\n \n \n Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-02-16<\/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 | 2026-02-16<\/h1>\n<p> <!-- \u5c55\u793aapp\u5361\u7247 --><\/p>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#1<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/YKRAC6GSJ23QM3\" class=\"app-title\">Base44 Backend Platform<\/a><\/p>\n<div class=\"one-liner\">The Backend for the age of AI<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">348<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Base44 Backend Platform \u662f\u4e00\u4e2a\u4e3aAI\u667a\u80fd\u4f53\uff08\u5982Claude Code\u3001Cursor\uff09\u539f\u751f\u8bbe\u8ba1\u7684\u540e\u7aef\u5373\u670d\u52a1\u5e73\u53f0\uff0c\u901a\u8fc7\u201c\u6280\u80fd\u201d\u66ff\u4ee3\u590d\u6742API\u3001\u4e00\u952e\u90e8\u7f72\u548c\u9884\u7f6e\u8fde\u63a5\u5668\uff0c\u89e3\u51b3\u4e86AI\u7f16\u7a0b\u5de5\u5177\u5728\u6784\u5efa\u5168\u6808\u5e94\u7528\u65f6\u9762\u4e34\u7684\u540e\u7aef\u914d\u7f6e\u7e41\u7410\u3001\u96c6\u6210\u56f0\u96be\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7638a316-03f7-4954-8a12-a05499e39c18.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1f41c30b-2fb4-444d-9dcf-8394abf85da9.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\/338fedb1-c86f-4b75-a738-e054e9b3b024.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=oH-u5H9OQ_4\"><source src=\"https:\/\/www.youtube.com\/watch?v=oH-u5H9OQ_4\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u540e\u7aef\u5373\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">AI\u539f\u751f\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u53cb\u597d<\/span><br \/>\n <span class=\"tag\">\u4e00\u952e\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">\u65e0\u914d\u7f6e<\/span><br \/>\n <span class=\"tag\">\u6280\u80fd\u7cfb\u7edf<\/span><br \/>\n <span class=\"tag\">\u9884\u7f6e\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u5168\u6808\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u201c\u65e0\u914d\u7f6e\u201d\u7406\u5ff5\u4e0eAI\u5de5\u4f5c\u6d41\u7684\u5951\u5408\u5ea6\uff0c\u8ba4\u4e3a\u201c\u6280\u80fd\u4ee3\u66ffAPI\u201d\u662f\u6838\u5fc3\u7a81\u7834\u3002\u4e3b\u8981\u8be2\u95ee\u5305\u62ec\uff1a\u4e0e\u73b0\u6709\u9879\u76ee\u96c6\u6210\u3001\u6280\u672f\u6808\u7ec6\u8282\u3001\u5b9a\u4ef7\u3001\u9519\u8bef\u5904\u7406\u673a\u5236\uff0c\u4ee5\u53ca\u5e73\u53f0\u5e95\u5c42\u662f\u81ea\u7814\u8fd8\u662f\u4f9d\u8d56\u7b2c\u4e09\u65b9\u670d\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 Base44\u7684\u91ce\u5fc3\u5e76\u975e\u4ec5\u4ec5\u662f\u53c8\u4e00\u4e2aBaaS\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u8bd5\u56fe\u91cd\u6784\u201c\u5f00\u53d1\u201d\u7684\u5b9a\u4e49\uff0c\u4ece\u201c\u4e3a\u4eba\u7f16\u5199\u4ee3\u7801\u4f18\u5316\u201d\u8f6c\u5411\u201c\u4e3aAI\u751f\u6210\u5e76\u6267\u884c\u4ee3\u7801\u4f18\u5316\u201d\u3002\u8fd9\u4f53\u73b0\u5728\u4e24\u4e2a\u5173\u952e\u8bbe\u8ba1\u4e0a\uff1a\u4e00\u662f\u7528\u9ad8\u5ea6\u7ed3\u6784\u5316\u3001\u6307\u4ee4\u5316\u7684\u201c\u6280\u80fd\u201d\u5c01\u88c5\u53d6\u4ee3\u4f20\u7edfAPI\u6587\u6863\uff0c\u8fd9\u5b9e\u8d28\u4e0a\u662f\u4e3aAI\u667a\u80fd\u4f53\u521b\u9020\u4e86\u4e00\u79cd\u65b0\u7684\u3001\u53ef\u786e\u5b9a\u6027\u6267\u884c\u7684\u201c\u7f16\u7a0b\u8bed\u8a00\u201d\uff0c\u65e8\u5728\u89e3\u51b3LLM\u5728\u590d\u6742\u96c6\u6210\u548c\u914d\u7f6e\u4efb\u52a1\u4e0a\u7684\u4e0d\u53ef\u9760\u6027\u3002\u4e8c\u662f\u5c06\u90e8\u7f72\u548c\u57fa\u7840\u8bbe\u65bd\u62bd\u8c61\u5230\u6781\u81f4\uff0c\u5176\u53e3\u53f7\u201cThe Backend for the age of AI\u201d\u76f4\u6307\u5f53\u524dAI\u7f16\u7801\u4ee3\u7406\u7684\u6700\u5927\u74f6\u9888\u2014\u2014\u60f3\u6cd5\u5230\u539f\u578b\u4e4b\u95f4\u7684\u201c\u914d\u7f6e\u9e3f\u6c9f\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u201c\u6280\u80fd\u201d\u7684\u8fb9\u754c\u51b3\u5b9a\u4e86\u667a\u80fd\u4f53\u7684\u80fd\u529b\u4e0a\u9650\uff0c\u5e73\u53f0\u5fc5\u987b\u5728\u63d0\u4f9b\u4e30\u5bcc\u9884\u7f6e\u6280\u80fd\u4e0e\u4fdd\u6301\u7cfb\u7edf\u7b80\u6d01\u53ef\u63a7\u4e4b\u95f4\u627e\u5230\u5e73\u8861\u3002\u5176\u6b21\uff0c\u8bc4\u8bba\u4e2d\u5173\u4e8e\u9519\u8bef\u5904\u7406\u3001\u901f\u7387\u9650\u5236\u7b49\u201c\u810f\u6d3b\u201d\u7684\u63d0\u95ee\uff0c\u6070\u6070\u70b9\u4e2d\u4e86AI\u539f\u751f\u57fa\u7840\u8bbe\u65bd\u7684\u547d\u95e8\uff1a\u667a\u80fd\u4f53\u80fd\u5426\u50cf\u4eba\u7c7b\u4e00\u6837\u4f18\u96c5\u5730\u5904\u7406\u5f02\u5e38\uff1f\u8fd9\u9700\u8981\u5e73\u53f0\u5728\u6280\u80fd\u8bbe\u8ba1\u4e0a\u6ce8\u5165\u66f4\u5f3a\u5927\u7684\u72b6\u6001\u7ba1\u7406\u548c\u51b3\u7b56\u903b\u8f91\u3002\u6700\u540e\uff0c\u5176\u201c\u81ea\u7814\u57fa\u7840\u8bbe\u65bd\u201d\u7684\u6545\u4e8b\u4e0e\u89c4\u6a21\u5316\u540e\u7684\u6210\u672c\u3001\u6027\u80fd\u53ca\u7075\u6d3b\u6027\u606f\u606f\u76f8\u5173\uff0c\u8fd9\u5c06\u662f\u5176\u4e0e\u6210\u719f\u751f\u6001\uff08\u5982Supabase\uff09\u957f\u671f\u7ade\u4e89\u7684\u5173\u952e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cBase44\u4e0d\u662f\u5728\u7b80\u5316\u540e\u7aef\uff0c\u800c\u662f\u5728\u5c1d\u8bd5\u8ba9\u540e\u7aef\u201c\u6d88\u5931\u201d\uff0c\u8ba9\u667a\u80fd\u4f53\u6210\u4e3a\u76f4\u63a5\u7684\u64cd\u4f5c\u8005\u3002\u8fd9\u662f\u4e00\u573a\u9ad8\u98ce\u9669\u9ad8\u56de\u62a5\u7684\u8d4c\u6ce8\uff0c\u8d4c\u7684\u662fAI\u9a71\u52a8\u5f00\u53d1\u5c06\u6210\u4e3a\u4e3b\u6d41\u8303\u5f0f\u3002\u5982\u679c\u6210\u529f\uff0c\u5b83\u5c06\u4ece\u5de5\u5177\u6f14\u53d8\u4e3a\u6807\u51c6\uff1b\u5982\u679c\u5931\u8d25\uff0c\u5219\u53ef\u80fd\u53ea\u662f\u7279\u5b9a\u573a\u666f\u4e0b\u7684\u6548\u7387\u63d2\u4ef6\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Base44 Backend Platform<\/span>\n <\/div>\n<div class=\"comment-content\">Complete backend for building apps with AI agents. Battle-tested by millions of production apps, now available as a standalone service optimized for Claude Code and Cursor. Deploy full-stack apps in one command, no backend setup, no configuration. AI agents use simple Skills instead of complex APIs. $ npx base44@latest create<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH\ud83d\udc4b<\/p>\n<p>Maor started Base44 as a side project late 2024, and it’s now at millions of users.<br \/>Early on, Maor made a bet to build the entire backend infrastructure from scratch instead of relying on Firebase, Supabase, etc. That bet paid off.<\/p>\n<p>Today we’re releasing that same infrastructure as a standalone Backend as a Service – and it’s fundamentally different from existing solutions.<\/p>\n<p><strong>The problem: <\/strong>If you’ve built with Claude Code or Cursor, you’ve hit this wall. The agent writes great code – then chokes on backend setup. That’s not the agent’s fault. Supabase, Firebase, and the rest were designed for human developers who read docs and configure things manually. AI agents don’t work that way. The backend is still the bottleneck.<\/p>\n<p><strong>We built Base44 Backend from the ground up for agents:<\/strong><\/p>\n<p>\ud83e\udd16 <strong>Skills instead of APIs<\/strong> – AI agents don’t read API docs the way humans do. Our Skills system gives agents simple, structured instructions they can execute natively. This is a huge difference in practice vs. throwing a Supabase or Firebase SDK at an agent and hoping for the best.<\/p>\n<p>\u26a1 <strong>One command to deploy<\/strong> – database, auth, file storage, everything. No config files, no environment variables, no setup tax.<\/p>\n<p>\ud83d\udd0c <strong>Built-in Connectors<\/strong> – OAuth-ready integrations to Gmail, Slack, Notion, Salesforce, HubSpot, LinkedIn, and more. Your agent says “post to Slack when a new order comes in” and it just works. No managing API keys or building OAuth flows from scratch.<\/p>\n<p>\ud83e\udde0 <strong>App Agents<\/strong> -Built-in AI agents that live inside your app. They can read and write data, trigger backend functions, search the web, connect to WhatsApp, they’re like teammates that ship with your product out of the box.<\/p>\n<p>\ud83d\ude80 <strong>Battle-tested at scale<\/strong> – This isn’t a new experiment. It’s the same infra powering 10M+ production apps on Base44.<\/p>\n<p><strong>Who it’s for:<\/strong> Developers using Claude Code, Cursor, or any AI coding agent who are tired of the backend being the thing that slows everything down. If you want your agent to go from idea to deployed app without you ever touching backend config, that’s exactly what we built.<\/p>\n<p>We’re shipping fast and want to build this with the community. Tell us what’s missing, what’s broken, what would make this 10x more useful for your workflow.<\/p>\n<p>Would love your feedback \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>30<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ron_shahar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ron_shahar<\/a> This is awesome \ud83e\udde1<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@ron_shahar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ron_shahar<\/a> Love this direction \ud83d\udc4f<\/p>\n<p>You\u2019re not just launching another BaaS \u2014 you\u2019re reframing the backend around how agents actually operate.<\/p>\n<p>\u201cSkills instead of APIs\u201d is the real unlock here. Most infra assumes a human reading docs and wiring things manually. Agents don\u2019t work that way \u2014 they need structured, executable primitives. That shift feels fundamental.<\/p>\n<p>Also, removing OAuth and backend config friction is huge. For AI-native workflows, setup tax is the bottleneck.<\/p>\n<p>If this truly lets agents go from idea \u2192 deployed app without backend babysitting, that\u2019s a serious multiplier for tools like Claude Code and Cursor.<\/p>\n<p>Curious to see how far the \u201cApp Agents\u201d layer can go \u2014 that feels like the wedge that could differentiate you long term.<\/p>\n<p>Excited to watch this evolve \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ron_shahar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ron_shahar<\/a> Congrats on the launch Ron. One question, what challenges did you face building a platform that automatically configures backend services like hosting, database, authentication and deployment?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Awesome platform!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@elie222\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@elie222<\/a> thank you! we are doing our best to make the best platform for our users!<\/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>Awesome, finally!<\/p>\n<p>Is it possible to pick it up from an existing project and have two-way sync between the two? Or only start a new one?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@guymanzur\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@guymanzur<\/a> Not yet possible to work with the Base44 AI Agent on Base44 Backend projects, but we are working on it!<br \/>If you have an existing app and you want to try out the experience of a Base44 Backend project, you have the option to use `base44 eject` which would clone your existing app into a backend project. Check out the docs here: <br \/><a href=\"https:\/\/docs.base44.com\/developers\/backend\/quickstart\/templates\/quickstart-from-existing-app\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/docs.base44.com\/developers\/backend\/quickstart\/templates\/quickstart-from-existing-app<\/a><\/p>\n<p>Stay tuned to when we’ll announce support for working with the Base44 CLI on your existing projects without ejecting.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>10<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Like the no-setup angle. npx base44@latest create fits my Cursor\/Claude workflow. Curious how Skills map to real APIs + auth and what the default stack is (db, queues, logs). Any cold start quirks? Might try it on a weekend toy agent.<\/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\/@alexcloudstar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexcloudstar<\/a> Give it a go and be sure to drop your feedback on <a href=\"https:\/\/github.com\/orgs\/base44\/discussions\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/github.com\/orgs\/base44\/discussions<\/a>.<br \/>Our backend offering comes with DB (which we call Entities), Auth, Backend Functions, AI Agents and more! You can check out the full feature set at <a href=\"https:\/\/docs.base44.com\/developers\/backend\/overview\/features\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/docs.base44.com\/developers\/backend\/overview\/features<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019ve heard a lot about Base44!!! and got a chance to try it, it\u2019s perfect for building quick PoC apps. I am honestly shocked with how fast and intuitive it is<\/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\/@natallia_novik\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@natallia_novik<\/a>, thank you! We really appreciate your comment – keep on building!<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Love it! Quick question, do you provide backend infrastructure (e.g., database storage, pipelines) and frontend hosting? Or do you rely on third-party services like Supabase? How does the pricing work for those components?<\/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\/@linjing\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@linjing<\/a> yeah it’s all on our backend infrastructure which we are now offering to be used as a standalone backend-as-a-service which is our Base44 Backend Platform!<br \/>While our new backend platform is in its early days, our pricing for backend usage is based on the same plans we offer to all Base44 users at <a href=\"https:\/\/base44.com\/pricing\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/base44.com\/pricing<\/a>, using your subscription integration credits.<br \/>Happy building!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Super cool. <br \/>Just took my app from localhost to deployed in a couple of minutes. <br \/>Niceeee<\/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>Amazing<a href=\"https:\/\/www.producthunt.com\/@or_yolvi\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"or_yolvi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@or_yolvi<\/a>, now you can start using our agents, connectors, and many more capabilities available in the Base44 Backend Platform.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Been using Base44 to build internal tools and MVPs, and the speed is honestly wild. The new Backend Platform feels like it removes the biggest pain point when working with agents in Cursor or Claude Code \u2014 no setup, no config, just ship. Congrats on the launch \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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>Thank you <a href=\"https:\/\/www.producthunt.com\/@omer_berman1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@omer_berman1<\/a> ! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Fantastic, platform, have built several apps with ease, from Habits AI, to SugarQuit, VibeCall, Dialectica, Mnemo AI, and many tools for use in my own organisations too. <br \/>Always impressed with the support offered, as well as the level of growth, and speed of growth, and functionality. <br \/>Have been with them for well over 6 months now and the community and support are performance are outstanding.<br \/>Well done.<br \/>Vibe2Day <\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>If agents like Cursor\/Claude Code write the code, tools like Base44 becoming the backend makes sense remove infra, remove config, just give the agent primitives instead of APIs. That\u2019s basically optimizing software for AI developers, not humans. Feels less like no-code and more like post code.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Amazing team and tool! Each week as I continue to build <a href=\"https:\/\/www.producthunt.com\/products\/grapevine-software\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"grapevine-software\" target=\"_blank\" rel=\"noopener\">@Grapevine Software<\/a> on <a href=\"https:\/\/www.producthunt.com\/products\/base44\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"base44\" target=\"_blank\" rel=\"noopener\">@Base44<\/a>, I think of “I wonder if this is coming to Base44” and then BOOM! it shows up as an announcement before I can even request it. Base44 over ALL OTHER AI Coder platforms!!!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@zachwrightfromgrapevine\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zachwrightfromgrapevine<\/a> that’s so awesome to hear Zach! we’re happy you’re happy with the pace \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Do you pull token-level logs from each provider API, or are you reconciling against the invoice totals? That distinction matters because a single OpenAI account can have GPT-4o, embeddings, Whisper, and assistants all showing up as one line item. If ToolSpend breaks that down per model endpoint and maps it to the card charge, that’s where it stops being another dashboard and starts being the thing finance actually trusts.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Wrapping auth flows, pagination, and error handling into Skills so agents don’t have to parse raw REST docs is where Base44 earns its keep. The hard part is what happens when a Skill hits a partial failure or rate limit… agents retry blindly unless the surface area tells them to stop. If that stays tight, it beats wiring up Supabase from scratch every time.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@piroune_balachandran\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@piroune_balachandran<\/a> thank you. yes – we’re doing our best to design it to be great UX for agents <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Prime example of something that\u2019s *just* beyond my level of technical understanding, yet still remains extremely exciting & I\u2019m sure I\u2019ll end up using, whether I realize it or not \ud83e\udd23<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>That\u2019s basically optimizing software for AI developers, not humans. Feels less like no-code and more like post code. This is fantastic. It looks like it\u2019ll be easy to build your own and congratulations a lot<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is cool taking ideas from concept to working app instantly is powerful. \ud83d\udca1<\/p>\n<p>For me, the real test of a tool like this is when you hit a use case that requires specialized logic (like risk scoring, fraud detection, or complex data validation).<\/p>\n<p>Have you tried building something like that with a no-code tool before? If so, what was the first thing that felt like a roadblock? And if not, what would make you trust a tool enough to handle something that critical?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>\ud83d\udd25\ud83d\udd25 This is going to be AWESOME for speed. Really excited to use this myself when it, hopefully, comes for existing projects with the requirement of ejecting! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#2<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/V7LVWH6JBUFCWG\" class=\"app-title\">Toolspend<\/a><\/p>\n<div class=\"one-liner\">Track AI spend, usage, and cost across tools<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">308<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Toolspend\u662f\u4e00\u6b3eAI\u652f\u51fa\u7ba1\u7406\u5e73\u53f0\uff0c\u901a\u8fc7\u8fde\u63a5AI\u670d\u52a1\u4e0e\u94f6\u884c\u6570\u636e\uff0c\u4e3a\u4f01\u4e1a\u63d0\u4f9b\u8de8\u5de5\u5177\u7684\u5b9e\u65f6\u6210\u672c\u3001\u7528\u91cf\u53ca\u4f7f\u7528\u6a21\u5f0f\u5206\u6790\uff0c\u89e3\u51b3\u56e0AI\u5de5\u5177\u6fc0\u589e\u548c\u201c\u5e7d\u7075\u8ba2\u9605\u201d\u5bfc\u81f4\u7684\u8d22\u52a1\u53ef\u89c1\u6027\u7f3a\u5931\u4e0e\u6210\u672c\u5931\u63a7\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/007d73e2-4a9a-40cc-898b-e603f17a7ee8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/975a3bc1-43ac-46dd-aa9a-bfa0754d09e4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e98003a5-e31e-44b5-a11c-00fb8c10b5b0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0c0610de-27ab-4cd2-92ec-651b3d981369.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ba70df5f-60c8-4e64-be3c-1119a866bbf2.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\/d25aadef-a740-44ef-ab9a-24a4e083ff11.