d\u7684\u533a\u5206\uff0c\u7a7a\u95f2\u4e0e\u6570\u636e\u8fc7\u671f\u89c6\u89c9\u6df7\u6dc6\uff1b\u4e09\u662f\u5efa\u8bae\u7528\u201c\u72b6\u6001\u6301\u7eed\u65f6\u95f4\u201d\u6765\u66ff\u4ee3\u5355\u7eaf\u8ba1\u65f6\u5668\uff0c\u4ee5\u8bc6\u522b\u5361\u6b7b\u800c\u975e\u957f\u4efb\u52a1\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 AgentMicro \u7cbe\u51c6\u5207\u4e2d\u4e86 AI \u7f16\u7a0b\u65f6\u4ee3\u4e00\u4e2a\u771f\u5b9e\u4e14\u65e5\u76ca\u5c16\u9510\u7684\u75db\u70b9\uff1a\u5e76\u884c\u667a\u80fd\u4f53\u7684\u201c\u6ce8\u610f\u529b\u7ba1\u7406\u201d\u3002\u5b83\u6ca1\u6709\u8bd5\u56fe\u6210\u4e3a\u53e6\u4e00\u4e2a\u63a7\u5236\u9762\u677f\u6216\u81ea\u52a8\u5316\u4e2d\u5fc3\uff0c\u800c\u662f\u9009\u62e9\u505a\u4e00\u4e2a\u201c\u89c2\u5bdf\u54e8\u201d\uff0c\u7528\u4e94\u4e2a\u989c\u8272\u72b6\u6001\u548c\u4e00\u952e\u8df3\u8f6c\u6765\u538b\u7f29\u4fe1\u606f\u566a\u58f0\uff0c\u8fd9\u4e2a\u514b\u5236\u4e14\u52a1\u5b9e\u7684\u5b9a\u4f4d\u662f\u5176\u6700\u806a\u660e\u7684\u8bbe\u8ba1\u51b3\u5b9a\u3002158 \u7968\u7684\u8ba4\u53ef\u5ea6\u8bc1\u660e\uff0c\u5f00\u53d1\u8005\u786e\u5b9e\u9700\u8981\u8fd9\u79cd\u8f7b\u91cf\u7ea7\u201c\u4efb\u52a1\u54e8\u5175\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u4ece\u8bc4\u8bba\u533a\u7684\u9ad8\u8d28\u91cf\u53cd\u9988\u6765\u770b\uff0c\u5b83\u7684\u6838\u5fc3\u5047\u8bbe\u2014\u2014\u201c\u72b6\u6001\u53ef\u88ab\u6e05\u6670\u5b9a\u4e49\u201d\u2014\u2014\u6b63\u5728\u906d\u9047\u73b0\u5b9e\u7684\u6311\u6218\u3002\u6700\u5c16\u9510\u7684\u95ee\u9898\u5728\u4e8e\u72b6\u6001\u8bed\u4e49\u7684\u6a21\u7cca\u6027\uff1a\u5728\u65e0\u8f85\u52a9\u529f\u80fd\u6743\u9650\u7684\u57fa\u7840\u6a21\u5f0f\u4e0b\uff0c\u201c\u6a59\u8272\uff08\u9700\u8f93\u5165\uff09\u201d\u53ea\u80fd\u662f\u9760\u8d85\u65f6\u9608\u503c\u63a8\u65ad\u51fa\u6765\u7684\u6982\u7387\u4e8b\u4ef6\u3002\u4e00\u4e2a 90 \u79d2\u7684\u957f\u7f51\u9875\u6293\u53d6\u4e0e\u4e00\u4e2a\u7b49\u5f85\u786e\u8ba4\u7684\u63d0\u793a\u7b26\u5728\u5143\u6570\u636e\u5c42\u9762\u65e0\u6cd5\u533a\u5206\uff0c\u8fd9\u76f4\u63a5\u52a8\u6447\u4e86\u201c\u4e94\u4e2a\u72b6\u6001\u201d\u4f53\u7cfb\u7684\u53ef\u9760\u6027\u3002\u7528\u6237\u771f\u6b63\u9700\u8981\u7684\u4e0d\u662f\u66f4\u591a\u7684\u72b6\u6001\u989c\u8272\uff0c\u800c\u662f\u201c\u72b6\u6001\u6301\u7eed\u65f6\u95f4\u201d\u8fd9\u4e00\u8f74\uff0c\u5373\u201c\u601d\u8003\u4e2d\u201d\u72b6\u6001\u4e0b\u5df2\u7ecf\u6301\u7eed\u4e86\u591a\u4e45\u3002\u5982\u679c AgentMicro \u80fd\u5f15\u5165\u57fa\u4e8e p90\uff0890\u767e\u5206\u4f4d\uff09\u7684\u81ea\u5b66\u4e60\u8d85\u65f6\u9608\u503c\uff0c\u8ba9\u201c\u6a59\u8272\u201d\u53ef\u4ee5\u81ea\u6211\u5347\u7ea7\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u4e00\u4e2a\u9759\u6001\u8ba1\u65f6\u5668\uff0c\u5b83\u5c31\u80fd\u4ece\u201c\u4f1a\u53eb\u7684\u770b\u95e8\u72d7\u201d\u8fdb\u5316\u4e3a\u201c\u61c2\u4e1a\u52a1\u7684\u5b88\u591c\u4eba\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u672a\u77e5\/\u4e22\u5931\u201d\u72b6\u6001\u7684\u7f3a\u5931\u503c\u5f97\u8b66\u60d5\u3002\u5f53\u83dc\u5355\u680f\u5b89\u9759\u65f6\uff0c\u7528\u6237\u65e0\u6cd5\u533a\u5206\u201c\u4e00\u5207\u6b63\u5e38\u201d\u4e0e\u201cCodex \u5df2\u5d29\u6e83\u6216\u5931\u8054\u201d\u3002\u8fd9\u79cd\u201c\u5b89\u9759\u7684\u6bd2\u6027\u201d\u662f\u76d1\u63a7\u5de5\u5177\u7684\u901a\u75c5\uff0c\u5904\u7406\u4e0d\u5f53\u4f1a\u8ba9\u6574\u4e2a\u76d1\u63a7\u4f53\u7cfb\u5728\u5173\u952e\u65f6\u523b\u5931\u53bb\u4fe1\u7528\u3002AgentMicro \u7684\u957f\u671f\u4ef7\u503c\u4e0d\u5728\u4e8e\u5b83\u76ee\u524d\u80fd\u663e\u793a\u4ec0\u4e48\uff0c\u800c\u5728\u4e8e\u5b83\u5982\u4f55\u968f Codex \u751f\u6001\u7684\u5143\u6570\u636e\u8fdb\u5316\u800c\u8fdb\u5316\u3002\u5b83\u73b0\u5728\u662f\u4e00\u4e2a\u8ba8\u5de7\u7684\u83dc\u5355\u680f\u914d\u4ef6\uff0c\u4f46\u53ea\u6709\u8de8\u8fc7\u201c\u72b6\u6001\u786e\u5b9a\u6027\u4e0e\u65f6\u95f4\u8870\u51cf\u201d\u8fd9\u9053\u574e\uff0c\u624d\u80fd\u6210\u4e3a AI \u5f00\u53d1\u5de5\u4f5c\u6d41\u4e2d\u4e0d\u53ef\u6216\u7f3a\u7684\u5e95\u5c42\u57fa\u7840\u8bbe\u65bd\u3002\u76ee\u524d\uff0c\u5b83\u503c\u5f97\u5c1d\u8bd5\uff0c\u4f46\u8bf7\u52a1\u5fc5\u5728 README \u4e2d\u6e05\u6670\u6807\u6ce8\u6bcf\u4e2a\u72b6\u6001\u9608\u503c\u7684\u65f6\u95f4\u53c2\u6570\uff0c\u5426\u5219\u5f53\u7528\u6237\u8d28\u7591\u201c\u6a59\u8272\u4e3a\u4f55\u9519\u8bef\u4eae\u8d77\u201d\u65f6\uff0c\u5c06\u662f\u5176\u53e3\u7891\u5d29\u574f\u7684\u5f00\u59cb\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\">AgentMicro<\/span>\n <\/div>\n<div class=\"comment-content\">AgentMicro is a local-first macOS menu-bar companion for supervising parallel Codex Desktop and CLI tasks. It surfaces task state, project, elapsed time, and results at a glance, then opens the matching Codex Desktop task with one click. It observes local metadata only and never uploads prompts, responses, source code, or task history.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi Product Hunt! I built AgentMicro because I kept losing the thread when I had several Codex tasks running in parallel. The questions were simple: Which task is still working? Which one finished while I was elsewhere? Which one needs my input?<\/p>\n<p>Codex already owns the work, so I did not want another dashboard, hosted task system, or automation layer. AgentMicro is a small, local-first macOS menu-bar companion that observes local Codex Desktop and CLI session metadata, puts active work first, and lets you return to the matching Desktop task with one click.<\/p>\n<p>The menu uses five deliberate states: blue for thinking, green for an unread result, orange for input needed, red for an error, and white for idle. It also shows the project, current-turn duration, and fast-mode badge. Base mode needs no Accessibility permission; optional enhanced detection is opt-in and never clicks, types, or approves anything for you.<\/p>\n<p>AgentMicro is free, open source, and independent. It does not upload prompts, responses, source code, command output, or task history. I would love to hear which signals help you supervise concurrent agent work without adding noise. Thanks for taking a look!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@idky_wis\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@idky_wis<\/a> This is a very specific problem, but a real one. Once you have multiple Codex tasks running, the hard part becomes knowing which one needs attention without constantly opening every window.<\/p>\n<p>I like that AgentMicro stays local-first and observational instead of becoming another control layer. The color states plus one-click return sound like the right amount of surface area for supervising parallel agent work.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Hey!<\/p>\n<\/p>\n<p><strong>What’s been the most unexpected thing you’ve learned since launching AgentMicro?<\/strong><\/p>\n<\/p>\n<p>I just discovered AgentMicro and I really like how you’re making Codex task management feel effortless without compromising privacy. That’s a thoughtful product.<\/p>\n<\/p>\n<p>I help AI founders uncover the UX friction that quietly slows adoption. My UX audit delivers actionable insights with practical recommendations. Happy to share a sample report.<\/p>\n<\/p>\n<p><strong>Would you be open to seeing what first time users notice that your team might naturally overlook? <\/strong>How to share a sample report.<\/p>\n<\/p>\n<p><strong>Arafat<\/strong><br \/>Founder<br \/>Nixmo Labs<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@idky_wis\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@idky_wis<\/a> When you\u2019re juggling multiple Codex tasks, which single signal in the menu bar has actually saved you the most mental energy: seeing the current-turn duration, the color state, or the project name? And is there a scenario where you wish it showed <em>less<\/em> information instead of more?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The five state breakdown above covers the local case well. Different question: if Codex is running on a remote box over SSH rather than on the Mac you’re looking at, does the menu bar have any way to see that session, or is this strictly scoped to tasks running on the same machine as the app itself?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Local-first and no upload of prompts or source is the part I’d actually check before installing a menu bar app that watches my coding sessions.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The orange-only \u201cact now\u201d state is a really smart detail. Most agent status tools get noisy fast, but this feels designed around attention instead of just visibility. Also love that base mode works without Accessibility permissions.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>In base mode with no Accessibility permission, orange for input needed has to be inferred from session metadata, and a long tool call looks identical to a prompt sitting unanswered. If that’s a timeout threshold I’d want the number documented, because a 90 second web fetch showing up as needing me is the false positive that gets the whole menu bar ignored by Thursday. Five states only pay off if orange is never wrong.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>You asked which signals help without adding noise, so here’s the one I’d add: the state that isn’t in your list.<\/p>\n<\/p>\n<p>You have thinking, unread result, input needed, error, idle. There’s nothing for I don’t know. White for idle and white for the metadata went stale or Codex isn’t where I expected are the same pixel to me, and they mean opposite things. Idle is fine. Lost is not. If the menu bar can’t separate those, then a quiet menu bar tells me nothing, and quiet is the state it’s in almost all the time.<\/p>\n<\/p>\n<p>Second one, on blue. Elapsed time is a weak proxy for stuck. A long legitimate task and a hung one look identical behind a spinner, and what separates them isn’t duration, it’s whether anything has changed recently. Blue that decays into thinking, but nothing has moved for six minutes would tell me more than a timer, and it costs you no extra permission since you’re already watching that metadata change.<\/p>\n<\/p>\n<p>The five states are well chosen otherwise, and orange being the only one that means act now is exactly right. Noise usually comes from having two colours that both mean maybe.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Every state in your list is instantaneous, and I think that is the gap. Thinking at 30 seconds is healthy. Thinking at 30 minutes is hung. Same colour today. @asadmalik901 gets at it from the permission side, that a long tool call and a prompt sitting unanswered look identical. Duration in state separates both, and it needs no Accessibility permission, because you already know when the state last changed. So I would not add a sixth state. I would age the five you have, and let orange escalate itself once thinking crosses your own p90. That also answers your noise question, because the threshold learns itself instead of you picking one up front. The missing-state point above is right. I just think the missing thing is an axis, not a state.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#5<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/QXXUS2XPEIPOLZ\" class=\"app-title\">Yamanote 3D<\/a><\/p>\n<div class=\"one-liner\">Ride Tokyo\u2019s Yamanote Line in a 3D world<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">139<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Yamanote 3D \u662f\u4e00\u6b3e\u514d\u8d39\u6d4f\u89c8\u5668\u7aef\u7684 3D \u4e1c\u4eac\u5c71\u624b\u7ebf\u6c89\u6d78\u5f0f\u6f2b\u6e38\u4f53\u9a8c\uff0c\u8ba9\u4f60\u5728\u529e\u516c\u6216\u5b66\u4e60\u65f6\uff0c\u4ee5\u53ef\u63a2\u7d22\u7684\u5217\u8f66\u73af\u5883\u66ff\u4ee3\u80cc\u666f\u89c6\u9891\u6216\u767d\u566a\u97f3\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/81e91c73-0b29-4d24-bd5a-1201544416eb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7f425e97-4f2a-4db9-833d-e76c3844d6b7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/04193a6e-738a-4695-b45c-852d7e552e57.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2b08ac8d-090b-4d02-82fd-d2cfae85c0de.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Web App<\/span><br \/>\n <span class=\"tag\">Simulation Games<\/span><br \/>\n <span class=\"tag\">GitHub<\/span><br \/>\n <span class=\"tag\">Animation<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">3D \u6c89\u6d78\u5f0f\u4f53\u9a8c<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u4e1c\u4eac\u5c71\u624b\u7ebf<\/span><br \/>\n <span class=\"tag\">\u73af\u5883\u767d\u566a\u97f3<\/span><br \/>\n <span class=\"tag\">\u653e\u677e\u4e13\u6ce8<\/span><br \/>\n <span class=\"tag\">\u865a\u62df\u6f2b\u6e38<\/span><br \/>\n <span class=\"tag\">\u8f68\u9053\u4ea4\u901a\u6a21\u62df<\/span><br \/>\n <span class=\"tag\">\u6c1b\u56f4\u97f3\u666f<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u72ec\u7acb\u5f00\u53d1<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u6c1b\u56f4\u611f\u4e0e\u771f\u5b9e\u611f\uff0c\u79f0\u8d5e\u65e0\u7f1d\u5faa\u73af\u8bbe\u8ba1\u5de7\u5999\uff1b\u4e3b\u8981\u7591\u95ee\u96c6\u4e2d\u5728\u540e\u53f0\u6807\u7b7e\u9875\u662f\u5426\u6682\u505c\u6e32\u67d3\u3001\u53ef\u5426\u540c\u6b65\u771f\u5b9e\u4e1c\u4eac\u65f6\u95f4\uff0c\u4ee5\u53ca\u662f\u5426\u6c38\u4e45\u5faa\u73af\uff08\u56de\u5e94\u79f0\u5f7b\u5e95\u505c\u6b62\u6e32\u67d3\uff0c\u65f6\u95f4\/\u5929\u6c14\u540c\u6b65\u771f\u5b9e\uff0c\u7ebf\u8def\u672c\u8eab\u4e3a\u95ed\u73af\uff0c\u6c38\u4e0d\u7ec8\u6b62\uff09\u3002\u90e8\u5206\u7528\u6237\u63d0\u51fa\u6027\u80fd\u4e0e\u98ce\u6247\u566a\u97f3\u987e\u8651\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 Yamanote 3D \u7684\u5de7\u5999\u4e4b\u5904\u5728\u4e8e\u5229\u7528\u4e86\u5c71\u624b\u7ebf\u7269\u7406\u4e0a\u7684\u95ed\u73af\u5c5e\u6027\uff0c\u5f7b\u5e95\u6d88\u89e3\u4e86\u4f20\u7edf\u767d\u566a\u97f3\u5faa\u73af\u7684\u201c\u542c\u611f\u88c2\u7f1d\u201d\u2014\u2014\u8fd9\u4e0d\u662f\u6280\u672f\u4e0a\u7684\u70ab\u6280\uff0c\u800c\u662f\u5bf9\u80cc\u666f\u97f3\u4ea7\u54c1\u672c\u8d28\u7684\u6d1e\u5bdf\uff1a\u7528\u6237\u8981\u7684\u4e0d\u662f\u58f0\u97f3\uff0c\u800c\u662f\u201c\u4e0d\u95f4\u65ad\u7684\u3001\u53ef\u4fe1\u7684\u73af\u5883\u201d\u3002\u5b83\u7528 3D \u53ef\u63a2\u7d22\u6027\u66ff\u4ee3\u4e86\u89c6\u9891\u7684\u88ab\u52a8\u6027\uff0c\u7528\u5b9e\u65f6\u4e1c\u4eac\u65f6\u95f4\u3001\u5929\u6c14\u4e0e\u62e5\u6324\u5ea6\u8d4b\u4e88\u573a\u666f\u547c\u5438\u611f\uff0c\u8fd9\u6bd4\u5355\u7eaf\u7684\u97f3\u6548\u751f\u6210\u5668\u9ad8\u51fa\u4e00\u4e2a\u7ef4\u5ea6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u5b83\u7684\u5929\u82b1\u677f\u4e5f\u5f88\u660e\u663e\uff1a\u9996\u5148\u662f\u573a\u666f\u6df1\u5ea6\u4e0d\u8db3\u3002\u76ee\u524d\u201c\u53ef\u63a2\u7d22\u201d\u4ec5\u9650\u8f66\u53a2\u5185\u8d70\u52a8\u4e0e\u4e0b\u8f66\u770b\u7ad9\u53f0\uff0c\u7f3a\u4e4f\u4e1c\u4eac\u57ce\u5e02\u808c\u7406\u7684\u5b9e\u8d28\u4ea4\u4e92\uff0c\u4e00\u65e6\u65b0\u9c9c\u611f\u6d88\u9000\uff0c\u5b83\u5f88\u5bb9\u6613\u6ca6\u4e3a\u201c\u9ad8\u7ea7\u5c4f\u4fdd\u201d\u3002\u5176\u6b21\uff0c\u6027\u80fd\u4f18\u5316\u662f\u786c\u4f24\u2014\u2014\u5f00\u53d1\u8005\u5728\u8bc4\u8bba\u4e2d\u627f\u8ba4\uff0c\u53ea\u8981\u6d4f\u89c8\u5668\u7a97\u53e3\u53ef\u89c1\uff08\u5373\u4f7f\u4e0d\u5728\u524d\u53f0\uff09\uff0c\u573a\u666f\u4fbf\u5168\u901f\u8fd0\u884c\uff0c\u8fd9\u76f4\u63a5\u8fdd\u80cc\u4e86\u201c\u5b66\u4e60\/\u529e\u516c\u80cc\u666f\u201d\u7684\u6838\u5fc3\u4f7f\u7528\u573a\u666f\uff0c\u7535\u6c60\u4e0e\u98ce\u6247\u566a\u97f3\u4f1a\u77ac\u95f4\u6253\u7834\u7528\u6237\u671f\u671b\u7684\u201c\u5b81\u9759\u201d\u3002\u8fd9\u66b4\u9732\u4e86\u4ea7\u54c1\u8bbe\u8ba1\u4e2d\u7684\u4e00\u4e2a\u5178\u578b\u77db\u76fe\uff1a\u4e3a\u4e86\u4fdd\u7559\u201c\u53ef\u968f\u65f6\u770b\u4e24\u773c\u201d\u7684\u4e34\u573a\u611f\uff0c\u727a\u7272\u4e86\u771f\u6b63\u7684\u540e\u53f0\u4f4e\u529f\u8017\u8fd0\u884c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8bc4\u8bba\u4e2d\u53cd\u590d\u51fa\u73b0\u7684\u201c\u4f1a\u5426\u505c\u6b62\u201d\u201c\u5982\u4f55\u5faa\u73af\u201d\u95ee\u9898\uff0c\u5b9e\u5219\u53cd\u6620\u51fa\u7528\u6237\u5bf9\u201c\u966a\u4f34\u611f\u201d\u7684\u6df1\u5c42\u9700\u6c42\u2014\u2014\u4ed6\u4eec\u8981\u7684\u4e0d\u662f\u4e00\u4e2a\u201c\u73a9\u5177\u201d\uff0c\u800c\u662f\u4e00\u4e2a\u201c\u6c38\u8fdc\u5728\u8fd0\u884c\u7684\u4e16\u754c\u201d\u3002\u76ee\u524d Yamanote 3D \u53ea\u662f\u8fd9\u6761\u8def\u4e0a\u7684\u539f\u578b\uff1a\u5b83\u7684\u4ea4\u4e92\u662f\u5355\u8584\u7684\uff0c\u7f3a\u4e4f\u5929\u6c14\u7a81\u53d8\u3001\u5217\u8f66\u5ef6\u8bef\u3001\u4e58\u5ba2\u5bf9\u8bdd\u7b49\u52a8\u6001\u53d9\u4e8b\uff1b\u5b83\u7684\u76c8\u5229\u6a21\u5f0f\uff08\u4e70\u5496\u5561\uff09\u4e5f\u6697\u793a\u4e86\u72ec\u7acb\u5f00\u53d1\u8005\u7684\u8d44\u6e90\u5c40\u9650\uff0c\u8fd9\u51b3\u5b9a\u4e86\u5176\u540e\u7eed\u8fed\u4ee3\u5927\u6982\u7387\u662f\u4fee\u4fee\u8865\u8865\u800c\u975e\u8d28\u53d8\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u503c\u5f97\u5174\u594b\u7684\u65b9\u5411\uff0c\u662f\u5982\u679c\u5b83\u80fd\u5f15\u5165 WebGPU \u4f18\u5316\uff0c\u5b9e\u73b0\u771f\u6b63\u7684\u540e\u53f0\u4f4e\u529f\u8017\u6e32\u67d3\uff0c\u5e76\u63a5\u9a73\u5b9e\u65f6\u57ce\u5e02\u6570\u636e\uff08\u5982\u8f66\u7ad9\u4eba\u6d41\u3001\u4e8b\u4ef6\u901a\u77e5\u3001\u751a\u81f3\u8ba9\u7528\u6237\u4e0a\u4f20\u81ea\u5df1\u7684\u6b4c\u5355\u4f5c\u4e3a\u8f66\u5185\u80cc\u666f\u97f3\u4e50\uff09\uff0c\u90a3\u4e48\u5b83\u5c31\u4e0d\u53ea\u662f\u4e00\u4e2a\u767d\u566a\u97f3\u5de5\u5177\uff0c\u800c\u662f\u4e00\u4e2a\u201c\u4e2a\u4eba\u4e1c\u4eac\u901a\u52e4\u8231\u201d\u2014\u2014\u4f46\u90a3\u9700\u8981\u4ece\u201c\u573a\u666f\u590d\u523b\u201d\u8f6c\u5411\u201c\u751f\u6d3b\u670d\u52a1\u201d\u7684\u601d\u7ef4\u8de8\u8d8a\u3002\u76ee\u524d\u5b83\u8d62\u5728\u5de7\u601d\uff0c\u4e5f\u56f0\u5728\u5de7\u601d\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\">Yamanote 3D<\/span>\n <\/div>\n<div class=\"comment-content\">Yamanote 3D is a free browser experience inspired by Tokyo\u2019s Yamanote Line. Walk through an E235 carriage, sit down, watch the city, listen to announcements, and get off at stations. I built it to have realistic train sounds and city ambience in the background while studying or working. Feedback is very welcome.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi Product Hunt!<\/p>\n<p>I started Yamanote 3D because I wanted the sounds and atmosphere of a train journey in the background while studying or working. Instead of using a looped video, I wanted something I could actually explore, so I began recreating Tokyo\u2019s Yamanote Line as a live 3D experience in the browser.<\/p>\n<p>You can walk through an E235 carriage, take a seat, watch the city, listen to announcements, and get off at stations. There are no missions or scores. It is meant to be a calm place you can leave running.<\/p>\n<p>The project is still evolving, and I would really appreciate honest feedback about the atmosphere, realism, performance, and anything that feels missing.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@brunoleyoyo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@brunoleyoyo<\/a> hello if you like you can lunch this on <a href=\"https:\/\/indihunt.in\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">indihunt.in<\/a> also <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@brunoleyoyo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@brunoleyoyo<\/a> This is a lovely idea. A calm, explorable train ride feels much more personal than a background video, especially if you can sit, look around, and let the station announcements run while working.<\/p>\n<p>I\u2019d be most curious about the small details: lighting shifts, station sounds, carriage motion, and how alive the city feels outside the window. Those are probably what make it relaxing instead of just technically impressive.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Hey! <a href=\"https:\/\/www.producthunt.com\/@brunoleyoyo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@brunoleyoyo<\/a> <\/p>\n<\/p>\n<p><strong>What’s been the most memorable feedback you’ve received from users today?<\/strong><\/p>\n<\/p>\n<p>I just tried Yamanote 3D and I really like how you’ve turned a simple train ride into such a relaxing and immersive experience. It instantly stands out.<\/p>\n<\/p>\n<p>I help founders uncover the UX friction that first time users often feel but never report. My UX audit delivers practical recommendations to make the experience even smoother.<\/p>\n<\/p>\n<p><strong>Would you be interested in seeing where new users might hesitate before it starts affecting engagement? <\/strong>How to share a sample report?<\/p>\n<\/p>\n<p><strong>Arafat<\/strong><br \/>Founder<br \/>Nixmo Labs<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Wow, it looks so real. I think I need to convince my friend to go to Japan with me \ud83d\ude00<\/p>\n<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/82dfc570-e606-4248-abfc-e2673661b235.png?auto=compress,format&codec=mozjpeg&cs=strip\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> Haha, thank you! Maybe Yamanote 3D can help convince them, and then you\u2019ll have to compare it with the real thing!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very creative! Love the idea<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is such a nice idea, and the no-seam loop detail is clever. My one worry with running a live 3D scene as background for hours is the opposite of ambience – fan noise and battery drain on a laptop. Does it throttle rendering when the tab loses focus, or pause entirely? Also curious if the time of day in-scene syncs to your real clock, since a night ride home would feel pretty different from morning rush.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@omri_ben_shoham1 Thanks! When the tab isn\u2019t visible, the scene stops completely, it isn\u2019t just put on hold, but completely deactivated. The trickiest part was resuming it. If you\u2019re not careful, it makes up for all the lost time at once and teleports the train several stations ahead. A quick warning, if the window is visible while you\u2019re working in another window, it continues to run at full speed. That\u2019s the part that needs to be fixed.<br \/>\nAnd yes, the clock is real. It starts at the current time in Tokyo and runs from there, with sunrise and sunset following the actual date, and it also handles the crowd, announcements, and weather. You can also set the time and date yourself on the home screen.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very liminal vibes from this!<br \/>Takes me back to my trip to Tokyo<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@marco_ciavarella \ud83e\udd70<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 such a specific vibe. curious whether it loops or eventually stops at the end of the line.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@leo404 It actually never ends. That\u2019s the main reason why I chose this specific Yamanote Line !<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 such a specific vibe. tried study music streams before but this feels more immersive. curious whether the ride loops when you hit the end of the line or if it just stops.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the ambient train sound is actually what gets me. i have been using coffee shop noise generators as work background for years and this feels more specific. does it loop continuously, or do you eventually reach the end of the line?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@leo404\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@leo404<\/a> You asked this three times, so here is the thing that makes the answer nice. The Yamanote Line has no end. It is a real loop, a full circle round central Tokyo, roughly an hour a lap. So there is no seam to hide. The line already solved the problem a noise generator has to fake. Which is probably why this works as background in a way a coffee shop track never quite does. A loop you can hear the shape of stops feeling like a loop.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@rabnoor_s Exactly! That’s one of the reasons I chose the Yamanote Line. Since it’s a real continuous loop around Tokyo, there’s no artificial restart. You can ride indefinitely, watching the city change while the ambient train sounds keep flowing naturally. I’m really happy to hear it’s working as a focus\/background experience for you. \ud83d\ude0a<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>100 points<\/strong> on Product Hunt! \ud83c\udf89<\/p>\n<p>A huge thank you to everyone who supported Yamanote 3D, shared feedback, or simply took the time to check it out. I\u2019m excited to keep improving and expanding the experience. If you enjoyed the project and would like to support its continued development, you can optionally buy me a coffee here \u2615<\/p>\n<p><a href=\"https:\/\/buymeacoffee.com\/vergastadigital\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/buymeacoffee.com\/vergastadigital<\/a><\/p>\n<p>Thank you again! \ud83d\udc9a<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/UKIMX63EX5ST2R\" class=\"app-title\">TerminalWidget<\/a><\/p>\n<div class=\"one-liner\">Put script output in your Desktop\/Home screen widgets.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">135<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>TerminalWidget \u662f\u4e00\u6b3e\u5c06\u7ec8\u7aef\u811a\u672c\u8f93\u51fa\uff08\u5982\u547d\u4ee4\u7ed3\u679c\u3001\u8fdb\u5ea6\u3001\u8ff7\u4f60\u8d8b\u52bf\u56fe\u53ca\u56fe\u7247\uff09\u76f4\u63a5\u5448\u73b0\u5728 macOS\u3001iOS \u548c iPadOS \u684c\u9762\u6216\u4e3b\u5c4f\u5c0f\u7ec4\u4ef6\u4e0a\u7684\u901a\u7528\u5e94\u7528\uff0c\u89e3\u51b3\u7528\u6237\u9700\u8981\u9891\u7e41\u5207\u6362\u7a97\u53e3\u67e5\u770b\u6570\u636e\u66f4\u65b0\u3001\u5374\u7f3a\u4e4f\u8f7b\u91cf\u53ef\u89c6\u5316\u770b\u677f\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/79a653ec-3d2f-42f3-b323-d27c4d38ad9e.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/SCNhn2t8K_c\"><source src=\"https:\/\/youtu.be\/SCNhn2t8K_c\" 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\/79e1c62e-d197-4503-b035-e558625f1d96.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3b3ea184-0718-42df-8b5d-a69ef8f4098f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dce2c709-db1a-4777-8293-23171a4c1715.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0cc67d03-cb37-4e50-a35d-e19dc0d55512.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Apple<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u684c\u9762\u5c0f\u7ec4\u4ef6<\/span><br \/>\n <span class=\"tag\">\u811a\u672c\u53ef\u89c6\u5316<\/span><br \/>\n <span class=\"tag\">\u7ec8\u7aef\u8f93\u51fa<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u56fe\u8868\u7ec4\u4ef6<\/span><br \/>\n <span class=\"tag\">\u8de8\u5e73\u53f0\u540c\u6b65<\/span><br \/>\n <span class=\"tag\">\u4e70\u65ad\u5236<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u72b6\u6001\u770b\u677f<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u8ba4\u53ef\u201c\u8ff7\u4f60\u8d8b\u52bf\u56fe\u201d\u548c\u4e70\u65ad\u5236\uff1b\u6838\u5fc3\u7591\u8651\u96c6\u4e2d\u5728\u811a\u672c\u8fd0\u884c\u73af\u5883\uff08\u662f\u5426\u7ee7\u627f.zshrc\/PATH\uff09\u3001\u6c99\u7bb1\u6743\u9650\u53ca\u51ed\u636e\u5b58\u50a8\uff1b\u5c16\u9510\u6307\u51fa\u201c\u9648\u65e7\u6570\u636e\u201d\u98ce\u9669\u2014\u2014\u811a\u672c\u5931\u8d25\u540e\u65e7\u503c\u6301\u7eed\u663e\u793a\u4f1a\u8bef\u62a5\u5065\u5eb7\uff0c\u547c\u5401\u589e\u52a0\u201c\u6570\u636e\u65f6\u6548\/\u8150\u574f\u201d\u89c6\u89c9\u63d0\u793a\uff0c\u800c\u975e\u4ec5\u9760\u5237\u65b0\u95f4\u9694\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 TerminalWidget \u5de7\u5999\u5730\u5728\u201c\u6781\u5ba2\u811a\u672c\u201d\u4e0e\u201c\u82f9\u679c\u751f\u6001\u4f18\u96c5\u201d\u4e4b\u95f4\u67b6\u4e86\u4e00\u5ea7\u6865\uff0c\u672c\u8d28\u4e0a\u662f\u5c06 Unix \u54f2\u5b66\uff08\u5355\u4e00\u8f93\u51fa\uff09\u4e0e iOS \u7684 WidgetKit \u5237\u65b0\u673a\u5236\u505a\u4e86\u4e00\u6b21\u75db\u82e6\u7684\u8054\u59fb\u3002\u5b83\u7684\u4ef7\u503c\u5e76\u975e\u53d6\u4ee3\u4eea\u8868\u76d8\uff0c\u800c\u662f\u628a\u201c\u4fe1\u606f\u4e3b\u52a8\u63a8\u7ed9\u773c\u775b\u201d\u8fd9\u4ef6\u4e8b\u505a\u5230\u4e86\u6781\u7b80\u2014\u2014\u8fd9\u662f\u5b83 135 \u7968\u7684\u6765\u6e90\uff0c\u4e5f\u786e\u5b9e\u662f\u521a\u9700\u3002\u4f46\u8bc4\u8bba\u533a\u7684\u771f\u6b63\u5de5\u7a0b\u5e08\u601d\u7ef4\u5df2\u7ecf\u6316\u51fa\u4e86\u5b83\u7684\u547d\u95e8\uff1a\u8fd9\u4e0d\u662f\u4e00\u4e2a\u6e32\u67d3\u5de5\u5177\uff0c\u800c\u662f\u4e00\u4e2a\u76d1\u63a7\u7cfb\u7edf\u3002\u5f53\u811a\u672c\u975e\u96f6\u9000\u51fa\u65f6\uff0cWidget \u4e0a\u90a3\u4e2a\u201c\u6628\u5929\u4e0b\u53482\u70b9\u7684\u7eff\u706f\u201d\u6bd4\u6ca1\u6709\u6570\u636e\u66f4\u81f4\u547d\u3002\u5f00\u53d1\u8005\u76ee\u524d\u7684\u56de\u5e94\u662f\u201c\u8f93\u51fa\u7531\u4f60\u51b3\u5b9a\u201d\uff0c\u8fd9\u7b49\u4e8e\u628a\u6570\u636e\u65b0\u9c9c\u5ea6\u76d1\u63a7\u7684\u8d23\u4efb\u63a8\u56de\u7ed9\u4e86\u7528\u6237\u2014\u2014\u7528\u4e00\u5806 Shell \u547d\u4ee4\u53bb\u7ed9 Widget \u505a\u9632\u8150\u5c42\uff0c\u8fd9\u672c\u8eab\u5c31\u662f\u4e00\u79cd\u65b0\u8d1f\u62c5\u3002\u5b83\u771f\u6b63\u7684\u5929\u82b1\u677f\u4e0d\u5728\u4e8e\u753b\u8d8b\u52bf\u56fe\uff0c\u800c\u5728\u4e8e\u662f\u5426\u6562\u4e8e\u5b9a\u4e49\u201c\u6570\u636e\u9648\u65e7\u5373\u5931\u8d25\u201d\u7684\u8bed\u4e49\u5c42\uff0c\u5e76\u5c1d\u8bd5\u63a5\u7ba1\u5bc6\u94a5\u5b58\u50a8\u4e0e\u8c03\u5ea6\u6743\u9650\uff08\u5c3d\u7ba1\u8fd9\u5728 iOS \u6c99\u76d2\u4e0b\u6781\u96be\uff09\u3002\u5982\u679c\u5b83\u53ea\u505c\u7559\u5728\u201c\u6f02\u4eae\u7684 cat \u547d\u4ee4\u8f6c\u50a8\u5668\u201d\uff0c\u90a3\u5b83\u4f1a\u88ab AI \u539f\u751f Agent \u7684\u4e3b\u52a8\u63a8\u9001\u8fc5\u901f\u66ff\u4ee3\uff1b\u82e5\u5b83\u80fd\u6210\u4e3a\u201c\u811a\u672c\u7684\u8bda\u5b9e\u663e\u793a\u5668\u201d\uff0c\u5b83\u80fd\u5403\u6389\u4e00\u5927\u5757\u8f7b\u91cf\u8fd0\u7ef4\u76d1\u63a7\u5e02\u573a\u3002\u4e70\u65ad\u5236\u662f\u806a\u660e\u7684\u5546\u4e1a\u7b56\u7565\uff0c\u4f46\u7528\u6237\u4e3a\u201c\u89e3\u51b3\u75db\u70b9\u201d\u4ed8\u8d39\uff0c\u800c\u975e\u4e3a\u201c\u907f\u514d\u8ba2\u9605\u201d\u4ed8\u8d39\u2014\u2014\u76ee\u524d\u5b83\u89e3\u51b3\u7684\u75db\u70b9\u771f\u5b9e\uff0c\u5374\u5c1a\u672a\u89e6\u53ca\u8bc4\u8bba\u4e2d\u53cd\u590d\u51fa\u73b0\u7684\u201c\u4fe1\u4efb\u4e0e\u65f6\u6548\u201d\u8fd9\u4e00\u6df1\u5c42\u4ef7\u503c\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\">TerminalWidget<\/span>\n <\/div>\n<div class=\"comment-content\">Display command output, progress, sparklines, and images in customizable widgets for macOS, iOS, and iPadOS. Universal app, one-time purchase.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! I wanted a way to display script output, API updates, and charts and graphs on my Desktop and couldn’t find anything that worked well, so I built TerminalWidget. I honestly think it’s a great app. I run a macOS desktop full of widgets tracking my network speeds, sales numbers, API health, and more, all mirrored to my iPhone. I think in the right hands it’s an amazing tool.<\/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>BTW, wrote up a little more background here: <a href=\"https:\/\/brettterpstra.com\/2026\/08\/01\/introducing-terminalwidget\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/brettterpstra.com\/2026\/08\/01\/introducing-terminalwidget\/<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ttscoff\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ttscoff<\/a> For someone who\u2019s not a heavy terminal user but wants to track things like daily sales, content metrics, or site uptime, what\u2019s the easiest \u2018first widget\u2019 you\u2019d recommend setting up, and roughly how long does it take to go from zero to a live widget?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Sparklines from raw script output is a genuinely useful primitive. Most widget tools stop at a static number.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Dale’s monitor point above is the one I would build for, and I think it needs one thing the terminal gives you for free. A terminal shows you the error. A widget shows you the last good value, forever. If the script exits non-zero at 3am, the widget does not go blank, it just keeps displaying Tuesday and looking healthy. Glanceability is the whole product, and a glance cannot tell fresh from frozen. So the feature is not a refresh interval, it is a staleness contract. Last-updated on the face, or the widget visibly decays when the exit code is not zero. Does it do anything today when a script fails, or does the previous output just persist?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@rabnoor_s\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rabnoor_s<\/a> if you’re asking about TerminalWidget, its output is whatever you make it. If you pass an error to it on non-zero exit, it will show the error until it’s next updated with a refreshed set of data. It’s entirely up to you what your scripts show.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Since these scripts end up needing real credentials, an API key to pull sales numbers or check service health, that’s the part I’d ask about next. Does TerminalWidget just shell out and leave secrets entirely to however the script handles them, or is there any credential storage involved once that output starts mirroring over to the iPhone widget?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>API health in your own list is the case I would design around, because there the widget is not a display, it is a monitor.<\/p>\n<\/p>\n<p>Widgets get read as current. That is the entire point of putting something where you glance rather than look. But the refresh cadence is not yours, particularly on iOS, where the system decides when your timeline reloads and will throttle it when it feels like it. So a green API health number on a home screen might be four hours old, and it will still be read as “fine right now”, because that is what a glance means.<\/p>\n<\/p>\n<p>Which makes the age of a value part of the value. Two things I would want as a script author. A way to declare a max age, so that past it the widget renders stale rather than the last known number. And a rule for what happens when a script exits non zero: keeping the last good value is both the best looking option and the most dangerous one, because a broken monitor and a healthy service then produce an identical widget.<\/p>\n<\/p>\n<p>On Murat’s point above I would argue the other way. A widget that acts on things is a widget that can be wrong expensively. Showing me something is the right scope for this. It just has to be honest about when it last knew.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>We don’t have a dashboard problem anymore. We have an automation problem. The winners of the next decade won’t be the apps that show information\u2014they’ll be the ones that act on it. Do you agree or disagree?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>this caught my eye as a macOS user. before buying i want to know: when the widget runs a script, does it run as my normal user, or is there some kind of sandbox that could limit what it can access?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@hi_i_am_mimo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hi_i_am_mimo<\/a> running the scripts is up to you, and if you’re running them with launchd, up to whether you run them as a privileged process. All TerminalWidget does is take a series of numbers, progress percents, API urls, etc. and turn them into visualizations. It doesn’t run any scripts itself.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 idea of running scripts as widgets. one question before buying: does the widget process run in a fresh shell, or does it pick up my .zshrc environment? i have a few PATH additions my scripts depend on.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The macOS widget side is what I would use first. Quick question on script execution: when the widget runs its refresh, does it get a clean shell environment or does it inherit the PATH from wherever it launched? I have scripts with custom PATH entries from .zshrc and need to know if those carry over.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@hi_i_am_mimo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hi_i_am_mimo<\/a> As I said in my other comment, the scripts are run in your own environment, you just pass the output to the widget. It’s not a script runner.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 sparkline widgets are genuinely a nice touch, like having a tiny dashboard without needing to alt-tab or pull up a full terminal app. one-time purchase for a universal app is honestly refreshing these days.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@tuneup\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tuneup<\/a> yeah, I learned with my last release exactly how much people hate subscriptions, and I aim to please :).<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/LF7L5WEVZODLXZ\" class=\"app-title\">Terminal Candy<\/a><\/p>\n<div class=\"one-liner\">A native macOS terminal you can skin and theme<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">119<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Terminal Candy \u662f\u4e00\u6b3e\u5c06 macOS \u7ec8\u7aef\u201c\u76ae\u80a4\u5316\u201d\u7684\u539f\u751f\u5e94\u7528\uff0c\u8ba9\u4f60\u628a\u7ec8\u7aef\u7a97\u53e3\u76f4\u63a5\u7ed8\u5236\u5728 Game Boy\u3001\u78c1\u5e26\u673a\u6216\u4efb\u610f\u56fe\u7247\u4e0a\uff0c\u5e76\u901a\u8fc7\u667a\u80fd\u4ee3\u7406\u63d0\u9192\u529f\u80fd\uff0c\u51cf\u5c11\u4f60\u5728 Claude Code \/ Codex \u7b49 AI \u7f16\u7a0b\u5de5\u5177\u65c1\u7684\u65e0\u8c13\u7b49\u5f85\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9916823b-73f7-45f2-a169-1d8df07c0fbf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2b836877-9cf4-4b67-85a1-fd6f86f5faeb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b5186322-4622-44d6-a376-e431b7bdf460.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Mac<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">macOS\u7ec8\u7aef<\/span><br \/>\n <span class=\"tag\">\u7ec8\u7aef\u7f8e\u5316<\/span><br \/>\n <span class=\"tag\">\u76ae\u80a4\u4e3b\u9898<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">AI\u7f16\u7a0b\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u539f\u751f\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u81ea\u5b9a\u4e49\u754c\u9762<\/span><br \/>\n <span class=\"tag\">CRT\u7279\u6548<\/span><br \/>\n <span class=\"tag\">\u8ba2\u9605\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>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u201cSkin Builder\u201d\u4e0e\u201cAgent \u63d0\u9192\u201d\u4e3a\u771f\u6b63\u4ef7\u503c\u70b9\uff0c\u4f46\u63d0\u51fa\u591a\u7ec8\u7aef\u5e76\u884c\u65f6 dock \u63d0\u9192\u65e0\u6cd5\u533a\u5206\u5177\u4f53\u7a97\u53e3\uff1b\u53e6\u6709\u8bc4\u8bba\u5efa\u8bae\u5c06\u201cAgent \u63d0\u9192\u201d\u4f5c\u4e3a\u6838\u5fc3\u5356\u70b9\u524d\u7f6e\uff0c\u800c\u76ae\u80a4\u53ea\u662f\u5f15\u6d41\u5de5\u5177\uff1bmaker \u56de\u5e94\u4f1a\u8c03\u6574\u6587\u6848\u987a\u5e8f\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 Terminal Candy \u7684\u806a\u660e\u4e4b\u5904\u5728\u4e8e\u628a\u201c\u4e11\u201d\u548c\u201c\u7b49\u201d\u4e24\u4e2a\u7ec8\u7aef\u75db\u70b9\u505a\u6210\u4e86\u5356\u70b9\u3002\u76ae\u80a4\u5316\u662f\u94a9\u5b50\uff0c\u4f46\u771f\u6b63\u8ba9\u7528\u6237\u638f\u94b1\u7684\u662f\u201cAgent \u63d0\u9192\u201d\u2014\u2014\u5b83\u7cbe\u51c6\u51fb\u4e2d\u4e86 AI \u7f16\u7a0b\u65f6\u4ee3\u7684\u65b0\u7126\u8651\uff1a\u5f53\u4f60\u540c\u65f6\u8dd1\u591a\u4e2a Claude Code \u6216 Codex \u5b9e\u4f8b\u65f6\uff0c\u65f6\u95f4\u88ab\u788e\u7247\u5316\u5207\u788e\uff0c\u800c\u4f20\u7edf\u7ec8\u7aef\u4e0d\u4f1a\u544a\u8bc9\u4f60\u54ea\u4e2a\u7a97\u53e3\u5728\u7b49\u4f60\u3002\u8fd9\u4e2a\u529f\u80fd\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u201c\u6ce8\u610f\u529b\u8def\u7531\u5668\u201d\uff0c\u6bd4\u4efb\u4f55\u4e3b\u9898\u90fd\u66f4\u8d34\u8fd1\u751f\u4ea7\u529b\u521a\u9700\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u4ea7\u54c1\u7684\u5929\u82b1\u677f\u4e5f\u5728\u8fd9\u91cc\u3002\u76ae\u80a4\u5316\u662f\u5f3a\u4e2a\u6027\u5316\u9700\u6c42\uff0c\u793e\u533a\u9a71\u52a8\u867d\u7136\u80fd\u964d\u4f4e\u5b98\u65b9\u8bbe\u8ba1\u6210\u672c\uff0c\u5374\u96be\u4ee5\u5f62\u6210\u6301\u7eed\u7c98\u6027\u2014\u2014\u7528\u6237\u73a9\u817b Game Boy \u540e\uff0c\u7559\u5b58\u7387\u5b58\u7591\u3002\u800c\u201c\u591a\u4ee3\u7406\u533a\u5206\u63d0\u9192\u201d\u76ee\u524d\u53ea\u505a\u4e86\u5355\u4e00 dock \u5f39\u8df3\uff0c\u6ca1\u6709\u7a97\u53e3\u7ea7\u6807\u8bc6\uff0c\u8fd9\u5728\u591a\u4efb\u52a1\u573a\u666f\u4e0b\u662f\u660e\u663e\u77ed\u677f\uff0c\u8bc4\u8bba\u91cc\u5df2\u6709\u4eba\u8e29\u5230\u3002\u5982\u679c\u540e\u7eed\u4e0d\u5347\u7ea7\u4e3a\u201c\u6309\u4ee3\u7406\/\u9879\u76ee\u5206\u79bb\u4fe1\u53f7\u201d\uff0c\u8fd9\u4e2a\u6838\u5fc3\u529f\u80fd\u4f1a\u505c\u7559\u5728\u201c\u53ef\u7528\u201d\u800c\u975e\u201c\u53ef\u9760\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5546\u4e1a\u6a21\u5f0f\u4e0a\uff0c\u4e00\u6b21\u6027 $10 \u5b9a\u4ef7\u76f8\u5f53\u514b\u5236\uff0c\u914d\u5408\u201c\u53d1 10 \u4e2a\u76ae\u80a4\u514d\u5355\u201d\u7684\u673a\u5236\uff0c\u5176\u5b9e\u662f\u5728\u4f4e\u6210\u672c\u4e70\u793e\u533a\u5185\u5bb9\u2014\u2014\u7b97\u5f97\u7cbe\u3002\u4f46\u7ec8\u7a76\u662f\u5de5\u5177\u7c7b\u5e94\u7528\u7684\u901a\u75c5\uff1a\u529f\u80fd\u53ef\u4ee5\u88ab\u7cfb\u7edf\u539f\u751f\u6216\u5f00\u6e90\u66ff\u4ee3\u54c1\u6284\u88ad\uff08\u6bd4\u5982 iTerm2 + \u811a\u672c\uff09\uff0c\u76ae\u80a4\u4e5f\u4e0d\u80fd\u6784\u6210\u62a4\u57ce\u6cb3\u3002Terminal Candy \u7684\u4ef7\u503c\u951a\u70b9\u5728\u4e8e\u201c\u628a\u7ec8\u7aef\u53d8\u6210\u4f60\u613f\u610f\u5f85\u7684\u7a7a\u95f4\u201d\uff0c\u4f46\u201c\u7a7a\u95f4\u201d\u4e00\u65e6\u65b0\u9c9c\u611f\u8fc7\u53bb\uff0c\u5269\u4e0b\u7684\u53ea\u6709\u6548\u7387\u3002\u5efa\u8bae\u56e2\u961f\u628a\u7cbe\u529b\u4ece\u76ae\u80a4\u8f6c\u79fb\u5230\u201c\u7ec8\u7aef\u667a\u80fd\u611f\u77e5\u5c42\u201d\u2014\u2014\u6bd4\u5982\u6839\u636e\u5f53\u524d AI \u4efb\u52a1\u7684\u8f93\u51fa\u81ea\u52a8\u5207\u6362\u754c\u9762\u63d0\u9192\u65b9\u5f0f\uff0c\u8fd9\u624d\u662f\u4ece\u73a9\u5177\u5230\u5de5\u5177\u7684\u5206\u6c34\u5cad\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\">Terminal Candy<\/span>\n <\/div>\n<div class=\"comment-content\">Terminal Candy is a real, native macOS terminal you live inside. Pick a skin \u2014 Game Boy, cassette deck, Pip-Boy, or your own art \u2014 and draw the terminal square right on it. It pings you (sound + dock bounce) when Claude Code or Codex actually needs input, so you stop babysitting the window. The Skin Builder turns any image into a terminal; 84 palettes, CRT effects, \u2325Space hotkey, community skin marketplace. 14-day free trial, then $10 once \u2014 no subscription. macOS 14+, Apple Silicon.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b<\/p>\n<\/p>\n<p>I’m Peter, the maker of Terminal Candy. I spend basically all day in the terminal, and I got tired of it being a grey box. So I built a terminal you <em>live inside<\/em> \u2014 pick a skin, draw the terminal square right onto the art, and get to work.<\/p>\n<\/p>\n<p>What makes it fun:<\/p>\n<p>\ud83c\udfa8 Skin it into anything \u2014 Game Boy, cassette deck, Pip-Boy, or your own image<\/p>\n<p>\ud83d\udee0 Skin Builder \u2014 magic-wand the background off any picture, draw the terminal window on it, pick a palette. Loads live, no restart, no compiler.<\/p>\n<p>\ud83c\udf08 84 built-in palettes \u2014 Dracula, Nord, Tokyo Night, Solarized, CRT greens, and more<\/p>\n<p>\ud83d\udda5 Real CRT effects \u2014 GPU-composited scanlines, phosphor glow, curvature, grain<\/p>\n<p>\u2325 \u2325Space global hotkey \u2014 summon\/hide from anywhere, no Accessibility prompt<\/p>\n<p>\ud83d\udecd Community skins \u2014 browse, install with one click, and upload your own<\/p>\n<p>\ud83d\udd14 Agent alerts \u2014 sound + dock bounce when Claude Code or Codex actually needs input. Stop babysitting the window.<\/p>\n<\/p>\n<p>It’s a <em>real<\/em> terminal underneath (full VT emulation via SwiftTerm), 100% native macOS \u2014 no Electron. macOS 14+, Apple Silicon.<\/p>\n<\/p>\n<p>Pricing is simple: 14-day free trial, then $10 once. No subscription. (Fun twist: publish 10 approved community skins and the $10 is on the house.) \ud83c\udf6c PH treat: first 100 hunters \u2014 code STOPBABYSITTING gets it for $7.<\/p>\n<\/p>\n<p>I’d genuinely love your feedback \u2014 what device would you skin your terminal into? What’s missing? I’m here all day reading every comment. \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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@terminal_candy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@terminal_candy<\/a> For devs who spend hours in CLI with AI agents, what\u2019s one small quality\u2011of\u2011life tweak that would make your terminal feel less like a tool and more like a workspace you actually enjoy being in?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Everything in this thread already matches how I work. Some nights I have more than one agent running at once, not a single terminal. A dock bounce tells me something needs me. It does not tell me which window.<\/p>\n<p>If three terminals are each running a different agent, does every window get its own badge, or does it collapse into one bounce no matter how many are actually waiting on you?