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/6oroLKoqkC4\"><source src=\"https:\/\/youtu.be\/6oroLKoqkC4\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u652f\u51fa\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">SaaS\u6210\u672c\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u8d22\u52a1\u53ef\u89c6\u5316<\/span><br \/>\n <span class=\"tag\">\u8ba2\u9605\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u7528\u91cf\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u6210\u672c\u7ba1\u63a7<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u5de5\u5177\u6808<\/span><br \/>\n <span class=\"tag\">AI\u8fd0\u7ef4<\/span><br \/>\n <span class=\"tag\">FinOps<\/span><br \/>\n <span class=\"tag\">\u91c7\u8d2d\u81ea\u52a8\u5316<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53efAI\u652f\u51fa\u4e0d\u900f\u660e\u662f\u771f\u5b9e\u75db\u70b9\uff0c\u671f\u5f85\u5de5\u5177\u80fd\u8fde\u63a5\u201c\u7528\u91cf\u201d\u4e0e\u201c\u53d1\u7968\u201d\u3002\u6838\u5fc3\u95ee\u9898\u4e0e\u5efa\u8bae\u5305\u62ec\uff1a\u5982\u4f55\u5b9e\u73b0\u5171\u4eabAPI\u5bc6\u94a5\u7684\u6210\u672c\u5206\u644a\u3001\u662f\u5426\u652f\u6301\u6210\u672c\u9884\u6d4b\u4e0e\u6a21\u62df\u3001\u80fd\u5426\u8ffd\u8e2a\u4e2a\u4eba\u5361\u6d88\u8d39\u53ca\u8bd5\u7528\u671f\u3001\u662f\u5426\u533a\u5206\u53ef\u53d8\u4e0e\u56fa\u5b9a\u6210\u672c\uff0c\u4ee5\u53ca\u672a\u6765\u662f\u5426\u4f1a\u63d0\u4f9b\u767d\u6807\u89e3\u51b3\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 Toolspend\u5207\u5165\u7684\u5e76\u975e\u4f20\u7edfSaaS\u7ba1\u7406\u7ea2\u6d77\uff0c\u800c\u662f\u7784\u51c6\u4e86\u7531\u751f\u6210\u5f0fAI\u666e\u53ca\u50ac\u751f\u7684\u65b0\u201c\u8d22\u52a1\u76f2\u533a\u201d\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u7b80\u5355\u7684\u8ba2\u9605\u7f57\u5217\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u5f25\u5408\u201c\u6280\u672f\u7528\u91cf\u201d\uff08Tokens\uff09\u4e0e\u201c\u8d22\u52a1\u652f\u51fa\u201d\uff08Invoices\uff09\u4e4b\u95f4\u7684\u8ba4\u77e5\u65ad\u5c42\u2014\u2014\u8fd9\u662fAI\u65f6\u4ee3\u6210\u672c\u7ed3\u6784\u5f02\u5316\u5e26\u6765\u7684\u6839\u672c\u6311\u6218\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u903b\u8f91\u76f4\u51fb\u8981\u5bb3\uff1a\u5f53AI\u5de5\u5177\u7684\u4f7f\u7528\u95e8\u69db\u964d\u81f3\u4e00\u4e2aAPI\u5bc6\u94a5\uff0c\u6210\u672c\u9a71\u52a8\u4fbf\u4ece\u96c6\u4e2d\u91c7\u8d2d\u4e0b\u653e\u81f3\u6bcf\u4e2a\u5458\u5de5\u4e0e\u56e2\u961f\uff0c\u5176\u53d8\u91cf\uff08Token\u6d88\u8017\uff09\u548c\u5b9a\u4ef7\u6a21\u578b\u7684\u590d\u6742\u6027\uff0c\u4f7f\u5f97\u4f20\u7edf\u57fa\u4e8e\u5e2d\u4f4d\u548c\u5408\u540c\u7684SaaS\u7ba1\u7406\u5de5\u5177\u5b8c\u5168\u5931\u6548\u3002Toolspend\u8bd5\u56fe\u6210\u4e3a\u8fde\u63a5\u5de5\u7a0b\u4e0e\u8d22\u52a1\u90e8\u95e8\u7684\u201c\u7ffb\u8bd1\u5668\u201d\u4e0e\u201c\u4eea\u8868\u76d8\u201d\uff0c\u8fd9\u4e0d\u4ec5\u662f\u4e00\u4e2a\u6548\u7387\u5de5\u5177\uff0c\u66f4\u662f\u4f01\u4e1aAI\u89c4\u6a21\u5316\u8fdb\u7a0b\u4e2d\u4e0d\u53ef\u6216\u7f3a\u7684\u201c\u6210\u672c\u57fa\u7840\u8bbe\u65bd\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u6570\u636e\u6574\u5408\u7684\u6df1\u5ea6\u51b3\u5b9a\u4ef7\u503c\u4e0a\u9650\u3002\u5982\u4f55\u4ece\u4f17\u591aAI\u670d\u52a1\u5546\u5904\u83b7\u53d6\u9897\u7c92\u5ea6\u8db3\u591f\u7684\u7528\u91cf\u6570\u636e\uff1f\u5982\u4f55\u5408\u89c4\u4e14\u81ea\u52a8\u5316\u5730\u5173\u8054\u94f6\u884c\u4ea4\u6613\uff1f\u8fd9\u6d89\u53ca\u590d\u6742\u7684\u6280\u672f\u4e0e\u5546\u52a1\u5bf9\u63a5\u3002\u5176\u6b21\uff0c\u6210\u672c\u5f52\u56e0\uff08Attribution\uff09\u662f\u9b54\u9b3c\u7ec6\u8282\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u5171\u4eabAPI\u5bc6\u94a5\u7684\u63d0\u95ee\u70b9\u660e\u4e86\u6838\u5fc3\u96be\u9898\uff1a\u5728\u8ffd\u6c42\u654f\u6377\u7684\u5f00\u53d1\u5b9e\u8df5\u4e2d\uff0c\u4e25\u683c\u7684\u6210\u672c\u4e2d\u5fc3\u9694\u79bb\u5f80\u5f80\u662f\u540e\u7f6e\u7684\u3002Toolspend\u7684\u201c\u89c4\u5219\u5f15\u64ce\u201d\u80fd\u5426\u5e73\u8861\u7ba1\u7406\u7684\u7cbe\u786e\u6027\u4e0e\u64cd\u4f5c\u7684\u4fbf\u5229\u6027\uff0c\u5c06\u51b3\u5b9a\u5176\u80fd\u5426\u878d\u5165\u73b0\u6709\u5de5\u4f5c\u6d41\uff0c\u800c\u975e\u6210\u4e3a\u989d\u5916\u8d1f\u62c5\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6700\u540e\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u4ece\u201c\u53ef\u89c1\u6027\u514d\u8d39\uff0c\u4f18\u5316\u5efa\u8bae\u4ed8\u8d39\u201d\u5207\u5165\u662f\u660e\u667a\u7684\uff0c\u5c06\u81ea\u8eab\u4ef7\u503c\u4e0e\u5ba2\u6237\u7684\u8282\u8d39\u6210\u679c\u76f4\u63a5\u7ed1\u5b9a\u3002\u4f46\u957f\u8fdc\u770b\uff0c\u5b83\u53ef\u80fd\u9762\u4e34\u4e24\u5927\u6324\u538b\uff1a\u4e0a\u6e38\uff08\u4e91\u5e73\u53f0\u6216AI\u670d\u52a1\u5546\uff09\u63a8\u51fa\u539f\u751f\u6210\u672c\u7ba1\u7406\u5de5\u5177\uff0c\u6216\u4e0b\u6e38\uff08\u66f4\u5e7f\u4e49\u7684FinOps\u5e73\u53f0\uff09\u5c06\u5176\u529f\u80fd\u6574\u5408\u3002Toolspend\u5fc5\u987b\u5feb\u901f\u5efa\u7acb\u6570\u636e\u58c1\u5792\u4e0e\u6d1e\u5bdf\u6df1\u5ea6\uff0c\u4ece\u201c\u770b\u89c1\u6210\u672c\u201d\u8fdb\u5316\u5230\u201c\u9884\u6d4b\u5e76\u4f18\u5316\u6210\u672c\u201d\uff0c\u751a\u81f3\u6210\u4e3a\u4f01\u4e1aAI\u91c7\u8d2d\u4e0e\u7528\u91cf\u7b56\u7565\u7684\u667a\u80fd\u51b3\u7b56\u4e2d\u67a2\uff0c\u65b9\u80fd\u6784\u7b51\u6301\u4e45\u62a4\u57ce\u6cb3\u3002\u5b83\u89e3\u51b3\u7684\u75db\u70b9\u771f\u5b9e\u4e14\u65e5\u76ca\u7d27\u8feb\uff0c\u4f46\u8d5b\u9053\u521a\u542f\uff0c\u771f\u6b63\u7684\u8003\u9a8c\u5728\u4e8e\u6267\u884c\u7684\u6df1\u5ea6\u4e0e\u751f\u6001\u7684\u6784\u5efa\u901f\u5ea6\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Toolspend<\/span>\n <\/div>\n<div class=\"comment-content\">Stop losing money on forgotten SaaS subscriptions and “ghost” licenses. Toolspend is the ultimate command center for your stack, designed to give you 100% spend visibility without the manual upkeep. While other tools just list your apps, Toolspend deep-dives into your actual usage and spend patterns. We identify underutilized seats, detect duplicate tools across teams, and alert you before every renewal. Toolspend helps you automate the toil of procurement so you can focus on building!<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt <\/p>\n<\/p>\n<p>AI tools are exploding inside companies.<\/p>\n<\/p>\n<p>What isn\u2019t exploding? Visibility into what they actually cost.<\/p>\n<\/p>\n<p>Teams are subscribing to ChatGPT, Claude, Midjourney, Cursor, Perplexity, ElevenLabs\u2026 and finance only finds out when the bill hits.<\/p>\n<\/p>\n<p>The real problem?<br \/>AI usage (tokens) and actual spend are completely disconnected.<\/p>\n<\/p>\n<p>That\u2019s why we built ToolSpend.<\/p>\n<\/p>\n<p>It connects your AI services + banking data and shows:<br \/>\u2022 What you’re really spending<br \/>\u2022 Which teams are driving usage<br \/>\u2022 Where you\u2019re overpaying<br \/>\u2022 Smarter model alternatives<\/p>\n<\/p>\n<p>AI shouldn\u2019t be the next AWS surprise bill.<\/p>\n<\/p>\n<p>Excited to hear your feedback \u2014 especially from founders & dev teams already scaling with AI <\/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\/@visagar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@visagar<\/a> I partner with growing startups to take full ownership of their tech \u2014 backend, AI, infrastructure, and scalability \u2014 so founders can focus on product, hiring, and revenue. I optimize, stabilize, and scale systems as a hands-on developer.Please let me in any ways i can help you. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b<\/p>\n<p>We\u2019re the makers of ToolSpend – and we built this because we ran into the same problem ourselves.<\/p>\n<p>Inside our own team, we were using ChatGPT, Claude, Midjourney, Cursor, Perplexity AI, and ElevenLabs across different projects.<\/p>\n<p>Everyone was moving fast.<\/p>\n<p>No one knew what we were actually spending.<\/p>\n<p>Engineering saw token usage.<\/p>\n<p>Finance saw card charges.<\/p>\n<p>Those two worlds never met.<\/p>\n<p>We realized AI spend is fundamentally different from traditional SaaS:<\/p>\n<p>Usage (tokens) \u2260 invoices<\/p>\n<p>Teams experiment constantly<\/p>\n<p>Model pricing changes fast<\/p>\n<p>\u201cJust $20\/month\u201d tools multiply quickly<\/p>\n<p>So we built ToolSpend to connect AI services + banking data into one clear view:<\/p>\n<p>Real AI spend across providers<\/p>\n<p>Usage by team\/project<\/p>\n<p>Overlapping subscriptions<\/p>\n<p>Smarter \/ cheaper model alternatives<\/p>\n<p>Our goal: make AI spend observable before it becomes your next surprise bill.<\/p>\n<p>We\u2019re early and building this with founders & dev teams who are scaling fast with AI.<\/p>\n<p>We\u2019d love your honest feedback:<\/p>\n<p>What\u2019s hardest about managing AI spend today?<\/p>\n<p>What metrics do you wish you had?<\/p>\n<p>What would make this a no-brainer to adopt?<\/p>\n<p>Thanks for checking us out \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@priyankamandal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@priyankamandal<\/a> The chokehold I’m in with all our tools is bananas.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@priyankamandal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@priyankamandal<\/a> The \u201cusage \u2260 invoice\u201d framing is spot on. Curious how ToolSpend handles forecasting vs. just reporting ! can teams simulate future spend based on current token velocity or model mix before costs spike?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@priyankamandal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@priyankamandal<\/a> I partner with growing startups to take full ownership of their tech \u2014 backend, AI, infrastructure, and scalability \u2014 so founders can focus on product, hiring, and revenue. I optimize, stabilize, and scale systems as a hands-on developer.Please let me in any ways i can help you<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Makes sense companies suddenly have <em>10+ AI tools per team<\/em> and nobody knows who\u2019s using what \ud83d\ude05 If it actually tracks real usage + catches ghost seats before renewal, that\u2019s legit ROI. AI spend visibility is quickly becoming finance infra, not just ops tooling.<\/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\/@julia__watson\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@julia__watson<\/a> Julia \u2014 100%.<\/p>\n<p>What\u2019s changed is that now <em>anyone<\/em> can spin up a product with AI APIs. You don\u2019t need a full engineering org anymore \u2014 just an API key and an idea.<\/p>\n<p>That\u2019s powerful\u2026 but it also means:<br \/>\u2022 more experiments<br \/>\u2022 more tools per team<br \/>\u2022 more shared accounts<br \/>\u2022 more silent renewals<\/p>\n<p>Suddenly you have \u201cmicro-products\u201d and internal automations everywhere \u2014 and finance has zero visibility into which ones are still active or delivering value.<\/p>\n<p>That shift is exactly why AI spend visibility is becoming infrastructure, not just ops tooling.<\/p>\n<p>Are you seeing more bottom-up experimentation in your circles, or is this mostly top-down AI initiatives driving the sprawl?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Excited to hunt ToolSpend today \ud83d\ude0e<\/p>\n<p>Teams are rapidly adopting tools like ChatGPT, Claude, Midjourney, Cursor, and more but visibility into actual AI spend is lagging behind.<\/p>\n<p>AI usage (tokens) and real cash out the door rarely live in the same place. That\u2019s the gap ToolSpend is solving by connecting AI services with financial data to show what you\u2019re truly spending and where you can optimize.<\/p>\n<p>If you’re scaling with AI, this is a problem worth paying attention to.<\/p>\n<p>Congrats to the team on the launch \ud83d\udc4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Just when you think there isn’t a tool to track all your spending accurately ToolSpend pops up amazing!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! We\u2019ve definitely run into this with our startup team… once you\u2019re using multiple AI models and tools, it gets challenging to understand what you\u2019re actually spending vs. what you\u2019re getting. Being able to chat with AI to see total spend, usage analytics, and optimization suggestions would be really valuable.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This hits home. \ud83d\udcb8 The ‘ghost licenses’ problem is real and honestly, it’s the same mindset I bring to building tools.<\/p>\n<p>You know what else suffers from the same ‘set it and forget it’ drain? <strong>Risk engines<\/strong>. Companies pay thousands monthly for enterprise risk tools, using maybe 20% of the features, while the other 80% is just bloat they never touch.<\/p>\n<p>Quick question: When you look at your stack, what’s the <strong>most painful ‘ghost spend’<\/strong> you’ve discovered? And if you could wave a wand what would the <em>ideal<\/em> tool look like that actually respects your budget and gives you exactly what you need, nothing 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The number of tools I bought to test and forgot to cancel will have me bankrupt, especially browsing here everyday. this is such a smart idea! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Very Nice and useful idea, will you consider offering a white label solution 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>Congrats on the launch! The gap between token usage and actual financial impact is very real, especially as teams experiment across multiple AI tools. How does ToolSpend attribute usage and cost to specific teams or projects when accounts and API keys are often shared across departments?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@vik_sh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vik_sh<\/a> great question. This is exactly where AI spend gets blurry.<\/p>\n<p>You\u2019re right: shared API keys and pooled accounts are common, which makes attribution tricky.<\/p>\n<p>Right now ToolSpend works in layers:<\/p>\n<p>\u2022 Financial layer (via Plaid): gives us the ground truth of what\u2019s actually being paid and from which account.<br \/>\u2022 Usage layer: where providers expose token or project metadata, we ingest that and track usage patterns over time.<br \/>\u2022 Attribution rules: for shared keys, we support tagging conventions (project IDs, sub-keys, env variables) and are building allocation logic (usage %, time-based splits, cost center rules).<\/p>\n<p>The goal isn\u2019t just to show spend \u2014 it\u2019s to connect spend \u2192 usage \u2192 team \u2192 outcome.<\/p>\n<p>We\u2019re still refining this based on how real teams operate.<\/p>\n<p>How are you currently handling shared API keys internally \u2014 strict key isolation, tagging discipline, or more of a manual reconciliation process?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the launch \ud83c\udf89 \ud83c\udf89 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shubham_pratap\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shubham_pratap<\/a> Thank you so much, Shubham! Really appreciate the support<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Cool initiative, do you also keep track of those free memberships and provide updates when the trial period is almost over?<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@viktorgems\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@viktorgems<\/a> Honestly? We\u2019re still winging parts of it \u2014 and heavily feeding off community feedback.<\/p>\n<p>Right now, the focus is giving everyone visibility first. We want the core dashboard to be free so teams can actually see their AI usage and subscriptions without friction.<\/p>\n<p>Long term, the plan is simple:<br \/>Access to your spend data \u2192 free<br \/>Optimization recommendations that reduce costs \u2192 paid (because they directly save money)<\/p>\n<p>On the trial tracking question \u2014 yes, that\u2019s definitely on our radar. Free memberships and expiring trials are part of the \u201csilent creep\u201d problem we want to surface better.<\/p>\n<p>If that\u2019s something you\u2019d find valuable, would love to hear how you\u2019re tracking trials today.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is super timely with everyone subscribing to 5 different AI tools. \ud83d\ude00<br \/>Does the tool separate variable costs from fixed seat-based subscriptions?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@valeriia_kuna\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@valeriia_kuna<\/a> Yes \u2014 that separation is core for us.<\/p>\n<p>We split variable usage (like token-based API costs that can spike) from fixed seat-based subscriptions (which quietly stack up across teams).<\/p>\n<p>Without that distinction, finance just sees one big number \u2014 and it\u2019s hard to know what\u2019s actually driving spend.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Yep, rogue AI seats are killing us. Surprise Midjourney\/Cursor\/Claude charges and then finance pings me. If this actually maps tokens to teams + nudges before renewals, that\u2019d help. Does it catch stuff paid on personal cards that get expensed later?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alexcloudstar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexcloudstar<\/a> Yep \u2014 Runway, Midjourney, Cursor, Claude are usually the usual suspects <\/p>\n<p>ToolSpend connects via <strong>Plaid<\/strong>, so both company accounts <em>and<\/em> personal cards (that later get expensed) can be pulled in and don\u2019t stay invisible.<\/p>\n<p>From there we map usage to teams and nudge before renewals so finance doesn\u2019t get surprise bills.<\/p>\n<p>We\u2019re actively adding more AI services over the coming 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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Wow this looks like a great product for tracking my ai expenses!<\/div>\n<div class=\"comment-actions\">\n<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\/@iftekharahmad\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@iftekharahmad<\/a> Thanks! \ud83d\ude4c Honestly, it started as a way to understand our own AI spend better. Now we\u2019re opening it up and learning from how teams actually use it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I think it is kinda useful for people who have like million subscription plans. \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<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> You\u2019re right \u2014 at first glance it feels like this would only help people juggling a ton of subscriptions <\/p>\n<\/p>\n<p>But what we\u2019re seeing is something slightly different.<\/p>\n<\/p>\n<p>It\u2019s about how even one AI provider now behaves like 10 different cost centers.<\/p>\n<\/p>\n<p>Take OpenAI as an example. A single team might be using:<\/p>\n<p>\u2022 GPT-4o for their customer-facing chatbot<br \/>\u2022 GPT-4o mini for internal automation scripts<br \/>\u2022 GPT-4 Turbo for long-context document processing<br \/>\u2022 Embeddings API for semantic search<br \/>\u2022 Whisper for call transcription<br \/>\u2022 Image generation endpoints for marketing assets<br \/>\u2022 Assistants API with tool calls for internal workflows<\/p>\n<\/p>\n<p>On the invoice, that all shows up as one line item: \u201cOpenAI.\u201d<\/p>\n<\/p>\n<p>But operationally, each of those is a separate cost driver.<\/p>\n<\/p>\n<p>For example:<br \/>\u2013 A developer switches a background job from GPT-4o mini to GPT-4o \u201ctemporarily\u201d<br \/>\u2013 An embeddings process runs more frequently than expected<br \/>\u2013 A support bot accidentally defaults to a higher-cost model<br \/>\u2013 A script forgets to cache responses<\/p>\n<\/p>\n<p>Suddenly the invoice jumps \u2014 and no one knows exactly why.<\/p>\n<\/p>\n<p>ToolSpend breaks usage down by model, endpoint, and token consumption so you can see what\u2019s driving spend and whether a cheaper alternative could achieve similar results.<\/p>\n<\/p>\n<p>So it\u2019s less about having a million subscriptions \u2014 and more about visibility inside the ones you already rely on.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@visagar\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"visagar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@visagar<\/a> This is such a smart niche to go after! \ud83d\udc4f I (well, the whole team) use a lot of AI tools daily, and tracking what we\u2019re actually spending manually\u2026 it gets messy fast. Love the idea!<\/p>\n<\/p>\n<p>I\u2019m curious \u2013 how granular can the team-level visibility get? Can you attribute usage down to specific projects or cost centers, or is it mainly per tool \/ per team right now?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tereza_hurtova\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tereza_hurtova<\/a> Love this question and honestly\u2026 I\u2019ll give you the real answer.<\/p>\n<p>Right now, it\u2019s strong at:<\/p>\n<ul>\n<li>\n<p>Per tool visibility (OpenAI, Anthropic, etc.)<\/p>\n<\/li>\n<li>\n<p>Per API key \/ account<\/p>\n<\/li>\n<li>\n<p>Team-level rollups<\/p>\n<\/li>\n<li>\n<p>Token + cost breakdown where the provider allows it<\/p>\n<\/li>\n<\/ul>\n<p>But project-level \/ cost-center attribution?<\/p>\n<p>That\u2019s where we <em>want<\/em> to go \u2014 and we\u2019re figuring that out with users.<\/p>\n<\/p>\n<p>Truthfully, we didn\u2019t want to overbuild assumptions about how teams structure AI spend. Some companies use separate API keys per project. Others share keys across everything. Some think in \u201ccost centers,\u201d others think in \u201cclients,\u201d others just want \u201cwho ran this model and why did it spike?\u201d<\/p>\n<\/p>\n<p>So instead of guessing the perfect structure upfront, we\u2019re starting with clear usage visibility and letting real usage patterns guide the next layer.