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The Skin Builder turning any image into a working terminal, not just picking from presets, is the actual product. Everything else is a coat of paint on top of that.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@irahimiam\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@irahimiam<\/a> That was the bet \u2014 the preset skins are really just proof the builder works. Magic-wand a photo, draw the square, you’re in. Would love to see what you make with it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Agent alerts is your last bullet and it’s the only one that makes this a daily driver instead of a weekend toy. I’d move it to the top. Anyone can picture phosphor glow, but “the dock bounces when Codex is actually waiting on me” is the sentence that gets me to pay the $10, and right now it’s sitting under the Game Boy skins.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@asadmalik901\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@asadmalik901<\/a> Ha \u2014 fair, and honestly that’s how I use it too. The skins are why I built it, the alerts are why it stays open all day. Might actually reorder the copy. Thanks for this.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/4BFYBSUOLNVBUR\" class=\"app-title\">Basedash Audit Logs<\/a><\/p>\n<div class=\"one-liner\">Every action in your BI tool, on the record.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">107<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Basedash Audit Logs\u4e3aBI\u5de5\u5177\u63d0\u4f9b\u539f\u751f\u5ba1\u8ba1\u65e5\u5fd7\uff0c\u8bb0\u5f55\u767b\u5f55\u3001\u67e5\u8be2\uff08\u542bAI\u67e5\u8be2\uff09\u548c\u914d\u7f6e\u53d8\u66f4\uff0c\u89e3\u51b3\u4f01\u4e1a\u5728\u5b89\u5168\u5ba1\u67e5\u4e0e\u5408\u89c4\u5ba1\u8ba1\u65f6\u201c\u8c01\u5728\u4f55\u65f6\u770b\u4e86\u4ec0\u4e48\u201d\u96be\u4ee5\u8ffd\u6eaf\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/fe1e3093-844d-45e4-ae10-804009dc8d1e.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/UucNkGR2WWQ\"><source src=\"https:\/\/youtu.be\/UucNkGR2WWQ\" 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\/63661711-2b33-4a59-9896-5fbc84afefd5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dcd836bf-9f1e-41da-92ca-f2a538bd7744.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5fea9516-a9c0-4550-a2c1-65adda3edb5c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0dafc03b-55f4-4d5d-99d5-17cbf1f879a2.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\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Data & Analytics<\/span><br \/>\n <span class=\"tag\">Business Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5ba1\u8ba1\u65e5\u5fd7<\/span><br \/>\n <span class=\"tag\">BI\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u5408\u89c4\u5ba1\u67e5<\/span><br \/>\n <span class=\"tag\">AI\u67e5\u8be2\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">SIEM\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u6eaf\u6e90<\/span><br \/>\n <span class=\"tag\">\u6743\u9650\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u65e5\u5fd7\u7559\u5b58<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7SaaS<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u5173\u6ce8\u5ba1\u8ba1\u7c92\u5ea6\u548cAI\u67e5\u8be2\u7ec6\u8282\uff0c\u8ffd\u95ee\u662f\u5426\u8bb0\u5f55\u5b8c\u6574SQL\u6587\u672c\u800c\u975e\u4ec5\u5143\u6570\u636e\uff1b\u8d28\u7591\u65e5\u5fd7\u7559\u5b58\u7b56\u7565\u4e0ePII\u6570\u636e\u5220\u9664\u5408\u89c4\u51b2\u7a81\uff1b\u5efa\u8bae\u5c06AI\u751f\u6210\u7684\u6587\u5b57\u56de\u7b54\u4e0eSQL\u5e76\u5217\u5b58\u50a8\uff0c\u4ee5\u4fbf\u8ffd\u6eaf\u51b3\u7b56\u4f9d\u636e\uff1b\u6574\u4f53\u8ba4\u53ef\u529f\u80fd\u586b\u8865\u4e86\u5b89\u5168\u5ba1\u67e5\u5173\u952e\u7f3a\u53e3\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 Basedash Audit Logs\u672c\u8d28\u4e0a\u662f\u5728\u7ed9\u201c\u4f1a\u72af\u9519\u7684AI\u201d\u4e0a\u4fdd\u9669\uff0c\u8e29\u4e2d\u4e86\u4f01\u4e1a\u91c7\u8d2d\u4e2d\u201c\u5b89\u5168\u5ba1\u67e5\u4e00\u7968\u5426\u51b3\u201d\u7684\u547d\u95e8\u3002\u5176\u6838\u5fc3\u5356\u70b9\u4e0d\u662f\u65e5\u5fd7\u672c\u8eab\uff0c\u800c\u662f\u5c06AI\u4ece\u201c\u9ed1\u7bb1\u64cd\u4f5c\u8005\u201d\u964d\u683c\u4e3a\u201c\u53ef\u5ba1\u8ba1\u7684\u6267\u884c\u8005\u201d\u2014\u2014\u8fd9\u4e2a\u5b9a\u4f4d\u7cbe\u51c6\u4e14\u72e0\u8fa3\u3002\u4f46\u8bc4\u8bba\u533a\u66b4\u9732\u4e86\u4e24\u5927\u81f4\u547d\u60ac\u800c\u672a\u51b3\u7684\u95ee\u9898\uff1a\u5176\u4e00\uff0c\u65e5\u5fd7\u5728SIEM\u5bfc\u51fa\u573a\u666f\u4e0b\u662f\u5426\u5305\u542b\u5b8c\u6574SQL\u539f\u6587\uff1f\u82e5\u4ec5\u63d0\u4f9b\u54c8\u5e0c\u6216ID\uff0c\u9762\u5bf9\u201c\u67d0\u6761\u6570\u636e\u4e3a\u4f55\u5728\u62a5\u544a\u4e2d\u5f02\u5e38\u201d\u7684\u8ffd\u6eaf\u9700\u6c42\uff0c\u5b89\u5168\u56e2\u961f\u4f9d\u65e7\u8981\u56de\u5230\u4ea7\u54c1\u5185\u4e8c\u6b21\u67e5\u8be2\uff0c\u8fd9\u524a\u5f31\u4e86\u201c\u6d41\u5f0f\u5bfc\u51fa\u201d\u7684\u8fd0\u7ef4\u4ef7\u503c\u3002\u5176\u4e8c\uff0c\u4e5f\u662f\u6700\u5173\u952e\u7684\u5408\u89c4\u6096\u8bba\uff1a\u65e5\u5fd7\u4e3a\u6ee1\u8db3\u201c\u4fdd\u7559\u6700\u4f4e\u65f6\u9650\u201d\u800c\u957f\u671f\u5b58\u50a8\u5bcc\u542bPII\u7684\u67e5\u8be2\u6587\u672c\uff0c\u4e0eGDPR\u7b49\u6cd5\u89c4\u8981\u6c42\u7684\u201c\u5220\u9664\u6743\u201d\u548c\u201c\u6570\u636e\u6700\u5c0f\u5316\u201d\u76f4\u63a5\u51b2\u7a81\u3002\u82e5\u4ea7\u54c1\u53ea\u63d0\u4f9b\u5168\u5c40\u7559\u5b58\u7b56\u7565\u800c\u65e0\u5b57\u6bb5\u7ea7\u8131\u654f\u6216\u6309\u6570\u636e\u5206\u7c7b\u7684\u5dee\u5f02\u5316\u7559\u5b58\uff0c\u90a3\u4e48\u8fd9\u5957\u7cfb\u7edf\u5728\u91d1\u878d\u3001\u533b\u7597\u7b49\u5f3a\u76d1\u7ba1\u884c\u4e1a\u53cd\u800c\u4f1a\u6210\u4e3a\u65b0\u7684\u5408\u89c4\u98ce\u9669\u70b9\uff0c\u800c\u975e\u201c\u4fdd\u9669\u201d\u3002\u6b64\u5916\uff0c\u7528\u6237\u4e00\u9488\u89c1\u8840\u5730\u6307\u51fa\uff1a\u4ea7\u54c1\u8bb0\u5f55\u201cAI\u6267\u884c\u4e86\u4ec0\u4e48\u201d\uff0c\u5374\u672a\u4fdd\u5b58\u201cAI\u8bf4\u4e86\u4ec0\u4e48\u201d\u3002\u5728\u771f\u5b9e\u51b3\u7b56\u94fe\u8def\u4e2d\uff0c\u9519\u8bef\u7684\u81ea\u7136\u8bed\u8a00\u603b\u7ed3\u6bd4\u9519\u8bef\u7684SQL\u66f4\u5177\u7834\u574f\u6027\uff0c\u4e14\u96be\u4ee5\u4e8b\u540e\u6838\u67e5\u3002\u82e5Basedash\u4e0d\u8865\u4e0a\u201c\u63a8\u7406-\u67e5\u8be2-\u7b54\u590d\u201d\u7684\u5b8c\u6574\u5feb\u7167\u94fe\uff0c\u5176\u5ba1\u8ba1\u4ef7\u503c\u5c31\u53ea\u5b8c\u6210\u4e86\u4e00\u534a\u2014\u2014\u5b83\u8bc1\u660e\u4e86AI\u201c\u505a\u8fc7\u201d\uff0c\u5374\u65e0\u6cd5\u8bc1\u660eAI\u201c\u8bf4\u5bf9\u201d\u3002\u5728\u7ade\u54c1\u7eb7\u7eb7\u4ee5AI\u80fd\u529b\u4e3a\u5356\u70b9\u65f6\uff0cBasedash\u9009\u62e9\u4ee5\u201cAI\u7684 accountability\u201d\u5207\u5165\uff0c\u65b9\u5411\u6b63\u786e\uff0c\u4f46\u4ea7\u54c1\u6210\u719f\u5ea6\u4ecd\u9700\u5411\u771f\u6b63\u7684\u201c\u4f01\u4e1a\u7ea7\u53ef\u8bc1\u4f2a\u6027\u201d\u8fc8\u8fdb\u3002\u76ee\u524d\u5b83\u662f\u4e00\u628a\u597d\u7528\u7684\u68b3\u5b50\uff0c\u4f46\u8ddd\u79bb\u4f01\u4e1a\u5408\u89c4\u6240\u9700\u7684\u201c\u663e\u5fae\u955c\u201d\uff0c\u8fd8\u6709\u4e24\u4e09\u4e2a\u5173\u952e\u8fed\u4ee3\u7684\u8ddd\u79bb\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\">Basedash Audit Logs<\/span>\n <\/div>\n<div class=\"comment-content\">Native audit logs for Basedash \u2014 every sign-in, query, and configuration change is on the record, including every query the AI runs, attributed and traceable. Answer who saw what, when with one filter, stream events to your SIEM, set retention to match your policy, and pull the log through the API. Built for security reviews and enterprise rollouts, alongside SSO, SCIM, and RBAC. Your BI tool finally has a memory. Every action, on the record.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey everyone, Max here from Basedash.<\/p>\n<p>Today we’re launching audit logs: a native record of everything that happens in your Basedash organization \u2014 who signed in, who viewed what, what changed, and every query that ran.<\/p>\n<p>And especially important these days: that includes the AI. When Basedash AI answers a question, the query it ran is logged, attributed, and traceable, just like a human analyst’s would be.<\/p>\n<p>In practice it means the questions that used to stall a security review \u2014 “who accessed customer revenue last quarter?”, “who changed permissions on this data source?” \u2014 are one filter away. Logs export to your SIEM, retention follows your policy, and the whole record is available through the API.<\/p>\n<p>We’ve been running with it internally for months. The last time our own review asked who had touched a production data source, the answer took about ten seconds instead of a day of Slack archaeology.<\/p>\n<p>Audit logs are available on the Basedash Enterprise plan today, and we’re happy to walk any team through a security review this week. Happy to answer any questions.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@maxmusing\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maxmusing<\/a> Audit logs are one of those things nobody asks about until security review, and then suddenly they’re a deal blocker. When I’m evaluating a BI vendor the question is always whether I can see who exported what, not just who logged in. Do these capture query-level detail like which fields someone pulled, or is it action-level only?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Very excited about this launch! We\u2019ve been getting more requests for audit ability, which is a big reason why companies choose Basedash in the first place. Happy to answer any questions.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Audit trails in BI tools are one of those things nobody misses until compliance asks. Timely add, congrats.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks <a href=\"https:\/\/www.producthunt.com\/@kritishpuri\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kritishpuri<\/a>!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The AI query attribution is the part that would actually unblock us. When someone on our team asks why a dashboard number changed, being able to pull the exact query the AI ran at a specific time is very different from guessing from logs. One thing before I connect a production workspace: does the audit log store the full query text, or just metadata like a hash or query ID? For a SIEM export use case, having the raw SQL attached to the log entry makes the difference.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 retention-follows-your-policy part is what I’d want to dig into before rolling this out on anything financial. Compliance usually forces a retention minimum, but a log full of query text can end up holding customer PII well past when a deletion request should have wiped it. Is retention global, or can specific fields get redacted before the entry is even written?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Logging the SQL the AI ran is the necessary half. The half I’d push on is whether you store the answer it gave in words right next to the query, because a correct query with a wrong summary on top is the failure that actually reaches a decision, and nobody goes back and re-reads the SQL to catch it. Six months later the artefact a review needs is the sentence someone acted on, not just the statement that produced it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/Z6QVYVVWL3T2ZZ\" class=\"app-title\">EssayKraft<\/a><\/p>\n<div class=\"one-liner\">Native essay writing app for Mac and iPad <\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">101<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>EssayKraft \u662f\u4e00\u6b3e\u4e13\u4e3a\u5b66\u751f\u6253\u9020\u7684 Mac \u548c iPad \u539f\u751f\u5199\u4f5c\u5e94\u7528\uff0c\u5c06\u957f\u7bc7\u5199\u4f5c\u3001\u6587\u732e\u7ba1\u7406\u3001\u81ea\u52a8\u5f15\u7528\u4e0e\u5bfc\u51fa\u529f\u80fd\u6574\u5408\u4e8e\u4e00\u5904\uff0c\u89e3\u51b3\u5b66\u672f\u5199\u4f5c\u4e2d\u5de5\u5177\u5272\u88c2\u4e0e\u5f15\u7528\u7ba1\u7406\u7684\u7e41\u7410\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/201829d7-7ba7-402e-b5da-e15da1e80e58.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\/da8d37af-4e36-40ea-9d92-0cdb42a40789.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\">Writing<\/span><br \/>\n <span class=\"tag\">Education<\/span><br \/>\n <span class=\"tag\">Apple<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5b66\u672f\u5199\u4f5c<\/span><br \/>\n <span class=\"tag\">\u6587\u732e\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5f15\u7528<\/span><br \/>\n <span class=\"tag\">\u539f\u751f\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">Mac<\/span><br \/>\n <span class=\"tag\">iPad<\/span><br \/>\n <span class=\"tag\">\u5b66\u751f\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4e70\u65ad\u5236<\/span><br \/>\n <span class=\"tag\">\u65e0\u8ba2\u9605<\/span><br \/>\n <span class=\"tag\">\u4e13\u6ce8\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>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u539f\u751f\u4f53\u9a8c\u4e0e\u4e70\u65ad\u5236\uff0c\u8ba4\u4e3a\u201c\u65e0\u8d26\u53f7\u65e0\u8ba2\u9605\u201d\u662f\u5b66\u751f\u771f\u5b9e\u9700\u6c42\u3002\u4e3b\u8981\u7591\u95ee\u96c6\u4e2d\u5728\u5f15\u7528\u683c\u5f0f\u7684\u66f4\u65b0\u673a\u5236\uff08\u5982APA\/MLA\u6539\u7248\u5982\u4f55\u8ddf\u8fdb\uff09\u4ee5\u53caiCloud\u540c\u6b65\u662f\u5426\u81ea\u52a8\u3001\u662f\u5426\u6253\u65ad\u5199\u4f5c\u6d41\u3002\u5f00\u53d1\u8005\u56de\u5e94\u786e\u8ba4\u6587\u6863\u4fdd\u5b58\u5373\u540c\u6b65\u3002\u53e6\u6709\u7528\u6237\u79f0\u8d5e\u81ea\u7814\u5f15\u7528\u7ba1\u7406\u5668\u7684\u601d\u8def\uff0c\u4ee5\u53ca\u5f00\u53d1\u8005\u5728\u8bfb\u671f\u95f4\u81ea\u5b66Swift\u7684\u8bda\u610f\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 EssayKraft \u7684\u5207\u5165\u70b9\u5f88\u806a\u660e\uff1a\u5b83\u6ca1\u6709\u8bd5\u56fe\u518d\u9020\u4e00\u4e2a\u201c\u66f4\u597d\u7684Word\u201d\uff0c\u800c\u662f\u7cbe\u51c6\u5207\u8d70\u5b66\u672f\u5199\u4f5c\u4e2d\u201c\u5f15\u7528\u7ba1\u7406\u201d\u8fd9\u4e00\u6839\u786c\u523a\uff0c\u5e76\u7528\u201c\u539f\u751f+\u4e70\u65ad\u201d\u6784\u5efa\u4e86\u660e\u786e\u7684\u4ef7\u503c\u951a\u70b9\u3002\u5bf9\u4e8e\u5b66\u751f\u7fa4\u4f53\uff0c\u8ba2\u9605\u75b2\u52b3\u548c\u5de5\u5177\u788e\u7247\u5316\u662f\u771f\u5b9e\u75db\u70b9\uff0c\u56e0\u6b64\u201c\u65e0\u8d26\u53f7\u65e0\u8ba2\u9605\u201d\u4e0d\u662f\u8425\u9500\u8bdd\u672f\uff0c\u800c\u662f\u6709\u6548\u7ade\u4e89\u529b\u3002\u4f46\u4ea7\u54c1\u7684\u751f\u6b7b\u7ebf\u5728\u4e8e\u5f15\u7528\u5f15\u64ce\u7684\u53ef\u9760\u6027\u2014\u2014\u8bc4\u8bba\u4e2d\u5df2\u6709\u7528\u6237\u5c16\u9510\u6307\u51fa\uff1a\u5f53APA\u6216MLA\u5728\u5b66\u4e1a\u4e2d\u9014\u6539\u7248\u65f6\uff0c\u4e70\u65ad\u5236\u4e0b\u7684\u66f4\u65b0\u5468\u671f\u662f\u5426\u8ddf\u5f97\u4e0a\uff1f\u8fd9\u4e0d\u4ec5\u662f\u6280\u672f\u503a\u95ee\u9898\uff0c\u66f4\u662f\u4fe1\u4efb\u95ee\u9898\u3002\u82e5\u683c\u5f0f\u903b\u8f91\u5b8c\u5168\u786c\u7f16\u7801\uff0c\u90a3\u4e48\u6bcf\u4e00\u6b21\u89c4\u8303\u66f4\u65b0\u90fd\u662f\u5bf9\u201c\u4e70\u65ad\u5373\u7ec8\u8eab\u201d\u627f\u8bfa\u7684\u6d88\u8017\uff1b\u82e5\u5f15\u5165\u4e91\u7aef\u89c4\u5219\u5e93\uff0c\u5219\u53c8\u53ef\u80fd\u8fdd\u80cc\u5176\u201c\u65e0\u8d26\u53f7\u201d\u7684\u7eaf\u7cb9\u6027\u3002\u6b64\u5916\uff0ciCloud\u540c\u6b65\u867d\u662f\u201c\u4fdd\u5b58\u5373\u89e6\u53d1\u201d\uff0c\u4f46iCloud\u672c\u8eab\u5728\u590d\u6742\u6587\u6863\u4e0a\u7684\u51b2\u7a81\u5386\u53f2\u5e76\u4e0d\u5149\u5f69\uff0c\u957f\u7bc7\u8bba\u6587\u573a\u666f\u4e0b\u7684\u7248\u672c\u56de\u6eda\u4e0e\u6279\u6ce8\u534f\u4f5c\u4ecd\u662f\u7a7a\u767d\u3002\u603b\u4f53\u800c\u8a00\uff0cEssayKraft \u5c55\u793a\u4e86\u72ec\u7acb\u5f00\u53d1\u8005\u7684\u7cbe\u51c6\u55c5\u89c9\uff0c\u4f46\u201c\u6587\u732e\u7ba1\u7406\u201d\u662f\u5b66\u672f\u5de5\u5177\u91cc\u6700\u5bb9\u9519\u7387\u6700\u4f4e\u7684\u9886\u57df\u2014\u2014\u5b66\u751f\u53ef\u4ee5\u5fcd\u53d7\u754c\u9762\u7b80\u964b\uff0c\u4f46\u7edd\u65e0\u6cd5\u63a5\u53d7\u6bd5\u4e1a\u524d\u591c\u683c\u5f0f\u9519\u8bef\u3002\u4e70\u65ad\u5236\u53ef\u4ee5\u662f\u5546\u4e1a\u6a21\u5f0f\u7684\u521b\u65b0\uff0c\u5374\u4e0d\u5e94\u6210\u4e3a\u66f4\u65b0\u60f0\u6027\u7684\u501f\u53e3\u3002\u5b83\u76ee\u524d\u66f4\u50cf\u4e00\u4e2a\u4f18\u79c0\u7684\u201c\u5199\u4f5c\u73af\u5883\u201d\uff0c\u800c\u975e\u53ef\u9760\u7684\u201c\u5b66\u672f\u57fa\u7840\u8bbe\u65bd\u201d\u3002\u82e5\u60f3\u771f\u6b63\u7acb\u8db3\uff0c\u9700\u8981\u5728\u5f15\u7528\u89c4\u5219\u7684\u53ef\u7ef4\u62a4\u6027\u4e0a\u7ed9\u51fa\u900f\u660e\u3001\u53ef\u9a8c\u8bc1\u7684\u66f4\u65b0\u627f\u8bfa\uff0c\u5426\u5219\u53ea\u80fd\u505c\u7559\u5728\u201c\u5c0f\u800c\u7f8e\u201d\u7684\u8212\u9002\u533a\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">EssayKraft<\/span>\n <\/div>\n<div class=\"comment-content\">EssayKraft is a native Swift Mac and iPad writing app built for students who are tired of wrestling with reference managers. Write essays, papers and dissertations with a built-in reference manager, automatic citations, rich text formatting and PDF or DOCX export, all in one place. No subscriptions, no accounts, no juggling citation tools. Just a fast, distraction-free writing experience designed specifically for academic work. Buy once, own it forever.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I’m a student studying creative writing at Uni and as much as I love writing, managing references and citations in essays has always been a task that I dread having to approach. I previously used Word with a plugin, which was difficult to set up, and clunky to use; I spent more time managing references than actually writing the essay itself. Over two years, I have taught myself Swift and this is my first app. I made EssayKraft with one goal in mind: to let writers write, and leave reference management to the app. <\/p>\n<p>I’d love to hear your feedback, whether it’s about the app itself, the design, or features you’d like to see next. Thanks for checking it out!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Building the citation manager yourself instead of fighting a Word plugin is exactly the kind of problem you understand well enough to actually fix. Good call on skipping accounts too, one less thing for a student to worry about losing access to over a summer. Teaching yourself Swift and shipping this while still in school is a genuinely good first release.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Finally a writing app that doesn’t force me to sign up for yet another subscription just to format a bibliography. The built-in citation manager alone sold me.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">This is awesome! Wish you all the best on this impressive launch. Keep pushing mate<\/div>\n<div class=\"comment-actions\">\n<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\">@german_merlo1 Thank you!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This feels very practical for students. Academic writing gets messy fast when the writing app, citation manager, PDFs, and export tool all live in different places.<\/p>\n<p>I like the buy-once angle too. For students, no account and no subscription is a real feature, not just a pricing detail.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@vahid_davoudi Thank you! The pricing model was really important to me, I don\u2019t believe that students should have to pay monthly for a tool, it adds up quickly over three years. Uni life is already expensive as it is!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 part I’d want to poke at before trusting the citation manager: which styles ship built in, and what happens when a style guide updates? APA and MLA both revise their rules every few years, sometimes mid-degree, and that’s the exact kind of maintenance burden that made the Word plugin route painful in the first place. if the formatting rules are baked into the app, a style update means waiting on you to ship a new version rather than a library auto-updating. how are you planning to keep up with that over the buy-once lifetime of the app?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Native long-form writing app for Mac and iPad is exactly the kind of thing I keep looking for. Quick question on the sync: if I start a draft on my iPad and pick it up on Mac, does it sync automatically in the background or do I need to manually open iCloud Drive each time? Nothing breaks the writing flow faster than having to chase a file before I can continue.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@leo404 Thank you for taking a look at the app and I\u2019m glad it\u2019s what you\u2019re looking for! If a document is saved to iCloud Drive, it will sync upon every save, whether that is on Mac or iPad, no need to open iCloud for that to happen. Just save to the cloud and use your documents as you usually would and iCloud will keep it up to date for you.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>No accounts and no subscription is the real feature for a student tool, not the pricing footnote it usually gets treated as.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#10<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/7AJ3R66DDJFLAR\" class=\"app-title\">SyncStaq<\/a><\/p>\n<div class=\"one-liner\">Stripe billing data, always current in Google Sheets<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">99<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>SyncStaq\u662f\u4e00\u6b3e\u5c06Stripe\u8d26\u5355\u6570\u636e\uff08\u6536\u6b3e\u3001\u53d1\u7968\u3001\u8ba2\u9605\u3001\u9000\u6b3e\u3001\u4e89\u8bae\u7b49\uff09\u6309\u4e8b\u4ef6\u6d41\u5b9e\u65f6\u540c\u6b65\u81f3Google Sheets\u7684\u81ea\u52a8\u5316\u5de5\u5177\uff0c\u89e3\u51b3\u8d22\u52a1\u56e2\u961f\u624b\u52a8\u5bfc\u51fa\u3001\u62a5\u8868\u6570\u636e\u56e0\u9000\u6b3e\/\u8ba2\u9605\u53d8\u66f4\u800c\u9759\u9ed8\u8fc7\u671f\u7684\u95ee\u9898\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/99deaaf8-9912-4673-b23e-2d55a4e8957d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1c5eaef9-5a4d-4d8c-b23c-62350a7bdda4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f95f44f8-8b56-45f4-98a7-abfbbc1790aa.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f814c4d0-0d18-437d-a1b5-048c7067d762.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8f50438c-7ce6-42d1-9c19-10aa1f38332b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/47c3f760-3c2d-481a-8eb4-7e5a2771e843.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5de89c4f-3c60-40cf-901a-db1db5ac2d7d.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\">Fintech<\/span><br \/>\n <span class=\"tag\">Spreadsheets<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Stripe\u6570\u636e\u540c\u6b65<\/span><br \/>\n <span class=\"tag\">Google Sheets\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u8d22\u52a1\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u8d26\u5355\u6570\u636e\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u4e8b\u4ef6\u9a71\u52a8\u540c\u6b65<\/span><br \/>\n <span class=\"tag\">SaaS\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4f63\u91d1\u6838\u7b97<\/span><br \/>\n <span class=\"tag\">\u62a5\u8868\u5b9e\u65f6\u66f4\u65b0<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u7ba1\u9053<\/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\u89e3\u51b3\u201c\u5386\u53f2\u6570\u636e\u53d8\u66f4\u5bfc\u81f4\u62a5\u8868\u5931\u771f\u201d\u7684\u75db\u70b9\uff0c\u4e3b\u8981\u7591\u95ee\u96c6\u4e2d\u5728\uff1a\u540c\u6b65\u65b9\u5f0f\uff08\u4e8b\u4ef6\u6d41vs\u5b9a\u65f6\u8f6e\u8be2\uff09\u3001\u5386\u53f2\u884c\u662f\u5c31\u5730\u66f4\u65b0\u8fd8\u662f\u8ffd\u52a0\u4fee\u6b63\uff08\u5f71\u54cdSUMIF\u516c\u5f0f\uff09\u3001Stripe\u53ea\u8bfb\u5bc6\u94a5\u6700\u5c0f\u6743\u9650\u8303\u56f4\uff0c\u4ee5\u53ca\u662f\u5426\u652f\u6301Apple\/Google IAP\u591a\u5e73\u53f0\u6536\u5165\u5408\u5e76\u3002\u521b\u59cb\u4eba\u56de\u5e94\u5766\u8bda\uff0c\u4f46\u672a\u660e\u786e\u5386\u53f2\u6570\u636e\u53d8\u66f4\u7b56\u7565\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n SyncStaq\u7684\u5b9a\u4f4d\u7cbe\u51c6\u5730\u5207\u5165\u4e86\u8d22\u52a1\u8fd0\u8425\u4e2d\u4e00\u4e2a\u201c\u5c0f\u800c\u6df1\u201d\u7684\u88c2\u7f1d\uff1aStripe\u6570\u636e\u5bfc\u51fa\u540e\uff0c\u9000\u6b3e\u3001\u4e89\u8bae\u3001\u8ba2\u9605\u72b6\u6001\u53d8\u66f4\u4f1a\u8ba9\u6240\u6709\u57fa\u4e8e\u5386\u53f2\u5feb\u7167\u7684\u62a5\u8868\u5728\u4e0d\u77e5\u4e0d\u89c9\u4e2d\u8150\u70c2\u3002\u591a\u6570\u56e2\u961f\u5bf9\u8fd9\u7c7b\u95ee\u9898\u7684\u89e3\u51b3\u65b9\u6848\u662f\u6bcf\u5468\u624b\u52a8\u91cd\u5bfc\uff0c\u6216\u4f9d\u8d56\u811a\u672c\u6309\u521b\u5efa\u65e5\u671f\u8f6e\u8be2\u2014\u2014\u90fd\u6cbb\u6807\u4e0d\u6cbb\u672c\u3002SyncStaq\u4ece\u4e8b\u4ef6\u6d41\u540c\u6b65\uff0c\u6280\u672f\u4e0a\u76f4\u51fb\u8981\u5bb3\uff0c\u8ba9\u201c\u884c\u6570\u636e\u968f\u4e1a\u52a1\u771f\u76f8\u53d8\u5316\u201d\u6210\u4e3a\u9ed8\u8ba4\u884c\u4e3a\uff0c\u800c\u975e\u989d\u5916\u529f\u80fd\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u4ea7\u54c1\u4ef7\u503c\u8fb9\u754c\u540c\u6837\u6e05\u6670\uff1a\u5b83\u4e0d\u505aBI\uff0c\u4e0d\u505a\u591a\u5e73\u53f0\u805a\u5408\uff0c\u751a\u81f3\u523b\u610f\u4e0d\u505a\u6210\u201c\u6536\u5165\u5168\u666f\u56fe\u201d\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8eApple\/Google IAP\u7684\u8ffd\u95ee\u6070\u6070\u70b9\u51fa\u4e86\u5b83\u7684\u963f\u5580\u7409\u65af\u4e4b\u8e35\u2014\u2014\u5bf9\u4f9d\u8d56\u591a\u6536\u5165\u8f68\u9053\u7684\u73b0\u4ee3SaaS\u6765\u8bf4\uff0cStripe-only\u7684\u540c\u6b65\u5de5\u5177\u53ea\u662f\u62fc\u56fe\u4e00\u89d2\uff0c\u800c\u975e\u5b8c\u6574\u7b54\u6848\u3002\u521b\u59cb\u4eba\u4e5f\u5766\u627f\u56e2\u961f\u8bbf\u8c08\u4e2d\u53d1\u73b0\u7528\u6237\u771f\u6b63\u8981\u7684\u662f\u4f63\u91d1\u8ba1\u7b97\uff0c\u8fd9\u6697\u793a\u4e86\u4e00\u4e2a\u66f4\u5927\u4f46\u66f4\u62e5\u6324\u7684\u5e02\u573a\uff0c\u800cSyncStaq\u76ee\u524d\u9009\u62e9\u4e0d\u8d8a\u754c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u53e6\u4e00\u4e2a\u4e0d\u53ef\u5ffd\u89c6\u7684\u9690\u60a3\u662f\u201c\u5386\u53f2\u884c\u53d8\u66f4\u201d\u5e26\u6765\u7684\u8d22\u52a1\u5ba1\u8ba1\u95ee\u9898\uff1a\u5c31\u5730\u66f4\u65b0\u4f1a\u9759\u9ed8\u6539\u5199\u5df2\u6c47\u62a5\u7ed9\u8463\u4e8b\u4f1a\u7684\u6570\u5b57\uff0c\u8ffd\u52a0\u4fee\u6b63\u5219\u4f1a\u7834\u574f\u7528\u6237\u7684SUMIF\u516c\u5f0f\u3002\u4ea7\u54c1\u76ee\u524d\u5bf9\u6b64\u4fdd\u6301\u6c89\u9ed8\uff0c\u8fd9\u53ef\u80fd\u662f\u5546\u4e1a\u5ba2\u6237\u5728\u4ed8\u8d39\u524d\u6700\u7ec8\u4f1a\u8ffd\u95ee\u7684\u5408\u89c4\u6027\u7ec6\u8282\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6574\u4f53\u800c\u8a00\uff0cSyncStaq\u662f\u4e00\u4e2a\u5de5\u7a0b\u4e0a\u624e\u5b9e\u3001\u5546\u4e1a\u4e0a\u514b\u5236\u7684\u6548\u7387\u5de5\u5177\u3002\u5b83\u4e0d\u6027\u611f\uff0c\u4f46\u6709\u771f\u5b9e\u4ed8\u8d39\u610f\u613f\u7684\u573a\u666f\uff0c\u4e14\u663e\u8457\u964d\u4f4e\u4e86\u8d22\u52a1\u56e2\u961f\u7684\u9690\u6027\u52a0\u73ed\u6210\u672c\u3002\u6311\u6218\u5728\u4e8e\uff1a\u5b83\u80fd\u976099\u7968\u7684\u53d1\u5e03\u70ed\u5ea6\u7ef4\u6301\u589e\u957f\uff0c\u8fd8\u662f\u6700\u7ec8\u6ca6\u4e3aStripe\u751f\u6001\u91cc\u53c8\u4e00\u4e2a\u88abInch\u6216Ragic\u7b49\u901a\u7528\u5de5\u5177\u541e\u5e76\u7684\u5782\u76f4\u63d2\u4ef6\uff1f\u7b54\u6848\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u5728\u4f63\u91d1\/\u5206\u8d26\u573a\u666f\u4e2d\u6301\u7eed\u52a0\u7801\uff0c\u4ece\u201c\u540c\u6b65\u5de5\u5177\u201d\u8fdb\u5316\u4e3a\u201c\u7ed3\u7b97\u5de5\u4f5c\u53f0\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\">SyncStaq<\/span>\n <\/div>\n<div class=\"comment-content\">SyncStaq syncs Stripe billing data into Google Sheets \u2014 charges, invoices, invoice line items, customers, subscriptions, payouts and disputes, each in its own structured tab. What’s different: most exports and scripts pull by created date, so records that change later (refunds, subscription updates, disputes) quietly go stale. SyncStaq syncs from Stripe’s event stream, so your sheet updates when the data changes. Read-only Stripe access. Hourly sync. 14-day free trial.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \ud83d\udc4b<\/p>\n<p>Years ago we shipped a small tool called AutoSync that pushed Stripe data into Google Sheets. It worked, but it polled Stripe by creation date. That meant anything that changed later (a refund, a subscription update, a dispute) never made it into the sheet. People’s reports went stale and they didn’t always realize it.<\/p>\n<p>This year the three of us rebuilt it properly \u2014 nights and weekends, around day jobs \u2014 as SyncStaq.<\/p>\n<p>Before writing any code, we interviewed teams who’d lived with the problem. Four of six described the same job unprompted: calculating commissions or partner revenue share, and struggling to net out Stripe fees and refunds. We thought we were building a sync tool. We were building a payout tool.<\/p>\n<p>What it does: syncs your Stripe billing data \u2014 charges, invoices, invoice line items, customers, subscriptions, payouts, disputes \u2014 into structured Google Sheets tabs, and keeps it current hourly. Read-only access, and the sheet lives in your own Drive.<\/p>\n<p>It syncs from Stripe’s event stream rather than polling creation dates. So when a refund lands after you’ve already run a report, the row updates instead of silently going missing.<\/p>\n<p>We’re not trying to replace your dashboard or be a BI tool. Sheets is where the work already happens \u2014 your formulas, your pivots, your logic. We just keep the data underneath honest.<\/p>\n<p>Two things you can check out without signing up:<br \/>\n– A sample synced sheet: <a href=\"https:\/\/docs.google.com\/spreadsheets\/d\/1f4A9fwCsRk8Hsu_OJ2NjwfbfAmup6BQFuvDpDwmc7ZE\/view\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/docs.google.com\/spreadsh…<\/a><br \/>\n– A free Stripe commission & revenue-share tracker: <a href=\"https:\/\/docs.google.com\/spreadsheets\/d\/1Cb4xUlqlWGOmVqTnU_19gykJs6Zy-GYlfe4Z63Xxl5I\/view\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/docs.google.com\/spreadsh…<\/a><\/p>\n<p>We’d genuinely love feedback \u2014 especially from anyone who’s fought with Stripe reporting. What breaks for you?<\/p>\n<p>– Matt & the SyncStaq team<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@fi_guy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fi_guy<\/a> Half my finance stack is still someone manually re-exporting Stripe into a sheet every Monday, so I feel this one. The thing that always breaks for us is refunds and disputes updating after the fact and quietly making last week’s numbers wrong. Does the sync reconcile historical rows when a charge status changes later, or only append new data?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Keeping Stripe data live in Sheets kills a whole category of manual exports – genuinely useful. Congrats on shipping.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks <a href=\"https:\/\/www.producthunt.com\/@kritishpuri\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kritishpuri<\/a>. We hope it saves people lots of 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I have connected Stripe data to Sheets manually using the API before, so curious how this handles it. Does it pull via webhook events in real time or run on a polling schedule? And on the auth side: what is the minimum Stripe token scope it needs? I tend to create read-only keys for anything that touches billing data, so knowing the exact permissions up front matters.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 thing that breaks every Stripe to Sheets sync is not freshness, it is history changing underneath you. A charge from March gets disputed in August. Does the March row mutate in place, or do you append a correction? Mutating is what people expect, and it quietly rewrites a number someone already reported to a board. Appending is honest, and it breaks every SUMIF they built on the range. There is no clean answer, which is exactly why I would want to know which one you picked and where that is documented, before I point a deck at it. Raffay’s IAP point is the same shape. A third of the revenue picture is worse than none unless the sheet is labelled Stripe only right on the tab.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>We run subscriptions through Stripe plus Apple and Google IAP, so a Stripe-only view is maybe a third of the real revenue picture for us. Is multi-rail on the roadmap at some point, or is this staying Stripe-specific by design?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#11<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/32Z4PUCTZP3CTF\" class=\"app-title\">Kopai<\/a><\/p>\n<div class=\"one-liner\"> Share your expertise, and let our agents earn for you.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">87<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Kopai\u662f\u4e00\u4e2a\u65e0\u4ee3\u7801AI\u667a\u80fd\u4f53\u521b\u4f5c\u4e0e\u4ea4\u6613\u5e73\u53f0\uff0c\u8ba9\u4e13\u5bb6\u5c06\u81ea\u8eab\u77e5\u8bc6\u5c01\u88c5\u4e3a\u6309\u6761\u6536\u8d39\u7684AI\u5206\u8eab\uff0c\u5728\u89e3\u51b3\u201c\u4e13\u5bb6\u65f6\u95f4\u6709\u9650\u3001\u77e5\u8bc6\u65e0\u6cd5\u89c4\u6a21\u5316\u53d8\u73b0\u201d\u75db\u70b9\u7684\u540c\u65f6\uff0c\u901a\u8fc7\u6258\u7ba1\u53d1\u73b0\u3001\u8ba1\u8d39\u548c\u8bc4\u4f30\u7b49\u57fa\u7840\u8bbe\u65bd\uff0c\u8ba9\u77e5\u8bc6\u50cf\u5546\u54c1\u4e00\u6837\u5728\u5e02\u573a\u4e2d\u6d41\u901a\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8c428e76-3745-447f-9d50-465206c7feaa.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e02f5c39-f435-40ca-a033-6e43baf2e958.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c477d0ef-c05f-41f2-b1ea-ea6fa1b29192.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4e8e9e15-9f32-4747-aa31-f6642fab6d90.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/969b91ad-bce8-428c-90b5-18c4e793d494.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\/2b8d5bc0-b89e-489b-b8dd-07b3ee19a99a.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/q5XrUE6gtnk\"><source src=\"https:\/\/youtu.be\/q5XrUE6gtnk\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">SaaS<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u53d8\u73b0<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u6309\u6761\u8ba1\u8d39<\/span><br \/>\n <span class=\"tag\">\u4e13\u5bb6\u7cfb\u7edf<\/span><br \/>\n <span class=\"tag\">\u521b\u4f5c\u8005\u7ecf\u6d4e<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u8bc4\u4f30<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u5e93<\/span><br \/>\n <span class=\"tag\">\u5e02\u573a\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u652f\u4ed8\u57fa\u7840\u8bbe\u65bd<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u6709\u6548\u8bc4\u8bba\u805a\u7126\u4e8e\u4e24\u4e2a\u6838\u5fc3\u95ee\u9898\uff1a\u4e00\u662f\u77e5\u8bc6\u8fc7\u671f\u4e0e\u8d23\u4efb\u5f52\u5c5e\u2014\u2014\u5f53\u4e13\u5bb6\u8131\u79bb\u5faa\u73af\u540e\uff0c\u5982\u4f55\u9632\u6b62\u8fc7\u65f6\u7b54\u6848\u6301\u7eed\u552e\u5356\u5e76\u660e\u786e\u51fa\u9519\u8d23\u4efb\uff08\u76ee\u524d\u4e13\u5bb6\u62c5\u8d23\uff0c\u4ec5\u9760\u4e8b\u540e\u53cd\u9988\uff09\uff1b\u4e8c\u662f\u667a\u80fd\u4f53\u5728\u957f\u5bf9\u8bdd\u4e2d\u7684\u6f02\u79fb\u63a7\u5236\u4e0e\u4e0a\u4e0b\u6587\u8bb0\u5fc6\uff0830\u6761\u6d88\u606f\u7a97\u53e3\u53ca\u957f\u671f\u8bb0\u5fc6\u5c42\u5df2\u89e3\u51b3\uff09\u3002\u6b64\u5916\uff0c\u6709\u8bc4\u8bba\u8ba4\u53ef\u6309\u6761\u8ba1\u8d39\u6a21\u5f0f\uff0c\u5e76\u8be2\u95ee\u5e02\u573a\u63a8\u5e7f\u673a\u5236\u3002\u521b\u59cb\u4eba\u5bf9\u8bc4\u4f30\u95e8\u69db\uff08\u53d1\u5e03\u524d\u8bc4\u6d4b\uff09\u53ca\u81ea\u52a8\u4e0b\u67b6\u8def\u7ebf\u56fe\u505a\u4e86\u8865\u5145\u8bf4\u660e\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 Kopai\u5207\u5165\u7684\u201c\u77e5\u8bc6\u53d8\u73b0\u201d\u8d5b\u9053\u5e76\u4e0d\u65b0\u9c9c\uff0c\u4f46\u5176\u201c\u6309\u6761\u8ba1\u8d39\u201d\u7684\u5b9a\u4ef7\u6a21\u5f0f\u548c\u5bf9\u201c\u4ea4\u4ed8\u8d28\u91cf\u201d\u7684\u57fa\u7840\u8bbe\u65bd\u5316\u5c1d\u8bd5\uff0c\u662f\u533a\u522b\u4e8e\u666e\u901aPrompt\u5305\u88c5\u5668\u7684\u5173\u952e\u3002\u4ece\u4ea7\u54c1\u5f62\u6001\u770b\uff0c\u5b83\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u201cAI\u77e5\u8bc6\u7ecf\u7eaa\u4eba\u201d\u5e02\u573a\uff0c\u7528\u6280\u672f\u624b\u6bb5\u628a\u54a8\u8be2\u5e08\u7684\u8fb9\u9645\u6210\u672c\u538b\u81f3\u63a5\u8fd1\u96f6\uff0c\u8fd9\u4e00\u903b\u8f91\u662f\u901a\u7684\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u5fc5\u987b\u6cfc\u4e00\u76c6\u51b7\u6c34\uff1a\u8bc4\u8bba\u4e2d\u66b4\u9732\u51fa\u7684\u201c\u77e5\u8bc6\u8870\u51cf\u201d\u4e0e\u201c\u8d23\u4efb\u5f52\u5c5e\u201d\u95ee\u9898\uff0c\u662f\u60ac\u5728\u5176\u5546\u4e1a\u6a21\u5f0f\u5934\u4e0a\u7684\u8fbe\u6469\u514b\u5229\u65af\u4e4b\u5251\u3002\u521b\u59cb\u4eba\u5bf9\u201c\u4e13\u5bb6\u5168\u6743\u8d1f\u8d23\u201d\u7684\u56de\u5e94\uff0c\u867d\u7136\u5766\u8bda\uff0c\u5374\u5728\u5546\u4e1a\u4e0a\u662f\u8106\u5f31\u7684\u2014\u2014\u4e70\u5bb6\u4e3a\u201c\u6743\u5a01\u7b54\u6848\u201d\u4ed8\u8d39\uff0c\u4e00\u65e6\u51fa\u73b0\u91cd\u5927\u9519\u8bef\uff0c\u54c1\u724c\u4fe1\u8a89\u7684\u5d29\u584c\u4f1a\u76f4\u63a5\u53cd\u566c\u5e73\u53f0\u3002\u5176\u627f\u8bfa\u7684\u201c\u7f6e\u4fe1\u5ea6\u8bc4\u5206+\u81ea\u52a8\u4e0b\u67b6\u201d\u673a\u5236\u867d\u5728\u8def\u7ebf\u56fe\u4e0a\uff0c\u4f46\u4ec5\u9760\u5185\u90e8\u8bc4\u4f30\u65e0\u6cd5\u5b8c\u5168\u89e3\u51b3\u5916\u90e8\u4e16\u754c\u53d8\u5316\u7684\u6ede\u540e\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u66f4\u6df1\u5c42\u7684\u6311\u6218\u5728\u4e8e\u7f51\u7edc\u6548\u5e94\uff1aKopai\u58f0\u79f0\u5904\u7406\u53d1\u73b0\u3001\u8ba1\u8d39\u548c\u4fe1\u4efb\uff0c\u4f46\u8fd9\u4e09\u8005\u90fd\u662f\u91cd\u8fd0\u8425\u7684\u82e6\u6d3b\u3002\u5bf9\u4e8e87\u7968\u7684\u51b7\u542f\u52a8\u4ea7\u54c1\u800c\u8a00\uff0c\u5e02\u573a\u4e24\u7aef\u7684\u51b7\u542f\u52a8\uff08\u5438\u5f15\u9ad8\u8d28\u91cf\u4e13\u5bb6\u5165\u9a7b + \u5438\u5f15\u8db3\u591f\u4e70\u5bb6\u4ed8\u8d39\u63d0\u95ee\uff09\u5c06\u6781\u5176\u8270\u96be\u3002\u82e5\u6ca1\u6709\u6bd4\u201c\u88ab\u52a8SEO\u4f18\u5316\u201d\u66f4\u4e3b\u52a8\u7684\u9700\u6c42\u5339\u914d\u673a\u5236\uff0c\u5e73\u53f0\u5f88\u5bb9\u6613\u6ca6\u4e3a\u201c\u77e5\u8bc6\u6446\u644a\u201d\u7684\u96c6\u6563\u5730\u2014\u2014\u8d27\u54c1\u6742\u4e71\uff0c\u6d41\u91cf\u7a00\u7f3a\u3002\u4e0d\u8fc7\uff0c\u56e2\u961f\u5bf9Eval Gate\u7684\u575a\u6301\u548c\u660e\u786e\u7684\u57fa\u7840\u8bbe\u65bd\u5b9a\u4f4d\uff0c\u662f\u503c\u5f97\u80af\u5b9a\u7684\u52a1\u5b9e\u8d77\u70b9\u3002\u771f\u6b63\u7684\u8003\u9a8c\u5728\u4e8e\uff1a\u5f53\u4e00\u7b14\u4ed8\u8d39\u95ee\u7b54\u7ed9\u51fa\u9519\u8bef\u7b54\u6848\u65f6\uff0c\u5e73\u53f0\u662f\u5426\u6562\u4e8e\u5728\u201c\u4e13\u5bb6\u514d\u8d23\u201d\u6761\u6b3e\u4e4b\u5916\uff0c\u627f\u62c5\u8d77\u4f5c\u4e3a\u4fe1\u606f\u5b88\u95e8\u4eba\u7684\u6700\u7ec8\u8d23\u4efb\u3002\u8fd9\u51b3\u5b9a\u4e86Kopai\u662f\u505a\u6210\u4e00\u95e8\u751f\u610f\uff0c\u8fd8\u662f\u4e00\u4e2a\u751f\u6001\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\">Kopai<\/span>\n <\/div>\n<div class=\"comment-content\">Kopai turns your expertise into an AI agent you can sell, priced per message instead of per hour. Upload your knowledge, publish in minutes with no code, and let people pay for instant answers instead of booking your calendar. You keep 70% of everything your agent earns. Built-in evaluation testing, encrypted knowledge bases, and multi-agent orchestration mean it’s not a prompt wrapper, it’s real infrastructure. We handle discovery, billing, and trust so you can focus on what you know.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! \ud83d\udc4b<\/p>\n<p>I’m Surya, co-founder of Kopai.<\/p>\n<p>Here’s the problem we kept running into: experts spend years building knowledge they can only sell one hour at a time. A great consultant, YouTuber, or course creator hits a hard ceiling the moment their calendar runs out.<\/p>\n<p>LLMs finally make it possible to package that expertise into something that works while you sleep. But building an agent still means wrestling with prompts, tool connectors, billing, and trust, none of which a domain expert signed up to learn.<\/p>\n<p>So we built Kopai: a no-code platform where experts turn their knowledge into an AI agent and publish it on our marketplace. Creators keep 70% of what their agent earns. We handle discovery, payments, and infrastructure. You can also export your agent (or import any other agent from the marketplace) straight into your own site.<\/p>\n<p>Under the hood, we’ve built our own agent harness, a granular pay-per-use ledger, and an evaluation layer to keep agent quality honest, things most no-code builders treat as an afterthought.<\/p>\n<p>We’re a four-person team, and this launch is the first time Kopai is out in the wild. Would love for you to try building an agent and tell us where it breaks. Every bit of feedback shapes what we build next.<\/p>\n<p><a href=\"https:\/\/usekopai.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/usekopai.com<\/a><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@suryasekhar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@suryasekhar<\/a> hello if you like you can lunch this on indihunt.in also<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 eval gate that @galdayan pulled out of you is the right idea aimed at the wrong moment. It fires on edit, and the failure mode here is that there are no edits. An expert uploads once, the agent earns, and the pitch is explicitly that they step out of the loop. Meanwhile the expertise decays. Eighteen months on, the agent is confidently selling a 2026 answer and the expert has no signal it went stale, because the money is still arriving. Revenue is the one number that will never tell you your knowledge expired. So what re-triggers the eval when nothing has changed on the expert’s side? A decay on the score, a re-cert prompt, something tied to the world moving rather than the file moving?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mcarmonas\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mcarmonas<\/a> Thank you so much. We are still actively developing and would love for your feedback on the product so that we can improve.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love this direction. One thing I’m curious about\u2014if an agent starts drifting from the original goal midway through a long workflow, how quickly can the orientation bring it back on track? Congrats on the launch<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@suryansh_tiwari2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@suryansh_tiwari2<\/a> So currently we have implemented this feature called Chat Orientation. It is basically where the user is shown the goals and actions taken by the LLM. If they LLM drifts the user can manually update to realign the LLM. Another feature is we have a feedback loop, where users can leave feedback for the creator of the product. We believe it is important to keep the human or in this case the creator in the loop so as they can make sure that they are the ones who are driving the final direction.<\/p>\n<p>What actually is on the roadmap right now: a response confidence score that pops up periodically on responses, feeding into an analytics layer that flags when an agent is underperforming and notifies the creator regularly. If in a case the score drops too low, the agent will get auto unpublished from the marketplace, until the creator fixes it. Would love your thoughts on this as well.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 per-message pricing makes more sense to me than subscriptions for this kind of tool. one thing i want to know: what happens to conversation state between messages? if someone asks a follow-up 3 messages later, does the agent still have that context?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@noctis06\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@noctis06<\/a> Glad the per-message pricing resonates with you! Also on the context question, yes, it does. <\/p>\n<p>Within a single conversation, the agent has the full thread: we send up to the last 30 messages of that conversation as context on every turn, so a follow-up 3 messages later is well within that window.<\/p>\n<p>On top of that, we also run a long-term memory layer that persists relevant details across conversations, scoped to the user, so even if someone comes back days later in a new thread, the agent isn’t starting from zero.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does the platform generate interest in the public for this expertise knowledge base?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@zrk222\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zrk222<\/a> So each agent on Kopai is treated as an individual product. Therefore, all the agents listed on Kopai’s marketplace has it;s own SEO that the creators can tune and optimise to market their product.<\/p>\n<p>We are also trying a creator led economy, where we are collaborating with creators for them to make agents and reach out to their userbase for visibility. As our product actively let’s you earn from your agent, that is an added incentive to share and market our product.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone,<\/p>\n<\/p>\n<p>I am Meghna, one of the co-founders.<\/p>\n<p>Would just like to introduce some of the really cool features we have on Kopai.