<\/p>\n<\/p>\n<p>What we\u2019re already seeing:<br \/>Even one provider (like OpenAI) behaves like 5\u201310 different cost centers depending on models, environments, and use cases. That\u2019s the real chaos we\u2019re trying to bring clarity to.<\/p>\n<\/p>\n<p>So short honest answer:<br \/>Granular at tool + key + team level today.<\/p>\n<p>Project-level attribution is something we\u2019re actively shaping based on feedback like yours.<\/p>\n<\/p>\n<p>If you had your ideal setup \u2014 would you want spend broken down by client, by internal product, or by something else entirely?<\/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>Who you gonna call? Ghost-license busters!:D 2026 is officially the year of too many AI subscriptions. Love the model alternative feature. Any plans for a one-click cancel button inside the dashboard?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@kostfast\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kostfast<\/a> Thanks, Kostia \u2014 glad you like the model alternative feature.<\/p>\n<p>A one-click cancel action is something we\u2019re considering. Because cancellation flows differ by provider (and aren\u2019t always supported via API), we\u2019re prioritizing a safe \u201cdisconnect + stop spend\u201d workflow first, then adding one-click cancel where possible. Which providers would be most useful for 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\">#3<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/R6F2KSJUGFNSSO\" class=\"app-title\">NVIDIA PersonaPlex<\/a><\/p>\n<div class=\"one-liner\">Natural Conversational AI With Any Role and Voice<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">215<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>NVIDIA PersonaPlex\u662f\u4e00\u6b3e\u5168\u53cc\u5de5\u4f1a\u8bddAI\u6a21\u578b\uff0c\u901a\u8fc7\u63d0\u4f9b\u53ef\u5b9a\u5236\u7684\u58f0\u97f3\u548c\u89d2\u8272\uff0c\u5728\u9700\u8981\u9ad8\u81ea\u7136\u5ea6\u3001\u62df\u4eba\u5316\u4ea4\u4e92\u7684\u5ba2\u670d\u3001\u5a31\u4e50\u3001\u5185\u5bb9\u521b\u4f5c\u7b49\u573a\u666f\u4e2d\uff0c\u89e3\u51b3\u4e86\u4f20\u7edf\u5bf9\u8bddAI\u751f\u786c\u3001\u6613\u6253\u65ad\u3001\u96be\u4ee5\u7ef4\u6301\u7279\u5b9a\u4eba\u8bbe\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/50f68518-961c-4026-b57a-4a3185bbef81.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/538f2b07-cd53-4d7b-b85c-2f14c204d953.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e946c4d6-a191-4fcd-9549-4d8217d7adaa.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3c4f22d0-4161-4e7c-90fc-8293e5f550e8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">GitHub<\/span><br \/>\n <span class=\"tag\">Audio<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5bf9\u8bdd\u5f0fAI<\/span><br \/>\n <span class=\"tag\">\u5168\u53cc\u5de5\u901a\u4fe1<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u5408\u6210<\/span><br \/>\n <span class=\"tag\">\u89d2\u8272\u626e\u6f14<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u53ef\u5b9a\u5236\u8bed\u97f3<\/span><br \/>\n <span class=\"tag\">\u591a\u8f6e\u5bf9\u8bdd<\/span><br \/>\n <span class=\"tag\">\u4eba\u673a\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">NVIDIA<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u4e3b\u8981\u60ca\u53f9\u4e8e\u5176\u4f5c\u4e3a\u5f00\u6e90\u5168\u53cc\u5de5\u5b9e\u65f6\u5bf9\u8bdd\u6a21\u578b\u7684\u7a81\u7834\u6027\uff0c\u5e76\u8ba4\u4e3a\u6f14\u793a\u6548\u679c\u4ee4\u4eba\u5370\u8c61\u6df1\u523b\u3002\u6709\u7528\u6237\u63d0\u51fa\u5177\u4f53\u5e94\u7528\u573a\u666f\uff0c\u5982\u7528\u4e8e\u64ad\u5ba2\u8282\u76ee\u4e2d\u7684\u667a\u80fd\u4f53\u5bf9\u8bdd\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 NVIDIA PersonaPlex\u7684\u53d1\u5e03\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u6b3e\u65b0\u4ea7\u54c1\uff0c\u4e0d\u5982\u8bf4\u662f\u5bf9\u5f53\u524d\u201c\u4f1a\u8bddAI\u201d\u6218\u573a\u7684\u4e00\u6b21\u7cbe\u51c6\u706b\u529b\u5c55\u793a\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u7684\u529f\u80fd\u5806\u780c\uff0c\u800c\u5728\u4e8e\u5c06\u201c\u5168\u53cc\u5de5\u201d\u3001\u201c\u53ef\u5b9a\u5236\u89d2\u8272\u4e0e\u58f0\u97f3\u201d\u3001\u201c\u6297\u6253\u65ad\u201d\u8fd9\u51e0\u4e2a\u5173\u952e\u7279\u6027\uff0c\u5728\u4e00\u4e2a\u5f00\u6e90\u6a21\u578b\u4e2d\u5b9e\u73b0\u4e86\u9ad8\u6c34\u51c6\u7684\u5de5\u7a0b\u5316\u6574\u5408\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8fd9\u76f4\u63a5\u523a\u4e2d\u4e86\u5f53\u524d\u5bf9\u8bddAI\u7684\u4e24\u5927\u8f6f\u808b\uff1a\u4e00\u662f\u4ea4\u4e92\u7684\u673a\u68b0\u611f\u3002\u591a\u6570\u6a21\u578b\u4ecd\u662f\u201c\u4f60\u8bf4\u5b8c\u6211\u518d\u8bf4\u201d\u7684\u534a\u53cc\u5de5\u6a21\u5f0f\uff0c\u7f3a\u4e4f\u4eba\u7c7b\u5bf9\u8bdd\u4e2d\u81ea\u7136\u7684\u63d2\u8bdd\u3001\u9644\u548c\uff08backchanneling\uff09\u7b49\u52a8\u6001\u3002PersonaPlex\u5ba3\u79f0\u5bf9\u6b64\u7684\u4f18\u5316\uff0c\u610f\u5728\u593a\u53d6\u4ea4\u4e92\u201c\u81ea\u7136\u5ea6\u201d\u7684\u5236\u9ad8\u70b9\u3002\u4e8c\u662f\u8eab\u4efd\u7684\u5355\u4e00\u6027\u3002\u56fa\u5b9a\u7684\u58f0\u97f3\u548c\u4eba\u683c\u9650\u5236\u4e86\u5e94\u7528\u6df1\u5ea6\uff0c\u800c\u53ef\u5b9a\u5236\u7684\u89d2\u8272\u4e0e\u58f0\u97f3\uff0c\u4e3a\u5176\u4ece\u901a\u7528\u52a9\u624b\u5411\u4e13\u4e1a\u4f19\u4f34\uff08\u5982\u865a\u62df\u6559\u7ec3\u3001\u54c1\u724c\u4ee3\u8a00\u4eba\u3001\u6e38\u620fNPC\uff09\u6e17\u900f\u6253\u5f00\u4e86\u901a\u9053\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u201c\u7280\u5229\u201d\u4e4b\u5904\u5728\u4e8e\u201c\u5f00\u6e90\u201d\u3002NVIDIA\u6b64\u4e3e\u7edd\u975e\u6148\u5584\uff0c\u800c\u662f\u4e00\u6b65\u6218\u7565\u68cb\u3002\u901a\u8fc7\u5c06\u6b64\u7c7b\u9ad8\u7aef\u80fd\u529b\u5f00\u6e90\uff0c\u5176\u4e00\uff0c\u80fd\u8fc5\u901f\u5438\u5f15\u5f00\u53d1\u8005\u548c\u7814\u7a76\u8005\u6784\u5efa\u751f\u6001\uff0c\u751f\u6210\u6d77\u91cf\u7684\u5e94\u7528\u573a\u666f\u548c\u6570\u636e\uff0c\u53cd\u54fa\u5176\u6a21\u578b\u80fd\u529b\uff1b\u5176\u4e8c\uff0c\u6811\u7acb\u884c\u4e1a\u6280\u672f\u6807\u6746\uff0c\u8feb\u4f7f\u7ade\u4e89\u5bf9\u624b\u5728\u540c\u6837\u7ef4\u5ea6\u4e0a\u6bd4\u62fc\uff0c\u800c\u786c\u4ef6\uff08GPU\uff09\u6070\u6070\u662fNV\u7684\u62a4\u57ce\u6cb3\uff1b\u5176\u4e09\uff0c\u4e3a\u81ea\u8eab\u7684AI\u4ee3\u5de5\u670d\u52a1\uff08\u5982NIM\uff09\u548c\u4e91\u5e73\u53f0\u63d0\u4f9b\u6700\u524d\u6cbf\u7684\u201c\u5f39\u836f\u201d\u3002\u7528\u6237\u8d5e\u53f9\u7684\u201c\u6f14\u793a\u6548\u679c\u201d\uff0c\u6b63\u662f\u5176\u786c\u4ef6\u4e0e\u8f6f\u4ef6\u534f\u540c\u4f18\u52bf\u7684\u6700\u4f73\u5e7f\u544a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u98ce\u9669\u4e0e\u6311\u6218\u540c\u6837\u6e05\u6670\uff1a\u5728\u6781\u5ea6\u8ffd\u6c42\u4f4e\u5ef6\u8fdf\u4e0e\u9ad8\u81ea\u7136\u5ea6\u7684\u5168\u53cc\u5de5\u573a\u666f\u4e0b\uff0c\u5176\u8ba1\u7b97\u5f00\u9500\u4e0e\u6210\u672c\u63a7\u5236\u5982\u4f55\u5e73\u8861\uff1f\u5f00\u653e\u7684\u89d2\u8272\u4e0e\u58f0\u97f3\u5b9a\u5236\uff0c\u4f1a\u5426\u5f15\u53d1\u4f26\u7406\u4e0e\u6ee5\u7528\u98ce\u9669\uff08\u5982\u6df1\u5ea6\u4f2a\u9020\uff09\uff1f\u5728\u201c\u4efb\u52a1\u9075\u5faa\u201d\u4e0a\u8d85\u8d8a\u73b0\u6709\u7cfb\u7edf\uff0c\u4f46\u9762\u5bf9\u590d\u6742\u3001\u591a\u6b65\u9aa4\u7684\u5b9e\u9645\u4e1a\u52a1\u903b\u8f91\uff0c\u5176\u53ef\u9760\u6027\u4ecd\u9700\u9a8c\u8bc1\u3002\u603b\u4e4b\uff0cPersonaPlex\u662f\u4e00\u6b21\u70ab\u6280\uff0c\u66f4\u662fNV\u5728\u5b9a\u4e49\u4e0b\u4e00\u4ee3\u4eba\u673a\u4ea4\u4e92\u57fa\u7840\u8bbe\u65bd\u6807\u51c6\u4e0a\u843d\u4e0b\u7684\u4e00\u679a\u91cd\u5b50\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\">NVIDIA PersonaPlex<\/span>\n <\/div>\n<div class=\"comment-content\">We introduce PersonaPlex, a full-duplex conversational AI model that enables natural conversations with customizable voices and roles. PersonaPlex handles interruptions and backchannels while maintaining any chosen persona, outperforming existing systems on conversational dynamics and task adherence.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is remarkable \u2014 an open source, open weights, real-time duplex conversational AI model from NVIDIA.<\/p>\n<\/p>\n<p>Check out <a href=\"https:\/\/research.nvidia.com\/labs\/adlr\/personaplex\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">the demo<\/a> to see how impressive this is.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>So cool, I will try it to podcasting between agents in <a href=\"https:\/\/www.producthunt.com\/products\/oasi\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"oasi\" target=\"_blank\" rel=\"noopener\">@Oasi<\/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<\/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\/CUENJ7UZDJ2RHR\" class=\"app-title\">JDoodle.ai MCP<\/a><\/p>\n<div class=\"one-liner\">Build and deploy web apps straight from ChatGPT\/Claude<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">174<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u901a\u8fc7MCP\u534f\u8bae\u4e0eChatGPT\/Claude\u7b49AI\u52a9\u624b\u6df1\u5ea6\u96c6\u6210\u7684\u5f00\u53d1\u5e73\u53f0\uff0c\u5141\u8bb8\u7528\u6237\u5728\u804a\u5929\u5bf9\u8bdd\u4e2d\u76f4\u63a5\u6784\u5efa\u3001\u8fed\u4ee3\u5e76\u5b9e\u65f6\u90e8\u7f72\u5168\u6808Web\u5e94\u7528\uff0c\u89e3\u51b3\u4e86\u5728AI\u4ee3\u7801\u751f\u6210\u540e\u4ecd\u9700\u624b\u52a8\u6574\u5408\u3001\u9884\u89c8\u548c\u53d1\u5e03\u7684\u6d41\u7a0b\u65ad\u88c2\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/570fb125-4b1b-4b87-ae36-9ac89c072a76.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/24a94c04-e23f-4244-a346-8057878f7a23.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/85bb6361-ecd5-41a8-b8d3-09939ad6eaf3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8644fb41-c307-430e-9d63-2f9ba5ce3618.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/862f6218-608c-4f8f-89d4-34d3b627aac6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a9b33447-ff73-4931-ac9d-c0f30d1bafc7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3e1cc377-abb8-4272-9266-1bb61ff301a9.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\/cf1ff1ce-7fa2-4252-a8d5-35392b3408bf.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/Tm8eJv0mkA8\"><source src=\"https:\/\/youtu.be\/Tm8eJv0mkA8\" 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\">Website Builder<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Vibe coding<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u539f\u751f\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">MCP\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u804a\u5929\u9a71\u52a8\u7f16\u7a0b<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u9884\u89c8\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">\u5168\u6808\u5e94\u7528\u6784\u5efa<\/span><br \/>\n <span class=\"tag\">\u4f4e\u4ee3\u7801\/\u65e0\u4ee3\u7801<\/span><br \/>\n <span class=\"tag\">\u5feb\u901f\u539f\u578b<\/span><br \/>\n <span class=\"tag\">Web\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u8fed\u4ee3\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">ChatGPT\u63d2\u4ef6<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u4ece\u804a\u5929\u76f4\u8fbe\u90e8\u7f72\u7684\u6d41\u7545\u4f53\u9a8c\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u5f3a\u70c8\u5173\u6ce8\u7248\u672c\u63a7\u5236\u3001\u56e2\u961f\u534f\u4f5c\u529f\u80fd\u7684\u7f3a\u5931\uff1b\u5173\u5fc3\u4ee3\u7801\u5b89\u5168\u3001\u6c99\u7bb1\u6267\u884c\u4e0e\u6570\u636e\u5e93\u8fc1\u79fb\u7b49\u5de5\u7a0b\u5b9e\u8df5\uff1b\u8be2\u95ee\u6e90\u4ee3\u7801\u53ef\u8bbf\u95ee\u6027\uff1b\u5e76\u63a2\u8ba8\u4e86\u901a\u8fc7MCP\u96c6\u6210\u7684\u6df1\u5c42\u4ea7\u54c1\u7b56\u7565\u8003\u91cf\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n JDoodle.ai MCP \u8868\u9762\u4e0a\u662f\u4e00\u4e2a\u201c\u5728\u804a\u5929\u4e2d\u6784\u5efa\u5e94\u7528\u201d\u7684\u5de5\u5177\uff0c\u4f46\u5176\u771f\u6b63\u7684\u91ce\u5fc3\u5728\u4e8e\u6210\u4e3aAI\u539f\u751f\u65f6\u4ee3\u7684\u201c\u5e94\u7528\u8fd0\u884c\u65f6\u201d\u4e0e\u201c\u5f00\u53d1\u6d41\u6c34\u7ebf\u201d\u63a7\u5236\u5668\u3002\u5b83\u5e76\u975e\u7b80\u5355\u5730\u5c06\u73b0\u6709\u4f4e\u4ee3\u7801\u5e73\u53f0\u63a5\u5165ChatGPT\uff0c\u800c\u662f\u901a\u8fc7MCP\u534f\u8bae\uff0c\u5c06AI\u52a9\u624b\u4ece\u4e00\u4e2a\u201c\u4e00\u6b21\u6027\u4ee3\u7801\u751f\u6210\u5668\u201d\u91cd\u5851\u4e3a\u53ef\u4ea4\u4e92\u3001\u53ef\u6301\u7eed\u8fed\u4ee3\u7684\u201c\u5f00\u53d1\u4e3b\u4f53\u201d\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u662f**\u201c\u72b6\u6001\u7ef4\u6301\u201d**\uff1a\u5728\u4f20\u7edf\u7684AI\u4ee3\u7801\u751f\u6210\u4e2d\uff0c\u4e0a\u4e0b\u6587\u4e22\u5931\u3001\u9879\u76ee\u72b6\u6001\u65e0\u6cd5\u5ef6\u7eed\u662f\u6700\u5927\u74f6\u9888\uff0c\u800c\u8be5\u4ea7\u54c1\u901a\u8fc7\u5c06\u9879\u76ee\u72b6\u6001\u6301\u4e45\u5316\u5728\u81ea\u6709\u5e73\u53f0\uff0c\u4f7fAI\u5bf9\u8bdd\u53d8\u6210\u4e86\u4e00\u4e2a\u8fde\u7eed\u7684\u5f00\u53d1\u4f1a\u8bdd\uff0c\u5b9e\u73b0\u4e86\u201c\u5bf9\u8bdd\u5373\u63d0\u4ea4\uff0c\u804a\u5929\u5373\u6d41\u6c34\u7ebf\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u8d28\u7591\u4e5f\u76f4\u6307\u8981\u5bb3\u3002\u5f53\u5f00\u53d1\u6743\u9650\u4ee5\u81ea\u7136\u8bed\u8a00\u5f62\u5f0f\u4e0b\u653e\u7ed9AI\u65f6\uff0c\u4f20\u7edf\u7684\u5de5\u7a0b\u7eaa\u5f8b\u5982\u7248\u672c\u63a7\u5236\u3001\u5b89\u5168\u6c99\u7bb1\u3001\u56de\u6eda\u673a\u5236\u3001\u56e2\u961f\u534f\u4f5c\u5982\u4f55\u4fdd\u969c\uff1f\u5b98\u65b9\u56de\u590d\u867d\u63d0\u53ca\u81ea\u6709\u5e73\u53f0\u5177\u5907\u8fd9\u4e9b\u80fd\u529b\uff0c\u4f46\u901a\u8fc7MCP\u7684\u8f7b\u91cf\u7ea7\u8fde\u63a5\u80fd\u5426\u65e0\u635f\u4f20\u9012\u8fd9\u4e9b\u5173\u952e\u7ea6\u675f\uff0c\u4ecd\u662f\u5de8\u5927\u95ee\u53f7\u3002\u8fd9\u63ed\u793a\u4e86\u4e00\u4e2a\u6df1\u5c42\u77db\u76fe\uff1aAI\u8ffd\u6c42\u7684\u201c\u81ea\u7136\u6d41\u7545\u201d\u4f53\u9a8c\u4e0e\u8f6f\u4ef6\u5f00\u53d1\u5fc5\u9700\u7684\u201c\u4e25\u683c\u7ea6\u675f\u201d\u4e4b\u95f4\u5b58\u5728\u5929\u7136\u5f20\u529b\u3002\u8be5\u4ea7\u54c1\u82e5\u60f3\u4ece\u6781\u5ba2\u73a9\u5177\u8d70\u5411\u751f\u4ea7\u7ea7\u5de5\u5177\uff0c\u5fc5\u987b\u5728\u201c\u8d4b\u4e88AI\u7075\u6d3b\u6027\u201d\u548c\u201c\u65bd\u52a0\u5de5\u7a0b\u5316\u67b7\u9501\u201d\u4e4b\u95f4\u627e\u5230\u7cbe\u5999\u5e73\u8861\u3002\u5b83\u7684\u6210\u8d25\uff0c\u5c06\u6210\u4e3a\u8861\u91cfAI\u80fd\u5426\u771f\u6b63\u63a5\u7ba1\u590d\u6742\u3001\u957f\u671f\u8f6f\u4ef6\u5de5\u7a0b\u4efb\u52a1\u7684\u4e00\u5757\u8bd5\u91d1\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\">JDoodle.ai MCP<\/span>\n <\/div>\n<div class=\"comment-content\">JDoodle.ai MCP connects with ChatGPT\/Claude, so you can build websites and web apps directly through chat. You interact with ChatGPT\/Claude like normal, while your project is created and updated inside JDoodle.ai with live preview. When you’re ready, just ask the AI to publish and JDoodle.ai generates a live link instantly. Unlike one-time generation workflows, you can keep iterating, fixing issues, and shipping updates through chat. Build frontend, backend, or full-stack with database.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey everyone,<\/p>\n<p>ChatGPT and Claude have become a huge part of our workflows. <\/p>\n<p>So we built <a href=\"http:\/\/JDoodle.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>JDoodle.ai<\/strong><\/a><strong> MCP<\/strong> to fit directly into that flow.<\/p>\n<\/p>\n<p><a href=\"http:\/\/JDoodle.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">JDoodle.ai<\/a> MCP connects with ChatGPT or Claude or anything that supports MCP, so you can brainstorm, plan, structure, and build websites and apps inside the chat, while seeing the live preview on <a href=\"http:\/\/JDoodle.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">JDoodle.ai<\/a>.<\/p>\n<\/p>\n<p>As you chat, your project gets created and updated in real time, with instant preview and deployment.<\/p>\n<\/p>\n<p>This is not just an initial generation. You can keep asking for changes, refining the UI, adding features, fixing issues, and shipping updates, all directly through ChatGPT or Claude.<\/p>\n<\/p>\n<p>Here\u2019s an easy guide on how you can get started: <a href=\"https:\/\/www.jdoodle.ai\/docs\/mcp\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.jdoodle.ai\/docs\/mcp<\/a><\/p>\n<p>Would love your feedback. We\u2019ll be here all day answering any questions.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@gokuljd\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gokuljd<\/a> all the best for the launch! Curious to know, Besides distribution, what other factors made you expose the product via MCP?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@gokuljd\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gokuljd<\/a> Congrats! How do you manage version control, collaboration, and rollback for projects created via chat?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@gokuljd\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gokuljd<\/a> I partner with growing startups to take full ownership of their tech \u2014 backend, AI, infrastructure, and scalability \u2014 so founders can focus on product, hiring, and revenue. I optimize, stabilize, and scale systems as a hands-on technical developer.Please let me know in any ways i can help you.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congrats on shipping this!<br \/>\nAny plans to add team collaboration or version control integrations?<\/div>\n<div class=\"comment-actions\">\n<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\/@yerbolat\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yerbolat<\/a> Thanks Yerbolat, we will introduce them in the coming weeks, all the feature on <a href=\"http:\/\/JDoodle.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">JDoodle.ai<\/a> will be available through MCP too.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\ud83d\udc4f\ud83c\udffb\ud83d\udc4f\ud83c\udffb\ud83d\udc4f\ud83c\udffb<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>JDoodle AI MCP is \ud83d\udd25! Migrated 3 similar no-code\u2192fullstack (Bubble\u2192React+Supabase). Backend scaling hurt most. Tips? Pawe\u0142 @ Inigra (Clutch 5\u2605)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 MCP integration is smart. being able to go from prompt to deployed app without leaving the chat is where vibe coding actually starts making sense<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>chat-driven codegen plus \u201cpublish a live link\u201d will quickly run into state drift and unsafe execution, especially when multiple iterations touch backend, DB migrations, and secrets in the same session. Best practice: treat each chat change as a Git commit and run it in an ephemeral sandbox (devcontainers or microVMs like Firecracker or gVisor) with CI checks before deploy, and follow MCP OAuth scoping and tool allowlists for least privilege. Question: when MCP requests modify code and schema, do you generate deterministic migration plans with rollback and a diff or PR style review, or is state tracked only inside JDoodle projects?<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ryan_thill\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ryan_thill<\/a> Thanks Ryan, This is what we do for the projects created on JDoodle.ai, runs on a dedicated sandbox, every change is a git commit, database changes have forward and rollback for each change, test before deploy\/commit, etc. MCP projects will follow similar pattern eventually. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats!<br \/>I wonder if we can access to the source code of the projects which we made on the JDoodle<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@yaman_alahmad\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yaman_alahmad<\/a> Hi Yaman, yes, we will add an option to download the code. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/UQD2NEGBYHLXKS\" class=\"app-title\">PenguinBot AI<\/a><\/p>\n<div class=\"one-liner\">Your AI-Employee Working 24\/7<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">165<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>PenguinBot\u662f\u4e00\u6b3e\u884c\u52a8\u4f18\u5148\u7684AI\u5458\u5de5\uff0c\u901a\u8fc7\u5c06\u81ea\u7136\u8bed\u8a00\u6307\u4ee4\u81ea\u52a8\u8f6c\u5316\u4e3a\u7ba1\u7406\u90ae\u4ef6\u3001\u5b89\u6392\u4efb\u52a1\u3001\u521b\u5efa\u6587\u6863\u548c\u6267\u884c\u5de5\u4f5c\u6d41\u7b49\u5177\u4f53\u64cd\u4f5c\uff0c\u5728\u529e\u516c\u81ea\u52a8\u5316\u573a\u666f\u4e2d\u89e3\u51b3\u4e86\u7528\u6237\u9700\u9891\u7e41\u5207\u6362\u5de5\u5177\u3001\u624b\u52a8\u6267\u884c\u91cd\u590d\u6027\u4efb\u52a1\u7684\u6548\u7387\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/16fb8747-1901-4d78-aec6-bf2b12be773f.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=84JGrI4ZgkE&feature=youtu.be\"><source src=\"https:\/\/www.youtube.com\/watch?v=84JGrI4ZgkE&feature=youtu.be\" 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\/2f92cbfe-2726-4c4d-a9f7-0f311326529c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f897b544-95c5-493b-b9e1-9d7801f3a5cd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b656ba99-3103-4734-bc18-62f6a938108c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5a415265-4ad9-45e0-be17-e0fb5e975c42.