<\/p>\n<\/p>\n<ol>\n<li>\n<p>We have a custom Gen-UI library that we made. Our chat feature or any agents use it asa part of their answer generations. Do give it a try. It is particularly helpful for data visualisation as well as game visualisation.<\/p>\n<\/li>\n<li>\n<p>You can actively earn from your agent. So please do share with your friends and connections.<\/p>\n<\/li>\n<\/ol>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 part I’d want to understand before uploading my own knowledge base: when the agent gives someone a wrong or outdated answer under my name, who’s actually on the hook for that, me or Kopai? per-hour consulting has a built-in correction loop, the client pushes back live and I clarify. per-message, the buyer just gets an answer and leaves, so a bad take can sit there generating “instant answers” indefinitely before anyone notices it’s stale. is there a review or flagging loop on the expert’s side, or does it rely entirely on buyers reporting bad responses after the fact?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Hi <a href=\"https:\/\/www.producthunt.com\/@galdayan\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"galdayan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@galdayan<\/a> !<\/p>\n<\/p>\n<p>This is honestly a really good question. Right now the expert\u2019s on the hook for it, same as if it was their own content.<\/p>\n<\/p>\n<p>We do have per-message feedback live (thumbs up\/down basically), and it does reach the creator, but it\u2019s not tied to anything you can actually analyze yet \u2014 no way to catch \u201cthis specific answer is stale\u201d vs just general vibes.<\/p>\n<\/p>\n<p>What actually on the roadmap right now: a response confidence score that pops up periodically on responses, feeding into an analytics layer that flags when an agent is underperforming and notifies the creator regularly. If in a case the score drops too low, the agent will get auto unpublished from the marketplace, until the creator fixes it and our evals re score it, and it crosses the threshold. It\u2019s not live yet, but this is actively on our pipeline, before the next release!<\/p>\n<\/p>\n<p>Thanks for bringing this out! Would love you pressure test this. More feedback is always welcome!<\/p>\n<\/p>\n<p>You can reach out to me as well – <a href=\"mailto:swapnanil@usekopai.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">swapnanil@usekopai.com<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>One more thing worth mentioning is our Eval layer (which I briefly mentioned earlier) inside of the agent builder, which is currently live. Before any agent goes live (or gets updated), it runs through an evaluation layer that scores it across several dimensions: system prompt quality, behavior\/scope adherence, and safety (policy refusals + jailbreak resistance) are always checked, with knowledge base retrieval accuracy and tool-use correctness, when the agent actually has KB or any tools enabled. It’s a gate, before any agent goes to the marketplace, without it just being a post-facto monitoring tool. Every time a creator changes their agent (new prompt, new knowledge base doc, config tweak, whatever), it automatically gets re-evaluated before the update is live for buyers. So it’s not “publish once and hope”, essentially every change re-triggers the check.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">#12<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/GOUD2D2F43WGBJ\" class=\"app-title\">Tandem<\/a><\/p>\n<div class=\"one-liner\">AI-native office leasing brokerage<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">84<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Tandem \u662f\u4e00\u6b3eAI\u539f\u751f\u7684\u529e\u516c\u697c\u79df\u8d41\u7ecf\u7eaa\u670d\u52a1\uff0c\u901a\u8fc7AI\u4ee3\u7406\u5b9e\u65f6\u76d1\u63a7\u5168\u5e02\u573a\u623f\u6e90\u4e0e\u6210\u4ea4\u6570\u636e\uff0c\u5e2e\u52a9\u79df\u6237\uff08\u5c24\u5176\u662f\u4e2d\u5c0f\u4f01\u4e1a\uff09\u5927\u5e45\u63d0\u5347\u627e\u623f\u6548\u7387\u548c\u8c08\u5224\u900f\u660e\u5ea6\uff0c\u4e14\u5bf9\u79df\u6237\u5b8c\u5168\u514d\u8d39\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1fb7191d-1c4c-44c6-b089-5ac8ab32085f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/701bd5f5-0e26-41ab-a2a6-8dce40a36fa9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e2b6e6cd-8361-41d1-aff7-3b2a4d0c8113.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f6336ea0-b284-4517-b428-ce1d66834e38.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/264aea5c-f25f-44d9-9aab-a5e760045bdb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bd43ba34-4811-4d6c-a185-f59fe3733332.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\">Tech<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u623f\u4ea7\u7ecf\u7eaa<\/span><br \/>\n <span class=\"tag\">\u529e\u516c\u697c\u79df\u8d41<\/span><br \/>\n <span class=\"tag\">\u5546\u4e1a\u5730\u4ea7<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u627e\u623f<\/span><br \/>\n <span class=\"tag\">\u79df\u6237\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u5e02\u573a\u6570\u636e\u6d1e\u5bdf<\/span><br \/>\n <span class=\"tag\">\u8c08\u5224\u652f\u6301<\/span><br \/>\n <span class=\"tag\">\u4e2d\u5c0f\u4f01\u4e1a\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">\u4f63\u91d1\u6a21\u5f0f\u9769\u65b0<\/span><br \/>\n <span class=\"tag\">SaaS+\u670d\u52a1<\/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\u6838\u5fc3\u8d28\u7591\u5728\u4e8e\u4f63\u91d1\u6a21\u5f0f\uff1a\u4f20\u7edf\u7ecf\u7eaa\u6309\u79df\u91d1\u6bd4\u4f8b\u6536\u8d39\uff0c\u4e0e\u79df\u6237\u5229\u76ca\u51b2\u7a81\uff0cAI\u662f\u5426\u53ea\u662f\u7528\u201c\u5ba2\u89c2\u611f\u201d\u63a9\u76d6\u4e86\u540c\u6837\u7684\u5229\u76ca\u8bf1\u5bfc\uff1f\u7528\u6237\u5e0c\u671b\u660e\u786eTandem\u662f\u5426\u53ea\u505a\u79df\u6237\u4ee3\u7406\uff0c\u4ee5\u53ca\u5982\u4f55\u786e\u4fdd\u63a8\u8350\u4e0d\u504f\u5411\u8ba9\u79df\u6237\u201c\u7565\u5fae\u591a\u4ed8\u201d\u7684\u65b9\u6848\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Tandem\u7684\u53d9\u4e8b\u5f88\u6027\u611f\u2014\u2014\u201cAI\u5927\u8111+\u4eba\u5de5\u7ecf\u7eaa\u201d\u770b\u4f3c\u89e3\u51b3\u4e86\u5546\u4e1a\u5730\u4ea7\u6700\u6838\u5fc3\u7684\u4fe1\u606f\u4e0d\u5bf9\u79f0\u95ee\u9898\u3002\u5b83\u786e\u5b9e\u547d\u4e2d\u4e86\u884c\u4e1a\u75db\u70b9\uff1a\u4e2d\u5c0f\u79df\u6237\u88ab\u5ffd\u89c6\uff0c\u5e02\u573a\u788e\u7247\u5316\uff0c\u6d41\u7a0b\u5197\u957f\u4f4e\u6548\u3002\u7528\u6570\u636e\u8986\u76d6\u4ee3\u66ff\u4eba\u60c5\u7f51\u7edc\uff0c\u7528\u5feb\u54cd\u5e94\u5bf9\u6297\u6162\u5468\u8f6c\uff0c\u8fd9\u662f\u6280\u672f\u4e0a\u6210\u7acb\u7684\u964d\u7ef4\u6253\u51fb\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u8bc4\u8bba\u533a\u7684\u8d28\u7591\u6070\u6070\u6233\u4e2d\u4e86\u5b83\u7684\u547d\u95e8\uff1a**\u6fc0\u52b1\u7ed3\u6784\u6ca1\u6709\u53d8\uff0cAI\u53ea\u662f\u628a\u5229\u76ca\u51b2\u7a81\u88c5\u8fdb\u4e86\u9ed1\u7bb1\u3002** \u4f20\u7edf\u7ecf\u7eaa\u4eba\u62ff\u623f\u4e1c\u4f63\u91d1\uff0c\u4ed6\u7684\u5efa\u8bae\u4f60\u53ef\u4ee5\u6253\u6298\u542c\uff0c\u56e0\u4e3a\u4f60\u77e5\u9053\u4ed6\u6709\u7acb\u573a\u3002\u800cTandem\u7684AI\u201c\u5ba2\u89c2\u5730\u201d\u63a8\u8350\u623f\u6e90\u65f6\uff0c\u5982\u679c\u80cc\u540e\u4f9d\u7136\u662f\u540c\u4e00\u5957\u623f\u4e1c\u4f63\u91d1\u903b\u8f91\uff0c\u90a3\u4e48\u5b83\u6240\u8c13\u7684\u201c\u4f60\u8be5\u82b1\u591a\u5c11\u94b1\u201d\u7684\u5224\u65ad\uff0c\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u88ab\u8bad\u7ec3\u5f97\u66f4\u52a0\u5706\u6ed1\u3001\u66f4\u4e0d\u5bb9\u6613\u88ab\u8bc6\u7834\u7684\u9500\u552e\u8bdd\u672f\u3002\u4e00\u4e2a\u201c\u770b\u8fc7\u5168\u57ce\u201d\u7684AI\u548c\u4e00\u4e2a\u4eba\u8109\u5e7f\u7684\u8001\u7ecf\u7eaa\u4eba\uff0c\u5728\u5229\u76ca\u9a71\u52a8\u4e0b\uff0c\u884c\u4e3a\u4e0d\u4f1a\u6709\u672c\u8d28\u533a\u522b\u2014\u2014\u533a\u522b\u53ea\u662f\u524d\u8005\u66f4\u9ad8\u6548\u5730\u8ba9\u4f60\u4fe1\u670d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u66f4\u6df1\u5c42\u7684\u95ee\u9898\u5728\u4e8e\uff1aAI\u80fd\u544a\u8bc9\u4f60\u201c\u5e02\u573a\u4ef7\u662f\u591a\u5c11\u201d\uff0c\u4f46\u65e0\u6cd5\u544a\u8bc9\u4f60\u201c\u8fd9\u4e2a\u623f\u4e1c\u662f\u5426\u4f1a\u5728\u4e24\u5e74\u540e\u800d\u8d56\u4e0d\u7eed\u79df\u201d\uff0c\u4e5f\u65e0\u6cd5\u66ff\u4f60\u611f\u77e5\u8c08\u5224\u684c\u4e0a\u5bf9\u65b9\u7684\u5fae\u8868\u60c5\u4e0e\u60c5\u7eea\u5f20\u529b\u3002\u5b83\u7684\u201c27\u5929\u7b7e\u7ea6\u201d\u4f18\u52bf\uff0c\u5efa\u7acb\u5728\u6807\u51c6\u5316\u3001\u6570\u636e\u900f\u660e\u7684\u623f\u6e90\u5339\u914d\u4e0a\uff0c\u4f46\u5546\u4e1a\u5730\u4ea7\u7684\u6700\u540e\u4e00\u516c\u91cc\uff08\u6cd5\u52a1\u3001\u4eba\u60c5\u3001\u590d\u6742\u6761\u6b3e\uff09\u4f9d\u7136\u9ad8\u5ea6\u4f9d\u8d56\u4eba\u7c7b\u7ecf\u9a8c\u3002Tandem\u7684\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u53d6\u4ee3\u201d\u7ecf\u7eaa\uff0c\u800c\u5728\u4e8e\u628a\u8fd9\u79cd\u7ecf\u9a8c\u7684\u53ef\u590d\u5236\u6027\u505a\u4e86\u4e00\u6b21\u8fb9\u9645\u6210\u672c\u6781\u4f4e\u7684\u653e\u5927\u2014\u2014\u8fd9\u5728\u5546\u4e1a\u4e0a\u53ef\u884c\uff0c\u4f46\u82e5\u60f3\u5efa\u7acb\u957f\u671f\u4fe1\u4efb\uff0c\u5fc5\u987b\u56de\u7b54\u90a3\u4e2a\u5c16\u9510\u7684\u95ee\u9898\uff1a**\u5f53\u4f60\u7684AI\u548c\u6211\u7684\u5229\u76ca\u51b2\u7a81\u65f6\uff0c\u5b83\u542c\u8c01\u7684\uff1f** \u76ee\u524d\uff0c\u5b83\u7ed9\u51fa\u7684\u7b54\u6848\u4f9d\u7136\u662f\u6a21\u7cca\u7684\u3002\u5982\u679c\u53ea\u505a\u79df\u6237\u7eaf\u4ee3\u7406\uff08\u6536\u56fa\u5b9a\u670d\u52a1\u8d39\u6216\u7531\u79df\u6237\u4ed8\u8d39\uff09\uff0c\u8fd9\u4e2a\u6a21\u578b\u4f1a\u66f4\u5e72\u51c0\uff0c\u4f46\u4e5f\u4f1a\u7acb\u523b\u4e27\u5931\u6269\u5f20\u901f\u5ea6\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u4e00\u573a\u5173\u4e8e\u201c\u4fe1\u4efb\u900f\u660e\u5ea6\u201d\u548c\u201c\u5546\u4e1a\u6548\u7387\u201d\u7684\u535a\u5f08\uff0c\u800cTandem\u76ee\u524d\uff0c\u4f3c\u4e4e\u5728\u4f18\u5148\u9009\u62e9\u540e\u8005\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\">Tandem<\/span>\n <\/div>\n<div class=\"comment-content\">Tandem is building an AI-native office leasing brokerage. Every Tandem agent works with an agentic brain behind them. It’s watching the market constantly: what came available this morning, what a similar unit actually leased for last month, which landlords are flexible on term, what’s about to come back online. Knowing the market stops being one person’s job, so it doesn’t stop when they go home, and it isn’t limited to the buildings they’ve personally walked.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>Tl;dr:<\/strong> Our agents have seen every office building in the city \u2014 they know exactly what\u2019s available, what it\u2019s going to cost you, and how to negotiate the best possible deal. You get human support backed by the best real estate AI anywhere. And it\u2019s all done at no cost to you. We are live in <a href=\"https:\/\/tandemspace.com\/offices\/san-francisco\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">San Francisco<\/a>, <a href=\"https:\/\/tandemspace.com\/offices\/new-york-city\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">New York City<\/a>, and <a href=\"https:\/\/tandemspace.com\/offices\/boston\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Boston<\/a>.<\/p>\n<\/p>\n<p>Start your search at <a href=\"http:\/\/tandemspace.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">tandemspace.com<\/a>.<\/p>\n<\/p>\n<h2>Why office leasing is broken<\/h2>\n<\/p>\n<p><strong>There are thousands of office spaces in a city and no single view of them.<\/strong> <strong>What exists instead is memory.<\/strong> A few hundred people, each carrying their own map of the city, built by walking it.<\/p>\n<p>Those maps are good. Brokers who have been doing this for twenty years know their buildings cold, know the landlords, know what a deal should actually cost. <strong>But it’s one person’s map of a market that changes every week, and there is no version of this job where one person keeps up with all of it.<\/strong><\/p>\n<p>So the process runs on relays. You spend an hour explaining what you need. Your broker spends the week calling the brokers they know, who call the landlords they represent. Eight options come back. You like one. The calls start over. Nobody is doing anything wrong. It just takes days to move a question through a chain of people, and you are one of a dozen searches your broker is running at the same time.<\/p>\n<p>The economics of this market were built for bigger deals. Commercial leasing grew up around full floors and ten year terms, and everything in it is sized for that. A 3,000 square foot suite on a two year term takes nearly the same work and returns a fraction of it, so smaller spaces get less attention across the board. It’s why so many of them go unphotographed, unlisted, and unmentioned. That’s most of the market by count.<\/p>\n<p>The people in this industry are not the problem. This is just what a market looks like when it runs on memory:<\/p>\n<p><strong>You’re seeing only what your broker chooses to show you, prioritized only as much as your deal size warrants, with no way to verify you’re getting a fair shake.<\/strong><\/p>\n<\/p>\n<h2>How Tandem works<\/h2>\n<\/p>\n<p>On paper, Tandem is an office leasing brokerage like any other. Same license, same tenant rep fee, same person meeting you in the lobby. <strong>The difference is what that person knows, and how quickly they can act on it.<\/strong><\/p>\n<p>Every Tandem agent works with an agentic brain behind them. It’s watching the market constantly: what came available this morning, what a similar unit actually leased for last month, which landlords are flexible on term, what’s about to come back online. Knowing the market stops being one person’s job, so it doesn’t stop when they go home, and it isn’t limited to the buildings they’ve personally walked.<\/p>\n<p>What that means for you:<\/p>\n<ul>\n<li>\n<p><strong>You see the whole market on day one<\/strong>, not on the third callback. Your agent already knows what fits before you finish describing it.<\/p>\n<\/li>\n<li>\n<p><strong>Answers in minutes<\/strong>, over email, text, or phone, on anything from zoning to what the freight elevator situation is.<\/p>\n<\/li>\n<li>\n<p><strong>You know what it should cost.<\/strong> Your agent can see what comparable units actually went for, so you go into a negotiation knowing where the number should land.<\/p>\n<\/li>\n<li>\n<p><strong>You don’t have to talk to anyone if you don’t want to.<\/strong> The same market is browsable at <a href=\"http:\/\/tandemspace.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">tandemspace.com<\/a>. Compare asking rents, book a tour for tomorrow, bring your agent in whenever you want them.<\/p>\n<\/li>\n<li>\n<p><strong>A 3,000 square foot requirement gets the same attention as a 30,000 one<\/strong>, because your agent isn\u2019t paid more for a bigger deal.<\/p>\n<\/li>\n<\/ul>\n<p><strong>The result: clients who search with Tandem see 30%+ more spaces than in a traditional search, and finish about 6x faster. At no cost to you.<\/strong><\/p>\n<\/p>\n<h2>Start your search with Tandem<\/h2>\n<p>We\u2019re proud to have placed more than 500 companies into offices, including Cursor, Upwork, Apollo GraphQL. But, we\u2019re even prouder that our average time from first tour to signed lease is 27 days, versus an industry average of ~180.<\/p>\n<p>If you\u2019re in the market for an office now or anytime in the future, get started for free at <a href=\"http:\/\/tandemspace.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">tandemspace.com<\/a>, or email <a href=\"mailto:team@tandem.space\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">team@tandem.space<\/a>.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@brendan_suh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@brendan_suh<\/a> I’ve sat on the tenant side of a couple of office leases and the broker incentives never felt aligned with mine, since they get paid more when I pay more. How does your model change that, are you tenant-rep only or do you also work the landlord side? Curious where the AI genuinely helps versus where it’s still a human negotiation.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Artem’s incentive point is the whole thing and I would push harder on it. AI does not fix that conflict. It hides it. A human broker’s conflict is at least legible. You know who pays them and you discount what they say accordingly. An agent that has seen every building in the city arrives sounding objective, and the recommendation lands with no visible interest attached to it. Same incentive, tell removed. Which makes this a structure question rather than a model question. Are you paid by the landlord as a percentage of rent, like everyone else? If so, what stops the agent from being extremely good at finding me a building I can slightly overpay for? The version of this I would trust puts the fee on every single recommendation.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/RNZW4NSBZ6SAUE\" class=\"app-title\">unquestion<\/a><\/p>\n<div class=\"one-liner\">The form that asks like a person<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">28<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Unquestion\u7528AI\u5bf9\u8bdd\u66ff\u4ee3\u9759\u6001\u8868\u5355\uff0c\u5728\u6536\u96c6\u4fe1\u606f\u573a\u666f\u4e0b\uff0c\u901a\u8fc7\u81ea\u9002\u5e94\u8ffd\u95ee\u548c\u7ed3\u6784\u5316\u6570\u636e\u8f93\u51fa\uff0c\u89e3\u51b3\u7528\u6237\u586b\u8868\u4e2d\u9014\u653e\u5f03\u3001\u6570\u636e\u6742\u4e71\u96be\u6574\u7406\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e8d46415-d3ac-41e1-9004-bbbcfdface7f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5c44f0a1-1511-453a-8474-05fb4344d4af.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0f0357be-22c1-4793-beeb-3434be20d007.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/22e4bc6c-d9a1-40c0-8fc4-ce23b0a57744.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1b96bfa1-4f12-479f-aa21-d686eab75e13.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u8868\u5355<\/span><br \/>\n <span class=\"tag\">\u5bf9\u8bdd\u5f0f\u6536\u96c6<\/span><br \/>\n <span class=\"tag\">\u7ed3\u6784\u5316\u6570\u636e<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u642d\u5efa<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u8ffd\u95ee<\/span><br \/>\n <span class=\"tag\">\u7528\u6237\u7559\u5b58<\/span><br \/>\n <span class=\"tag\">\u6d41\u7a0b\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u591a\u8bed\u8a00\u652f\u6301<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u6574\u7406<\/span><br \/>\n <span class=\"tag\">SaaS\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9aAI\u7075\u6d3b\u6027\u4e0e\u7ed3\u6784\u5316\u6d41\u7a0b\u7684\u5e73\u8861\u8bbe\u8ba1\u3002\u4e3b\u8981\u7591\u95ee\u96c6\u4e2d\u5728\u4e0eGoogle Forms\u7684\u7ade\u4e89\u5b9a\u4f4d\uff0c\u4ee5\u53ca\u5982\u4f55\u907f\u514dAI\u8ffd\u95ee\u8fc7\u591a\u5bfc\u81f4\u5bf9\u8bdd\u5197\u957f\u3002\u5b98\u65b9\u56de\u5e94\u79f0\u53ef\u901a\u8fc7\u7f16\u8f91\u5668\u8bbe\u7f6e\u201c\u786e\u4fdd\u7ec6\u8282\u201d\u6765\u63a7\u5236\u8ffd\u95ee\u6df1\u5ea6\uff0c\u5b9e\u73b0\u5e73\u8861\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 Unquestion\u7684\u5207\u5165\u70b9\u5f88\u806a\u660e\uff0c\u5b83\u6ca1\u6709\u8bd5\u56fe\u7528AI\u53d6\u4ee3\u8868\u5355\uff0c\u800c\u662f\u7528\u5bf9\u8bdd\u7684\u5916\u58f3\u5305\u88f9\u8868\u5355\u7684\u5185\u6838\u2014\u2014\u8fd9\u7cbe\u51c6\u547d\u4e2d\u4e86\u201c\u9759\u6001\u8868\u5355\u6d41\u5931\u7387\u9ad8\u201d\u4e0e\u201c\u7eafAI\u804a\u5929\u6570\u636e\u4e0d\u53ef\u7528\u201d\u4e4b\u95f4\u7684\u771f\u7a7a\u5730\u5e26\u3002\u4ece\u4ea7\u54c1\u903b\u8f91\u770b\uff0c\u5176\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u201cAI\u804a\u5929\u201d\uff0c\u800c\u5728\u201c\u7ed3\u6784\u5316\u63d0\u53d6\u201d\uff1a\u901a\u8fc7\u65e0\u4ee3\u7801\u6d41\u7a0b\u7f16\u6392\u548c\u81ea\u7136\u8bed\u8a00\u89c4\u5219\uff08\u5982\u201c\u5fc5\u987b\u7ed9\u51fa\u5168\u540d\u201d\uff09\uff0c\u5c06\u4e0d\u53ef\u63a7\u7684\u81ea\u7531\u6587\u672c\u5f3a\u5236\u6536\u655b\u4e3a\u53ef\u7528\u7684\u8868\u683c\u6570\u636e\uff0c\u8fd9\u672c\u8d28\u4e0a\u662f\u7528AI\u63d0\u5347\u8868\u5355\u7684\u5b8c\u6210\u7387\u548c\u6570\u636e\u8d28\u91cf\uff0c\u800c\u975e\u5236\u9020\u4e00\u4e2a\u534e\u800c\u4e0d\u5b9e\u7684\u804a\u5929\u673a\u5668\u4eba\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u5fc5\u987b\u6cfc\u4e00\u76c6\u51b7\u6c34\u3002\u9996\u5148\uff0c28\u4e2a\u6295\u7968\u548c\u4ec5\u6709\u7684\u4e24\u6761\u8bc4\u8bba\uff08\u5176\u4e2d\u4e00\u6761\u662f\u521b\u59cb\u4eba\u81ea\u95ee\u81ea\u7b54\u5f0f\u5f15\u5bfc\uff09\u8868\u660e\u4ea7\u54c1\u5c1a\u5904\u4e8e\u6781\u65e9\u671f\uff0c\u5e02\u573a\u9a8c\u8bc1\u8fdc\u672a\u5b8c\u6210\u3002\u5176\u6b21\uff0c\u201cAI\u4f1a\u50cf\u4eba\u4e00\u6837\u8ffd\u95ee\u201d\u662f\u4e00\u628a\u53cc\u5203\u5251\uff1a\u5bf9\u8bdd\u5f0f\u4ea4\u4e92\u5929\u7136\u6bd4\u9759\u6001\u8868\u5355\u8017\u65f6\uff0c\u7528\u6237\u521d\u671f\u53ef\u80fd\u56e0\u65b0\u9c9c\u611f\u800c\u5bb9\u5fcd\uff0c\u4f46\u4e00\u65e6\u65b0\u9c9c\u611f\u6d88\u9000\uff0c\u8ffd\u95ee\u5e26\u6765\u7684\u8ba4\u77e5\u8d1f\u62c5\u4f1a\u76f4\u63a5\u8f6c\u5316\u4e3a\u6d41\u5931\u3002\u5b98\u65b9\u56de\u590d\u4e2d\u201c\u7f16\u8f91\u5668\u53ef\u914d\u7f6e\u8ffd\u95ee\u6df1\u5ea6\u201d\u770b\u4f3c\u7075\u6d3b\uff0c\u5b9e\u5219\u628a\u77db\u76fe\u63a8\u7ed9\u4e86\u8868\u5355\u521b\u5efa\u8005\u2014\u2014\u4ed6\u4eec\u9700\u8981\u540c\u65f6\u7cbe\u901a\u4e1a\u52a1\u903b\u8f91\u548c\u5bf9\u8bdd\u8bbe\u8ba1\uff0c\u8fd9\u95e8\u69db\u5e76\u4e0d\u4f4e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u9690\u5fe7\u5728\u4e8e\u62a4\u57ce\u6cb3\u3002\u5e95\u5c42\u80fd\u529b\u4f9d\u8d56LLM\uff0c\u754c\u9762\u4ea4\u4e92\u53ef\u8f7b\u6613\u6a21\u4eff\uff0c\u4e00\u65e6Google Forms\u6216Typeform\u96c6\u6210\u7c7b\u4f3cAI\u8ffd\u95ee\u529f\u80fd\uff0cUnquestion\u7684\u751f\u5b58\u7a7a\u95f4\u4f1a\u88ab\u77ac\u95f4\u6324\u538b\u3002\u5176\u66f4\u52a1\u5b9e\u7684\u51fa\u8def\u662f\u6df1\u8015\u5782\u76f4\u573a\u666f\uff08\u5982\u552e\u524d\u7ebf\u7d22\u7b5b\u9009\u3001\u5ba2\u6237\u8c03\u7814\u3001\u552e\u540e\u53cd\u9988\uff09\uff0c\u5c06\u201cAI\u8ffd\u95ee+\u7ed3\u6784\u5316\u8f93\u51fa\u201d\u7684\u6a21\u677f\u548c\u89c4\u5219\u5e93\u505a\u6df1\u505a\u900f\uff0c\u8ba9\u7ade\u54c1\u96be\u4ee5\u590d\u5236\u6d41\u7a0b\u7ecf\u9a8c\uff0c\u800c\u975e\u505c\u7559\u5728\u901a\u7528\u5de5\u5177\u5c42\u9762\u3002\u5426\u5219\uff0c\u5b83\u5f88\u53ef\u80fd\u6ca6\u4e3a\u5927\u5382\u529f\u80fd\u8fed\u4ee3\u7684\u57ab\u811a\u77f3\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\">unquestion<\/span>\n <\/div>\n<div class=\"comment-content\">Static forms get abandoned. Unquestion runs an AI conversation instead: it adapts, digs deeper with follow-ups, and keeps people answering to the end. You get clean, structured data in tables, not transcripts.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hello Product Hunt \ud83d\udc4b <\/p>\n<p>Forms haven’t changed much since 2005. The way people talk online has. People hit a wall of fields, bail halfway, and you never learn why. We didn’t want to be stuck between a static form and an AI agent that might not get the exact answers we need. So we built unquestion.<\/p>\n<p><strong>Unquestion replaces your form with an AI that actually has a conversation.<\/strong> Instead of a static page of inputs, your visitor gets a friendly back-and-forth that adapts to every answer, and you get clean, structured data on the other side. Not a messy chat log. Actual columns you can use.<\/p>\n<p>Here’s what’s happening under the hood:<\/p>\n<ul>\n<li>\n<p><strong>You build it like a flow, no code.<\/strong> Drag-and-drop nodes, questions, statements, and booking links. Each question takes free text, choice buttons, or both.<\/p>\n<\/li>\n<li>\n<p><strong>The AI runs it, not a rigid decision tree.<\/strong> It reads each answer, decides if it’s good enough, asks a smart follow-up when it isn’t, and routes based on what people say (“interested \u2192 jump to demo booking”). You can set rules in plain English, like “must give full name”, and it enforces them mid-conversation.<\/p>\n<\/li>\n<li>\n<p><strong>Messy input \u2192 structured output.<\/strong> It extracts the exact answer per question and auto-tags responses, so you get a clean table and one-click CSV, not transcripts to comb through.<\/p>\n<\/li>\n<li>\n<p><strong>It speaks any language<\/strong> and matches your brand with multiple themes and fonts to choose from.<\/p>\n<\/li>\n<li>\n<p><strong>Share it however you want.<\/strong> Embed it on a page or send it as a single link.<\/p>\n<\/li>\n<\/ul>\n<p><strong>Try it free today <\/strong>\ud83c\udf89<\/p>\n<p>Use voucher code <strong>PH250<\/strong> to get <strong>250 free credits<\/strong>.<\/p>\n<\/p>\n<p>We’d love your feedback! Drop a comment below or reach us anytime at <a href=\"mailto:hello@unquestion.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>hello@unquestion.ai<\/strong><\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@youssef_abdelwahed\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@youssef_abdelwahed<\/a> The balance between AI flexibility and structured workflows is really well thought out. Nice work!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 idea behind it! Do you see unquestion as a competitor to the google forms??<br \/>Also how do you balance asking enough follow-up questions without making the conversation feel too long???<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lak7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lak7<\/a> Thanks for your feedback, Lakshay \ud83d\ude42 <\/p>\n<p>Yes, exactly that’s the point of it, when building the form, the editor have the option of setting “make sure” details, so that the AI would just use follow ups to get the details required by the editor, and not to keep asking freely as it want, so its configurable from the editor side to achieve the right balance.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#14<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/IPNPCM4Y5DAFGY\" class=\"app-title\">Quillly<\/a><\/p>\n<div class=\"one-liner\">Publish straight from your AI. No dashboard detour.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">26<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Quillly\u901a\u8fc7MCP\u534f\u8bae\u5c06Claude\u3001ChatGPT\u7b49AI\u52a9\u624b\u76f4\u63a5\u63a5\u5165\u4f60\u7684\u7f51\u7ad9\uff0c\u8ba9AI\u5199\u5b8c\u5185\u5bb9\u540e\u81ea\u52a8\u5b8c\u6210SEO\u4f18\u5316\u3001\u53d1\u5e03\u3001\u591a\u641c\u7d22\u5f15\u64ce\u63d0\u4ea4\u548c\u6392\u540d\u8ffd\u8e2a\uff0c\u7701\u53bb\u624b\u52a8\u90e8\u7f72\u548c\u8fd0\u8425\u7684\u4e2d\u95f4\u73af\u8282\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5315c63d-78f9-4206-b911-06ba7635186f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5e0ef860-3bbb-47da-901b-0ec976fd97e3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/83d006cb-a29c-414c-9316-27ba676d3da3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1284312c-8507-4914-aeb3-231fda1552a9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bd1fffd4-41db-41b6-a827-3e55a52bc033.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bd5d5b9f-13b3-4efa-bf20-c6e1f98495c8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9060fda6-6a6f-41d3-82fd-8533083e6cd8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f487bfe6-9e62-4e67-8ade-e8277e42ee86.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/59b0ee62-f975-4446-9a2e-ffa435cb496b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8b265923-f8ce-410b-93f4-6cae3d2bf385.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1d118309-72cd-4dc6-9ebf-bc30d22767eb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">SEO<\/span><br \/>\n <span class=\"tag\">SaaS<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u53d1\u5e03\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">MCP\u670d\u52a1\u5668<\/span><br \/>\n <span class=\"tag\">SEO\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u81ea\u52a8\u53d1\u5e03<\/span><br \/>\n <span class=\"tag\">\u535a\u5ba2\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u641c\u7d22\u6392\u540d\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u65e0\u5934CMS<\/span><br \/>\n <span class=\"tag\">AI\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u72ec\u7acb\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u8fd0\u8425<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u5173\u5fc3\u65e0\u4eba\u5e72\u9884\u7684\u81ea\u52a8\u53d1\u5e03\u8d28\u91cf\u662f\u5426\u6709\u5931\u63a7\u98ce\u9669\uff0c\u4f5c\u8005\u56de\u5e94\u79f0\u4e25\u683cSEO\u89c4\u5219\u548c\u5de5\u5177\u8ba9AI\u8f93\u51fa\u5185\u5bb9\u6df1\u5ea6\u548c\u53ef\u8bfb\u6027\u4ff1\u4f73\uff1b\u6709\u81ea\u5efa\u7ad9\u7528\u6237\u8be2\u95ee\u662f\u5426\u652f\u6301\u81ea\u6258\u7ba1\uff0c\u4f5c\u8005\u786e\u8ba4\u652f\u6301sitemap\u63d0\u4ea4\u548c\u53cd\u5411\u4ee3\u7406\u65b9\u6848\uff0c\u5e76\u8865\u5145\u53ef\u7ba1\u7406docs\u548cchangelog\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 Quillly\u8e29\u4e2d\u4e86\u4e24\u4e2a\u771f\u75db\u70b9\uff1a\u4e00\u662f\u72ec\u7acb\u5f00\u53d1\u8005\u201c\u5199\u5185\u5bb9\u5bb9\u6613\uff0c\u53d1\u5e03\u8fd0\u8425\u96be\u201d\u7684\u91cd\u590d\u52b3\u52a8\u9677\u9631\uff0c\u4e8c\u662fAI\u751f\u6210\u5185\u5bb9\u4e0e\u641c\u7d22\u5f15\u64ce\u6536\u5f55\u4e4b\u95f4\u7684\u65ad\u5c42\u3002\u5b83\u672c\u8d28\u662f\u4e2a\u201c\u53d1\u5e03\u7ba1\u9053+SEO\u76d1\u63a7\u201d\u7684\u7f1d\u5408\u5668\uff0c\u7528MCP\u628aAI\u7684\u8f93\u51fa\u76f4\u63a5\u53d8\u6210\u7ebf\u4e0a\u8d44\u4ea7\uff0c\u7701\u6389PR\u3001CI\/CD\u3001\u624b\u52a8\u63d0\u4ea4\u7d22\u5f15\u7684\u7410\u788e\u6d41\u7a0b\uff0c\u8fd9\u5bf9\u5c0f\u56e2\u961f\u548c\u5355\u5175\u4f5c\u6218\u8005\u786e\u5b9e\u6709\u5438\u5f15\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u503c\u5f97\u8b66\u60d5\u7684\u662f\uff0c\u5b83\u628a\u201c\u5185\u5bb9\u8d28\u91cf\u201d\u7684\u91cd\u62c5\u51e0\u4e4e\u5b8c\u5168\u7529\u7ed9\u4e86AI\u548cSEO\u89c4\u5219\u3002\u4f5c\u8005\u7684\u81ea\u4fe1\u56de\u5e94\u5efa\u7acb\u5728\u201cClaude\u5199\u5f97\u6bd4\u6211\u597d\u201d\u7684\u4e2a\u4eba\u4f53\u9a8c\u4e0a\uff0c\u8fd9\u6070\u6070\u66b4\u9732\u4e86\u4ea7\u54c1\u6700\u5927\u7684\u4e0d\u786e\u5b9a\u6027\u2014\u2014AI\u8f93\u51fa\u7684\u540c\u8d28\u5316\u98ce\u9669\u3002\u5f53\u6240\u6709\u4eba\u90fd\u7528Claude+Quillly\u6279\u91cf\u751f\u4ea7\u201c\u6df1\u5ea6\u597d\u6587\u201d\uff0cGoogle\u7684\u7b97\u6cd5\u672a\u5fc5\u4f1a\u7ee7\u7eed\u4e70\u8d26\u3002\u51b5\u4e14\uff0c\u81ea\u52a8\u63d0\u4ea47\u4e2a\u641c\u7d22\u5f15\u64ce\u542c\u8d77\u6765\u5f88\u7f8e\uff0c\u4f46Google\u5bf9AI\u751f\u6210\u5185\u5bb9\u7684\u6253\u538b\u4ece\u672a\u505c\u6b62\uff0c\u6392\u540d\u6743\u91cd\u672c\u8d28\u4e0a\u638c\u63e1\u5728\u5e73\u53f0\u624b\u91cc\uff0c\u800c\u975e\u5de5\u5177\u624b\u91cc\u3002\n <\/p>\n<p class=\"ai-content\">\n \u53e6\u4e00\u4e2a\u95ee\u9898\u662f\u4ea7\u54c1\u5f62\u6001\u7684\u5272\u88c2\uff1a\u53cd\u5411\u4ee3\u7406\u65b9\u6848\u80fd\u89e3\u51b3\u81ea\u6258\u7ba1\u7528\u6237\u7684\u9700\u6c42\uff0c\u4f46\u5f15\u5165\u4e2d\u95f4\u5c42\u4f1a\u589e\u52a0\u52a0\u8f7d\u5ef6\u8fdf\u548c\u6545\u969c\u70b9\uff0c\u5bf9\u5f3a\u8c03SEO\u7684\u7ad9\u4e3b\u53ef\u80fd\u5f97\u4e0d\u507f\u5931\u3002\u76ee\u524d26\u7968\u7684Launch\u6210\u7ee9\u5e73\u5e73\uff0c\u8bc4\u8bba\u70ed\u5ea6\u4e5f\u4e0d\u9ad8\uff0c\u8bf4\u660e\u4ea7\u54c1\u8fd8\u505c\u7559\u5728\u65e9\u671f\u91c7\u7528\u8005\u9636\u6bb5\u3002\u5b83\u80fd\u4e0d\u80fd\u4ece\u201c\u597d\u7528\u7684\u4e2a\u4eba\u5de5\u5177\u201d\u8fdb\u5316\u4e3a\u201c\u53ef\u4fe1\u8d56\u7684\u5185\u5bb9\u57fa\u7840\u8bbe\u65bd\u201d\uff0c\u53d6\u51b3\u4e8e\u540e\u7eed\u80fd\u5426\u63d0\u4f9b\u66f4\u591a\u5185\u5bb9\u8d28\u91cf\u7684\u53ef\u63a7\u6027\uff08\u6bd4\u5982\u4eba\u5de5\u5ba1\u6838\u6d41\u3001\u98ce\u683c\u7ea6\u675f\uff09\uff0c\u800c\u4e0d\u662f\u5355\u7eaf\u9f13\u5439\u5168\u81ea\u52a8\u3002\u5426\u5219\uff0c\u5b83\u8282\u7701\u7684\u65f6\u95f4\uff0c\u8fdf\u65e9\u4f1a\u4ee5\u53e6\u4e00\u79cd\u65b9\u5f0f\uff08\u6bd4\u5982\u6d41\u91cf\u9aa4\u964d\u3001\u88abGoogle\u964d\u6743\uff09\u8fd8\u56de\u53bb\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\">Quillly<\/span>\n <\/div>\n<div class=\"comment-content\">Quillly turns any AI assistant (Claude, ChatGPT, Cursor) into a full publishing team. Connect your domain once, then your AI creates SEO-scored blogs, docs and changelogs, publishes them live in seconds, submits them to 7 search engines, and tracks rankings, indexing and traffic – all from one dashboard.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey folks \u2014 Rahul here, solo founder.<\/p>\n<p>I run four products. No marketing budget, so organic was the only lever I had. X was going okay. Google was going nowhere. Months of writing, zero traffic, zero users.<\/p>\n<p>And writing wasn’t even the hard part \u2014 Claude handled that. The hard part was everything after: open a PR, merge it, trigger a deploy. Four products, every single day. A few hours a day just to ship words. That’s not a process you run for six months.<\/p>\n<p>So I stopped and went deep on SEO instead \u2014 meta tags, schema, how search engines actually crawl and index a page. Tried things. Watched what moved.<\/p>\n<p>Then I built the thing I actually wanted: connect your site once, tell your AI what to write, and it’s live on your domain \u2014 SEO-optimized, submitted, tracked. That’s the MCP server.<\/p>\n<p>Then I spent another 2\u20133 months on the parts that make it stick: in-depth analytics, sharper SEO rules, featured snippet targeting, multi-search-engine submission, better theme components, a Notion-style editor, and support for docs and changelogs alongside blogs.<\/p>\n<p>Short version: tell your AI what to write, and Quillly publishes it to your site and gets it ranking.<\/p>\n<p>My own setup now is a Claude Code routine per product, each pointed at its GitHub repo for context, scheduled daily. All four publish with zero intervention from me.<\/p>\n<p>I built Quillly because I needed it. Hoping it saves you the months I lost.<\/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>The zero-intervention part is what I’d want to know more about. I made myself approve drafts for weeks before letting my own posting run unattended, because that’s where quality quietly slides. Four products publishing daily with nobody reading first, has one ever gone out that you wished you’d caught?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@berkaybuilds\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@berkaybuilds<\/a> <br \/>In Short: No, no content has ever gone out that I wished I caught earlier. <\/p>\n<p>In fact Claude is writing the kind of blog posts for all of my products which I myself couldn’t think of and they are very in depth and proper explanation, interlinking, images, charts, graphs, featured images, featured snippets, CTA components and more all on autopilot and not just overviews or just text only blog content which users won’t like to read which in turn increases the bounce rate which signals search engines to drop the page form the search results while keeping it as indexed.<\/p>\n<p>Initially when I was building Quillly I tested a lot of SEO rules which guides the AI Agent to create a quality post. Quillly has evolved by a lot as compared to 2 months ago. So, all the content written by any AI agent using Quillly MCP server bound to be a quality content as now the SEO rules are stricter and agent as more tools to make the content more readable and easy to understand.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/@rahul_verma60\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"rahul_verma60\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rahul_verma60<\/a> – Quilly looks really promising, however I host and maintain my own website, which has some key bespoke integrations. Are you planning to offer a version that works with self-hosted solutions?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@codeandsea\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@codeandsea<\/a> Yes, Quillly works on self hosted websites as well. You can just add your website sitemap in Quillly and it notifies all your pages regularly on all the 8 search engines and provide you curated analytics from Google, Bing and Yandex in one place.<\/p>\n<p>However, for in-depth analytics per page like tracking user actions, having the right meta tags for the pages to index and rank on search engines and AI agents answers it is best to use Quillly’s reverse proxy of your chosen endpoint. The content will still be displayed on your website + apart from blogs Quillly also supports docs, and change log content type as well. So, if you connect all the reverse proxies then you can just maintain and track all of them from your AI agent chat session. No need to even push a PR to your website.<\/p>\n<p>All my websites devbio.me, quillly.com, <a href=\"https:\/\/reachmore.co\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">reachmore.co<\/a> are using Quillly for blogs. I am using Quillly itself to maintain blogs, docs, and change log on Quillly \ud83d\ude42<\/p>\n<p>Does this answers your question <a href=\"https:\/\/www.producthunt.com\/@codeandsea\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"codeandsea\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@codeandsea<\/a> ? Or let me know if you were looking for something else.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Was building something like this but you did it better and now I don\u2019t have to! Good work!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jamesjustgains\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jamesjustgains<\/a> \ud83d\ude05 Thank you<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/ZCEUM5IPXWDXCS\" class=\"app-title\">Pokey<\/a><\/p>\n<div class=\"one-liner\">Make your screen shares unmissable<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">17<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Pokey\u662f\u4e00\u6b3e\u83dc\u5355\u680f\u5c0f\u5de5\u5177\uff0c\u901a\u8fc7\u5c06\u7cfb\u7edf\u5149\u6807\u66ff\u6362\u6210\u4f1a\u201c\u6572\u51fb\u201d\u7684\u5361\u901a\u5c0f\u624b\u6216\u732b\u722a\u7b49\u5f62\u8c61\uff0c\u8ba9\u5c4f\u5e55\u5171\u4eab\u3001\u56e2\u961f\u540c\u6b65\u4f1a\u548c\u9500\u552e\u6f14\u793a\u4e2d\u7684\u64cd\u4f5c\u6307\u793a\u66f4\u751f\u52a8\u6709\u8da3\uff0c\u5316\u89e3\u67af\u71e5\u4e0e\u5c34\u5c2c\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/49a62ad1-cfb4-456a-81ca-979d9884ca30.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/14c28f7c-b15b-49da-b2ef-b568d6039577.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1b2afd7c-e358-4546-a7c7-54137010ffa2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6c5c052e-7ce0-4aba-9022-ceca2590052b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5e071263-05fb-45b4-b75b-297ecbb24a90.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4a9526db-0def-4e4a-a72b-a0114d195281.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3d7f5335-d0be-49b1-9bde-05f0c149d654.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2f5d97b5-a194-4915-9b4c-8dd9ee242368.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\/6cd28558-59a4-4a59-8e5a-4b536890848f.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/pDTF4ech5VI\"><source src=\"https:\/\/youtu.be\/pDTF4ech5VI\" 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\">Funny<\/span><br \/>\n <span class=\"tag\">Menu Bar Apps<\/span><br \/>\n <span class=\"tag\">Memes<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">macOS\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u83dc\u5355\u680f\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u5c4f\u5e55\u5171\u4eab<\/span><br \/>\n <span class=\"tag\">\u5149\u6807\u7f8e\u5316<\/span><br \/>\n <span class=\"tag\">\u6f14\u793a\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">\u8da3\u5473\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8fdc\u7a0b\u529e\u516c<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u4f1a\u8bae\u6548\u7387<\/span><br \/>\n <span class=\"tag\">\u8868\u60c5\u5316\u4ea4\u4e92<\/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\u8da3\u5473\u6027\uff0c\u8ba4\u4e3a\u80fd\u7f13\u89e3\u4f01\u4e1a\u4f1a\u8bae\u4e25\u8083\u6c14\u6c1b\u3001\u589e\u52a0\u8bf4\u670d\u529b\u3002\u6709\u8bc4\u8bba\u620f\u79f0\u201c\u7ec8\u4e8e\u4e0d\u662fAI\u6548\u7387\u4ea7\u54c1\u201d\u3002\u5f00\u53d1\u8005\u56de\u5e94\u4e86\u4e0b\u8f7d\u652f\u6301\u3002\u672a\u51fa\u73b0\u9488\u5bf9\u529f\u80fd\u7684\u8d1f\u9762\u5efa\u8bae\u6216\u95ee\u9898\uff0c\u6709\u6548\u53cd\u9988\u96c6\u4e2d\u5728\u201c\u5a31\u4e50\u4ef7\u503c\u201d\u8ba4\u53ef\uff0c\u4f46\u7f3a\u4e4f\u5bf9\u4ef7\u683c\u6216\u7a33\u5b9a\u6027\u7684\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 Pokey\u7684\u8d70\u7ea2\u903b\u8f91\u4e0eSlapMac\u5982\u51fa\u4e00\u8f99\u2014\u2014\u5728\u6548\u7387\u5de5\u5177\u6cdb\u6ee5\u7684\u5f53\u4e0b\uff0c\u7528\u201c\u65e0\u610f\u4e49\u201d\u7684\u8da3\u5473\u6027\u5236\u9020\u793e\u4ea4\u8d27\u5e01\u3002\u5b83\u7cbe\u51c6\u5207\u4e2d\u4e86\u8fdc\u7a0b\u5de5\u4f5c\u4e2d\u201c\u64cd\u4f5c\u53ef\u89c1\u6027\u201d\u4e0e\u201c\u60c5\u7eea\u4f20\u8fbe\u201d\u7684\u53cc\u91cd\u75db\u70b9\uff1a\u5f53\u4f60\u7684\u9f20\u6807\u6307\u9488\u53d8\u6210\u4e00\u53ea\u4f1a\u6572\u51fb\u7684\u5c0f\u624b\uff0c\u5c4f\u5e55\u5171\u4eab\u5c31\u4ece\u67af\u71e5\u7684\u201c\u770bPPT\u201d\u53d8\u6210\u4e86\u5e26\u6709\u80a2\u4f53\u8bed\u8a00\u7684\u201c\u8868\u6f14\u201d\uff0c\u8fd9\u672c\u8d28\u4e0a\u662f\u4e00\u79cd\u975e\u8bed\u8a00\u6c9f\u901a\u7684\u8865\u507f\u673a\u5236\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u5fc5\u987b\u6e05\u9192\u770b\u5230\uff0c\u8fd9\u6b3e\u4ea7\u54c1\u7684\u4ef7\u503c\u5929\u82b1\u677f\u6781\u5176\u660e\u663e\u3002\u5b83\u89e3\u51b3\u7684\u662f\u201c\u9526\u4e0a\u6dfb\u82b1\u201d\u800c\u975e\u201c\u96ea\u4e2d\u9001\u70ad\u201d\u7684\u95ee\u9898\uff0c\u6838\u5fc3\u573a\u666f\u9ad8\u5ea6\u4f9d\u8d56\u201c\u89c6\u9891\u4f1a\u8bae\u201d\u8fd9\u4e00\u7279\u5b9a\u65f6\u7a7a\u3002\u4e00\u65e6\u8131\u79bb\u4f1a\u8bae\u573a\u666f\uff08\u5982\u672c\u5730\u6f14\u793a\u3001\u7f16\u7a0b\uff09\uff0c\u5176\u529f\u80fd\u5373\u5f52\u96f6\u300217\u7968\u7684\u53d1\u5e03\u6570\u636e\u4e5f\u5370\u8bc1\u4e86\u5176\u5c0f\u4f17\u5c5e\u6027\uff0c\u8fd9\u66f4\u50cf\u662f\u4e00\u6b21\u4e2a\u4eba\u8da3\u5473\u9a71\u52a8\u7684\u5fae\u521b\u65b0\u5b9e\u9a8c\uff0c\u800c\u975e\u5546\u4e1a\u6a21\u5f0f\u7684\u9a8c\u8bc1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u66f4\u6df1\u5c42\u7684\u98ce\u9669\u5728\u4e8e\uff1a\u5176\u6838\u5fc3\u5356\u70b9\u201c\u60c5\u7eea\u9002\u914d\u201d\uff08\u70b9\u51fb\u529b\u5ea6\u51b3\u5b9a\u52a8\u753b\u5e45\u5ea6\uff09\u662f\u4f2a\u9700\u6c42\u2014\u2014\u5728\u5171\u4eab\u5c4f\u5e55\u65f6\uff0c\u7528\u6237\u6ce8\u610f\u529b\u96c6\u4e2d\u5728\u5185\u5bb9\u800c\u975e\u5149\u6807\u7684\u53cd\u9988\u7cbe\u5ea6\u4e0a\uff0c\u8be5\u529f\u80fd\u53cd\u800c\u53ef\u80fd\u56e0\u201c\u8fc7\u5ea6\u8868\u6f14\u201d\u5206\u6563\u542c\u4f17\u6ce8\u610f\u529b\u3002\u81f3\u4e8e\u4e2d\u6307\u9020\u578b\uff0c\u5728\u8de8\u6587\u5316\u3001\u8de8\u5c42\u7ea7\u7684\u5546\u52a1\u6c9f\u901a\u4e2d\u66f4\u662f\u96f7\u533a\uff0c\u5f88\u53ef\u80fd\u4ece\u201c\u5316\u89e3\u7d27\u5f20\u201d\u53d8\u6210\u201c\u5236\u9020\u5192\u72af\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7ed3\u8bba\uff1aPokey\u662f\u4e00\u6b3e\u4f18\u79c0\u7684\u201c\u5173\u7cfb\u7834\u51b0\u73a9\u5177\u201d\uff0c\u4f46\u4e0d\u662f\u4e00\u4e2a\u53ef\u6301\u7eed\u7684\u4ea7\u54c1\u751f\u610f\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u8f6f\u4ef6\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u9a8c\u8bc1\u4e86\u201c\u684c\u9762\u7aef\u60c5\u7eea\u5316\u4ea4\u4e92\u201d\u7684\u5e02\u573a\u7a7a\u4f4d\u3002\u82e5\u56e2\u961f\u80fd\u5c06\u5176\u80fd\u529b\u5f00\u653e\u4e3aAPI\uff0c\u884d\u751f\u51fa\u9488\u5bf9\u57f9\u8bad\u3001\u8fdc\u7a0b\u533b\u7597\u7b49\u5782\u76f4\u573a\u666f\u7684\u201c\u6307\u793a\u5c42\u201d\u5de5\u5177\uff0c\u6216\u8bb8\u80fd\u7a81\u7834\u73b0\u6709\u5929\u82b1\u677f\u3002\u5426\u5219\uff0c\u5f53\u65b0\u9c9c\u611f\u6d88\u9000\uff0c\u8fd9\u679a\u83dc\u5355\u680f\u5c0f\u56fe\u6807\u53ea\u4f1a\u6ca6\u4e3aDock\u680f\u91cc\u53c8\u4e00\u4e2a\u5403\u7070\u7684\u50cf\u7d20\u5e7d\u7075\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\">Pokey<\/span>\n <\/div>\n<div class=\"comment-content\">\u2726 Add a spark of fun to repetitive team syncs and standups \u2726 Break the ice on sales calls and intro meetings \u2726 Soften tense moments when reviewing errors or tough feedback \u2726 Pokey \u2013 a tiny menu bar app that turns your cursor into the reason they remember your call. Because nobody should suffer through another boring screen share \ud83d\ude00<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Hunters! My name is Mike \ud83d\udc4b and today I’m launching <strong>Pokey<\/strong>, a tiny menu bar app that turns your cursor into a little hand that actually taps what you click.<\/p>\n<\/p>\n<p><strong>How it started<\/strong><br \/>The idea came from a super random moment. My friend and I were recording a quick screen video for a neighbor, explaining how to use their AC. Someone joked, “This needs one of those MrTinyHand pointers!” (if you know the viral IG videos, you know). Seeing how much joy apps like <a href=\"https:\/\/www.producthunt.com\/products\/slapmac\" target=\"_blank\" rel=\"noopener\">@SlapMac<\/a> brought people recently proved we definitely need more weird, fun apps for Mac.