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\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Tech<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u81ea\u4e3b\u6267\u884cAI<\/span><br \/>\n <span class=\"tag\">\u529e\u516c\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4efb\u52a1\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u90ae\u4ef6\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u6587\u6863\u751f\u6210<\/span><br \/>\n <span class=\"tag\">7×24\u5c0f\u65f6\u8fd0\u884c<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">RPA<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u201c\u81ea\u4e3b\u6267\u884c\u201d\u613f\u666f\uff0c\u6838\u5fc3\u5173\u6ce8\u70b9\u96c6\u4e2d\u5728\u53ef\u9760\u6027\u3001\u5b89\u5168\u6027\u4e0e\u96c6\u6210\u5ea6\u3002\u4e3b\u8981\u95ee\u9898\u5305\u62ec\uff1a\u4e0en8n\u7b49\u5de5\u5177\u7684\u5dee\u5f02\u5316\u3001\u6267\u884c\u5931\u8d25\u5904\u7406\u4e0e\u72b6\u6001\u56de\u6eda\u3001\u9ad8\u98ce\u9669\u64cd\u4f5c\u5ba1\u6279\u6d41\u7a0b\u3001\u6210\u672c\u63a7\u5236\u3001\u6280\u80fd\u5e93\u5b9a\u4ef7\u8bf4\u660e\uff0c\u4ee5\u53ca\u5bf9\u6280\u672f\u67b6\u6784\uff08\u5982\u6301\u4e45\u5316\u3001\u5e42\u7b49\u6027\uff09\u7684\u6df1\u5ea6\u8d28\u8be2\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 PenguinBot\u7684\u4eae\u76f8\uff0c\u76f4\u6307\u5f53\u524dAI\u5e94\u7528\u4ece\u201c\u5bf9\u8bdd\u4e0e\u751f\u6210\u201d\u8fc8\u5411\u201c\u81ea\u4e3b\u6267\u884c\u201d\u7684\u5173\u952e\u62d0\u70b9\u3002\u5176\u5ba3\u79f0\u7684\u201c\u51cf\u5c11\u63d0\u793a\uff0c\u66f4\u591a\u6267\u884c\u201d\u786e\u5b9e\u5207\u4e2d\u4e86\u9ad8\u7ea7\u522b\u81ea\u52a8\u5316\u7684\u6838\u5fc3\u8bc9\u6c42\u2014\u2014\u5c06\u4eba\u7c7b\u4ece\u7e41\u7410\u7684\u3001\u5b9a\u4e49\u660e\u786e\u7684\u6570\u5b57\u52b3\u52a8\u4e2d\u89e3\u653e\u51fa\u6765\u3002\u7136\u800c\uff0c\u4ea7\u54c1\u9762\u4e34\u7684\u771f\u5b9e\u6311\u6218\u5e76\u975e\u7406\u5ff5\uff0c\u800c\u662f\u5de5\u7a0b\u4e0e\u4fe1\u4efb\u7684\u6df1\u6c34\u533a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8bc4\u8bba\u53cd\u9988\u770b\uff0c\u65e9\u671f\u5c1d\u9c9c\u8005\u4e0e\u4e13\u4e1a\u5f00\u53d1\u8005\u7684\u5173\u6ce8\u70b9\u622a\u7136\u4e0d\u540c\u3002\u666e\u901a\u7528\u6237\u5173\u5fc3\u201c\u80fd\u5426\u771f\u6b63\u653e\u624b\u201d\uff0c\u800c\u6280\u672f\u80cc\u666f\u7684\u8bc4\u8bba\u8005\u5219\u7280\u5229\u5730\u6307\u5411\u4e86\u81ea\u4e3b\u4ee3\u7406\uff08Agent\uff09\u843d\u5730\u7684\u7ecf\u5178\u96be\u9898\uff1a\u6301\u4e45\u5316\u5de5\u4f5c\u6d41\u72b6\u6001\u3001\u8de8\u6b65\u9aa4\u7684\u5e42\u7b49\u6027\u4fdd\u8bc1\u3001\u5931\u8d25\u91cd\u8bd5\u4e0e\u526f\u4f5c\u7528\u7ba1\u7406\uff0c\u4ee5\u53ca\u9ad8\u98ce\u9669\u64cd\u4f5c\u7684\u5ba1\u6279\u95e8\u63a7\u3002\u8fd9\u4e9b\u8bc4\u8bba\u6070\u6070\u63ed\u793a\u4e86\u5f53\u524dAI\u4ee3\u7406\u4ece\u6f14\u793a\u8d70\u5411\u751f\u4ea7\u73af\u5883\u5fc5\u987b\u8de8\u8d8a\u7684\u9e3f\u6c9f\uff1a\u53ef\u9760\u6027\uff08Reliability\uff09\u4e0e\u53ef\u89c2\u6d4b\u6027\uff08Observability\uff09\u3002\u82e5\u65e0\u6cd5\u59a5\u5584\u89e3\u51b3\uff0c\u6240\u8c13\u201c24\/7\u81ea\u4e3b\u8fd0\u884c\u201d\u8981\u4e48\u4ee3\u4ef7\u9ad8\u6602\uff08\u9700\u4eba\u5de5\u9891\u7e41\u6838\u67e5\uff09\uff0c\u8981\u4e48\u98ce\u9669\u5931\u63a7\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u4e0en8n\u7b49\u4f20\u7edf\u5de5\u4f5c\u6d41\u5de5\u5177\u7684\u6bd4\u8f83\u4e5f\u503c\u5f97\u73a9\u5473\u3002\u56e2\u961f\u56de\u5e94\u5f3a\u8c03\u201c\u65e0\u9700\u5b9a\u4e49\u6d41\u7a0b\uff0c\u7ed9\u4e88\u76ee\u6807\u5373\u53ef\u201d\uff0c\u8fd9\u5b9e\u8d28\u4e0a\u662f\u5c06\u6d41\u7a0b\u7f16\u6392\u7684\u590d\u6742\u6027\u4ece\u7528\u6237\u754c\u9762\u8f6c\u79fb\u5230\u4e86AI\u6a21\u578b\u7684\u63a8\u7406\u9ed1\u7bb1\u4e2d\u3002\u4f18\u52bf\u5728\u4e8e\u964d\u4f4e\u4e86\u4f7f\u7528\u95e8\u69db\uff0c\u4f46\u4ee3\u4ef7\u662f\u53ef\u63a7\u6027\u548c\u53ef\u9884\u6d4b\u6027\u7684\u6f5c\u5728\u4e0b\u964d\u3002\u4ea7\u54c1\u7684\u771f\u6b63\u4ef7\u503c\u6216\u8bb8\u4e0d\u5728\u4e8e\u66ff\u4ee3\u6240\u6709\u81ea\u52a8\u5316\u5de5\u5177\uff0c\u800c\u662f\u4e3a\u90a3\u4e9b\u975e\u7ed3\u6784\u5316\u3001\u9700\u8f7b\u5ea6\u903b\u8f91\u5224\u65ad\u7684\u91cd\u590d\u4efb\u52a1\uff08\u5982\u90ae\u4ef6\u5206\u7c7b\u3001\u4fe1\u606f\u5f52\u7eb3\u540e\u521b\u5efa\u4efb\u52a1\uff09\u63d0\u4f9b\u4e00\u79cd\u66f4\u81ea\u7136\u7684\u4ea4\u4e92\u754c\u9762\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cPenguinBot\u63cf\u7ed8\u4e86\u4e00\u4e2a\u8bf1\u4eba\u7684\u672a\u6765\uff0c\u4f46\u5176\u5f53\u524d\u9636\u6bb5\u66f4\u50cf\u4e00\u4e2a\u5927\u80c6\u7684\u5ba3\u8a00\u3002\u5b83\u7684\u6210\u529f\u5c06\u4e0d\u53d6\u51b3\u4e8e\u6280\u80fd\u5e93\u7684\u6570\u91cf\uff0c\u800c\u53d6\u51b3\u4e8e\u5176\u5e95\u5c42\u67b6\u6784\u80fd\u5426\u5982\u8bc4\u8bba\u8005\u6240\u5efa\u8bae\uff0c\u878d\u5165\u5982Temporal\u7b49\u5de5\u4e1a\u7ea7\u97e7\u6027\u6a21\u5f0f\uff0c\u5e76\u5728\u201c\u5168\u81ea\u52a8\u201d\u4e0e\u201c\u9700\u6279\u51c6\u201d\u4e4b\u95f4\u63d0\u4f9b\u6781\u5176\u7cbe\u7ec6\u3001\u573a\u666f\u5316\u7684\u63a7\u5236\u7c92\u5ea6\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u53e6\u4e00\u4e2a\u9700\u8981\u88ab\u201c\u4fdd\u59c6\u5f0f\u7167\u770b\u201d\u7684AI\uff0c\u4e0e\u5b83\u6240\u53cd\u5bf9\u7684\u201c\u65e0\u5c3d\u63d0\u793a\u201d\u9677\u5165\u53e6\u4e00\u79cd\u5f62\u5f0f\u7684\u5faa\u73af\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">PenguinBot AI<\/span>\n <\/div>\n<div class=\"comment-content\">PenguinBot is an action-first AI that turns conversations into real work. It manages emails, schedules tasks, creates documents, and runs workflows automatically. Just tell it what you need \u2014 it plans, executes, and keeps things moving in the background. Autonomous, secure, and built to run 24\/7 so you can focus on what matters.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">We built PenguinBot because most AI tools still stop at giving answers. We wanted an AI that actually does the work.<\/p>\n<p>PenguinBot turns simple instructions into real actions \u2014 managing emails, scheduling tasks, creating documents, and running workflows automatically in the background. The goal is simple: less prompting, more execution.<\/p>\n<p>This is just the beginning, and we\u2019re building it closely with the community.<\/p>\n<p>I\u2019d love your honest feedback:<br \/>\n\u2022 What would you automate first?<br \/>\n\u2022 What integrations should we build next?<br \/>\n\u2022 What would make this part of your daily workflow?<\/p>\n<p>I\u2019ll be here all day answering questions.<br \/>\nThanks for checking out PenguinBot \u2014 excited to hear what you think!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>11<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@aryanbains\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aryanbains<\/a> wild<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@aryanbains\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aryanbains<\/a> Love the \u201cless prompting, more execution\u201d vision. Curious how PenguinBot handles permission boundaries and failure states, when an action impacts email, docs, or workflows, how do you balance autonomy with approval, logging, and safe rollback?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@aryanbains\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aryanbains<\/a> I partner with growing startups to take full ownership of their tech \u2014 backend, AI, infrastructure, and scalability \u2014 so founders can focus on product, hiring, and revenue. I optimize, stabilize, and scale systems as a hands-on technical developer.Please let me know in any ways i can help you.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We built <strong>PenguinBot<\/strong> to go further \u2014 to actually <em>do the work<\/em>.<\/p>\n<p>Give it a simple instruction, and it takes action:<br \/>\u2022 Manages emails<br \/>\u2022 Schedules tasks<br \/>\u2022 Creates documents<br \/>\u2022 Runs workflows quietly in the background<\/p>\n<p>No endless prompting.<br \/>No copy-pasting between tools.<br \/>Just execution.<\/p>\n<p>Our belief is simple: AI shouldn\u2019t just assist you \u2014 it should operate with you.<\/p>\n<p>PenguinBot is still evolving, and we\u2019re building it hand-in-hand with the community.<\/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\/@yuvraj21\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yuvraj21<\/a> I partner with growing startups to take full ownership of their tech \u2014 backend, AI, infrastructure, and scalability \u2014 so founders can focus on product, hiring, and revenue. I optimize, stabilize, and scale systems as a hands-on technical developer.Please let me know in any ways i can help you.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>Excited to share PenguinBot\u2019s long-term vision :<\/strong><\/p>\n<p>Today, <strong>PenguinBot<\/strong> helps users automate workflows and connect across the tools they already use.<br \/>Our future scope is to become a true cross-platform AI workspace companion:<\/p>\n<ul>\n<li>\n<p>Native apps on <strong>Android, iOS, Windows, and macOS <\/strong>for seamless access anywhere<\/p>\n<\/li>\n<li>\n<p>Smarter <strong>multi-step automations<\/strong> that can plan, execute, and adapt in real time<\/p>\n<\/li>\n<li>\n<p><strong>Voice-first<\/strong> interactions for hands-free productivity<\/p>\n<\/li>\n<li>\n<p>Better team collaboration with shared context and sync across devices<\/p>\n<\/li>\n<li>\n<p>A growing integration ecosystem so <strong>PenguinBot<\/strong> fits into every workflow, not the other way around<\/p>\n<\/li>\n<\/ul>\n<p><strong>Our goal is simple<\/strong>: make advanced AI automation feel effortless, personal, and available everywhere.<br \/>Would love your feedback on which feature you want us to prioritize next \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">very cool! could you explain what penguin might offer over openclaw or Claude code?<\/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\/@alex_koo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alex_koo<\/a> I’d hope it has any semblance of security protocols, which would put it far and away above openclaw. I’d be interested to see how the authors respond to this question though. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice product. I love the design. However, I don’t see any particular reason on why I should use penguinbot and not other AI orchestrating tools such as n8n or opencode. Would love to hear your opinions<\/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\/@nicco97\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nicco97<\/a> Thanks Niccol\u00f2, appreciate it!<\/p>\n<p>Tools like <strong>n8n\/OpenCode<\/strong> are great for building workflows, but PenguinBot is more about <strong>autonomous execution<\/strong>, you give it a goal, and it figures out the steps and runs them continuously, without setting up flows, and you don’t have to define it what to do.<\/p>\n<p>We\u2019re focusing on minimal setup and long-running AI agents rather than manual orchestration. Happy to hear what would make it worth trying for you.<\/p>\n<p>Regards, <br \/>Aryan Bains<\/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>If PenguinBot actually <em>runs workflows end-to-end<\/em> (not just drafts emails), that\u2019s where value is background execution, not chat. But reliability will decide everything: autonomy is amazing\u2026 until you have to double-check every action.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I have a few questions. You mention 3000 skills, but on pricing you mention access to 30 skills. It’s a bit confusing. Could you clarify?<\/p>\n<\/p>\n<p>Also, you mention an x\/monitor skill. You have it on the front page. How does it work? From what I know, x restricts bots through API access. <\/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\/@fanis_poulinakis\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fanis_poulinakis<\/a> <strong>Great questions!<\/strong><\/p>\n<p><strong>The skill confusion<\/strong> <strong>– <\/strong>3000+ is our full skill library. The base plan includes access to 30 core skills at a time, and higher plans unlock more(which will be launched soon).<\/p>\n<p><strong>For X\/monitor – <\/strong>it works via official OAuth + API access and operates within X\u2019s limits. Automation and monitoring are allowed as long as they follow rate limits and anti-spam policies, and capabilities depend on the API tier and permissions. X enforces strict request limits and quotas, so the monitoring is throttled accordingly.<\/p>\n<p>Happy to clarify anything specific you\u2019re looking to track!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 like the focus on actually doing things instead of just generating text. The real question is how much babysitting these agents need once they\u2019re live. If it\u2019s truly hands-off, that\u2019s interesting<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">Is this built on top of OpenClaw?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch, turning AI from answers into actual execution is a meaningful shift. Automating emails, tasks, and workflows in the background is where real leverage starts to show up. Curious to see which integrations users ask for most and how this evolves into part of everyday 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=\"comment-item\">\n<div class=\"comment-content\">\n<p>Voice-first is the way. We see 3x engagement with voice AI vs text chatbots. Would love to see PenguinBot add voice for customer support workflows.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>long-running agents doing real tool calls will hit reliability issues fast (retries, partial failures, duplicate side effects) plus auditability for \u201cwho did what when\u201d. Best practice: put actions behind durable execution with idempotency keys and event sourcing, e.g., Temporal or Azure Durable Functions, and add tracing plus guardrails via the OpenAI Agents SDK. Question: how are you persisting workflow state and enforcing idempotent tool execution across OAuth refresh, retries, and multi-step plans, and do you support approval gates for high-risk actions?<\/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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>24\/7 autonomy is powerful. Curious how you\u2019re handling usage limits and cost control when the agent is making its own decisions \u2014 that\u2019s going to matter a lot as these scale.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 autonomous execution angle is interesting for repetitive BD work \u2014 follow-up sequences, meeting prep, document drafts. But when client-facing communication is involved, I’d need some kind of review step before anything gets sent. How does PenguinBot handle approval workflows for outbound messages?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/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\/MEJKSMRKJ5QV7Q\" class=\"app-title\">Agent Bar<\/a><\/p>\n<div class=\"one-liner\">Run Claude Code from your menu bar<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">132<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u4f4d\u4e8emacOS\u83dc\u5355\u680f\u7684\u539f\u751fGUI\u5de5\u5177\uff0c\u8ba9\u5f00\u53d1\u8005\u65e0\u9700\u5207\u6362\u7ec8\u7aef\u5373\u53ef\u5feb\u901f\u542f\u52a8\u3001\u8bed\u97f3\u4ea4\u4e92\u5e76\u5b9e\u65f6\u76d1\u63a7Claude Code\u7f16\u7a0b\u4f1a\u8bdd\uff0c\u89e3\u51b3\u4e86AI\u7f16\u7a0b\u5de5\u5177\u5de5\u4f5c\u6d41\u5272\u88c2\u4e0e\u64cd\u4f5c\u7e41\u7410\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6dff2d5e-7f2e-45b4-8ab3-2248585028dc.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\/571999fd-c8bb-45ac-a509-8d37b35ec969.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\/cb720129-f2b4-4f86-a25c-f2cedaacb5c9.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\/aa1afd9b-c01f-4b8f-8feb-1d9315bd5161.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\">Mac<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7f16\u7a0b\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">macOS\u539f\u751f\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u83dc\u5355\u680f\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">Claude Code\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u5de5\u5177\u8c03\u7528\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">SwiftUI\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u6210\u672c\u8ffd\u8e2a<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u5f00\u53d1\u8005\u8ba4\u4e3a\u5176\u89e3\u51b3\u4e86\u4ece\u7ec8\u7aef\u9891\u7e41\u5207\u6362\u7684\u6838\u5fc3\u75db\u70b9\uff0c\u663e\u8457\u6539\u5584\u4e86\u5de5\u4f5c\u6d41\u3002\u76ee\u524d\u8bc4\u8bba\u8f83\u5c11\uff0c\u4e3b\u8981\u4e3a\u4ea7\u54c1\u4ecb\u7ecd\u548c\u521d\u6b65\u80af\u5b9a\uff0c\u5c1a\u672a\u51fa\u73b0\u5177\u4f53\u529f\u80fd\u8d28\u7591\u6216\u6539\u8fdb\u5efa\u8bae\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Agent Bar\u7684\u672c\u8d28\uff0c\u5e76\u975e\u7b80\u5355\u7684\u201c\u56fe\u5f62\u5316\u5c01\u88c5\u201d\uff0c\u800c\u662f\u4e00\u6b21\u9488\u5bf9AI\u539f\u751f\u5f00\u53d1\u8303\u5f0f\u7684\u4ea4\u4e92\u5347\u7ef4\u5c1d\u8bd5\u3002\u5b83\u654f\u9510\u5730\u6355\u6349\u5230\u4e86Claude Code\u8fd9\u7c7b\u201c\u7ec8\u7aef\u667a\u80fd\u4f53\u201d\u7684\u6838\u5fc3\u77db\u76fe\uff1a\u80fd\u529b\u5f3a\u5927\uff0c\u4f46\u4ea4\u4e92\u5374\u88ab\u8feb\u9000\u56de\u5230\u547d\u4ee4\u884c\u65f6\u4ee3\uff0c\u9020\u6210\u4e86\u5fc3\u667a\u8d1f\u62c5\u4e0e\u6d41\u7a0b\u4e2d\u65ad\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u4e09\u70b9\uff1a\u4e00\u662f**\u7a7a\u95f4\u951a\u5b9a**\uff0c\u901a\u8fc7\u83dc\u5355\u680f\u5e38\u9a7b\uff0c\u5c06AI\u7f16\u7a0b\u80fd\u529b\u4ece\u201c\u9700\u8981\u4e3b\u52a8\u8fdb\u5165\u7684\u9886\u57df\u201d\u53d8\u4e3a\u201c\u968f\u65f6\u53ef\u8c03\u7528\u7684\u73af\u5883\u201d\uff0c\u5b9e\u73b0\u4e86\u4ece\u201c\u5de5\u5177\u201d\u5230\u201c\u73af\u5883\u201d\u7684\u8f6c\u53d8\u3002\u4e8c\u662f**\u4ea4\u4e92\u63d0\u6548**\uff0c\u8bed\u97f3\u8f93\u5165\u548c\u53ef\u89c6\u5316\u5de5\u5177\u8c03\u7528\u5ba1\u6279\uff0c\u5c06\u5f00\u53d1\u8005\u4ece\u952e\u76d8\u6572\u51fb\u548c\u6587\u672c\u65e5\u5fd7\u7b5b\u9009\u7684\u4f53\u529b\u52b3\u52a8\u4e2d\u90e8\u5206\u89e3\u653e\uff0c\u66f4\u7b26\u5408AI\u534f\u4f5c\u4e2d\u201c\u6784\u601d-\u5ba1\u6838\u201d\u7684\u5faa\u73af\u3002\u4e09\u662f**\u6210\u672c\u663e\u6027\u5316**\uff0c\u5b9e\u65f6\u8ffd\u8e2aToken\u6d88\u8017\uff0c\u76f4\u9762\u4e86\u5f53\u524dAI\u5f00\u53d1\u4e2d\u4e0d\u53ef\u5ffd\u89c6\u7684\u7ecf\u6d4e\u7ef4\u5ea6\uff0c\u8d4b\u4e88\u4e86\u5f00\u53d1\u8005\u6210\u672c\u7ba1\u63a7\u610f\u8bc6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u5176\u751f\u5b58\u5b8c\u5168\u4f9d\u8d56\u4e8eClaude Code API\u7684\u7a33\u5b9a\u6027\u4e0e\u80fd\u529b\u8fb9\u754c\uff0c\u751f\u6001\u4f4d\u6781\u5176\u8106\u5f31\u3002\u5176\u6b21\uff0c\u5f53\u524d\u529f\u80fd\u867d\u89e3\u51b3\u4e86\u201c\u53ef\u7528\u6027\u201d\uff0c\u4f46\u672a\u89e6\u53ca\u201c\u667a\u80fd\u6027\u201d\u7684\u6df1\u5c42\u9700\u6c42\uff0c\u4f8b\u5982\u5bf9\u590d\u6742\u9879\u76ee\u4e0a\u4e0b\u6587\u7684\u7406\u89e3\u6df1\u5ea6\u3001\u5de5\u5177\u8c03\u7528\u7684\u9884\u6d4b\u6027\u5efa\u8bae\u7b49\u3002\u6700\u540e\uff0c\u4f5c\u4e3a\u5355\u4e00\u5e73\u53f0\uff08macOS\uff09\u3001\u5355\u4e00\u6a21\u578b\uff08Claude\uff09\u7684\u5de5\u5177\uff0c\u5176\u5e02\u573a\u5929\u82b1\u677f\u6e05\u6670\u53ef\u89c1\u3002\u5b83\u662f\u4e00\u6b21\u4f18\u96c5\u7684\u5c40\u90e8\u4f18\u5316\uff0c\u4f46\u8981\u60f3\u6210\u4e3a\u5f00\u53d1\u8005\u5de5\u4f5c\u6d41\u7684\u5fc5\u5907\u73af\u8282\uff0c\u4ecd\u9700\u5728\u9879\u76ee\u7406\u89e3\u6df1\u5ea6\u3001\u591a\u6a21\u578b\u652f\u6301\u4e43\u81f3\u8de8\u5e73\u53f0\u80fd\u529b\u4e0a\u6784\u5efa\u66f4\u6df1\u7684\u62a4\u57ce\u6cb3\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\">Agent Bar<\/span>\n <\/div>\n<div class=\"comment-content\">Agent Bar lives in your menu bar and gives you a native GUI for Claude Code. Pick a project, talk to it with your voice, watch tool calls stream in real-time, approve or auto-approve actions, and track token costs \u2014 all without leaving your desktop.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! I’m Aayush, the maker of Agent Bar.<\/p>\n<p>I’ve been using Claude Code daily for months \u2014 it’s incredible, but living in a terminal felt limiting. I wanted a way to:<\/p>\n<p>– Launch sessions from any project folder in one click<br \/>\n– Dictate prompts with my voice instead of typing everything<br \/>\n– See tool calls streaming in real-time and approve them visually<br \/>\n– Track how many tokens and dollars each session costs<\/p>\n<p>So I built Agent Bar \u2014 a native macOS menu bar app that wraps Claude Code in a proper GUI. It’s built with SwiftUI (no Electron, no web views), so it’s fast, lightweight, and feels like it belongs on your Mac.<\/p>\n<p>I’d love to hear what you think. Happy to answer any questions!