<\/p>\n<p>So I sat down, built a rough prototype of Pokey, and posted a quick, unedited demo online. To my complete surprise, the video blew up overnight with 35k+ views and brought in 30+ organic sales \ud83d\ude43 Turns out, people just want to bring a little fun and personality back into their calls.<\/p>\n<\/p>\n<p><strong>What Pokey actually does<\/strong><\/p>\n<p>It gives your cursor different “moods”, from a polite pointing hand to a cat paw, or even the middle finger for those meetings that definitely should have been an email.<\/p>\n<\/p>\n<p>Best of all, it adapts to your energy! Gentle clicks get a soft, subtle nudge, but intense clicking scales up the impact for when you really need to make a point.<\/p>\n<\/p>\n<p><strong>Discount<\/strong><\/p>\n<p>Use code “<strong>NOMOREBORING<\/strong>” to grab Pokey for $2.99 (first 99 hunters only).<\/p>\n<\/p>\n<p>Life is way too short for lifeless pointers. Poke it like you mean it \ud83d\ude00<\/p>\n<p><strong>One question before you go<\/strong><\/p>\n<p>Fun way to spice up routine team syncs, or a bit too informal for your work calls? Where\u2019s the line for you?<\/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>Haha, I downloaded it. This might actually make me sound way more convincing in meetings. Thanks! \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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alvodsgn\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alvodsgn<\/a> For sure \ud83d\ude04 Thanks for downloading! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Finally, not some AI-focused product, or how to make myself 10% efficient, but a fun one!<br \/>That will definitely bring more fun to group calls, especially in the corporate environment.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">#16<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/DQVR46CYL4QZ3J\" class=\"app-title\">Tokimeter<\/a><\/p>\n<div class=\"one-liner\">Local usage analytics for Claude, Codex, Cursor, Grok & More<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">17<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Tokimeter \u662f\u4e00\u6b3e\u672c\u5730\u5316\u7684 AI \u7f16\u7a0b\u5de5\u5177\u7528\u91cf\u5206\u6790\u4eea\u8868\u76d8\uff0c\u901a\u8fc7\u8bfb\u53d6 Claude\u3001Codex\u3001Cursor \u7b49\u5de5\u5177\u5728\u672c\u673a\u7559\u4e0b\u7684\u65e5\u5fd7\uff0c\u5e2e\u4f60\u7cbe\u786e\u7edf\u8ba1 token \u6d88\u8017\u4e0e\u8d39\u7528\uff0c\u5e76\u6309\u9879\u76ee\u3001\u4f1a\u8bdd\u3001\u5929\u3001\u5de5\u5177\u548c\u6a21\u578b\u591a\u7ef4\u5ea6\u5207\u7247\uff0c\u89e3\u51b3\u591a\u5de5\u5177\u6df7\u7528\u4e0b\u6210\u672c\u5931\u63a7\u3001\u9650\u989d\u65e0\u611f\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7b44da3e-59ac-4d51-9990-09c51db3caec.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9ec0792c-5a74-463b-83a3-22e3d93f4606.gif?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\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7f16\u7a0b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">Token\u7edf\u8ba1<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">\u7528\u91cf\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u6210\u672c\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">CLI<\/span><br \/>\n <span class=\"tag\">\u591a\u6a21\u578b\u805a\u5408<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u6548\u7387<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u5b89\u5168<\/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@toshipepe \u79f0\u8d5e\u201c\u5c06\u5168\u90e8 AI \u7528\u91cf\u96c6\u4e2d\u5230\u4e00\u5904\u201d\u662f\u5929\u624d\u8bbe\u8ba1\uff1b\u4f5c\u8005\u56de\u5e16\u81f4\u8c22\u5e76\u6b22\u8fce\u5927\u5bb6\u63d0\u95ee\u3002\u53e6\u4e00\u5219\u957f\u8bc4\uff08\u6765\u81ea\u4f5c\u8005\u81ea\u8ff0\uff09\u8be6\u7ec6\u9610\u8ff0\u4e86\u4f7f\u7528\u591a\u5de5\u5177\u65f6\u201c\u5404\u7ba1\u5404\u8d26\u201d\u7684\u6df7\u4e71\uff0c\u5f3a\u8c03\u684c\u9762\u7aef\u8986\u76d6\u548c\u6309\u9879\u76ee\u5207\u7247\u7684\u521a\u9700\uff0c\u5e76\u63d0\u53ca Pro \u7248 $4\/\u6708\u7528\u4e8e\u8de8\u673a\u540c\u6b65\u4e0e\u5386\u53f2\u4fdd\u7559\uff0c\u540c\u65f6\u5efa\u8bae\u540e\u7eed\u589e\u52a0\u66f4\u591a\u5de5\u5177\u652f\u6301\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Tokimeter \u8e29\u4e2d\u7684\u662f\u4e00\u4e2a\u771f\u5b9e\u4e14\u8fc5\u901f\u81a8\u80c0\u7684\u75db\u70b9\uff1aAI \u7f16\u7a0b\u5de5\u5177\u7206\u53d1\uff0c\u4f46\u6bcf\u4e00\u5bb6\u90fd\u5728\u81ea\u5df1\u7684\u65e5\u5fd7\u5b64\u5c9b\u91cc\u8bb0\u6d88\u8017\uff0c\u5f00\u53d1\u8005\u5bf9\u6574\u4f53\u5f00\u652f\u6beb\u65e0\u638c\u63a7\u529b\u3002\u5b83\u806a\u660e\u5730\u907f\u5f00\u4e86\u201c\u81ea\u5efa\u57cb\u70b9\u201d\u7684\u91cd\u6a21\u5f0f\uff0c\u8f6c\u800c\u201c\u8bfb\u53d6\u672c\u673a\u5df2\u6709\u8bb0\u5f55\u201d\uff0c\u8fd9\u51b3\u5b9a\u4e86\u5b83\u96f6\u6210\u672c\u517c\u5bb9\u3001\u9690\u79c1\u5b89\u5168\u4e14\u6709\u5929\u7136\u7684\u7528\u6237\u4fe1\u4efb\u80cc\u4e66\u3002\u5176\u5f00\u6e90 CLI \u514d\u8d39\uff0cPro \u4ec5\u6536 $4\/\u6708\u2014\u2014\u8fd9\u5b9a\u4ef7\u7b56\u7565\u51e0\u4e4e\u662f\u201c\u4ee5\u514d\u8d39\u6362\u53d6\u6570\u636e\u5165\u53e3\uff0c\u4ee5\u8ba2\u9605\u8d5a\u53d6\u957f\u671f\u4ef7\u503c\u201d\u7684\u6559\u79d1\u4e66\u64cd\u4f5c\uff0c\u6f5c\u53f0\u8bcd\u662f\uff1a\u7b49\u7528\u6237\u4f9d\u8d56\u6bcf\u6708\u7684\u8d39\u7528\u62a5\u544a\u540e\uff0c\u8de8\u673a\u540c\u6b65\u548c\u9632\u65e5\u5fd7\u6e05\u7406\u7684\u5386\u53f2\u8bb0\u5f55\u4f1a\u53d8\u6210\u521a\u9700\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u5fc5\u987b\u6cfc\u51b7\u6c34\uff1a\u7b2c\u4e00\uff0c\u5b83\u4e0d\u89e3\u51b3\u95ee\u9898\uff0c\u53ea\u662f\u653e\u5927\u95ee\u9898\u2014\u2014\u5f53\u4f60\u6709 8 \u4e2a\u5de5\u5177\u65f6\u805a\u5408\u6709\u7528\uff0c\u4f46\u82e5\u53ea\u7528 Claude Code \u4e00\u4e2a\u5de5\u5177\uff0c\u4ef7\u503c\u8fd1\u4e4e\u4e3a\u96f6\u3002\u7b2c\u4e8c\uff0c\u6838\u5fc3\u903b\u8f91\u662f\u201c\u4fe1\u4efb\u672c\u5730\u65e5\u5fd7\u201d\uff0c\u800c\u5404\u5de5\u5177\u65e5\u5fd7\u683c\u5f0f\u4e0d\u7a33\u5b9a\uff0cREADME \u4e5f\u627f\u8ba4\u6709\u672a\u9a8c\u8bc1\u9879\uff0c\u7ef4\u62a4\u6210\u672c\u9ad8\uff0c\u4e00\u65e6\u67d0\u5de5\u5177\u66f4\u65b0\u65e5\u5fd7\u7ed3\u6784\uff0c\u96c6\u6210\u6613\u788e\u3002\u7b2c\u4e09\uff0c\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u4e0d\u5728\u805a\u5408\uff0c\u800c\u5728\u201c\u5207\u6362\u6210\u672c\u201d\u2014\u2014\u5982\u679c\u672a\u6765 Cursor \u81ea\u5e26\u5168\u5c40\u7528\u91cf\u9762\u677f\uff0c\u8fd9\u7c7b\u4e2d\u95f4\u5c42\u5de5\u5177\u4f1a\u77ac\u95f4\u88ab\u8fb9\u7f18\u5316\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ef7\u503c\u5224\u65ad\uff1a\u4f5c\u4e3a\u4e2a\u4eba\u5f00\u53d1\u8005\u6216\u5c0f\u56e2\u961f\u7684\u201c\u8bb0\u8d26\u672c\u201d\uff0c\u5b83\u8db3\u591f\u597d\u7528\u4e14\u514d\u8d39\uff1b\u4f46\u4f5c\u4e3a\u5546\u4e1a\u6545\u4e8b\uff0c\u5b83\u5929\u82b1\u677f\u6709\u9650\u3002\u9664\u975e\u672a\u6765\u5b83\u80fd\u4ece\u201c\u7528\u91cf\u62a5\u544a\u201d\u8fdb\u5316\u4e3a\u201c\u7528\u91cf\u4f18\u5316\u201d\uff0c\u6bd4\u5982\u81ea\u52a8\u63a8\u8350\u66f4\u4f4e\u6210\u672c\u7684\u6a21\u578b\u66ff\u4ee3\u65b9\u6848\uff0c\u5426\u5219\u53ea\u662f\u65f6\u95f4\u6d41\u6c34\u8d26\u7684\u9ad8\u7ea7\u5f62\u6001\u3002\u5efa\u8bae\u5173\u6ce8\u5176\u540e\u7eed\u5bf9\u5386\u53f2\u8d8b\u52bf\u5206\u6790\u548c\u591a\u673a\u534f\u540c\u7684\u843d\u5730\u8d28\u91cf\uff0c\u90a3\u624d\u662f\u7559\u4f4f Pro \u7528\u6237\u7684\u5173\u952e\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Tokimeter<\/span>\n <\/div>\n<div class=\"comment-content\">Tokimeter pulls the usage records your AI coding tools already write into one report. Costs and exact token counts by project, session, day, tool and model. 5-hour and weekly limit windows, with budget warnings in your status line. Covers Claude and Codex in both the CLI and the desktop apps, plus Cursor, Grok Build, Hermes, opencode, Cline and Copilot CLI. No account, no telemetry, nothing leaves your machine. Report: npx tokimeter report Install: Check Below Open source & MIT licensed.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@toshipepe\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"toshipepe\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@toshipepe<\/a> – having all your AI Ganet usage available in one place is genius. Thanks for building this and hope today’s launch goes well!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@codeandsea\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@codeandsea<\/a> thanks, let me know if you have any questions!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 use Claude Code, Codex, Cursor, Hermes, Grok Build and a few<br \/>more on the regular. Each one only knows about itself. I wanted<br \/>to see token usage per session, where I stood against limits, and<br \/>what each project was actually costing me.<\/p>\n<p>Basically, I wanted analytics for my token usage.<\/p>\n<p><strong>Tokimeter<\/strong> reads the files these tools already keep on your<br \/>machine and puts it in one place.<\/p>\n<p>Desktop is covered, not just the CLI. Claude Code and Codex both<br \/>write their desktop sessions locally, and Cursor’s desktop agent<br \/>too. That was the piece I most wanted for myself.<\/p>\n<p>You can slice it by project, day, tool or model, and<br \/>tokimeter trace walks through a single session, what it<br \/>cost and which models it used. If you bill clients, report –md<br \/>gives you a per-project file to attach to an invoice.<\/p>\n<p>Token counts come from your own files so they’re exact, anything<br \/>estimated is marked with ~. The README has a table showing how<br \/>well each integration is verified, including the two I haven’t<br \/>confirmed against a live request yet.<\/p>\n<p>The CLI is MIT and does all of the above. No account, no<br \/>telemetry, completely free, and open source. Pro is $4\/mo for the things a local tool can’t do,<br \/>history that survives log pruning and sync across machines.<br \/>Ignore it and nothing changes.<\/p>\n<p>Try it without installing:<br \/>npx tokimeter report<\/p>\n<p>Install:<br \/>npm install -g tokimeter && “$(npm prefix -g)\/bin\/tokimeter” setup –auto<\/p>\n<p>Github:<br \/><a href=\"https:\/\/github.com\/toshipepe\/tokimeter\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/github.com\/toshipepe\/tokimeter<\/a><\/p>\n<p>Would love to hear what you think, and which tools I should add<br \/>next.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#17<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/XFNT2T5DKXGALB\" class=\"app-title\">Monolite<\/a><\/p>\n<div class=\"one-liner\">Turn any audience into active participants<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">13<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Monolite \u662f\u4e00\u6b3e\u8ba9\u6f14\u8bb2\u8005\u6216\u6d3b\u52a8\u4e3b\u529e\u65b9\u901a\u8fc7\u624b\u673a\u626b\u7801\u5373\u53ef\u521b\u5efa\u4e92\u52a8\u95ee\u7b54\u3001\u6295\u7968\u548c\u8bcd\u4e91\u6e38\u620f\u7684\u6d3b\u52a8\u5de5\u5177\uff0c\u89e3\u51b3\u73b0\u573a\u89c2\u4f17\u201c\u53ea\u770b\u4e0d\u53c2\u4e0e\u201d\u7684\u51b7\u573a\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/62c134db-8715-402a-989b-592910d73635.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3d424744-3bc3-4ac9-b4f6-e09094032a6e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cc4adab9-367a-4b33-aec8-c0ca888625c6.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\">Meetings<\/span><br \/>\n <span class=\"tag\">Maker Tools<\/span><br \/>\n <span class=\"tag\">Community<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4e92\u52a8\u6f14\u793a<\/span><br \/>\n <span class=\"tag\">\u73b0\u573a\u6295\u7968<\/span><br \/>\n <span class=\"tag\">\u6d3b\u52a8\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u89c2\u4f17\u53c2\u4e0e<\/span><br \/>\n <span class=\"tag\">\u4e8c\u7ef4\u7801\u7b7e\u5230<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u57f9\u8bad<\/span><br \/>\n <span class=\"tag\">\u4f1a\u8bae\u4e92\u52a8<\/span><br \/>\n <span class=\"tag\">\u6e38\u620f\u5316\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u65e0App\u53c2\u4e0e<\/span><br \/>\n <span class=\"tag\">SaaS\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u201c\u626b\u7801\u5373\u73a9\u3001\u65e0\u9700\u4e0b\u8f7d\u201d\u7684\u4f53\u9a8c\uff0c\u8ba4\u4e3a\u9002\u5408\u5168\u5458\u5927\u4f1a\uff1b\u521b\u59cb\u4eba\u56de\u5e94\u4e86\u611f\u8c22\uff0c\u4f46\u6682\u65e0\u9488\u5bf9\u529f\u80fd\u7f3a\u9677\u6216\u65b0\u589e\u73a9\u6cd5\u7684\u5b9e\u8d28\u5efa\u8bae\uff0c\u8bc4\u8bba\u6df1\u5ea6\u6709\u9650\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Monolite\u5207\u4e2d\u7684\u662f\u201c\u4f1a\u8bae\u51b7\u573a\u201d\u8fd9\u4e00\u9ad8\u9891\u4f46\u4f4e\u9884\u7b97\u7684\u75db\u70b9\uff0c\u4ea7\u54c1\u903b\u8f91\u6e05\u6670\uff1a\u7528\u6781\u4f4e\u95e8\u69db\uff08\u626b\u7801\uff09\u6362\u53d6\u5373\u65f6\u53c2\u4e0e\u611f\uff0c\u5e76\u4ee5\u6570\u636e\u62a5\u544a\u4f5c\u4e3aB\u7aef\u4ed8\u8d39\u7406\u7531\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u4e0d\u662f\u6e38\u620f\u672c\u8eab\uff0c\u800c\u662f\u201c\u628a\u88ab\u52a8\u542c\u4f17\u8f6c\u5316\u4e3a\u53ef\u91cf\u5316\u7684\u4e92\u52a8\u6570\u636e\u201d\u2014\u2014\u8fd9\u5728\u4f01\u4e1a\u57f9\u8bad\u3001\u5185\u90e8\u6c9f\u901a\u573a\u666f\u4e2d\u5177\u6709\u5b9e\u9645\u6293\u624b\u3002\u4f46\u4ea7\u54c1\u62a4\u57ce\u6cb3\u8584\u5f31\uff1a\u540c\u7c7b\u5de5\u5177\u5982Slido\u3001Mentimeter\u65e9\u5df2\u8986\u76d6\u95ee\u7b54\u3001\u6295\u7968\u3001\u8bcd\u4e91\uff0cMonolite\u4ec5\u9760\u201cTrivia\u3001Versus\u201d\u7b49\u8f7b\u6e38\u620f\u5dee\u5f02\u5316\uff0c\u5bb9\u6613\u88ab\u590d\u5236\u3002\u4e14\u5f53\u524d\u7528\u6237\u8bc4\u8bba\u591a\u4e3a\u793c\u8c8c\u6027\u795d\u8d3a\uff0c\u7f3a\u4e4f\u771f\u5b9e\u4f7f\u7528\u573a\u666f\u7684\u6df1\u5ea6\u53cd\u9988\uff0c\u8bf4\u660e\u65e9\u671f\u7528\u6237\u4ee5\u793e\u4ea4\u652f\u6301\u4e3a\u4e3b\uff0c\u4ea7\u54c1\u9a8c\u8bc1\u5c1a\u6d45\u3002\u771f\u6b63\u9700\u8981\u8b66\u60d5\u7684\u662f\uff1a\u6e38\u620f\u5316\u4e92\u52a8\u662f\u624b\u6bb5\u800c\u975e\u76ee\u7684\uff0c\u82e5\u4e0d\u80fd\u5d4c\u5165\u6f14\u8bb2\u5185\u5bb9\u6d41\uff08\u5982\u81ea\u52a8\u540c\u6b65PPT\u8fdb\u5ea6\u3001\u8ddf\u8fdb\u7b54\u9898\u7ed3\u679c\u89e6\u53d1\u5206\u652f\u8bb2\u89e3\uff09\uff0c\u5219\u5f88\u5bb9\u6613\u6ca6\u4e3a\u201c\u70ed\u95f9\u4f46\u65e0\u540e\u7eed\u201d\u7684\u6696\u573a\u73a9\u5177\u3002\u6b64\u5916\uff0c\u514d\u8d39\u6a21\u5f0f\u4e0b\u7684\u89c4\u6a21\u74f6\u9888\u660e\u663e\u2014\u2014\u4f01\u4e1a\u5ba2\u6237\u4e00\u65e6\u9700\u8981\u590d\u6742\u5ea6\u8f83\u9ad8\u7684\u5b9a\u5236\u6216\u79c1\u6709\u5316\u90e8\u7f72\uff0cMonolite\u73b0\u6709\u80fd\u529b\u53ef\u80fd\u4e0d\u8db3\u3002\u5efa\u8bae\u805a\u7126\u7ec6\u5206\u5782\u76f4\u573a\u666f\uff08\u5982\u5927\u578b\u57f9\u8bad\u673a\u6784\u7684\u8bfe\u5802\u4e92\u52a8\uff09\uff0c\u800c\u975e\u4e0e\u901a\u7528\u5de5\u5177\u5168\u7ebf\u7ade\u4e89\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\">Monolite<\/span>\n <\/div>\n<div class=\"comment-content\">Monolite helps you to create interactive games. Instant QR join or public participation, custom branding, and detailed reports. Try Monolite free today!<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey hunters! \ud83d\udc4b<\/p>\n<p>I’m An\u0131l, founder of Monolite.<\/p>\n<p>I built Monolite after years in community building and event management, sitting through town halls, trainings, and conferences where the room was full but completely silent. <\/p>\n<p>Everyone was watching, nobody was participating. I wanted to fix that.<\/p>\n<p>Monolite turns any presentation or event into a live, interactive experience:<\/p>\n<p>\ud83c\udfaf Instant QR join: Attendees scan and play from any phone browser, no app or account needed<br \/>\n\ud83c\udfae Trivia, Versus, and Word Cloud games: Built for training, onboarding, town halls, and product launches<br \/>\n\ud83c\udfa8 Custom branding: Match your theme to your stage or company<br \/>\n\ud83d\udcca Detailed post-event reports: The kind of engagement proof that impresses leadership and sponsors<br \/>\n\ud83d\udd17 Self-paced mode: Publish a public link and let people join anytime, no host required. <\/p>\n<p>We’re already used by 2,400+ event participant, and today we’re bringing Monolite to the Product Hunt community for the first time.<\/p>\n<p>Would love to hear what you think and if you have ideas for game types or use cases you’d want to see next, I’m all ears in the comments. \ud83d\ude4c<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Huge congrats on the launch, An\u0131l! \ud83d\ude80 That awkward silence during presentations and town halls is such a real problem. The fact that attendees can join instantly via QR code without downloading an app or creating an account is a massive UX win. I’m definitely going to try this at our next team all-hands. Best of luck today!<\/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\/@yagizgurbuz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yagizgurbuz<\/a> Thanks Yagiz.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This looks great. The fact that people can join with a QR code and no app install is a huge win for live sessions. \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@turkertunali1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@turkertunali1<\/a> Thank you Turker, nice to hear this comment. <\/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<\/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\/6HQT2UXLG2BCZI\" class=\"app-title\">ViiTor Translate<\/a><\/p>\n<div class=\"one-liner\">Real-time subtitles that keep up with speech and context<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">12<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>ViiTor Translate \u662f\u4e00\u6b3e\u4e3a\u76f4\u64ad\u3001\u89c6\u9891\u3001\u4f1a\u8bae\u548c\u8bfe\u5802\u63d0\u4f9b\u5b9e\u65f6\u7ffb\u8bd1\u5b57\u5e55\u7684\u8de8\u5e73\u53f0\u5de5\u5177\uff0c\u6838\u5fc3\u89e3\u51b3\u7528\u6237\u5728\u89c2\u770b\u5feb\u8bed\u901f\u3001\u9ad8\u8bed\u5883\u5185\u5bb9\uff08\u5982K-pop\u3001VTuber\u3001\u52a8\u6f2b\uff09\u65f6\uff0c\u56e0\u7ffb\u8bd1\u6ede\u540e\u6216\u5931\u53bb\u6587\u5316\u8bed\u5883\u800c\u9519\u8fc7\u7cbe\u5f69\u77ac\u95f4\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/161f45d7-0fc6-4b50-82a5-e79b16365737.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0b12eabb-c0c6-464d-b4e2-1d14038608ae.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/50f04d81-9d53-4ce0-8f2b-fe1ea461dcd0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0cb4a3cc-3806-4ce0-8760-6b71463a7ef7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/401c7879-c96f-4a6d-94bf-01dd81ac1bd1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ed449ad6-d3ed-4f12-8190-2d8b73d457d8.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\/3928a5c4-dcd3-4571-931b-38e87bab0730.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=CPF7n3hrDnI\"><source src=\"https:\/\/www.youtube.com\/watch?v=CPF7n3hrDnI\" 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\">Languages<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5b9e\u65f6\u7ffb\u8bd1\u5b57\u5e55<\/span><br \/>\n <span class=\"tag\">\u76f4\u64ad\u5b57\u5e55<\/span><br \/>\n <span class=\"tag\">\u89c6\u9891\u7ffb\u8bd1<\/span><br \/>\n <span class=\"tag\">\u8de8\u5e73\u53f0\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u8bed\u5883\u7406\u89e3<\/span><br \/>\n <span class=\"tag\">\u4fda\u8bed\u7ffb\u8bd1<\/span><br \/>\n <span class=\"tag\">\u7c89\u4e1d\u8bcd\u5178<\/span><br \/>\n <span class=\"tag\">\u591a\u8bed\u8a00\u652f\u6301<\/span><br \/>\n <span class=\"tag\">K-pop\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">VTuber\u5b57\u5e55<\/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\u6237Zoe\uff08\u4ea7\u54c1\u7ecf\u7406\uff09\u81ea\u8ff0\u662fK-pop\u4e0eVTuber\u7c89\u4e1d\uff0c\u5f3a\u8c03Fan Dictionary\u548c\u53cc\u8bed\u8a00\u6a21\u5f0f\u662f\u4eae\u70b9\u3002\u53e6\u4e00\u6761\u6709\u6548\u8bc4\u8bba\u6307\u51fa\uff1a\u5b9e\u65f6\u6027\u4e0e\u8bed\u5883\u5b58\u5728\u5929\u7136\u77db\u76fe\u2014\u2014\u65e5\u8bed\u7b49\u52a8\u8bcd\u5c45\u5c3e\u8bed\u8a00\u4e2d\uff0c\u8fc7\u65e9\u201c\u627f\u8bfa\u201d\u7ffb\u8bd1\u53ef\u80fd\u7ffb\u8f6c\u8bed\u4e49\u3002\u8d28\u7591\u7cfb\u7edf\u662f\u5426\u4f1a\u4fee\u6b63\u5df2\u663e\u793a\u7684\u5b57\u5e55\uff0c\u8fd8\u662f\u9009\u62e9\u5ef6\u8fdf\u8f93\u51fa\uff0c\u5e76\u6307\u51fa\u4fee\u6b63\u867d\u51c6\u786e\u4f46\u9605\u8bfb\u4f53\u9a8c\u66f4\u5dee\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 ViiTor\u7684\u5b9a\u4f4d\u5f88\u806a\u660e\uff1a\u5b83\u6ca1\u6709\u8bd5\u56fe\u505a\u201c\u66f4\u597d\u7684Google\u7ffb\u8bd1\u201d\uff0c\u800c\u662f\u5207\u5165\u4e86\u201c\u5b9e\u65f6+\u8bed\u5883\u201d\u8fd9\u4e00\u7a84\u7f1d\u3002\u4f46\u6070\u6070\u662f\u8fd9\u4e2a\u7f1d\u91cc\uff0c\u85cf\u7740\u5b83\u6700\u5371\u9669\u7684\u6697\u7901\u3002\u90a3\u6761\u5173\u4e8e\u65e5\u8bed\u7684\u8bc4\u8bba\u4e00\u9488\u89c1\u8840\u2014\u2014\u8fd9\u4e0d\u662f\u6280\u672f\u7ec6\u8282\u95ee\u9898\uff0c\u800c\u662f\u4ea7\u54c1\u627f\u8bfa\u7684\u6839\u672c\u6096\u8bba\u3002\u5982\u679c\u4f60\u4fdd\u6301\u4f4e\u5ef6\u8fdf\uff0c\u5c31\u5fc5\u987b\u5728\u53e5\u5b50\u672a\u5b8c\u6574\u65f6\u505a\u51fa\u8bed\u4e49\u731c\u6d4b\uff0c\u8fd9\u5728\u52a8\u8bcd\u540e\u7f6e\u8bed\u8a00\u4e2d\u51e0\u4e4e\u5fc5\u7136\u4ea7\u751f\u201c\u53cd\u5411\u7ffb\u8bd1\u201d\u65f6\u523b\uff1b\u5982\u679c\u4f60\u4e3a\u4e86\u8bed\u5883\u800c\u7b49\u5f85\u4ece\u53e5\u95ed\u5408\uff0c\u90a3\u201c\u5b9e\u65f6\u201d\u5c31\u6210\u4e86\u4f2a\u547d\u9898\u3002\u8bc4\u8bba\u8005\u6307\u51fa\u201c\u4fee\u6b63\u662f\u66f4\u51c6\u786e\u4f46\u66f4\u96be\u8bfb\u201d\uff0c\u8fd9\u6070\u6070\u70b9\u4e2d\u4e86ViiTor\u7684\u8f6f\u808b\uff1a\u5b83\u53ef\u80fd\u4f18\u5316\u4e86\u7b97\u6cd5\u7684\u5ef6\u8fdf\uff0c\u5374\u628a\u8ba4\u77e5\u8d1f\u62c5\u7529\u7ed9\u4e86\u7528\u6237\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u4ea7\u54c1\u5c42\u9762\u770b\uff0cFan Dictionary\u662f\u66f4\u52a1\u5b9e\u3001\u4e5f\u66f4\u53ef\u9632\u5fa1\u7684\u58c1\u5792\u3002\u5b83\u5229\u7528\u5708\u5c42\u7528\u6237\u7684\u81ea\u7ec4\u7ec7\u80fd\u529b\u53bb\u8865\u8db3\u901a\u7528\u6a21\u578b\u7684\u6587\u5316\u76f2\u533a\uff0c\u8fd9\u662f\u4e00\u4e2a\u6bd4\u201c\u7ffb\u8bd1\u5feb\u201d\u66f4\u96be\u88ab\u5927\u5382\u590d\u5236\u7684\u8d44\u4ea7\u3002\u4f46\u95ee\u9898\u5728\u4e8e\uff0c\u5f53\u524d12\u7968\u7684\u51b7\u542f\u52a8\u6c1b\u56f4\u8868\u660e\uff0c\u5b83\u5c1a\u672a\u5728\u6838\u5fc3\u7528\u6237\u7fa4\u4e2d\u5f62\u6210\u53e3\u7891\u88c2\u53d8\u3002Zoe\u7684K-pop\/VTuber\u53d9\u4e8b\u5f88\u52a8\u4eba\uff0c\u4f46\u5982\u679c\u4ea7\u54c1\u771f\u60f3\u670d\u52a1\u4f1a\u8bae\u548c\u8bfe\u5802\uff0c\u5c31\u4e0d\u5f97\u4e0d\u76f4\u9762\u66f4\u4e25\u82db\u7684\u5b9e\u65f6\u6539\u5199\u9700\u6c42\u2014\u2014\u90a3\u65f6\u65e5\u8bed\u53ea\u662f\u7b2c\u4e00\u9053\u8003\u9898\uff0c\u5fb7\u8bed\u7684\u957f\u4ece\u53e5\u3001\u963f\u62c9\u4f2f\u8bed\u7684\u7701\u7565\u7ed3\u6784\u90fd\u5728\u6392\u961f\u7b49\u7740\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u4ef7\u503c\u70b9\u6216\u8bb8\u4e0d\u5728\u4e8e\u201c\u7ffb\u8bd1\u5f97\u591a\u51c6\u201d\uff0c\u800c\u5728\u4e8e\u201c\u5982\u4f55\u7ba1\u7406\u7528\u6237\u671f\u5f85\u201d\u3002ViiTor\u9700\u8981\u660e\u786e\u7684\u4ea4\u4e92\u6a21\u5f0f\uff1a\u8ba9\u7528\u6237\u4e3b\u52a8\u9009\u62e9\u201c\u6781\u901f\u6a21\u5f0f\u201d\uff08\u5c3d\u65e9\u8f93\u51fa\uff0c\u5141\u8bb8\u7ffb\u8f6c\uff09\u6216\u201c\u5b8c\u6574\u6a21\u5f0f\u201d\uff08\u7a0d\u6162\u4f46\u6574\u53e5\u6b63\u786e\uff09\u3002\u6562\u628a\u8fd9\u4e2a\u53d6\u820d\u6446\u4e0a\u53f0\u9762\uff0c\u6bd4\u7ee7\u7eed\u7528\u201ccontext\u201d\u8fd9\u4e2a\u8bcd\u63a9\u76d6\u77db\u76fe\uff0c\u66f4\u80fd\u5efa\u7acb\u4fe1\u4efb\u3002\u76ee\u524d\u6765\u770b\uff0c\u5b83\u662f\u4e00\u628a\u78e8\u5f97\u5f88\u4eae\u4f46\u53ea\u5207\u5f00\u4e86\u7c89\u4e1d\u5708\u5c42\u7684\u5200\u2014\u2014\u60f3\u6210\u4e3a\u901a\u7528\u5de5\u5177\uff0c\u5f97\u5148\u628a\u90a3\u628a\u5173\u4e8e\u201c\u7b49\u5f85\u4e0e\u80cc\u53db\u201d\u7684\u5200\u5203\u5904\u7406\u597d\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\">ViiTor Translate<\/span>\n <\/div>\n<div class=\"comment-content\">ViiTor brings real-time translated subtitles to livestreams, videos, meetings and classes on iOS, Android and Chrome. Built for fast, context-heavy audio, it captures slang, cultural references and inside jokes that literal translation often misses. Use Floating Subtitles on YouTube, TikTok, Bilibili and other supported platforms without switching screens. Ideal for K-pop, Vtubers, anime and more. Supports 20+ languages and is free to try.