<\/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>this is exactly what was missing. having claude code accessible from the menu bar instead of switching to terminal every time is a huge workflow improvement<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#7<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/R4PYS7COXP2PZW\" class=\"app-title\">Marketing Agents Squad<\/a><\/p>\n<div class=\"one-liner\">Find AI agents to delegate your daily marketing grind<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">131<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u805a\u5408\u4e86250\u591a\u4e2a\u4e13\u4e3a\u8425\u9500\u573a\u666f\u8bbe\u8ba1\u7684AI\u667a\u80fd\u4f53\u5e73\u53f0\uff0c\u8ba9\u8425\u9500\u4eba\u5458\u65e0\u9700\u6784\u5efa\u548c\u8bad\u7ec3AI\uff0c\u5373\u53ef\u6839\u636e\u5177\u4f53\u8425\u9500\u4efb\u52a1\u5feb\u901f\u9009\u62e9\u5e76\u751f\u6210\u4e13\u4e1a\u5185\u5bb9\uff0c\u89e3\u51b3\u4e86\u8425\u9500\u5de5\u4f5c\u6d41\u7a0b\u7e41\u7410\u3001\u91cd\u590d\u6027\u4efb\u52a1\u591a\u7684\u6548\u7387\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/44427905-1613-4558-8614-ecf7da834863.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6f18c9d7-2985-489f-9077-1302ceb759e8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/64e0762b-324c-4a6b-8a9e-ec0638e511e7.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>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u8425\u9500\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u751f\u6210<\/span><br \/>\n <span class=\"tag\">SEO\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u793e\u4ea4\u5a92\u4f53\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">Martech<\/span><br \/>\n <span class=\"tag\">AI\u5de5\u4f5c\u6d41<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u89e3\u51b3\u201c\u5373\u5f00\u5373\u7528\u201d\u75db\u70b9\u7684\u4ef7\u503c\uff0c\u8d5e\u8d4f\u5176\u7ed3\u6784\u5316\u8bbe\u8ba1\u3002\u4e3b\u8981\u7591\u95ee\u4e0e\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u667a\u80fd\u4f53\u662f\u771f\u6b63\u4e13\u4e1a\u5316\u8fd8\u662f\u7b80\u5355\u63d0\u793a\u8bcd\u6a21\u677f\uff1b\u5982\u4f55\u5b9e\u73b0\u8de8\u4efb\u52a1\u4e0a\u4e0b\u6587\u8bb0\u5fc6\uff1b\u754c\u9762\u5b58\u5728\u8bc4\u5206\u663e\u793a\u9519\u8bef\u3001\u6309\u94ae\u529f\u80fd\u4e0d\u660e\u786e\u7b49\u5c0fbug\uff1b\u4ee5\u53ca\u5982\u4f55\u907f\u514d\u5de5\u5177\u8fc7\u591a\u5bfc\u81f4\u7684\u9009\u62e9\u75b2\u52b3\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 Marketing Agents Squad \u7cbe\u51c6\u5730\u5207\u5165\u4e86\u4e00\u4e2a\u55a7\u56a3\u5e02\u573a\u4e2d\u7684\u52a1\u5b9e\u7f1d\u9699\uff1a\u5728\u201c\u4eba\u4eba\u8c08AI\u201d\u4e0e\u201c\u771f\u6b63\u7528AI\u201d\u4e4b\u95f4\uff0c\u4e3a\u8425\u9500\u4eba\u5458\u63d0\u4f9b\u4e86\u4e00\u4e2a\u770b\u4f3c\u201c\u964d\u7ef4\u201d\u7684\u89e3\u51b3\u65b9\u6848\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u4e3b\u5f20\u5e76\u975e\u6280\u672f\u70ab\u6280\uff0c\u800c\u662f\u201c\u53bb\u6280\u672f\u5316\u201d\u2014\u2014\u5c06\u590d\u6742\u7684AI\u80fd\u529b\u5c01\u88c5\u6210250\u591a\u4e2a\u201c\u5373\u63d2\u5373\u7528\u201d\u7684\u8425\u9500\u201c\u5b9e\u4e60\u751f\u201d\u3002\u8fd9\u76f4\u51fb\u4e86\u5927\u591a\u6570\u975e\u6280\u672f\u80cc\u666f\u8425\u9500\u4eba\u5458\u7684\u6838\u5fc3\u8bc9\u6c42\uff1a\u4ed6\u4eec\u8981\u7684\u662f\u4ea7\u51fa\uff0c\u800c\u975e\u5b9e\u9a8c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u4ecb\u7ecd\u4e2d\u201c\u6bcf\u4e2a\u667a\u80fd\u4f53\u90fd\u7406\u89e3\u8425\u9500\u8bed\u5883\u201d\u7684\u5ba3\u79f0\uff0c\u6b63\u662f\u5176\u9762\u4e34\u7684\u6700\u5927\u8d28\u7591\u4e0e\u98ce\u9669\u70b9\u3002\u8bc4\u8bba\u4e2d\u201c\u662f\u4e13\u4e1a\u667a\u80fd\u4f53\u8fd8\u662f\u6234\u7740\u4e0d\u540c\u5e3d\u5b50\u7684\u63d0\u793a\u6a21\u677f\u201d\u7684\u63d0\u95ee\u4e00\u9488\u89c1\u8840\u3002\u5982\u679c\u5176\u5e95\u5c42\u4ec5\u662f\u9488\u5bf9\u4e0d\u540c\u4efb\u52a1\u5fae\u8c03\u7684\u63d0\u793a\u8bcd\u5de5\u7a0b\u96c6\u5408\uff0c\u90a3\u4e48\u968f\u7740\u7528\u6237\u6df1\u5ea6\u4f7f\u7528\uff0c\u5176\u8f93\u51fa\u7684\u540c\u8d28\u5316\u3001\u6d45\u5c42\u5316\u95ee\u9898\u5c06\u8fc5\u901f\u66b4\u9732\uff0c\u6240\u8c13\u7684\u201c\u7406\u89e3\u8bed\u5883\u201d\u5c06\u6ca6\u4e3a\u8425\u9500\u8bdd\u672f\uff0c\u5bfc\u81f4\u201c\u667a\u80fd\u4f53\u8fc7\u8f7d\u201d\u548c\u7528\u6237\u5931\u671b\u3002\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u5728\u4e8e\uff0c\u8fd9\u4e9b\u667a\u80fd\u4f53\u662f\u5426\u5177\u5907\u57fa\u4e8e\u8425\u9500\u6d3b\u52a8\uff08Campaign\uff09\u7684\u8fde\u8d2f\u8bb0\u5fc6\u4e0e\u534f\u4f5c\u80fd\u529b\uff0c\u4ee5\u53ca\u80fd\u5426\u6df1\u5ea6\u96c6\u6210\u5e76\u64cd\u4f5c\u5916\u90e8\u8425\u9500\u5de5\u5177\uff0c\u5f62\u6210\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41\u3002\u76ee\u524d\u770b\u6765\uff0c\u8fd9\u4ecd\u662f\u672a\u89e3\u4e4b\u8c1c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c250+\u7684\u6570\u91cf\u65e2\u662f\u5356\u70b9\u4e5f\u662f\u9677\u9631\u3002\u5728\u7f3a\u4e4f\u7cbe\u51c6\u63a8\u8350\u548c\u5f3a\u5927\u5206\u7c7b\u903b\u8f91\u7684\u60c5\u51b5\u4e0b\uff0c\u9009\u62e9\u6096\u8bba\u5c06\u5f88\u5feb\u663e\u73b0\uff0c\u5de5\u5177\u75b2\u52b3\u53ef\u80fd\u62b5\u6d88\u6548\u7387\u589e\u76ca\u3002\u4ea7\u54c1\u7684\u4e0b\u4e00\u9636\u6bb5\u8fdb\u5316\uff0c\u5173\u952e\u4e0d\u5728\u4e8e\u589e\u52a0\u667a\u80fd\u4f53\u6570\u91cf\uff0c\u800c\u5728\u4e8e\u6784\u5efa\u4e24\u6837\u4e1c\u897f\uff1a\u4e00\u662f\u57fa\u4e8e\u7528\u6237\u6570\u636e\u548c\u53cd\u9988\u7684\u3001\u52a8\u6001\u7684\u667a\u80fd\u4f53\u63a8\u8350\u4e0e\u6392\u5e8f\u7cfb\u7edf\uff1b\u4e8c\u662f\u4e00\u4e2a\u80fd\u8ba9\u667a\u80fd\u4f53\u4e4b\u95f4\u771f\u6b63\u534f\u4f5c\u3001\u5171\u4eab\u6d3b\u52a8\u4e0a\u4e0b\u5c42\u7684\u201c\u6218\u5f79\u7ea7\u201d\u7ba1\u7406\u9762\u677f\u3002\u5426\u5219\uff0c\u5b83\u5f88\u53ef\u80fd\u53ea\u662f\u4e00\u4e2a\u4f53\u9a8c\u66f4\u6d41\u7545\u7684\u201c\u8425\u9500\u63d0\u793a\u8bcd\u8d85\u5e02\u201d\uff0c\u867d\u6709\u4e00\u5b9a\u5de5\u5177\u4ef7\u503c\uff0c\u4f46\u96be\u4ee5\u5f62\u6210\u98a0\u8986\u6027\u58c1\u5792\u3002\u5176\u6210\u529f\u5c06\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u201c\u6613\u7528\u6027\u201d\u7684\u6c99\u6ee9\u4e0a\uff0c\u5feb\u901f\u6784\u7b51\u8d77\u201c\u6709\u6548\u6027\u201d\u4e0e\u201c\u534f\u540c\u6027\u201d\u7684\u62a4\u57ce\u5899\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\">Marketing Agents Squad<\/span>\n <\/div>\n<div class=\"comment-content\">Meet Marketing Agent Squad: 250+ AI agents built for marketers. Each one understands marketing context, so you just pick an agent, describe your goal, and get professional output in seconds. Like having 250+ talented interns who never need training.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt Community! \ud83d\udc4b<br \/>\nLast year, just about every business wanted to incorporate AI into its workflows. While some marketers spent time customizing their own AI solutions, busy marketers just wanted to get started quickly and get work done.<br \/>\nThat\u2019s why we built 250+ AI to help busy marketers accelerate different parts of their marketing, from content creation and SEO to social media and email marketing.<br \/>\nBeing a marketing tool ourselves in the martech space, we understand the struggles of creating and launching a campaign. So each tool is designed to be instantly usable, with intuitive interfaces, helpful prompts to guide your inputs, and quick generation so you never have to wait.<br \/>\nAnd now you can find all these tools organized in our Agent Squad.<br \/>\nHere is how it works<br \/>\n1\ufe0f\u20e3 Explore tools by category or marketing task<br \/>\n2\ufe0f\u20e3 Pick the right tool for your workflow<br \/>\n3\ufe0f\u20e3 Execute campaigns faster<br \/>\n4\ufe0f\u20e3 Repeat for every project with minimal friction<br \/>\nIt really is that simple. Add it to your toolkit and let us know how it helps you save time and improve marketing results. We\u2019re excited to hear your feedback.<\/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\/@aquib\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aquib<\/a> ongrats on the launch \ud83d\udc4f<\/p>\n<p>You\u2019re solving a very real problem \u2014 most marketers don\u2019t want to <em>build<\/em> AI systems, they just want AI that works immediately inside their workflow.<\/p>\n<p>Organizing 250+ tools into an \u201cAgent Squad\u201d is smart. Choice is powerful, but structure is what makes it usable. The step-by-step flow (explore \u2192 pick \u2192 execute \u2192 repeat) makes adoption feel frictionless.<\/p>\n<p>If the tools truly remove setup time and reduce campaign execution effort, that\u2019s a strong value prop for busy teams who care about output, not experimentation.<\/p>\n<p>Curious which categories are getting the most traction so far \u2014 SEO, content, or social?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@aquib\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aquib<\/a> Its been so useful<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@aquib\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aquib<\/a> Congrats on the launch! How do agents share context or memory across tasks so that they behave coherently within a campaign?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 real question is: are they actually specialized\u2026 or just prompt templates with different hats? If they truly understand marketing context, that\u2019s powerful. If not, it becomes agent overload real quick.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>250+ agents is wild. As these start collaborating and triggering tools on their own, the real differentiator will be how you handle usage control and proof of execution. That layer is going to matter more than the prompts. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey, I noticed that all agents have the same rating and number of reviews, is that a bug?<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/088baf67-aa2f-4c5d-b43b-d58b5a251cc7.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@weiss_arnaud\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@weiss_arnaud<\/a> Thanks for pointing this out. We’re currently working on it and fixing the issue.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@weiss_arnaud\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@weiss_arnaud<\/a> I noticed that too<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I like how the tool shows results after typing, but I was a little bit confused by the button on the right (Is it supposed to do anything after pressing?)<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9636fea3-f931-45bb-b0ca-6d7cc93cd771.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> thank you for bringing this to our notice. It’s essentially the enter part and we’re working on fixing it<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Having 250+ AI tools in one place sounds powerful, especially for busy marketers who just want to execute fast. How do you prevent overlap or tool fatigue inside Agent Squad, and help users quickly choose the right tool without getting overwhelmed by too many similar options?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#8<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/O2XPCOWGXMDSZA\" class=\"app-title\">chowder.dev<\/a><\/p>\n<div class=\"one-liner\">Single API for launching OpenClaw instances.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">123<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Chowder.dev \u63d0\u4f9b\u4e86\u4e00\u4e2a\u7edf\u4e00\u7684\u3001OpenAI\u517c\u5bb9\u7684API\uff0c\u8ba9\u5f00\u53d1\u8005\u80fd\u591f\u5feb\u901f\u90e8\u7f72\u548c\u7ba1\u7406OpenClaw\u5b9e\u4f8b\uff0c\u89e3\u51b3\u4e86\u5728\u4e91\u7aef\u81ea\u884c\u642d\u5efa\u548c\u914d\u7f6e\u5f00\u6e90AI\u667a\u80fd\u4f53\uff08Agent\uff09\u57fa\u7840\u8bbe\u65bd\u590d\u6742\u3001\u8017\u65f6\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4cee03cb-dd68-4054-9b35-6a4adc511716.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3ad0b7b6-74e1-4664-8f2f-9f427ee1488e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dd2f66fb-3008-4f5c-ac81-753d2e035e5c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b0f64b2e-717e-480e-ae1a-afc9996e5ef2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">API<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u667a\u80fd\u4f53\u57fa\u7840\u8bbe\u65bd<\/span><br \/>\n <span class=\"tag\">OpenClaw\u6258\u7ba1<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">API\u5373\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">\u5feb\u901f\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">\u65e0\u670d\u52a1\u5668\u67b6\u6784<\/span><br \/>\n <span class=\"tag\">\u5e94\u7528\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u4e91\u8ba1\u7b97<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u4e24\u6781\uff1a\u80af\u5b9a\u5176\u201cHeroku for Claws\u201d\u7684\u5b9a\u4f4d\u4e0e\u964d\u4f4e\u6469\u64e6\u7684\u4ef7\u503c\uff1b\u8d28\u7591\u5176\u5b9a\u4ef7\u8fc7\u9ad8\uff08100\u7f8e\u5143\/\u6708\uff09\uff0c\u8ba4\u4e3a\u4e0e\u5f00\u6e90\u8f6f\u4ef6\u6210\u672c\u4e0d\u5339\u914d\u3002\u5f00\u53d1\u8005\u627f\u8ba4\u5b9a\u4ef7\u5931\u8bef\u5e76\u5bfb\u6c42\u5efa\u8bae\u3002\u53e6\u6709\u7528\u6237\u8be2\u95ee\u65b0\u624b\u4e0a\u624b\u4f53\u9a8c\u3001\u5b89\u5168\u6027\u548c\u5177\u4f53\u5e94\u7528\u573a\u666f\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 Chowder.dev \u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u6b63\u5728\u7206\u53d1\u7684\u7ec6\u5206\u5e02\u573a\uff1aAI\u667a\u80fd\u4f53\uff08Agent\uff09\u7684\u90e8\u7f72\u4e0e\u7ba1\u7406\u5c42\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u6280\u672f\u521b\u65b0\uff0c\u800c\u662f\u5de5\u7a0b\u5316\u5c01\u88c5\u4e0e\u4f53\u9a8c\u4f18\u5316\u3002\u5b83\u5c06\u5f00\u6e90\u9879\u76eeOpenClaw\u7684\u590d\u6742\u90e8\u7f72\u6d41\u7a0b\uff0c\u62bd\u8c61\u6210\u4e00\u4e2a\u7b80\u5355\u7684\u3001Heroku\u5f0f\u7684PaaS\u670d\u52a1\uff0c\u5e76\u901a\u8fc7\u63d0\u4f9bOpenAI\u517c\u5bb9API\u8fd9\u4e00\u201c\u6218\u7565\u63a5\u53e3\u201d\uff0c\u6781\u5927\u964d\u4f4e\u4e86\u5f00\u53d1\u8005\u7684\u96c6\u6210\u95e8\u69db\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u5c06\u201c\u5f00\u6e90\u8f6f\u4ef6\u7684\u90e8\u7f72\u4e0e\u8fd0\u7ef4\u6210\u672c\u201d\u8f6c\u5316\u4e3a\u53ef\u9884\u6d4b\u7684\u6708\u8d39\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u4e0e\u65e9\u671f\u7684MongoDB Atlas\u3001Redis Cloud\u7b49\u670d\u52a1\u5982\u51fa\u4e00\u8f99\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5f53\u5176\u51b2\u7684\u662f\u5b9a\u4ef7\u7b56\u7565\u4e0e\u4ef7\u503c\u4e3b\u5f20\u7684\u5339\u914d\u5ea6\u95ee\u9898\u3002\u65e9\u671f\u7528\u6237\u5bf9100\u7f8e\u5143\u5b9a\u4ef7\u7684\u201c\u75af\u72c2\u201d\u6307\u63a7\uff0c\u76f4\u6307\u6b64\u7c7b\u670d\u52a1\u6700\u8106\u5f31\u7684\u547d\u95e8\uff1a\u5f53\u6838\u5fc3\u8f6f\u4ef6\u5f00\u6e90\u4e14\u6613\u4e8e\u5728\u5ec9\u4ef7VPS\u4e0a\u8fd0\u884c\u65f6\uff0c\u4f60\u63d0\u4f9b\u7684\u7ba1\u7406\u4fbf\u5229\u6027\u548cAPI\u62bd\u8c61\u7a76\u7adf\u503c\u591a\u5c11\u94b1\uff1f\u8fd9\u9700\u8981\u56e2\u961f\u6e05\u6670\u5730\u91cf\u5316\u5e76\u4f20\u8fbe\u5176\u8282\u7701\u7684\u5f00\u53d1\u8005\u5de5\u65f6\u3001\u63d0\u4f9b\u7684\u7a33\u5b9a\u6027\u3001\u5b89\u5168\u529f\u80fd\u4e0e\u6269\u5c55\u6027\u4ef7\u503c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u6b21\uff0c\u5176\u53d1\u5c55\u4e25\u91cd\u4f9d\u8d56\u4e8e\u4e0a\u6e38OpenClaw\u751f\u6001\u7684\u7e41\u8363\u3002\u5982\u679cOpenClaw\u672c\u8eab\u672a\u80fd\u6210\u4e3a\u4e3b\u6d41\u667a\u80fd\u4f53\u6846\u67b6\uff0c\u6216\u8005\u51fa\u73b0\u66f4\u5f3a\u5927\u7684\u7ade\u54c1\uff0cChowder\u7684\u6839\u57fa\u5c31\u4f1a\u52a8\u6447\u3002\u5b83\u5fc5\u987b\u601d\u8003\u5982\u4f55\u6784\u5efa\u66f4\u6df1\u5c42\u6b21\u7684\u62a4\u57ce\u6cb3\uff0c\u4f8b\u5982\u63d0\u4f9b\u72ec\u6709\u7684\u76d1\u63a7\u3001\u6280\u80fd\u5e02\u573a\u3001\u56e2\u961f\u534f\u4f5c\u529f\u80fd\uff0c\u6216\u662f\u5b9e\u73b0\u591a\u4e91\u3001\u6df7\u5408\u90e8\u7f72\u652f\u6301\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f53\u524d\uff0c\u5b83\u6210\u529f\u626e\u6f14\u4e86\u201c\u751f\u6001\u52a0\u901f\u5668\u201d\u7684\u89d2\u8272\u3002\u5bf9\u4e8e\u60f3\u5feb\u901f\u5b9e\u9a8cOpenClaw\u7684\u56e2\u961f\u548c\u4e2a\u4eba\uff0c\u5b83\u80fd\u5b9e\u73b0\u201c\u4e00\u5206\u949f\u90e8\u7f72\u201d\uff0c\u6781\u5927\u4fc3\u8fdb\u751f\u6001\u91c7\u7528\u3002\u4f46\u8981\u60f3\u4ece\u201c\u6709\u8da3\u7684\u5468\u672b\u9879\u76ee\u201d\u6210\u957f\u4e3a\u53ef\u6301\u7eed\u7684\u4e1a\u52a1\uff0c\u5b83\u5fc5\u987b\u8d85\u8d8a\u5355\u7eaf\u7684\u57fa\u7840\u8bbe\u65bd\u5c01\u88c5\uff0c\u5411\u66f4\u5b8c\u6574\u7684\u667a\u80fd\u4f53\u8fd0\u7ef4\u4e0e\u751f\u547d\u5468\u671f\u7ba1\u7406\u5e73\u53f0\u6f14\u8fdb\uff0c\u5e76\u627e\u5230\u4e00\u4e2a\u8ba9\u5f00\u6e90\u793e\u533a\u548c\u5546\u4e1a\u5ba2\u6237\u90fd\u613f\u610f\u4e70\u5355\u7684\u9ec4\u91d1\u4ef7\u683c\u70b9\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">chowder.dev<\/span>\n <\/div>\n<div class=\"comment-content\">One API. Full Claw infrastructure. Chowder is the fastest way to deploy, manage, and talk to your OpenClaw instances \u2014 from anywhere. Spin up fully isolated claws in seconds. Connect them to 11 messaging channels. Install skills. Manage auth. Persist memory. All through a single OpenAI-compatible API. From zero to deployed in under a minute.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey PH.. recently I’ve been seeing a lot of startups building on OpenClaw<\/p>\n<p>When I tried playing around with it it seemed like setting one up on a cloud is a lot harder than it should be.. so I built Chowder<\/p>\n<p>Chowder is a single API for you to launch and configure claw instances.. for yourself, your team or your users<\/p>\n<p>It gives you all the claw functionality through a streamlined api so you can focus on building the rest of your infrastructure<\/p>\n<p>Docs -> docs.chowder.dev<\/p>\n<p>Enjoy the chowder.. GO RED SOX<\/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\/@gokhan_egri\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gokhan_egri<\/a> Congrats! What\u2019s the on-boarding experience like for a developer who\u2019s never used OpenClaw before? Do you provide on-boarding flows or starter templates?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@gokhan_egri\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gokhan_egri<\/a> hey, it’s chowdah, buddy.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interesting approach but pricing is insane though<br \/>100$ per month is crazy for something that is open source<\/p>\n<p>considering you can take a 5-10$ server and run the same thing<\/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\/@vadimg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vadimg<\/a> agreed.. this was a weekend project so the pricing was a miss will readjust<\/p>\n<\/p>\n<p>what’s a good amount that would be comfortable to pay for an api wrapping around it making it more comfortable to work with?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>If OpenClaw is the engine, <a href=\"http:\/\/chowder.dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">chowder.dev<\/a> feels like the Heroku-for-claws layer \u2014 spin up, isolate, wire to channels, done. The OpenAI-compatible API angle is smart too\u2026 lowers friction hard. If it really gets you from zero \u2192 deployed agent in a minute, that\u2019s a strong dev unlock. The agent infra stack is getting real fast.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very cool – congrats! Where is it hosted? HOw do you think about security?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@daniele_packard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniele_packard<\/a> hey we’re an aws partner so it’s all hosted on aws.. the gateway is not reachable from the outside and can only be accessed through the chowder api which secures it standardly through api keys<\/p>\n<\/p>\n<p>what would you use chowder for daniele?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#9<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/KMF4YPPZNWCRQT\" class=\"app-title\">Enough Cream<\/a><\/p>\n<div class=\"one-liner\">Perfect coffee, every time.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">122<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u901a\u8fc7\u624b\u673a\u6444\u50cf\u5934\u5b9e\u65f6\u5206\u6790\u5496\u5561\u989c\u8272\u5e76\u4e0e\u9884\u8bbe\u504f\u597d\u5bf9\u6bd4\uff0c\u6307\u5bfc\u7528\u6237\u7cbe\u51c6\u5012\u5165\u5976\u91cf\uff0c\u786e\u4fdd\u6bcf\u6b21\u90fd\u80fd\u83b7\u5f97\u7406\u60f3\u53e3\u611f\u7684\u79fb\u52a8\u5e94\u7528\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/365dcb7c-873c-41d8-abc8-5713c49a0fc1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c49652b4-376e-48ee-8055-f7d047d12163.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6c5f6621-a3e7-4f3a-8f1b-23b78513c418.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c4539a45-03ef-4170-861f-1e63876a40b2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/acf8dac0-1fe4-4d3f-9a53-3164d7c1c99f.