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Product Hunt \ud83d\udc4b<\/p>\n<p>I\u2019m Zoe, a PM at <strong>ViiTor<\/strong>\u2014and also a K-pop and VTuber fan.<\/p>\n<p>I started caring about this problem after missing too many great moments in livestreams. Fan-made subtitles often didn\u2019t arrive until the next day, while general translation tools struggled with fast speech, slang, and the way people actually talk on live video.<\/p>\n<p>That\u2019s why we built <strong>ViiTor Translate<\/strong>: to help you understand those moments <strong>as they happen<\/strong>.<\/p>\n<p>Turn on <strong>Floating Subtitles<\/strong>, choose your languages, and ViiTor displays translated captions directly over the video or livestream you\u2019re watching. It works with <strong>YouTube, TikTok, Bilibili<\/strong>, and other supported platforms.<\/p>\n<p>The part I\u2019m most excited about is <strong>context<\/strong>. ViiTor uses our own speech technology to process live audio, while <strong>Fan Dictionary<\/strong> lets users add fandom-specific names, phrases, and community terms that ordinary translators often miss.<\/p>\n<p>Our goal is to make live translation feel <strong>less literal and more aware of what people actually mean<\/strong>.<\/p>\n<p>K-pop and VTuber streams are some of our favorite use cases, but ViiTor can also help with international videos, meetings, classes, and face-to-face conversations.<\/p>\n<p>ViiTor is available on <strong>iOS and Android<\/strong>, supports <strong>20+ languages<\/strong>, and is <strong>free to try<\/strong>.<\/p>\n<p>For our Product Hunt launch, we\u2019ve also introduced <strong>lower-latency subtitles<\/strong> and a new <strong>dual-language mode<\/strong> \u2728 You can follow translations faster while keeping the original captions visible.<\/p>\n<p>I\u2019d really love to hear what you\u2019d try it with first:<\/p>\n<p><strong>Which livestream, creator, or recurring translation mistake should we test next?<\/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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>“Keep up with speech and context” is the interesting pairing, because those two pull against each other \u2014 context needs you to wait for the sentence to finish, and keeping up means committing before it does.<\/p>\n<p>Japanese is the case where I’d expect that to break most visibly. The verb lands at the end, and negation lands after the verb, so a subtitle that commits early can say the opposite of what the speaker meant and only find out three words later. Does it revise a line it already displayed, or hold back until the clause closes? Revising is more accurate and much harder to read.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#19<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/RZ2EV24OEY4SVC\" class=\"app-title\">Curate<\/a><\/p>\n<div class=\"one-liner\">Track films, books and TV, all in one place.<\/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>Curate\u662f\u4e00\u6b3e\u65e0\u5e7f\u544a\u3001\u65e0\u7b97\u6cd5\u7684\u5f71\u4e66\u5267\u7edf\u4e00\u8ffd\u8e2a\u5de5\u5177\uff0c\u8ba9\u91cd\u89c6\u54c1\u5473\u7684\u7528\u6237\u6446\u8131\u788e\u7247\u5316\u7b14\u8bb0\uff0c\u5728\u4e00\u4e2a\u5b89\u9759\u7a7a\u95f4\u91cc\u8bb0\u5f55\u5e76\u53d1\u73b0\u771f\u6b63\u503c\u5f97\u770b\u7684\u5185\u5bb9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b491f3d4-578c-4c33-8c06-5bf3459ee9e9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1c45da72-8618-49a0-b341-9feac56c72b4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1091c6ad-dd1b-4d61-9ff8-4c4dcc49a7c4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4bb887cb-1529-4cf8-af14-93b485810180.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cfe1846d-7e15-43d2-8264-ce6d0acf29b1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/36c8c406-437b-4f2e-be36-f811b558260c.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\/ae0a7849-cf51-493c-a49d-8a01218bcd7c.octet-stream?auto=format\" data-video-url=\"https:\/\/www.loom.com\/share\/c328057834df4ab8883bd770a6e05f6a\"><source src=\"https:\/\/www.loom.com\/share\/c328057834df4ab8883bd770a6e05f6a\" 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\">Social Media<\/span><br \/>\n <span class=\"tag\">Entertainment<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5f71\u97f3\u4e66\u7c4d\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5174\u8da3\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u65e0\u7b97\u6cd5\u63a8\u8350<\/span><br \/>\n <span class=\"tag\">\u4eba\u6587\u53d1\u73b0<\/span><br \/>\n <span class=\"tag\">\u54c1\u5473\u793e\u4ea4<\/span><br \/>\n <span class=\"tag\">\u4e66\u5f71\u5408\u96c6<\/span><br \/>\n <span class=\"tag\">\u8de8\u5a92\u4f53\u6536\u85cf<\/span><br \/>\n <span class=\"tag\">\u72ec\u7acb\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u53cd\u6c89\u8ff7\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">Product Hunt\u65b0\u54c1<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u8ba4\u53ef\u5176\u66ff\u4ee3\u624b\u673a\u5907\u5fd8\u5f55\u7684\u5b9e\u7528\u6027\uff0c\u5e76\u79f0\u8d5e\u7cbe\u9009\u5408\u96c6\u529f\u80fd\u6709\u6548\u51cf\u5c11\u4e86\u201c\u9009\u62e9\u762b\u75ea\u201d\u3002\u6838\u5fc3\u95ee\u9898\u96c6\u4e2d\u5728\u5bfc\u5165\u517c\u5bb9\u6027\uff08\u5df2\u652f\u6301Letterboxd\/Goodreads\uff0c\u4f46\u7f3aCSV\u548cIMDb\uff09\u53ca\u5bf9\u201c\u597d\u53cb\u54c1\u5473\u5339\u914d\u201d\u793e\u4ea4\u529f\u80fd\u7684\u6025\u5207\u671f\u5f85\uff0c\u521b\u59cb\u4eba\u56de\u5e94\u79f0\u5c06\u57fa\u4e8e\u771f\u5b9e\u6570\u636e\u8c28\u614e\u5f00\u53d1\uff0c\u5e76\u9884\u544a\u5185\u5bb9\u9875\u793e\u4ea4\u5c42\u5373\u5c06\u4e0a\u7ebf\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Curate\u8e29\u4e2d\u4e86\u5f53\u4e0b\u5185\u5bb9\u6d88\u8d39\u9886\u57df\u4e00\u4e2a\u7cbe\u51c6\u7684\u75db\u70b9\uff1a\u5de5\u5177\u788e\u7247\u5316\u4e0e\u7b97\u6cd5\u66b4\u653f\u3002\u5c06\u7535\u5f71\u3001\u4e66\u7c4d\u3001\u5267\u96c6\u7edf\u4e00\u6536\u7eb3\uff0c\u5e76\u523b\u610f\u5254\u9664\u70b9\u8d5e\u3001\u8bc4\u8bba\u548c\u7b97\u6cd5\u63a8\u8350\uff0c\u8fd9\u4e0d\u4ec5\u662f\u529f\u80fd\u51cf\u6cd5\uff0c\u66f4\u662f\u4e00\u79cd\u6e05\u6670\u7684\u4ea7\u54c1\u54f2\u5b66\u2014\u2014\u5bf9\u6297\u6ce8\u610f\u529b\u7ecf\u6d4e\uff0c\u56de\u5f52\u201c\u4eba\u7684\u54c1\u5473\u201d\u3002\u5176\u201c\u5148\u8bb0\u5f55\uff0c\u540e\u5339\u914d\u201d\u7684\u514b\u5236\u7b56\u7565\u5c24\u4e3a\u660e\u667a\uff0c\u907f\u514d\u4e86\u591a\u6570\u793e\u4ea4\u4ea7\u54c1\u4e0a\u7ebf\u5373\u6b7b\u4e8e\u5783\u573e\u6570\u636e\u6216\u865a\u5047\u5173\u7cfb\u7684\u7a98\u5883\u3002\u4ece\u7528\u6237\u53cd\u9988\u6765\u770b\uff0c\u5176\u6838\u5fc3\u5438\u5f15\u529b\u5e76\u975e\u201c\u7ba1\u7406\u201d\uff0c\u800c\u662f\u201c\u7cbe\u9009\u5408\u96c6\u201d\u5e26\u6765\u7684\u7b56\u5c55\u4ef7\u503c\uff0c\u8fd9\u8fdc\u6bd4\u8ffd\u8e2a\u529f\u80fd\u66f4\u5177\u7c98\u6027\u3002\u7136\u800c\uff0c\u9690\u5fe7\u540c\u6837\u660e\u663e\uff1a\u65e0\u7b97\u6cd5\u610f\u5473\u7740\u51b7\u542f\u52a8\u4f9d\u8d56\u4eba\u5de5\u7b56\u5c55\uff0c\u5176\u53ef\u6269\u5c55\u6027\u5b58\u7591\uff1b\u4e14\u8f7b\u793e\u4ea4\u82e5\u7f3a\u4e4f\u8db3\u591f\u7528\u6237\u5bc6\u5ea6\uff0c\u6781\u6613\u6ca6\u4e3a\u79c1\u5bc6\u7b14\u8bb0\u5de5\u5177\uff0c\u96be\u4ee5\u5f62\u6210\u7f51\u7edc\u6548\u5e94\u300211\u7968\u7684\u542f\u52a8\u91cf\u867d\u5c0f\uff0c\u4f46\u793e\u533a\u6c1b\u56f4\u7eaf\u7cb9\u3002Curate\u771f\u6b63\u7684\u8d4c\u6ce8\u5728\u4e8e\uff0c\u5b83\u80fd\u5426\u5728\u201c\u5c0f\u4f17\u7cbe\u81f4\u201d\u548c\u201c\u89c4\u6a21\u7834\u5708\u201d\u4e4b\u95f4\u627e\u5230\u5e73\u8861\u2014\u2014\u5982\u679c\u597d\u53cb\u5339\u914d\u673a\u5236\u751f\u6548\uff0c\u5b83\u6709\u673a\u4f1a\u6210\u4e3a\u54c1\u5473\u5171\u540c\u4f53\u7684\u57fa\u7840\u8bbe\u65bd\uff1b\u5982\u679c\u6d41\u4e8e\u5f62\u5f0f\uff0c\u5219\u4e0d\u8fc7\u53c8\u662f\u4e00\u4e2a\u6f02\u4eae\u7684\u81ea\u6211\u611f\u52a8\u578b\u4ea7\u54c1\u3002\u76ee\u524d\u6765\u770b\uff0c\u5b83\u503c\u5f97\u88ab\u4e25\u8083\u5bf9\u5f85\uff0c\u4f46\u9700\u8981\u66f4\u950b\u5229\u7684\u589e\u957f\u5f15\u64ce\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\">Curate<\/span>\n <\/div>\n<div class=\"comment-content\">Track everything you watch and read. Discover movies, books and TV through real human taste. No ads. No algorithms deciding what you should like. Just a thoughtfully built space for people who take what they watch and read seriously.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \ud83d\udc4b I’m Will, the founder of Curate.<\/p>\n<p>For years I kept my watchlists and reading lists in my phone’s notes app… which tells you everything about how well existing apps were serving me. I tried Letterboxd (films only, loads of ads), Goodreads (books only, horrible to use), etc. Nothing really provided the simplicity, lack of friction and breadth of content I was after.<\/p>\n<p>So I built it myself. Curate started as a means of learning some web dev but quickly spiralled into a full-blown passion project, self-funded and solo-built part-time over the last year or so.<\/p>\n<p>The result is something I actually wanted: a simple, clean, ad-free space to track films, TV and books in one place. A space that feels more personal than social, but eventually can connect you to likeminded people with similar tastes whose recommendations you can trust.<\/p>\n<p>The social layer is being built with care, designed to spark curiosity not exploit attention. This means no ads. No likes. No comments. No performance. Interactions happen through the films, TV shows and books themselves – a quiet, shared record of what you actually love, not what you want to be seen loving. This is the foundation for genuine discovery.<\/p>\n<p>Today\u2019s launch is the first step: a low-friction, elegant and (hopefully!) joyful way to track everything you watch and read. A single home for ratings, reactions, notes, recommendations and collections across movies, TV and books. See what your friends are watching and reading. And explore hand-picked, highly-curated collections of the best stuff out there. <\/p>\n<p>If you sign up, let me know how it goes! I\u2019d love to know what you think – I\u2019ll be in the comments all day \ud83d\ude4f<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@willblacklock\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@willblacklock<\/a> love using this app & seeing what my friends are watching\/reading!! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey <a href=\"https:\/\/www.producthunt.com\/@willblacklock\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"willblacklock\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@willblacklock<\/a>, I’d love of this app can make me combine my letterbox and goodreads all into one! Do you support porting of any information from letterbox\/goodreads? Or will all users have to start building their profiles from scratch?<\/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>Hey <a href=\"https:\/\/www.producthunt.com\/@cyd_cowley\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cyd_cowley<\/a> , you can absolutely import from letterboxd and goodreads! You can also import from StoryGraph, Trakt or TV Time. The importers bring across your ratings, reviews, watch\/read dates as well as your future watchlist or reading list and any custom lists you have created. I’m also working on imports from IMDb and general CSV which should be released soon. Let me know if you try it out or if there are any other import sources you think I should be considering! <\/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>Great job <a href=\"https:\/\/www.producthunt.com\/@willblacklock\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@willblacklock<\/a> ! <\/p>\n<p>I\u2019ve watched this one grow from the very first version, and it\u2019s genuinely replaced the mess of notes on my phone. <\/p>\n<p>Favourite bit is the explore feature. Being able to open a hand-picked collection like the top films of 2025 or the critics’ top 25 TV shows and add straight to my watchlist means I’m actually working through the good stuff instead of scrolling for twenty minutes and giving up. Recommendations from friends and colleagues go in the second I hear them, and now books are in there too it’s the only list I keep.<\/p>\n<\/p>\n<p>Really looking forward to the friend-matching side, being paired with people whose taste actually overlaps with mine is the thing I’d like most. <\/p>\n<\/p>\n<p>What’s next on the roadmap?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks <a href=\"https:\/\/www.producthunt.com\/@afb\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@afb<\/a> ! That means a lot<\/p>\n<\/p>\n<p>Friend matching is actually the thing I’m most excited about long-term too. I say long-term because I’m deliberately holding off on it until there’s enough real usage data for the matching to actually mean something. I’ve used similar features on other apps where the matching is thin and just… wrong, and it quietly erodes trust in the whole platform faster than not having the feature at all. So it’ll land when it can be genuinely good, not just present.<\/p>\n<\/p>\n<p>When it does, it’ll work at the account level- matching you with people whose taste overlaps, rather than an algorithm pushing individual recommendations at the content level. That keeps the human-first discovery model intact; it’s a layer that helps you find the right people to follow and trust, not a black box telling you what to watch.<\/p>\n<\/p>\n<p>Closer term, the thing I’m most excited about is the social layer landing on content pages: seeing exactly what your friends have rated and reviewed for a film, show, or book right there when you’re looking at it. It’s the single most-requested thing from users, and it’s coming very soon. Beyond that, there’s a steady stream of smaller improvements I’m working through based on what people are asking for.<\/p>\n<\/p>\n<p>Appreciate you taking the time to write this \ud83d\ude4f very useful to hear what’s landing well!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/ISLR4QXSC3KA7P\" class=\"app-title\">The Sovereign Creator Calculator Suite<\/a><\/p>\n<div class=\"one-liner\">50 interactive decision engines to optimize pricing, churn..<\/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>\u4e3a\u72ec\u7acb\u521b\u4f5c\u8005\u548c\u4e00\u4eba\u516c\u53f8\u63d0\u4f9b50\u4e2a\u4ea4\u4e92\u5f0f\u8ba1\u7b97\u5f15\u64ce\uff0c\u5728\u6d4f\u89c8\u5668\u4e2d\u5b9e\u65f6\u6a21\u62df\u5b9a\u4ef7\u3001\u6d41\u5931\u3001\u5e7f\u544a\u652f\u51fa\u4e0eMRR\u7b49\u6838\u5fc3\u8d22\u52a1\u6307\u6807\uff0c\u7ec8\u7ed3\u521b\u4f5c\u8005\u7ecf\u6d4e\u4e2d\u7684\u201c\u62cd\u8111\u888b\u201d\u51b3\u7b56\uff0c\u7528\u6570\u636e\u6a21\u578b\u66ff\u4ee3\u76f2\u76ee\u8bd5\u9519\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0317fe98-3457-48b7-9a26-2012ee18b497.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\/48ed7ae1-6eea-408f-835a-0f2286fc5d0d.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\/cc81ab89-fb95-40c0-9827-ae7293443478.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\/f4050b9b-c7b0-49c3-acbd-a788efc9a03f.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\/8c2eb088-278b-49cd-b28a-3e32f3c6d574.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">Notion<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u521b\u4f5c\u8005\u7ecf\u6d4e<\/span><br \/>\n <span class=\"tag\">\u8d22\u52a1\u8ba1\u7b97\u5668<\/span><br \/>\n <span class=\"tag\">\u5b9a\u4ef7\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">MRR\u9884\u6d4b<\/span><br \/>\n <span class=\"tag\">\u7528\u6237\u6d41\u5931\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u5e7f\u544aROI<\/span><br \/>\n <span class=\"tag\">\u72ec\u7acb\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">SaaS\u5957\u4ef6<\/span><br \/>\n <span class=\"tag\">\u4ea4\u4e92\u5f0f\u51b3\u7b56\u5f15\u64ce<\/span><br \/>\n <span class=\"tag\">\u5546\u4e1a\u5efa\u6a21<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8ba4\u53ef\u5176\u76f4\u51fb\u521b\u4f5c\u8005\u8d22\u52a1\u76f2\u533a\uff08\u5982\u6d41\u5931\u7387\u8ba1\u7b97\u5668\u4fc3\u4f7f\u91cd\u5ba1\u5b9a\u4ef7\uff09\uff0c\u8ba4\u4e3a\u89e3\u51b3\u4e86\u201c\u53ea\u770b\u865a\u8363\u6307\u6807\u201d\u7684\u95ee\u9898\u3002\u6709\u53cd\u9988\u6307\u51faUI\u4ea4\u4e92\u9700\u4f18\u5316\uff0c\u6574\u4f53\u671f\u5f85\u5de5\u5177\u5b9e\u7528\u6027\u800c\u975e\u5c55\u793a\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n \u8fd9\u6b3e\u4ea7\u54c1\u7684\u5207\u5165\u89d2\u5ea6\u5f88\u51c6\u2014\u2014\u521b\u4f5c\u8005\u7ecf\u6d4e\u91cc\u6700\u6cdb\u6ee5\u7684\u662f\u201c\u6559\u4eba\u8d5a\u94b1\u201d\u7684\u8bfe\u7a0b\uff0c\u6700\u7a00\u7f3a\u7684\u662f\u201c\u7b97\u6e05\u81ea\u5df1\u8d5a\u591a\u5c11\u201d\u7684\u5de5\u5177\u3002\u752850\u4e2a\u8f7b\u91cf\u7ea7HTML\/JS\u5f15\u64ce\u66ff\u4ee3\u81c3\u80bf\u7684Excel\uff0c\u672c\u8d28\u662f\u628a\u201c\u8d22\u52a1\u5efa\u6a21\u201d\u8fd9\u79cd\u4e13\u4e1a\u80fd\u529b\u964d\u7ef4\u6210\u62d6\u62fd\u6ed1\u5757\u7684\u6e38\u620f\u5316\u64cd\u4f5c\uff0c\u8fd9\u786e\u5b9e\u662f\u521a\u9700\u3002\n <\/p>\n<p class=\"ai-content\">\n 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<\/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\">The Sovereign Creator Calculator Suite<\/span>\n <\/div>\n<div class=\"comment-content\">Stop guessing your creator economics and start modeling for scale. This Sovereign Creator calculator suite eliminates financial guesswork, giving you 50 interactive decision engines to optimize pricing, churn, ad spend, and MRR in real time.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! \ud83d\udc4b I\u2019m team Thrive, and I\u2019m thrilled to share the **Sovereign Creator Calculator Suite** with you today!<\/p>\n<p>Over the past year of working closely with creators, solopreneurs, and digital product builders, we kept seeing the exact same pattern: **Creators know how to produce content, but most are flying completely blind when it comes to their business economics.**<\/p>\n<p>They underprice their communities, waste 15 hours a week on content that a $50 ad boost could out-perform, or get caught off guard by silent subscriber churn.<\/p>\n<p>**We listened to our customers and community, and we built this set of 50 extremely useful, interactive calculators and generators specifically for solo creators.**<\/p>\n<p>Instead of handing you messy, bloated spreadsheets, we coded 50 lightweight, web-native (HTML\/JS + Tailwind UI) decision engines that run directly in your browser. You drag a few sliders, and the engine gives you an instant, data-backed strategic takeaway.<\/p>\n<p>### \ud83d\udca1 What\u2019s inside the deck (Across 8 Growth Pillars):<\/p>\n<p>* **Monetization & Pricing:** Compare Micro-SaaS recurring revenue vs. one-time course LTV, optimize high-ticket cohort pricing, and set free-to-paid community conversion targets.<br \/>\n* **Distribution & Paid Arbitrage:** Calculate whether to spend $50 boosting top organic posts vs. burning 10+ hours creating new videos manually.<br \/>\n* **Community & Churn Defense:** Identify the exact tipping point where group size degrades engagement and spikes monthly churn.<br \/>\n* **Operations & Burnout:** Measure your capacity limits, task delegation ROI, and exact hours saved through AI automation.<\/p>\n<p>Fund your next milestone with your last win – reinvesting a small slice of your profits means your out-of-pocket risk stays minimal. We\u2019re launching the entire 50-tool suite (complete with a commercial license to embed these tools for your own clients or Notion portals) for just **$29**.<\/p>\n<p>We\u2019d love for you to check it out, run your numbers, and drop your feedback below! **I\u2019ll be active here all day – what\u2019s the single biggest financial question or pricing bottleneck in your creator business right now?** Let\u2019s dive in!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>finally something that gets into the actual math behind creator income instead of just throwing around vanity metrics. the churn calculator alone made me rethink my pricing tiers<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This type of complex calculation is what we need calculator for now days.<\/p>\n<p>The UI needs a bit optimization though. Best of luck!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<\/div>\n<p><\/p>\n<div id=\"imageModal\" class=\"modal\">\n <span class=\"close\">×<\/span><br \/>\n <img class=\"modal-content\" id=\"modalImage\">\n<\/div>\n<p><script>\n \/\/ \u83b7\u53d6\u6a21\u6001\u6846\u5143\u7d20\n const modal = document.getElementById(\"imageModal\");\n const modalImg = document.getElementById(\"modalImage\");\n const closeBtn = document.getElementsByClassName(\"close\")[0];<\/p>\n<p> \/\/ \u68c0\u6d4b\u662f\u5426\u4e3a\u79fb\u52a8\u8bbe\u5907\n const isMobile = \/iPhone|iPad|iPod|Android\/i.test(navigator.userAgent);<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4f18\u5316\n function addTouchOptimization() {\n if (isMobile) {\n \/\/ 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