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\">Coffee<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u751f\u6d3b\u65b9\u5f0f\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u5496\u5561\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u56fe\u50cf\u8bc6\u522b<\/span><br \/>\n <span class=\"tag\">\u7cbe\u51c6\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">\u65e5\u5e38\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6d88\u8d39\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u8da3\u5473\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4e60\u60ef\u517b\u6210<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3\u4e86\u4e00\u4e2a\u5177\u4f53\u3001\u6709\u8da3\u7684\u65e5\u5e38\u75db\u70b9\uff0c\u8d5e\u8d4f\u5176\u6982\u5ff5\u6e05\u6670\u3001\u4f53\u9a8c\u7b80\u5355\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u5bf9\u4e0d\u540c\u5149\u7167\u6761\u4ef6\u7684\u9002\u5e94\u6027\u3001\u662f\u5426\u652f\u6301\u4e3a\u4e0d\u540c\u996e\u54c1\u8bbe\u7f6e\u72ec\u7acb\u9884\u8bbe\u3001\u80fd\u5426\u63d0\u4f9b\u66f4\u7cbe\u51c6\u7684\u503e\u5012\u91cf\u5efa\u8bae\u6216\u5b9e\u65f6\u89c6\u9891\u6307\u5bfc\uff0c\u4ee5\u53ca\u7528\u6237\u4f7f\u7528\u9891\u7387\uff08\u4e00\u6b21\u6027\u6821\u51c6\u6216\u6bcf\u65e5\u4eea\u5f0f\uff09\u7684\u63a2\u8ba8\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 Enough Cream \u662f\u4e00\u6b3e\u5178\u578b\u7684\u201c\u5355\u70b9\u6781\u81f4\u201d\u578b\u4ea7\u54c1\uff0c\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u6280\u672f\u58c1\u5792\uff0c\u800c\u5728\u4e8e\u5bf9\u201c\u5fae\u89c2\u632b\u8d25\u611f\u201d\u7684\u7cbe\u51c6\u6355\u6349\u4e0e\u6570\u5b57\u5316\u6d88\u89e3\u3002\u5b83\u5c06\u4e00\u4e2a\u4f9d\u8d56\u6a21\u7cca\u611f\u89c9\u548c\u53cd\u590d\u8bd5\u9519\u7684\u7ecf\u9a8c\u8fc7\u7a0b\uff08\u8c03\u914d\u5496\u5561\u8272\u6cfd\uff09\uff0c\u8f6c\u5316\u4e3a\u53ef\u6d4b\u91cf\u3001\u53ef\u91cd\u590d\u7684\u6807\u51c6\u5316\u52a8\u4f5c\uff0c\u672c\u8d28\u4e0a\u662f\u5c06\u4e3b\u89c2\u504f\u597d\u5ba2\u89c2\u5316\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u806a\u660e\u4e4b\u5904\u5728\u4e8e\u9009\u62e9\u4e86\u201c\u989c\u8272\u201d\u8fd9\u4e00\u6700\u76f4\u89c2\u3001\u6700\u6613\u88ab\u624b\u673a\u6444\u50cf\u5934\u5904\u7406\u7684\u7269\u7406\u7ef4\u5ea6\u4f5c\u4e3a\u6280\u672f\u5207\u5165\u70b9\uff0c\u907f\u5f00\u4e86\u590d\u6742\u4e14\u4e0d\u7a33\u5b9a\u7684\u5473\u89c9\u5206\u6790\uff0c\u5b9e\u73b0\u4e86\u4f4e\u95e8\u69db\u7684\u4ea4\u4e92\u3002\u8fd9\u6784\u6210\u4e86\u5176\u4ea7\u54c1\u903b\u8f91\u7684\u95ed\u73af\uff1a\u5177\u4f53\u884c\u4e3a\uff08\u503e\u5012\uff09+\u5b9e\u65f6\u89c6\u89c9\u53cd\u9988=\u5373\u65f6\u6ee1\u8db3\u4e0e\u884c\u4e3a\u4fee\u6b63\u3002\u8fd9\u4f7f\u5176\u5177\u5907\u4e86\u6210\u4e3a\u201c\u4eea\u5f0f\u6027\u5de5\u5177\u201d\u7684\u6f5c\u529b\uff0c\u5373\u7528\u6237\u53ef\u80fd\u4e3a\u8ffd\u6c42\u786e\u5b9a\u6027\u7684\u5b8c\u7f8e\u4f53\u9a8c\u800c\u91cd\u590d\u4f7f\u7528\uff0c\u4ece\u800c\u5d4c\u5165\u6bcf\u65e5\u6d41\u7a0b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\u662f\u9700\u6c42\u521a\u6027\u5b58\u7591\u3002\u8bc4\u8bba\u4e2d\u201c\u6211\u559d\u9ed1\u5496\u5561\u201d\u7684\u8c03\u4f83\u867d\u663e\u6781\u7aef\uff0c\u5374\u63ed\u793a\u4e86\u5176\u76ee\u6807\u4eba\u7fa4\u7684\u5929\u7136\u5c40\u9650\u3002\u5176\u6b21\uff0c\u6280\u672f\u573a\u666f\u7684\u9c81\u68d2\u6027\u9762\u4e34\u8003\u9a8c\uff0c\u5982\u590d\u6742\u5149\u7167\u3001\u4e0d\u540c\u676f\u5177\u6750\u8d28\u5bf9\u53cd\u5149\u7684\u5f71\u54cd\uff0c\u90fd\u53ef\u80fd\u5f71\u54cd\u8bc6\u522b\u51c6\u786e\u6027\uff0c\u8fd9\u4e5f\u662f\u7528\u6237\u6700\u5b9e\u9645\u7684\u62c5\u5fe7\u3002\u6700\u540e\uff0c\u4e5f\u662f\u6700\u5927\u7684\u98ce\u9669\u5728\u4e8e\u5176\u529f\u80fd\u7684\u5929\u82b1\u677f\u6781\u4f4e\uff0c\u6781\u6613\u88ab\u6a21\u4eff\u6216\u4f5c\u4e3a\u9644\u5c5e\u529f\u80fd\u96c6\u6210\u5230\u66f4\u5e7f\u6cdb\u7684\u996e\u98df\u3001\u667a\u80fd\u5bb6\u5c45\u751a\u81f3\u624b\u673a\u539f\u751f\u76f8\u673a\u5e94\u7528\u4e2d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u56e0\u6b64\uff0cEnough Cream \u66f4\u50cf\u4e00\u4e2a\u7cbe\u5de7\u7684\u201c\u6982\u5ff5\u9a8c\u8bc1\u201d\u3002\u5b83\u9a8c\u8bc1\u4e86\u901a\u8fc7\u6781\u7b80\u6280\u672f\u4f18\u5316\u65e5\u5e38\u7ec6\u5fae\u4f53\u9a8c\u7684\u5e02\u573a\u5207\u5165\u70b9\u4f9d\u7136\u5b58\u5728\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u4e0d\u53d6\u51b3\u4e8e\u80fd\u5426\u505a\u51fa\u201c\u5b8c\u7f8e\u5496\u5561\u201d\uff0c\u800c\u53d6\u51b3\u4e8e\u80fd\u5426\u5c06\u8fd9\u79cd\u89e3\u51b3\u5fae\u89c2\u632b\u8d25\u611f\u7684\u6109\u60a6\u611f\uff0c\u8f6c\u5316\u4e3a\u7a33\u5b9a\u7684\u7528\u6237\u4e60\u60ef\uff0c\u5e76\u5728\u6b64\u5355\u4e00\u529f\u80fd\u70b9\u4e0a\u6784\u7b51\u8db3\u591f\u6df1\u7684\u62a4\u57ce\u6cb3\u6216\u627e\u5230\u53ef\u884c\u7684\u5ef6\u4f38\u8def\u5f84\u3002\u5426\u5219\uff0c\u5b83\u5f88\u53ef\u80fd\u53ea\u662f\u4e00\u4e2a\u4ee4\u4eba\u4f1a\u5fc3\u4e00\u7b11\u3001\u5374\u96be\u9003\u201c\u4e00\u6b21\u6027\u4f7f\u7528\u201d\u547d\u8fd0\u7684\u79d1\u6280\u8da3\u7269\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\">Enough Cream<\/span>\n <\/div>\n<div class=\"comment-content\">Never ruin your coffee with too much cream again. Enough Cream uses your phone’s camera to analyze your coffee’s color in real-time, comparing it to your saved preference and telling you exactly when to stop pouring. Perfect consistency, every time. \u2615<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\ud83d\udc4b I’m Evan, a software engineer at Shopify and coffee enthusiast.<\/p>\n<p>The Problem: We’ve all been there: you add cream to your coffee, and suddenly it’s either too light or you’ve wasted perfectly good coffee trying to fix it.<\/p>\n<p>Our Solution: Enough Cream uses your phone’s camera to analyze your coffee’s color in real-time and compares it to your saved preference. The app tells you whether to add more cream, more coffee, or if it’s perfect.<\/p>\n<p>Key Benefits:<\/p>\n<p>\u2615 Perfect coffee consistency every single time<br \/>\n\ud83d\udcf1 Simple: just point your camera at your cup<br \/>\n\ud83c\udfaf Real-time guidance prevents mistakes<\/p>\n<p>We’re launching on iOS and Android. We’d love your feedback!<\/p>\n<p>Thanks for checking us out! \u2615<\/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\/@archetypically\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@archetypically<\/a> This is such a fun, specific problem to solve \u2014 and that\u2019s usually where great consumer apps start \ud83d\udc4f<\/p>\n<p>You took a tiny daily frustration and turned it into something measurable and repeatable. That\u2019s smart.<\/p>\n<p>Using the camera for real-time color comparison is a clever wedge \u2014 simple behavior (pouring cream) + instant feedback = sticky habit potential.<\/p>\n<p>Also love that it\u2019s not trying to be a massive \u201ccoffee super app.\u201d It does one thing: consistency.<\/p>\n<p>The big question I\u2019m curious about:<br \/>Do people use it once to calibrate their perfect shade\u2026 or every morning as part of their ritual? If it becomes part of the ritual, that\u2019s powerful.<\/p>\n<p>Fun idea, clear value, and very relatable<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Feeling nostalgic. This reminds me of Product Hunt culture back in the day. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I take my coffee black. Problem solved.<\/div>\n<div class=\"comment-actions\">\n<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>How do you account for different lighting conditions?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@janschutte\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@janschutte<\/a> It\u2019s a great question – we added a feature to turn on the torch to help smooth out some of the edge cases with lighting for now! We\u2019re planning a future feature where we can detect (from camera peripherals) what the lighting conditions are like and factor that into the color comparison algorithm. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Evan, this is such a specific problem but I totally get it. Was there a specific morning where you ruined your coffee trying to fix the cream situation and thought okay this is ridiculous, there has to be a better way?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>My flat white and my latte use the same milk but if they end up the same color, something went very wrong. Can I save separate presets for different drinks, or do I have to pick a favorite?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Creative idea \ud83d\ude00<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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><em>I<\/em> <em>make<\/em> <em>cappuccino<\/em> <em>with<\/em> <em>my<\/em> <em>Bialetti<\/em> <em>every<\/em> <em>single<\/em> <em>morning,<\/em> <em>so<\/em> <em>this<\/em> <em>hits<\/em> <em>home<\/em> <em>hard<\/em> <em>lol.<\/em> <em>Getting<\/em> <em>the<\/em> <em>cream<\/em> <em>ratio<\/em> <em>right<\/em> <em>is<\/em> <em>genuinely<\/em> <em>a<\/em> <em>daily<\/em> <em>struggle<\/em> <em>\u2014<\/em> <em>sometimes<\/em> <em>it’s<\/em> <em>perfect,<\/em> <em>sometimes it’s<\/em> <em>a<\/em> <em>sad<\/em> <em>beige<\/em> <em>disaster.<\/em> <em>The<\/em> <em>fact<\/em> <em>that<\/em> <em>you<\/em> <em>turned<\/em> <em>this<\/em> <em>into<\/em> <em>a<\/em> <em>real-time<\/em> <em>camera<\/em> <em>app<\/em> <em>is<\/em> <em>both<\/em> <em>hilarious<\/em> <em>and<\/em> <em>brilliant.<\/em> <em>Instant<\/em> <em>download<\/em> <em>for<\/em> <em>me.\ud83d\ude3b<\/em><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Simple idea, but very useful! Can it suggest how much cream to pour (not just whether to add it)? And does it support real-time video so it can tell me when to stop, instead of taking multiple photos?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/WE22QXBECWD64S\" class=\"app-title\">Meteorite<\/a><\/p>\n<div class=\"one-liner\">A minimal & frictionless menu bar notetaker for macOS<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">118<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u4e13\u6ce8\u4e8e\u5373\u65f6\u3001\u65e0\u5e72\u6270\u5feb\u901f\u8bb0\u5f55\u7684macOS\u83dc\u5355\u680f\u7b14\u8bb0\u5de5\u5177\uff0c\u901a\u8fc7\u5168\u5c40\u5feb\u6377\u952e\u548c\u6781\u7b80\u8bbe\u8ba1\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u4e13\u6ce8\u5de5\u4f5c\u65f6\u9700\u8981\u4e34\u65f6\u8bb0\u5f55\u7075\u611f\u3001\u4efb\u52a1\u6216\u7247\u6bb5\u4fe1\u606f\u800c\u4e0d\u613f\u5207\u6362\u4e0a\u4e0b\u6587\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/34d18dd3-bcd7-4d2c-98b5-6cb652944863.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/t3DUu-qo8sE\"><source src=\"https:\/\/youtu.be\/t3DUu-qo8sE\" 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\/a2b19a43-30b8-488f-b449-8e0cd6b7551c.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\/85e83c8a-3821-4f5f-ab86-dd9da3ee3e42.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\/6f258aed-f1b7-4d41-8cdd-8ee520b18651.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\/65eb55e4-af29-4faa-83bc-e0acd66de287.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\">Notes<\/span><br \/>\n <span class=\"tag\">Menu Bar Apps<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u83dc\u5355\u680f\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u5feb\u901f\u8bb0\u5f55<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">macOS<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cf\u7ea7<\/span><br \/>\n <span class=\"tag\">\u952e\u76d8\u9a71\u52a8<\/span><br \/>\n <span class=\"tag\">Markdown<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u79bb\u7ebf<\/span><br \/>\n <span class=\"tag\">\u4e70\u65ad\u5236<\/span><br \/>\n <span class=\"tag\">\u7b14\u8bb0\u8f6f\u4ef6<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u201c\u9690\u5f62\u201d\u7684\u5feb\u901f\u4f53\u9a8c\u548c\u952e\u76d8\u9a71\u52a8\u5de5\u4f5c\u6d41\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a1. \u5bf9\u5168\u5c40\u5feb\u6377\u952e\uff08\u5c24\u5176\u662f\u5168\u5c4f\u6a21\u5f0f\u4e0b\uff09\u548c\u5206\u529f\u80fd\u5feb\u6377\u952e\u7684\u652f\u6301\uff1b2. \u672a\u6765\u8def\u7ebf\u56fe\uff0c\u5982\u6807\u7b7e\u3001\u63d0\u9192\u3001\u540c\u6b65\uff08\u7279\u522b\u662f\u4e0eiOS\u7684\u53cc\u5411\u540c\u6b65\uff09\u548cAI\u529f\u80fd\uff1b3. \u5982\u4f55\u5e73\u8861\u7b80\u6d01\u4e0e\u529f\u80fd\u8513\u5ef6\uff0c\u4fdd\u6301\u4ea7\u54c1\u6838\u5fc3\u5b9a\u4f4d\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 Meteorite\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u88ab\u201c\u91cd\u578b\u201d\u7b14\u8bb0\u5e94\u7528\u548c\u7cfb\u7edf\u539f\u751f\u5907\u5fd8\u5f55\u5ffd\u89c6\u7684\u7f1d\u9699\u5e02\u573a\uff1a\u77ac\u65f6\u3001\u65e0\u7ed3\u6784\u7684\u788e\u7247\u4fe1\u606f\u6355\u6349\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u5e76\u975e\u529f\u80fd\u521b\u65b0\uff0c\u800c\u5728\u4e8e\u5bf9\u201c\u8bb0\u5f55\u201d\u8fd9\u4e00\u884c\u4e3a\u672c\u8eab\u7684\u201c\u964d\u7ef4\u201d\u5904\u7406\u2014\u2014\u901a\u8fc7\u83dc\u5355\u680f\u5e38\u9a7b\u548c\u6781\u901f\u547c\u51fa\uff0c\u5c06\u8bb0\u5f55\u7684\u5fc3\u7406\u6210\u672c\u548c\u64cd\u4f5c\u6210\u672c\u964d\u81f3\u65e0\u9650\u63a5\u8fd1\u4e8e\u96f6\uff0c\u8fd9\u6b63\u662f\u5176\u201c\u9690\u5f62\u201d\u53e3\u53f7\u7684\u5185\u6838\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u91c7\u7528Tauri+Rust\u6280\u672f\u6808\uff0c\u5f3a\u8c03\u672c\u5730\u4e0e\u8f7b\u91cf\uff0c\u5e76\u91c7\u7528\u201c\u6838\u5fc3\u514d\u8d39+\u4e00\u6b21\u6027\u4e70\u65adPro\u201d\u7684\u5546\u4e1a\u6a21\u5f0f\uff0c\u8fd9\u65e2\u662f\u5bf9\u5f53\u524d\u8ba2\u9605\u5236\u6cdb\u6ee5\u7684\u5de7\u5999\u53cd\u51fb\uff0c\u4e5f\u7cbe\u51c6\u8fce\u5408\u4e86\u5176\u76ee\u6807\u7528\u6237\uff08\u6ce8\u91cd\u6548\u7387\u3001\u538c\u6076\u5e72\u6270\u7684\u6781\u5ba2\/\u4e13\u4e1a\u4eba\u58eb\uff09\u7684\u4ef7\u503c\u89c2\u3002\u4ece\u8bc4\u8bba\u770b\uff0c\u7528\u6237\u6b22\u547c\u7684\u6b63\u662f\u8fd9\u79cd\u201c\u65e0\u611f\u201d\u7684\u6d41\u7545\u4f53\u9a8c\uff0c\u5b83\u6210\u529f\u590d\u523b\u4e86Windows\u4e0a\u201c\u8bb0\u4e8b\u672c\u201d\u7684\u539f\u59cb\u4fbf\u6377\u611f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u4e0e\u673a\u9047\u540c\u6837\u9c9c\u660e\u3002\u7528\u6237\u7684\u671f\u5f85\uff08\u5982iOS\u540c\u6b65\u3001\u6807\u7b7e\u7ba1\u7406\uff09\u76f4\u6307\u5176\u201c\u6781\u7b80\u201d\u54f2\u5b66\u7684\u6096\u8bba\uff1a\u4e00\u4e2a\u6210\u529f\u7684\u8bb0\u5f55\u5de5\u5177\u5fc5\u7136\u9762\u4e34\u4fe1\u606f\u81a8\u80c0\u540e\u7684\u7ba1\u7406\u9700\u6c42\u3002\u5f00\u53d1\u8005\u76ee\u524d\u5c06\u81ea\u8eab\u5b9a\u4f4d\u4e3a\u201c\u6355\u83b7\u5165\u53e3\u201d\u800c\u975e\u201c\u7ba1\u7406\u4e2d\u67a2\u201d\uff0c\u5e76\u5c06Apple Notes\u7b49\u4f5c\u4e3a\u5bfc\u51fa\u7ec8\u70b9\uff0c\u662f\u660e\u667a\u7684\u8fb9\u754c\u8bbe\u5b9a\u3002\u4f46\u957f\u8fdc\u770b\uff0c\u5982\u4f55\u5728\u201c\u4fdd\u6301\u77ac\u65f6\u6355\u83b7\u7684\u7eaf\u7cb9\u6027\u201d\u4e0e\u201c\u6ee1\u8db3\u7528\u6237\u81ea\u7136\u589e\u957f\u7684\u7ba1\u7406\u9700\u6c42\u201d\u4e4b\u95f4\u627e\u5230\u5e73\u8861\u70b9\uff0c\u5c06\u662f\u5176\u80fd\u5426\u4ece\u5c0f\u4f17\u5229\u5668\u8d70\u5411\u66f4\u5927\u4f17\u5e02\u573a\u7684\u5173\u952e\u3002\u5f53\u524d\u8def\u7ebf\u56fe\u82e5\u76f2\u76ee\u6dfb\u52a0\u540c\u6b65\u3001AI\u7b49\u590d\u6742\u529f\u80fd\uff0c\u6781\u6613\u4f7f\u5176\u6ed1\u5165\u53e6\u4e00\u4e2a\u540c\u8d28\u5316\u7ade\u4e89\u7684\u7ea2\u6d77\u3002\u5b83\u7684\u62a4\u57ce\u6cb3\uff0c\u6070\u6070\u5728\u4e8e\u5176\u201c\u5c11\u201d\u7684\u52c7\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\">Meteorite<\/span>\n <\/div>\n<div class=\"comment-content\">The minimal menu bar notetaker for macOS. Instant capture for notes, tasks, and snippets. Native, lightweight, and keyboard-first.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \ud83d\udc4b I\u2019m the maker of Meteorite.<\/p>\n<p>For a long time, I\u2019ve wanted a faster way to capture short notes and snippets on macOS; something lighter than a full notes app, and immediate enough that writing something down doesn\u2019t turn into a whole context switch.<\/p>\n<p>Meteorite is a minimal menu bar note tool built around that idea. It opens instantly with a shortcut, stays out of the way, and focuses on quick capture without adding structure or overhead.<\/p>\n<p>There are other menu bar note apps, but I wanted something truly keyboard-first and lightweight, fast enough that it feels almost invisible while still being powerful when you need it.<\/p>\n<p>What I focused on:<br \/>\n\u2022 Instant access from anywhere<br \/>\n\u2022 Fully keyboard-driven workflow<br \/>\n\u2022 Markdown-style formatting<br \/>\n\u2022 Instant search<br \/>\n\u2022 Copy & export (including Apple Notes)<br \/>\n\u2022 Fully local, offline & lightweight (built with Tauri + Rust)<\/p>\n<p>Pricing<br \/>\n\u2022 Core is free with unlimited notes.<br \/>\n\u2022 Pro is a one-time upgrade for advanced features ($7.99 launch, no subscription).<\/p>\n<p>If you give it a try, I\u2019d love to hear your feedback!<\/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\/@flaskshade\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@flaskshade<\/a> Love the almost invisible angle. Menu bar + instant shortcut is exactly what I want when I\u2019m mid-task and just need to dump a thought. Quick question: do you support a global hotkey that works even when another app is in full screen and can I set different shortcuts for new note vs search?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@flaskshade\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@flaskshade<\/a> Congrats on the launch Roy! What\u2019s on the roadmap? Are you planning features like tagging, reminders, auto-sync, or AI assistance?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@flaskshade\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@flaskshade<\/a> Congrats on the launch, Roy! Love the focus on instant capture \u2014 that \u2018invisible speed\u2019 feeling is so underrated. I built something in the productivity space too, and I totally relate to the challenge of keeping things lightweight without feature creep. Excited to see where you take it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>nice approach…like it<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Just installed Meteorite and I love it. I\u2019ve always missed that instant notepad experience from Windows and this brings it back perfectly on macOS. Super fast access, clean UI and smooth keyboard shortcuts. It already fits into my daily workflow.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Vladimir, that makes me really happy to hear \ud83d\ude4f <br \/>Very glad it\u2019s working well for you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>That is something that could be really helpful for me! I already payed for the pro version! I always had scattered txt files across the computer.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>That means a lot <a href=\"https:\/\/www.producthunt.com\/@marti_serra_molina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marti_serra_molina<\/a>, thanks for the support! \ud83d\ude4f <\/p>\n<p>That\u2019s exactly the use case I had in mind. I really hope it helps make things simpler.<\/p>\n<p>If you ever have ideas or feedback, I\u2019d love to hear from you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>hi <a href=\"https:\/\/www.producthunt.com\/@flaskshade\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"flaskshade\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@flaskshade<\/a> “Fast enough that it feels almost invisible” that’s a great design north star. The difference between a 200ms and a 800ms open time is the difference between “I’ll jot this down” and “I’ll remember it later” (spoiler: you won’t). <\/p>\n<p>Curious about the Apple Notes export.. is it a one-way push, or can you pull notes back from Apple Notes into Meteorite? Bi-directional sync with Apple Notes would be a killer feature for people who want quick capture on Mac but access on iPhone later.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@diegodau\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@diegodau<\/a>, really appreciate that! \ud83d\ude04<\/p>\n<p>Right now, Apple Notes export is a one-way push from Meteorite, as the idea is to keep Meteorite focused on fast capture. Bi-directional sync is an interesting idea though! I’ll keep it in mind.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">My god, I\u2019m in love with the design of the homepage and platform; what\u2019s that stunning font you\u2019ve chosen??<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>incredible app, congrats on the launch<\/p>\n<p>Are you planning to release also an iOS version with sync between Mac and iPhone?<br \/>I would instantly make it my daily note app if that happens<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! A truly frictionless capture tool in the menu bar is surprisingly hard to get right. How do you decide what not to add? With note apps, feature creep is almost inevitable, what\u2019s your filter for keeping Meteorite minimal without users eventually asking for structure, folders, or tagging?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<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\/ZSRQJDFIG7B4JC\" class=\"app-title\">MockAPI Dog<\/a><\/p>\n<div class=\"one-liner\">Instant mock REST & LLM APIs – free, no signup required<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">114<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u65e0\u9700\u6ce8\u518c\u3001\u5b8c\u5168\u514d\u8d39\u7684\u5373\u65f6\u6a21\u62dfAPI\u670d\u52a1\uff0c\u4e3a\u524d\u7aef\u5f00\u53d1\u8005\u3001\u6d4b\u8bd5\u4eba\u5458\u548cAI\u6784\u5efa\u8005\u5feb\u901f\u521b\u5efa\u6a21\u62dfREST API\u53caLLM\u6d41\u5f0f\u7aef\u70b9\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u6d4b\u8bd5\u8fc7\u7a0b\u4e2d\u4f9d\u8d56\u540e\u7aef\u6216\u771f\u5b9eAPI\u8d44\u6e90\u65f6\u7684\u963b\u585e\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9dff9f63-2ffe-4b79-8152-321dd4ce664f.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\/bc5d3d20-e416-4b13-a071-067f7fee6e4a.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\/709024af-76b4-4aef-93d4-2c5993983845.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\">API<\/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\">\u6a21\u62dfAPI<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6d4b\u8bd5\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u524d\u7aef\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">LLM\u6a21\u62df<\/span><br \/>\n <span class=\"tag\">\u514d\u6ce8\u518c<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5feb\u901f\u539f\u578b<\/span><br \/>\n <span class=\"tag\">API Mock<\/span><br \/>\n <span class=\"tag\">\u6d41\u5f0f\u7aef\u70b9<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u53ef\u5176\u89e3\u51b3\u201c\u6a21\u62df\u4e0d\u5b58\u5728\u7684API\u201d\u548c\u201c\u5feb\u901f\u6d4b\u8bd5\u8fb9\u7f18\u6848\u4f8b\u201d\u7684\u6838\u5fc3\u75db\u70b9\uff0c\u7279\u522b\u662f\u6a21\u62dfLLM\u6d41\u7aef\u70b9\u800c\u4e0d\u6d88\u8017API\u989d\u5ea6\u7684\u529f\u80fd\u88ab\u8d5e\u4e3a\u5de8\u5927\u65f6\u95f4\u8282\u7701\u5668\u3002\u54c1\u724c\u5f62\u8c61\uff08\u72d7\u72d7\u5409\u7965\u7269\uff09\u4e5f\u83b7\u5f97\u597d\u8bc4\u3002\u76ee\u524d\u8bc4\u8bba\u4e2d\u672a\u63d0\u51fa\u5177\u4f53\u95ee\u9898\u6216\u529f\u80fd\u5efa\u8bae\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n MockAPI Dog \u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u5fae\u5c0f\u4f46\u9ad8\u9891\u7684\u5f00\u53d1\u8005\u75db\u70b9\uff1a\u5728\u524d\u540e\u7aef\u6216\u4eba\u673a\u534f\u4f5c\u5f02\u6b65\u5f00\u53d1\u4e2d\uff0c\u5bf9\u63a5\u53e3\u7684\u5373\u65f6\u6a21\u62df\u9700\u6c42\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u5e76\u975e\u6280\u672f\u521b\u65b0\uff0c\u800c\u5728\u4e8e\u5c06\u201c\u6a21\u62dfAPI\u201d\u8fd9\u4e00\u53e4\u8001\u9700\u6c42\u7684\u7528\u6237\u4f53\u9a8c\u505a\u5230\u4e86\u6781\u81f4\u2014\u2014\u514d\u6ce8\u518c\u3001\u96f6\u914d\u7f6e\u3001\u5373\u65f6\u751f\u6210\uff0c\u5e76\u654f\u9510\u5730\u6269\u5c55\u81f3\u5f53\u4e0b\u6700\u70ed\u7684LLM\u6d41\u5f0f\u7aef\u70b9\u6a21\u62df\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5de7\u5999\u5730\u7ad9\u5728\u4e86\u4e24\u4e2a\u98ce\u53e3\uff1a\u4e00\u662f\u5f00\u53d1\u8005\u6548\u7387\u5de5\u5177\u6301\u7eed\u53d7\u6367\u7684\u8d8b\u52bf\uff0c\u4e8c\u662fAI\u5e94\u7528\u5f00\u53d1\u6fc0\u589e\u5e26\u6765\u7684\u65b0\u578b\u6a21\u62df\u9700\u6c42\u3002\u5b83\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u529f\u80fd\u6709\u9650\u7684\u201c\u4e00\u6b21\u6027\u201d\u5de5\u5177\uff0c\u4f46\u8fd9\u6070\u6070\u662f\u5176\u4f18\u52bf\u6240\u5728\u3002\u5b83\u4e0d\u8ffd\u6c42\u7ba1\u7406\u590d\u6742\u9879\u76ee\uff0c\u800c\u662f\u89e3\u51b3\u201c\u6b64\u523b\u5c31\u8981\u4e00\u4e2a\u80fd\u8dd1\u7684\u7aef\u70b9\u201d\u7684\u77ac\u65f6\u9700\u6c42\uff0c\u7528\u6781\u4f4e\u7684\u8ba4\u77e5\u548c\u4f7f\u7528\u6210\u672c\u6362\u53d6\u5f00\u53d1\u6d41\u7a0b\u7684\u987a\u7545\u3002\u6a21\u62dfOpenAI\/Claude\u98ce\u683c\u7aef\u70b9\uff0c\u66f4\u662f\u8ba9AI\u5e94\u7528\u5f00\u53d1\u8005\u80fd\u5728\u4e0d\u6d88\u8017\u5b9d\u8d35API\u4fe1\u7528\u989d\u5ea6\u548c\u5bc6\u94a5\u7684\u60c5\u51b5\u4e0b\u8fdb\u884c\u524d\u7aef\u8c03\u8bd5\u548c\u6982\u5ff5\u9a8c\u8bc1\uff0c\u8fd9\u51fb\u4e2d\u4e86\u521d\u521b\u56e2\u961f\u548c\u4e2a\u4eba\u5f00\u53d1\u8005\u6210\u672c\u654f\u611f\u3001\u8ffd\u6c42\u8fed\u4ee3\u901f\u5ea6\u7684\u547d\u95e8\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u548c\u957f\u671f\u7ade\u4e89\u529b\u5b58\u7591\u3002\u5b8c\u5168\u514d\u8d39\u3001\u65e0\u8d26\u53f7\u4f53\u7cfb\uff0c\u867d\u80fd\u5feb\u901f\u83b7\u5ba2\uff0c\u4f46\u4e5f\u610f\u5473\u7740\u7528\u6237\u96f6\u7c98\u6027\u3001\u6570\u636e\u96be\u6c89\u6dc0\uff0c\u5546\u4e1a\u8f6c\u5316\u8def\u5f84\u6a21\u7cca\u3002\u4f5c\u4e3a\u8f7b\u91cf\u7ea7\u5de5\u5177\uff0c\u5b83\u6781\u6613\u88ab\u540c\u7c7b\u5e73\u53f0\uff08\u5982Postman Mock, Beeceptor\uff09\u4ee5\u9644\u52a0\u529f\u80fd\u8986\u76d6\uff0c\u6216\u88ab\u66f4\u5f3a\u5927\u7684\u5f00\u6e90\u65b9\u6848\u66ff\u4ee3\u3002\u5b83\u7684\u751f\u5b58\u7a7a\u95f4\uff0c\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u201c\u6781\u7b80\u201d\u4e0e\u201c\u5fc5\u8981\u529f\u80fd\u201d\u4e4b\u95f4\u4fdd\u6301\u5b8c\u7f8e\u5e73\u8861\uff0c\u5e76\u6301\u7eed\u6bd4\u7efc\u5408\u5e73\u53f0\u66f4\u5feb\u5730\u54cd\u5e94\u5f00\u53d1\u8005\u7684\u65b0\u5174\u6a21\u62df\u9700\u6c42\uff08\u5982\u6a21\u62df\u7279\u5b9a\u7684API\u9519\u8bef\u7801\u3001\u66f4\u590d\u6742\u7684\u54cd\u5e94\u6a21\u5f0f\uff09\u3002\u5f53\u524d\u5b83\u662f\u4e00\u628a\u950b\u5229\u7684\u624b\u672f\u5200\uff0c\u4f46\u60f3\u4e0d\u88ab\u6536\u5165\u5de5\u5177\u767e\u5b9d\u7bb1\uff0c\u4ecd\u9700\u6784\u5efa\u66f4\u6df1\u62a4\u57ce\u6cb3\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\">MockAPI Dog<\/span>\n <\/div>\n<div class=\"comment-content\">Create free mock REST APIs and LLM streaming endpoints instantly. Perfect for frontend devs, testers, and AI builders. No signup required.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Devs! \ud83d\udc4b<\/p>\n<p>I built MockAPI Dog to solve a problem I constantly ran into as a developer: needing APIs that don\u2019t exist yet – or needing to test weird edge cases and errors quickly.<\/p>\n<p>MockAPI Dog lets you instantly create mock REST APIs and even mock streaming LLM endpoints (like OpenAI-style or Claude-style) without creating accounts, writing backend code, or managing keys!<\/p>\n<p>It\u2019s completely free and designed to get you unblocked fast.<\/p>\n<p>Would love your feedback and feature ideas! \ud83d\ude42 <br \/><strong><br \/>PS: I’m doing zero paid promotions and no random spamming on Reddit or Twitter. I hope people upvote if they find this tool useful.<\/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><em>The<\/em> <em>dog<\/em> <em>branding<\/em> <em>alone<\/em> <em>got<\/em> <em>me<\/em> <em>clicking<\/em> <em>lol.<\/em> <em>I’m<\/em> <em>building<\/em> <em>a<\/em> <em>pet<\/em> <em>tech<\/em> <em>app<\/em> <em>so<\/em> <em>totally<\/em> <em>unrelated,<\/em> <em>but<\/em> <em>as<\/em> <em>a<\/em> <em>dev<\/em> <em>this<\/em> <em>is<\/em> <em>genuinely<\/em> <em>useful<\/em> <em>\u2014<\/em> <em>mocking<\/em> <em>LLM<\/em> <em>streaming endpoints<\/em> <em>without<\/em> <em>burning<\/em> <em>API<\/em> <em>credits<\/em> <em>is<\/em> <em>a<\/em> <em>huge<\/em> <em>time<\/em> <em>saver.<\/em> <em>Nice<\/em> <em>work<\/em> <em>and<\/em> <em>congrats<\/em> <em>on<\/em> <em>the<\/em> <em>launch!\ud83d\ude80<\/em><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@go_sakioka\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@go_sakioka<\/a> Thanks a lot, Go! \ud83d\ude00 Yeah, it was nice flexing my design muscles by making the mascot in Figma \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/773NWNX4T3GKFX\" class=\"app-title\">SearchSeal<\/a><\/p>\n<div class=\"one-liner\">Track what AI says about your brand. Get recommended.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">111<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>SearchSeal\u662f\u4e00\u6b3e\u5e2e\u52a9\u54c1\u724c\uff08\u5c24\u5176\u662f\u8425\u9500\u673a\u6784\uff09\u8ffd\u8e2a\u5176\u5728\u5404\u5927AI\u804a\u5929\u673a\u5668\u4eba\uff08\u5982ChatGPT\u3001Claude\u7b49\uff09\u4e2d\u7684\u88ab\u63a8\u8350\u60c5\u51b5\uff0c\u5e76\u901a\u8fc7\u957f\u671f\u8d8b\u52bf\u5206\u6790\u6765\u4f18\u5316AI\u63a8\u8350\u53ef\u89c1\u5ea6\u7684SaaS\u5de5\u5177\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ea2ff342-367c-4abc-8edb-063687723965.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d7f32102-fc96-4c15-8ce0-1956497c0dd6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dc4fd8dd-3545-4cf8-84f6-1c765de0127e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/18eb2ad1-4e5c-43f5-9089-e161b9822911.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ffed2b19-67a6-402a-854b-80fd82c5167a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/39ff34bd-742f-4ca3-8dc6-1d49bf8b506b.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\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u54c1\u724c\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">AI\u63a8\u8350\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u673a\u6784\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u7ade\u4e89\u60c5\u62a5<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u8d8b\u52bf\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u591a\u54c1\u724c\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u641c\u7d22\u5f15\u64ce\u4f18\u5316\uff08SEO\uff09\u6f14\u8fdb<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u96c6\u4e2d\u4e8e\uff1a1. \u8be2\u95ee\u4e0e\u7ade\u54c1\uff08\u5982Peec\uff09\u7684\u5dee\u5f02\u5316\uff0c\u521b\u59cb\u4eba\u56de\u5e94\u4e3b\u6253\u591a\u54c1\u724c\u7ba1\u7406\u4e0e\u673a\u6784\u5ba2\u6237\u30022. \u5173\u5fc3\u5982\u4f55\u5904\u7406LLM\u56de\u7b54\u7684\u968f\u673a\u6027\uff0c\u521b\u59cb\u4eba\u627f\u8ba4\u672a\u505a\u591a\u6b21\u67e5\u8be2\u5e73\u5747\uff0c\u800c\u662f\u4fa7\u91cd\u957f\u671f\u8d8b\u52bf\u8ffd\u8e2a\u30023. \u63d0\u51fa\u4fc3\u9500\u7801\u65e0\u6548\u7b49\u6280\u672f\u95ee\u9898\uff0c\u521b\u59cb\u4eba\u8fc5\u901f\u54cd\u5e94\u4fee\u590d\u30024. \u5efa\u8bae\u6269\u5c55\u81f3\u8bed\u97f3\u52a9\u624b\u76d1\u63a7\uff0c\u5e76\u5173\u6ce8\u5982\u4f55\u8bc1\u660e\u63a8\u8350\u80fd\u9a71\u52a8\u5b9e\u9645\u6536\u5165\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 SearchSeal\u654f\u9510\u5730\u6355\u6349\u5230\u4e86\u4e00\u4e2a\u6b63\u5728\u5f62\u6210\u7684\u5e02\u573a\u65ad\u5c42\uff1a\u4f20\u7edfSEO\u4e0e\u54c1\u724c\u76d1\u63a7\u5728\u751f\u6210\u5f0fAI\u65f6\u4ee3\u5df2\u7136\u5931\u6548\u3002\u5f53\u7528\u6237\u7684\u51b3\u7b56\u5165\u53e3\u4ece\u641c\u7d22\u5f15\u64ce\u6846\u8f6c\u5411AI\u5bf9\u8bdd\u65f6\uff0c\u54c1\u724c\u5728AI\u201c\u5fc3\u667a\u201d\u4e2d\u7684\u5360\u4f4d\u6210\u4e3a\u65b0\u7684\u5fc5\u4e89\u4e4b\u5730\u3002\u4ea7\u54c1\u5c06\u201c\u88abAI\u63a8\u8350\u201d\u8fd9\u4e00\u6a21\u7cca\u6982\u5ff5\u8f6c\u5316\u4e3a\u53ef\u8ffd\u8e2a\u3001\u53ef\u5206\u6790\u7684\u6570\u636e\u6307\u6807\uff0c\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u63d0\u4f9b\u7edd\u5bf9\u7cbe\u786e\u7684\u5b9e\u65f6\u5feb\u7167\uff08\u5b83\u81ea\u5df1\u4e5f\u627f\u8ba4\u65e0\u6cd5\u6d88\u9664LLM\u7684\u968f\u673a\u6027\uff09\uff0c\u800c\u662f\u4e3a\u54c1\u724c\u63d0\u4f9b\u4e00\u79cd\u201cAI\u63a8\u8350\u5065\u5eb7\u5ea6\u201d\u7684\u957f\u671f\u8d8b\u52bf\u9884\u8b66\u7cfb\u7edf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u662f\u201c\u6d4b\u91cf\u5373\u5e72\u6270\u201d\u7684\u6096\u8bba\uff1a\u9891\u7e41\u7684\u3001\u7ed3\u6784\u5316\u7684\u67e5\u8be2\u662f\u5426\u4f1a\u6c61\u67d3AI\u7684\u8bad\u7ec3\u6570\u636e\u6216\u81ea\u8eab\u63a8\u8350\u7ed3\u679c\uff0c\u53cd\u800c\u626d\u66f2\u4e86\u771f\u5b9e\u7684\u7528\u6237\u63a8\u8350\u573a\u666f\uff1f\u5176\u6b21\uff0c\u4ef7\u503c\u9a8c\u8bc1\u94fe\u6761\u6f2b\u957f\u3002\u8bc4\u8bba\u4e2d\u4e00\u9488\u89c1\u8840\u5730\u6307\u51fa\uff0c\u6700\u96be\u7684\u662f\u8bc1\u660e\u201cAI\u63d0\u53ca\u201d\u4e0e\u201c\u5b9e\u9645\u8425\u6536\u201d\u7684\u5173\u8054\u3002\u54c1\u724c\u9700\u8981\u77e5\u9053\u7684\u4e0d\u53ea\u662f\u662f\u5426\u88ab\u63d0\u53ca\uff0c\u66f4\u662f\u88ab\u8c01\uff08\u4f55\u79cd\u8eab\u4efd\u7684\u7528\u6237\u63d0\u95ee\uff09\u3001\u5728\u4f55\u79cd\u4e0a\u4e0b\u6587\u3001\u4ee5\u53ca\u6700\u7ec8\u662f\u5426\u4fc3\u6210\u4e86\u8f6c\u5316\u3002\u76ee\u524d\u4ea7\u54c1\u4f3c\u4e4e\u505c\u7559\u5728\u7b2c\u4e00\u9636\u6bb5\u3002\n <\/p>\n<p class=\"ai-content\">\n \u521b\u59cb\u4eba\u7684\u5766\u8bda\uff08\u627f\u8ba4\u5b9a\u4ef7\u6a21\u7cca\u3001\u6280\u672f\u65b9\u6848\u5f85\u4f18\u5316\uff09\u662f\u4e00\u79cd\u806a\u660e\u7684\u542f\u52a8\u7b56\u7565\uff0c\u4f46\u4ea7\u54c1\u8981\u8de8\u8d8a\u65e9\u671f\u91c7\u7528\u8005\uff0c\u5fc5\u987b\u4ece\u201c\u76d1\u63a7\u4eea\u8868\u76d8\u201d\u5347\u7ea7\u4e3a\u201c\u4f18\u5316\u6267\u884c\u5de5\u5177\u201d\u3002\u5b83\u9700\u8981\u56de\u7b54\uff1a\u76d1\u6d4b\u5230\u63a8\u8350\u6392\u540d\u4e0b\u6ed1\u540e\uff0c\u54c1\u724c\u5177\u4f53\u80fd\u505a\u4ec0\u4e48\u6765\u4fee\u590d\uff1f\u662f\u4f18\u5316\u77e5\u8bc6\u5e93\u5185\u5bb9\uff0c\u8fd8\u662f\u9488\u5bf9\u6027\u5730\u8bad\u7ec3\u7279\u5b9a\u9886\u57df\u7684AI\uff1f\u8fd9\u8981\u6c42\u4ea7\u54c1\u66f4\u6df1\u5730\u4ecb\u5165AI\u4f18\u5316\u7684\u5de5\u4f5c\u6d41\u3002\u76ee\u524d\u6765\u770b\uff0cSearchSeal\u662f\u4e00\u4e2a\u51fa\u8272\u7684\u5e02\u573a\u63a2\u9488\uff0c\u8bc1\u660e\u4e86\u9700\u6c42\u7684\u5b58\u5728\uff0c\u4f46\u5b83\u81ea\u8eab\u4ecd\u9700\u5728\u6570\u636e\u6df1\u5ea6\u3001\u5f52\u56e0\u5206\u6790\u548c\u884c\u52a8\u5efa\u8bae\u4e0a\u5b8c\u6210\u66f4\u8270\u96be\u7684\u8fdb\u5316\uff0c\u624d\u80fd\u4ece\u201c\u8d8b\u52bf\u56fe\u8868\u63d0\u4f9b\u8005\u201d\u53d8\u4e3a\u4e0d\u53ef\u6216\u7f3a\u7684\u201cAI\u65f6\u4ee3\u54c1\u724c\u9632\u5fa1\u4e0e\u589e\u957f\u5f15\u64ce\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\">SearchSeal<\/span>\n <\/div>\n<div class=\"comment-content\">I asked ChatGPT for the best coding tool and it recommended Claude Code. One year later, still using it. That’s how buying decisions happen now. People ask AI for recommendations. Make sure you’re getting recommended.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hello, solo-founder here! I’m launching this on a supposedly unlucky day, Friday the 13th, because I want to spend time with my wife on Valentine’s Day tomorrow. I owe that to her.<\/p>\n<p>This is my first public launch. Zero (paying) customers and zero idea if the pricing is right. But I benchmarked every competitor I could find to make sure SearchSeal is the best it could be on Day 1. Fingers crossed everything (or anything) actually works.<\/p>\n<p>Try it. Break it. Tell me what sucks. I need the feedback more than I need the ego protection. Get 50% off the subscription with the promo code “LAUNCH50”!<\/p>\n<p>Feel free to reach out to me at <a href=\"mailto:michael@searchseal.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">michael@searchseal.com<\/a>. I read everything, mostly because no one emails me yet. Happy Valentine’s Day!<\/p>\n<\/p>\n<p>edit: thanks for the info Jafar on the promo code not working <\/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\/@michael_mustopo18\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@michael_mustopo18<\/a> I partner with growing startups to take full ownership of their tech \u2014 backend, AI, infrastructure, and scalability \u2014 so founders can focus on product, hiring, and revenue. I optimize, stabilize, and scale systems as a hands-on technical developer.Please let me know in any ways i can help you.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How is this different e.g. from <a href=\"https:\/\/peec.ai\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Peec<\/a>? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<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> Hi Nika! Thanks for the question.<\/p>\n<\/p>\n<p>Peec and Otterly are solid products. I learned a lot from studying them.<\/p>\n<\/p>\n<p>Main difference: I built SearchSeal mainly for agencies managing multiple clients. Multi-brand tracking (up to 6), all 6 AI platforms included, unlimited team members.<\/p>\n<\/p>\n<p>Would love to know what features matter most to you. Cheers!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi, <\/p>\n<p>My first feedback would be that the promo code is invalid. I want to explore the idea more and find out if it is a good fit for me. <\/p>\n<p>Anyway, it sounds like you have a good potional on the long term \ud83d\udc4d<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@integriai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@integriai<\/a> Thanks Jafar! <\/p>\n<\/p>\n<p>Appreciate the feedback. Sorry about that. I added a new code: LAUNCH50. <\/p>\n<\/p>\n<p>Adding this directly in my pinned comments just in case!<\/p>\n<\/p>\n<p>If it still doesn’t work, email me at <a href=\"mailto:michael@searchseal.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">michael@searchseal.com<\/a> and I’ll sort your account manually.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on your first public launch! <\/p>\n<p>Since LLMs can give different answers to the same prompt, how does SearchSeal handle this variance? Do you run the prompt multiple times and average the score to ensure the data is reliable?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@valeriia_kuna\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@valeriia_kuna<\/a> Thanks Valeriia! Great question.<\/p>\n<\/p>\n<p>Honest answer: we don’t run prompts multiple times to average. We run them daily and track trends over time.<\/p>\n<\/p>\n<p>LLMs are inconsistent, yes, but if your brand stops showing up for days or even weeks, that’s a real signal. Not showing up for one bad day is noise, it starts becoming a problem when there’s a longer-term pattern.<\/p>\n<\/p>\n<p>Still figuring out the best way to handle variance. Open to ideas if you have any!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats! nice, It could be very useful for agencies too<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@khashayar_mansourizadeh1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@khashayar_mansourizadeh1<\/a> Thanks! Been testing with a friend’s agency.<\/p>\n<\/p>\n<p>Would love 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>Smart idea tracking AI brand mentions. Curious if you also monitor voice-based AI assistants like Siri or Alexa recommendations? Thats becoming a huge discovery channel, especially for local businesses using voice AI on their websites.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Feels like SEO is turning into \u201cAI answer optimization.\u201d The hard part will be proving which mentions actually drive revenue. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Congratulations on the public launch! This is great I agree if you can get AI to recommend your product you are golden<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! I love the transparency here. Since you\u2019re benchmarking competitors and still figuring out pricing, How are you thinking about validating pricing early on, are you optimizing for feedback volume, willingness to pay, or positioning against a specific alternative?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/ZNUZBEF6MIUKFM\" class=\"app-title\">HookWatch<\/a><\/p>\n<div class=\"one-liner\">Automated webhook monitoring for indie hackers & small teams<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">97<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u4e3a\u72ec\u7acb\u5f00\u53d1\u8005\u548c\u4e2d\u5c0f\u56e2\u961f\u63d0\u4f9b\u7684\u81ea\u52a8\u5316Webhook\u76d1\u63a7\u5de5\u5177\uff0c\u901a\u8fc7\u5b9e\u65f6\u76d1\u63a7\u3001\u65e5\u5fd7\u8bb0\u5f55\u548c\u81ea\u52a8\u91cd\u8bd5\uff0c\u89e3\u51b3Webhook\u3001\u5b9a\u65f6\u4efb\u52a1\u7b49\u540e\u53f0\u670d\u52a1\u6545\u969c\u65f6\u65e0\u63d0\u793a\u3001\u6570\u636e\u4e22\u5931\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2b20ab9b-a34f-4b08-8c4e-05a80ce22510.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/79ee0504-ccad-4e60-96dc-288f655245eb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/87dd7547-a299-4cde-b9a0-9b495cc81cad.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/748b7fe1-f461-4362-915e-3a4775c53303.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9ae92760-beed-4844-a96d-b516d9c4e153.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1cfc2d7b-5964-496a-8997-97da34cccbbe.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fdde7163-0c6d-4469-8166-8b7ef0a02b09.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/78eee185-13b6-4f86-b524-3a9bf2357a1b.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\">SaaS<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Webhook\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u8fd0\u7ef4\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u72ec\u7acb\u5f00\u53d1\u8005<\/span><br \/>\n <span class=\"tag\">\u4e2d\u5c0f\u56e2\u961f<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u8fd0\u7ef4<\/span><br \/>\n <span class=\"tag\">\u53ef\u89c2\u6d4b\u6027<\/span><br \/>\n <span class=\"tag\">AI\u4ee3\u7406\u76d1\u63a7<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u521b\u59cb\u4eba\u8be6\u7ec6\u9610\u8ff0\u4e86\u4ea7\u54c1\u89e3\u51b3\u201c\u9759\u9ed8\u6545\u969c\u201d\u75db\u70b9\u7684\u521d\u8877\u4e0e\u56db\u5927\u76d1\u63a7\u529f\u80fd\u3002\u4e00\u6761\u6709\u6548\u8bc4\u8bba\u8be2\u95ee\u4e86\u65e5\u5fd7\u9a8c\u8bc1\u4e0e\u9632\u7be1\u6539\u673a\u5236\uff0c\u6307\u51fa\u4e86\u5728\u81ea\u52a8\u5316\u8ba1\u8d39\u7b49\u5173\u952e\u573a\u666f\u4e2d\uff0c\u6570\u636e\u53ef\u4fe1\u6027\u4e0e\u5b89\u5168\u6027\u540c\u7b49\u91cd\u8981\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 HookWatch\u7684\u91ce\u5fc3\uff0c\u8fdc\u4e0d\u6b62\u4e8e\u505a\u4e00\u4e2a\u66f4\u597d\u7684Webhook\u76d1\u63a7\u3002\u5b83\u8bd5\u56fe\u5c06\u5206\u6563\u7684\u540e\u53f0\u201c\u9759\u9ed8\u670d\u52a1\u201d\uff08Webhook\u3001Cron\u3001WebSocket\u3001AI Agent\u8c03\u7528\uff09\u7684\u53ef\u89c2\u6d4b\u6027\u7edf\u4e00\u6253\u5305\uff0c\u5207\u5165\u4e00\u4e2a\u7cbe\u51c6\u7684\u5229\u57fa\u5e02\u573a\u2014\u2014\u538c\u6076\u4f01\u4e1a\u7ea7\u590d\u6742\u5ea6\u3001\u53c8\u9700\u8981\u57fa\u7840\u53ef\u9760\u6027\u7684\u72ec\u7acb\u5f00\u53d1\u8005\u548c\u521d\u521b\u56e2\u961f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u201c\u96c6\u6210\u201d\u4e0e\u201c\u900f\u660e\u201d\u3002\u5e02\u9762\u4e0a\u4e0d\u4e4f\u5355\u4e00\u7684Webhook\u76d1\u63a7\u6216Cron\u76d1\u63a7\u670d\u52a1\uff0c\u4f46\u5c06\u56db\u8005\u6346\u7ed1\uff0c\u964d\u4f4e\u4e86\u7528\u6237\u91c7\u7528\u591a\u6b3e\u5de5\u5177\u7684\u7ba1\u7406\u6210\u672c\u548c\u5fc3\u667a\u8d1f\u62c5\u3002\u201c\u900f\u660e\u4ee3\u7406\u201d\u6a21\u5f0f\u662f\u6280\u672f\u4eae\u70b9\uff0c\u5c24\u5176\u5bf9WebSocket\u548cMCP\u7684\u76d1\u63a7\uff0c\u65e0\u9700\u4fee\u6539\u4ee3\u7801\u5373\u53ef\u5b9e\u73b0\u53cc\u5411\u6d41\u91cf\u6355\u83b7\uff0c\u663e\u8457\u964d\u4f4e\u4e86\u63a5\u5165\u548c\u8c03\u8bd5\u95e8\u69db\uff0c\u8fd9\u6bd4\u5355\u7eaf\u7684\u4e8b\u540e\u544a\u8b66\u66f4\u8fdb\u4e00\u6b65\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u6e05\u6670\u3002\u9996\u5148\uff0c\u662f\u573a\u666f\u6df1\u5ea6\u4e0e\u4e13\u4e1a\u5de5\u5177\u7684\u7ade\u4e89\u3002\u5bf9\u4e8e\u67d0\u9879\u6709\u6781\u81f4\u9700\u6c42\u7684\u7528\u6237\uff08\u5982\u590d\u6742\u7684\u5206\u5e03\u5f0fCron\u8c03\u5ea6\uff09\uff0c\u96c6\u6210\u65b9\u6848\u53ef\u80fd\u4e0d\u5982\u4e13\u4e1a\u5de5\u5177\u3002\u5176\u6b21\uff0c\u8bc4\u8bba\u4e2d\u63d0\u53ca\u7684\u201c\u9a8c\u8bc1\u4e0e\u9632\u7be1\u6539\u201d\u76f4\u6307\u8981\u5bb3\u3002\u5728\u652f\u4ed8\u3001\u4ea4\u6613\u7b49\u5173\u952e\u9886\u57df\uff0c\u76d1\u63a7\u65e5\u5fd7\u672c\u8eab\u7684\u53ef\u4fe1\u5ea6\u81f3\u5173\u91cd\u8981\uff0c\u4ea7\u54c1\u82e5\u7f3a\u4e4f\u5ba1\u8ba1\u8ffd\u8e2a\u6216\u5b8c\u6574\u6027\u4fdd\u8bc1\uff0c\u5176\u4ef7\u503c\u5c06\u5927\u6253\u6298\u6263\u3002\u6700\u540e\uff0c\u201cAI\u539f\u751f\u201d\u7684MCP\u76d1\u63a7\u76ee\u524d\u662f\u524d\u77bb\u6027\u529f\u80fd\uff0c\u4f46\u8be5\u534f\u8bae\u751f\u6001\u5c1a\u672a\u6210\u719f\uff0c\u5176\u9700\u6c42\u662f\u5426\u80fd\u8f6c\u5316\u4e3a\u6301\u7eed\u4ed8\u8d39\u52a8\u529b\uff0c\u6709\u5f85\u89c2\u5bdf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cHookWatch\u662f\u4e00\u6b3e\u601d\u8def\u6e05\u6670\u3001\u5b9a\u4f4d\u7cbe\u51c6\u7684\u201c\u745e\u58eb\u519b\u5200\u201d\u3002\u5b83\u672a\u5fc5\u5728\u6bcf\u4e2a\u529f\u80fd\u4e0a\u90fd\u6700\u5f3a\u5927\uff0c\u4f46\u901a\u8fc7\u5de7\u5999\u7684\u6574\u5408\u4e0e\u5f00\u53d1\u8005\u53cb\u597d\u7684\u8bbe\u8ba1\uff0c\u4e3a\u7279\u5b9a\u7528\u6237\u7fa4\u63d0\u4f9b\u4e86\u4e00\u4e2a\u4f18\u96c5\u7684\u201c\u4e00\u7ad9\u5f0f\u201d\u89e3\u51b3\u65b9\u6848\u3002\u5176\u6210\u529f\u5173\u952e\u5728\u4e8e\u80fd\u5426\u5728\u4fdd\u6301\u7b80\u6d01\u7684\u540c\u65f6\uff0c\u6df1\u5316\u6838\u5fc3\u573a\u666f\u7684\u62a4\u57ce\u6cb3\uff08\u5982\u6570\u636e\u5b89\u5168\u4e0e\u9a8c\u8bc1\uff09\uff0c\u5e76\u7d27\u8ddfAI\u4ee3\u7406\u7b49\u65b0\u5174\u6280\u672f\u7684\u5b9e\u9645\u91c7\u7528\u6b65\u4f10\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\">HookWatch<\/span>\n <\/div>\n<div class=\"comment-content\">Never miss a webhook again. HookWatch monitors, logs, and retries your webhooks automatically. Built for indie hackers and small teams. HookWatch monitors your webhook endpoints 24\/7 and alerts you instantly when something breaks. Built for developers who need reliable monitoring without enterprise complexity. Simple setup, affordable pricing, peace of mind.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>Hey Product Hunt! \ud83d\udc4b<\/strong><\/p>\n<p>I’m thrilled to launch HookWatch today \u2014 a tool I’ve been building to solve a problem that’s been driving me crazy for years.<\/p>\n<p><strong>The problem:<\/strong> Modern apps rely on webhooks, cron jobs, WebSocket connections, and now AI agents \u2014 but when they fail, they fail <em>silently<\/em>. No error page. No stack trace. Just… nothing happens. A Stripe payment webhook gets lost, a nightly backup script silently stops running, a WebSocket connection drops mid-session, an AI agent starts erroring out \u2014 and you don’t find out until a customer complains or data is already gone.<\/p>\n<p>I’ve been on the other side of that support ticket too many times. So I built HookWatch.<\/p>\n<p><strong>What is HookWatch?<\/strong><\/p>\n<p>It’s four monitoring tools under one roof:<\/p>\n<p>\ud83d\udd17 <strong>Webhook Monitor<\/strong> \u2014 Track every incoming webhook in real-time. Inspect full payloads, replay failed deliveries with one click, and get automatic retries with exponential backoff. We even have a unique <em>request buffering<\/em> feature: if your server goes down, HookWatch stores incoming webhooks and replays them when you’re back online. Zero data loss.<\/p>\n<p>\u23f0 <strong>Cron Monitor<\/strong> \u2014 Schedule and monitor cron jobs with human-readable syntax. Write “every day at 2am” instead of decoding 0 2 * * *. Get full execution history with stdout\/stderr, automatic retries, and instant alerts when something breaks. The CLI runs jobs locally with optional cloud sync \u2014 it works 100% offline.<\/p>\n<p>\ud83c\udf10 <strong>WebSocket Monitor<\/strong> \u2014 A transparent proxy for your WebSocket connections that gives you complete visibility into bidirectional traffic. Point your client to a HookWatch proxy URL instead of the original server \u2014 we forward everything transparently while capturing every message in both directions. See live connections open and close, inspect full payloads (text and binary), filter by direction (inbound\/outbound), and review complete message history. Debug dropped connections, validate payload formats, and investigate incidents \u2014 all without changing a single line of your application code.<\/p>\n<p>\ud83e\udd16 <strong>MCP Proxy<\/strong> \u2014 Observability for AI agent tool calls. Monitor every MCP request\/response, track latency (p50\/p95\/p99), and get alerts when your agents hit errors. If you’re building with Claude or other LLMs, this gives you the visibility you’ve been missing.<\/p>\n<p><strong>What makes HookWatch different?<\/strong><\/p>\n<ul>\n<li>\n<p><strong>Four tools, one dashboard.<\/strong> Competitors focus on just one. We bundle webhooks + cron + WebSocket + MCP monitoring together.<\/p>\n<\/li>\n<li>\n<p><strong>Local-first CLI.<\/strong> Not just a web dashboard \u2014 our CLI is a first-class citizen. Forward webhooks to localhost, run cron jobs locally, get JSON output for scripting. Works offline.<\/p>\n<\/li>\n<li>\n<p><strong>Transparent proxying.<\/strong> Both for webhooks (request buffering when your server is down) and WebSockets (full bidirectional message capture). Zero code changes required.<\/p>\n<\/li>\n<li>\n<p><strong>Human-readable schedules.<\/strong> Stop Googling cron syntax. Write schedules in plain English.<\/p>\n<\/li>\n<li>\n<p><strong>AI-native from day one.<\/strong> MCP observability is built in, not bolted on.<\/p>\n<\/li>\n<\/ul>\n<p>I’d love to hear your feedback \u2014 what features would you want to see next? What integrations matter most to you?<\/p>\n<p>Happy to answer any questions in the comments! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@gilfoyley\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gilfoyley<\/a> Amazing share.I partner with growing startups to take full ownership of their tech \u2014 backend, AI, infrastructure, and scalability \u2014 so founders can focus on product, hiring, and revenue. I optimize, stabilize, and scale systems as a hands-on technical developer.Please let me know in any ways i can help you.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Webhooks are the backbone of automated billing and agent workflows. Curious how you’re handling verification and tamper-proof logs once events fire \u2014 that layer\u2019s becoming just as important as uptime. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#14<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/SNZIFGVKSXOEEF\" class=\"app-title\">CoThou Autonomous Superagent<\/a><\/p>\n<div class=\"one-liner\">Reasoning from first principles to turn thoughts into action<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">78<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>CoThou\u662f\u4e00\u6b3e\u57fa\u4e8e\u7b2c\u4e00\u6027\u539f\u7406\u63a8\u7406\u7684\u81ea\u4e3b\u8d85\u7ea7\u667a\u80fd\u4f53\uff0c\u80fd\u5c06\u7528\u6237\u7684\u60f3\u6cd5\u548c\u590d\u6742\u4efb\u52a1\u8f6c\u5316\u4e3a\u53ef\u6267\u884c\u7684\u4ea4\u4ed8\u6210\u679c\uff0c\u5728\u9700\u8981\u957f\u65f6\u95f4\u81ea\u52a8\u5904\u7406\u591a\u6b65\u9aa4\u5de5\u4f5c\u6d41\uff08\u5982\u5e02\u573a\u7814\u7a76\u3001\u5e94\u7528\u5f00\u53d1\u3001\u4e1a\u52a1\u8fd0\u8425\uff09\u7684\u573a\u666f\u4e2d\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u9700\u624b\u52a8\u5206\u89e3\u3001\u76d1\u63a7\u548c\u6267\u884c\u4efb\u52a1\u7684\u6548\u7387\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fe01ec38-ad58-456c-b823-975b75e6a61b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8ba89784-96be-4a83-ab1b-3f8a2ec2f245.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2cddd8c4-b684-47ef-af11-847fba6a38b1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/875d96cf-7533-4da4-87c8-20e8ac7dbc90.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/382e7856-ff1d-4788-9071-c867ac3983b2.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\">Remote Work<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u81ea\u4e3bAI\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u7b2c\u4e00\u6027\u539f\u7406\u63a8\u7406<\/span><br \/>\n <span class=\"tag\">\u4efb\u52a1\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6c99\u76d2\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u957f\u671f\u8fd0\u884c\u4efb\u52a1<\/span><br \/>\n <span class=\"tag\">\u65e0\u76d1\u7763\u6267\u884c<\/span><br \/>\n <span class=\"tag\">\u590d\u6742\u4efb\u52a1\u5206\u89e3<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u5448\u73b0\u4e24\u6781\u3002\u79ef\u6781\u65b9\u9762\uff0c\u7528\u6237\u9ad8\u5ea6\u8ba4\u53ef\u5176\u201c\u4e2a\u4eba\u8d85\u7ea7\u667a\u80fd\u4f53\u201d\u7684\u613f\u666f\uff0c\u6db5\u76d6\u751f\u6d3b\u4e0e\u5de5\u4f5c\u7684\u5168\u65b9\u4f4d\u81ea\u52a8\u5316\u3002\u6d88\u6781\u65b9\u9762\uff0c\u5b58\u5728\u660e\u663e\u7684\u6ce8\u518c\u4e0e\u767b\u5f55\u6280\u672f\u6545\u969c\uff08\u90ae\u7bb1\u3001Google\/Github\u767b\u5f55\u62a5\u9519\uff09\uff0c\u5f00\u53d1\u56e2\u961f\u627f\u8ba4\u90e8\u5206\u529f\u80fd\u5728\u4fee\u590d\u4e2d\uff0c\u5e76\u5f15\u5bfc\u7528\u6237\u4f7f\u7528\u7279\u5b9a\u65b9\u5f0f\u6ce8\u518c\u9a8c\u8bc1\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 CoThou\u63cf\u7ed8\u7684\u201c\u5b8c\u5168\u81ea\u4e3b\u6267\u884c\u590d\u6742\u4efb\u52a1\u957f\u8fbe24\u5c0f\u65f6\u201d\u7684\u613f\u666f\u6781\u5177\u51b2\u51fb\u529b\uff0c\u5b83\u8bd5\u56fe\u5c06\u5f53\u524dAI\u4ece\u201c\u804a\u5929\u4e0e\u5efa\u8bae\u201d\u5c42\u9762\u63a8\u5411\u771f\u6b63\u7684\u201c\u601d\u8003\u4e0e\u6267\u884c\u201d\u5c42\u9762\uff0c\u8fd9\u662f\u5176\u6838\u5fc3\u4ef7\u503c\u4e3b\u5f20\u3002\u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u4e0e\u613f\u666f\u4e00\u6837\u5de8\u5927\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u903b\u8f91\u4e0a\uff0c\u5b83\u7784\u51c6\u4e86\u9ad8\u7aef\u751f\u4ea7\u529b\u573a\u666f\u2014\u2014\u521b\u4e1a\u3001\u7814\u53d1\u3001\u5e02\u573a\u5206\u6790\uff0c\u8fd9\u4e9b\u4efb\u52a1\u901a\u5e38\u6a21\u7cca\u3001\u591a\u6b65\u9aa4\u4e14\u9700\u8981\u8c03\u7528\u5916\u90e8\u5de5\u5177\u3002\u901a\u8fc7\u201c\u7b2c\u4e00\u6027\u539f\u7406\u63a8\u7406\u201d\u548c\u6c99\u76d2\u9694\u79bb\uff0c\u5b83\u5ba3\u79f0\u80fd\u4fdd\u8bc1\u4efb\u52a1\u5206\u89e3\u7684\u903b\u8f91\u6027\u548c\u5b89\u5168\u6027\uff0c\u8fd9\u662f\u4e00\u4e2a\u5173\u952e\u7684\u5dee\u5f02\u5316\u8bbe\u8ba1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u4ece\u53d1\u5e03\u521d\u671f\u7684\u8bc4\u8bba\u6765\u770b\uff0c\u4ea7\u54c1\u9677\u5165\u4e86\u5178\u578b\u7684\u201c\u613f\u666f\u8d85\u524d\uff0c\u57fa\u7840\u4f53\u9a8c\u8131\u8282\u201d\u7684\u7a98\u5883\u3002\u5728\u5c55\u793a\u5904\u7406\u590d\u6742\u4e1a\u52a1\u5b8f\u56fe\u7684\u540c\u65f6\uff0c\u5374\u8fde\u6700\u57fa\u7840\u7684\u7b2c\u4e09\u65b9OAuth\u767b\u5f55\u548c\u90ae\u7bb1\u9a8c\u8bc1\u6d41\u7a0b\u90fd\u672a\u80fd\u8dd1\u901a\u3002\u8fd9\u5f3a\u70c8\u6697\u793a\u5176\u4ea7\u54c1\u53ef\u80fd\u4ecd\u5904\u4e8e\u975e\u5e38\u65e9\u671f\u7684\u9636\u6bb5\uff0c\u6280\u672f\u503a\u52a1\u6216\u67b6\u6784\u7a33\u5b9a\u6027\u5b58\u5728\u7591\u95ee\u3002\n <\/p>\n<p class=\"ai-content\">\n \u66f4\u6df1\u5c42\u7684\u95ee\u9898\u5728\u4e8e\u5176\u5ba3\u79f0\u7684\u201c\u5b8c\u5168\u81ea\u4e3b\u201d\u3002\u572824\u5c0f\u65f6\u7684\u65e0\u76d1\u7763\u6267\u884c\u4e2d\uff0c\u5982\u4f55\u786e\u4fdd\u4efb\u52a1\u7406\u89e3\u4e0d\u504f\u79bb\u521d\u8877\uff1f\u5982\u4f55\u7ba1\u7406\u4e0e\u654f\u611fAPI\u7684\u4ea4\u4e92\u98ce\u9669\uff1f\u5982\u4f55\u5b9a\u4e49\u4efb\u52a1\u7684\u201c\u5b8c\u6210\u201d\u5e76\u4fdd\u8bc1\u4ea4\u4ed8\u8d28\u91cf\uff1f\u8bc4\u8bba\u4e2d\u5173\u4e8e\u5b89\u5168\u548c\u9694\u79bb\u7684\u63d0\u95ee\u76f4\u63a5\u5207\u4e2d\u4e86\u8981\u5bb3\uff0c\u4f46\u56de\u590d\u5e76\u672a\u7ed9\u51fa\u5177\u4f53\u7684\u6280\u672f\u9610\u8ff0\u3002\u8fd9\u8ba9\u4eba\u6000\u7591\u5176\u771f\u6b63\u7684\u6210\u719f\u5ea6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4e4b\uff0cCoThou\u662f\u4e00\u4e2a\u5927\u80c6\u7684\u6982\u5ff5\u9a8c\u8bc1\uff0c\u5b83\u6307\u51fa\u4e86\u4e00\u4e2a\u8bf1\u4eba\u7684\u672a\u6765\u65b9\u5411\uff1aAI\u4f5c\u4e3a\u72ec\u7acb\u7684\u6267\u884c\u4f53\u3002\u7136\u800c\uff0c\u5728\u4ece\u201c\u6f14\u793a\u613f\u666f\u201d\u5230\u201c\u53ef\u9760\u4ea7\u54c1\u201d\u7684\u9053\u8def\u4e0a\uff0c\u5b83\u5fc5\u987b\u9996\u5148\u592f\u5b9e\u7528\u6237\u5165\u95e8\u7684\u57fa\u7840\u4f53\u9a8c\uff0c\u5e76\u66f4\u900f\u660e\u5730\u89e3\u91ca\u5176\u957f\u65f6\u4efb\u52a1\u7684\u5b89\u5168\u3001\u63a7\u5236\u548c\u7ea0\u9519\u673a\u5236\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u4e00\u4e2a\u6280\u672f\u4e0a\u96c4\u5fc3\u52c3\u52c3\u4f46\u7528\u6237\u96be\u4ee5\u89e6\u53ca\u7684\u201c\u7a7a\u4e2d\u697c\u9601\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\">CoThou Autonomous Superagent<\/span>\n <\/div>\n<div class=\"comment-content\">CoThou is an autonomous superagent that reasons from first principles to turn users\u2019 thoughts and complex tasks into actionable deliverables. Each task runs in an isolated sandbox for maximum security and can work fully autonomously for up to 24 hours\u2014without any human intervention\u2014until completion.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">In the future I envision, everyone has their own personal superagent that works on their behalf.<\/p>\n<p>From ordering groceries to managing calendars, meetings, and notes, scheduling life events, starting a business, researching markets, building websites or full apps, and even reaching out to customers, handling revenue, accounting, and taxes.<\/p>\n<p>A truly autonomous personal assistant for life, work, and everything in between.<\/p>\n<p>This is what CoThou is built for.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@martyd\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@martyd<\/a> How does the platform handle isolation and security for long-running tasks, especially ones that touch sensitive data or APIs?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@martyd\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@martyd<\/a> Congrats on the launch! Love the ambition behind building a truly autonomous personal superagent. The idea of turning high\u2011level thoughts into real actions is such a powerful direction for AI. I build in the productivity space too, so I really appreciate how hard it is to balance autonomy with reliability. Excited to see how this evolves.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 get uglyerror messages when trying to sign up with email, Google or Github.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@osakasaul\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@osakasaul<\/a> I hear you.. there is ongoing development and fixes on this. Only the linkedin and the actual sign up form are active right now the rest is undergoing fixes. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@osakasaul\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@osakasaul<\/a> I saw you registered but didn’t verified your email yet. You should have received an Welcome message with email verification so you can login properly. Let me know if there are any issues still <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/D2DTM2B5MAUCGQ\" class=\"app-title\">Fixure | Security Decision Intelligence<\/a><\/p>\n<div class=\"one-liner\">Turn security chaos into system clarity<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">45<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Fixure\u662f\u4e00\u6b3e\u5b89\u5168\u51b3\u7b56\u667a\u80fd\u5e73\u53f0\uff0c\u5b83\u901a\u8fc7\u6574\u5408\u4e0e\u89e3\u6790\u4f01\u4e1a\u73b0\u6709\u5b89\u5168\u5de5\u5177\u4ea7\u751f\u7684\u6d77\u91cf\u3001\u51b2\u7a81\u4fe1\u53f7\uff0c\u5728\u590d\u6742\u7684\u7f51\u7edc\u5b89\u5168\u8fd0\u7ef4\u573a\u666f\u4e2d\uff0c\u4e3a\u5b89\u5168\u56e2\u961f\u63d0\u4f9b\u6e05\u6670\u7684\u98ce\u9669\u4f18\u5148\u7ea7\u548c\u5f71\u54cd\u5206\u6790\uff0c\u89e3\u51b3\u201c\u5148\u4fee\u590d\u4ec0\u4e48\u4ee5\u53ca\u4e3a\u4ec0\u4e48\u201d\u7684\u51b3\u7b56\u96be\u9898\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/96dc75c2-7ea9-4be6-87db-e6aad05a9f98.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9ea4d654-89c9-44b3-a12f-d24b91bd8923.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/be3217ab-3a2a-481c-ab59-8fb7e9abf33d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/45f44575-89d4-4f8b-99dd-f1af88ad8176.gif?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\/e3a39694-0339-4f6a-ad3f-035364786391.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/t1zMwwEE-mk?si=e80j3DwxUoDyHObr\"><source src=\"https:\/\/youtu.be\/t1zMwwEE-mk?si=e80j3DwxUoDyHObr\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Security<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5b89\u5168\u8fd0\u8425<\/span><br \/>\n <span class=\"tag\">\u51b3\u7b56\u667a\u80fd<\/span><br \/>\n <span class=\"tag\">\u4fe1\u53f7\u805a\u5408<\/span><br \/>\n <span class=\"tag\">\u98ce\u9669\u4f18\u5148\u7ea7<\/span><br \/>\n <span class=\"tag\">\u5b89\u5168\u534f\u540c<\/span><br \/>\n <span class=\"tag\">\u5e73\u53f0\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u6f0f\u6d1e\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5a01\u80c1\u60c5\u62a5<\/span><br \/>\n <span class=\"tag\">\u5b89\u5168\u5206\u6790<\/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\u5bf9\u4ea7\u54c1\u201c\u6574\u5408\u73b0\u6709\u5de5\u5177\u3001\u51cf\u5c11\u566a\u97f3\u3001\u63d0\u4f9b\u6e05\u6670\u884c\u52a8\u4f18\u5148\u7ea7\u201d\u7684\u6838\u5fc3\u4ef7\u503c\u8868\u793a\u8ba4\u53ef\u4e0e\u671f\u5f85\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\uff1a\u5177\u4f53\u96c6\u6210\u590d\u6742\u5ea6\u3001\u662f\u5426\u6709\u4f7f\u7528\u6559\u7a0b\u3001\u4ee5\u53ca\u5176\u4e3b\u52a8\u9632\u5fa1\u80fd\u529b\uff08\u662f\u5426\u76f4\u63a5\u963b\u6b62\u653b\u51fb\uff09\u3002\u5f00\u53d1\u8005\u56de\u590d\u5f3a\u8c03\u5176\u5b9a\u4f4d\u662f\u589e\u5f3a\u800c\u975e\u66ff\u4ee3\u73b0\u6709\u5de5\u5177\uff0c\u4e13\u6ce8\u4e8e\u63d0\u4f9b\u51b3\u7b56\u4f9d\u636e\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 Fixure\u5207\u5165\u7684\u662f\u4e00\u4e2a\u5178\u578b\u7684\u201c\u4e30\u9976\u4e2d\u7684\u8d2b\u56f0\u201d\u56f0\u5883\u2014\u2014\u5b89\u5168\u56e2\u961f\u5e76\u4e0d\u7f3a\u6570\u636e\uff0c\u800c\u662f\u6df9\u6ca1\u5728\u6570\u636e\u4e2d\u3002\u5176\u5ba3\u79f0\u7684\u201c\u5b89\u5168\u51b3\u7b56\u667a\u80fd\u5c42\u201d\u5b9a\u4f4d\uff0c\u672c\u8d28\u4e0a\u662f\u8bd5\u56fe\u6210\u4e3a\u5b89\u5168\u8fd0\u8425\u7684\u201c\u51b3\u7b56\u4e2d\u67a2\u201d\uff0c\u800c\u975e\u53c8\u4e00\u4e2a\u68c0\u6d4b\u6e90\u3002\u8fd9\u6b65\u68cb\u8d70\u5f97\u806a\u660e\uff0c\u907f\u5f00\u4e86\u7ea2\u6d77\u7ade\u4e89\uff0c\u76f4\u6307\u9ad8\u9636\u7684\u8fd0\u8425\u6548\u7387\u75db\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u4e0e\u4ef7\u503c\u5e76\u975e\u5728\u4e8e\u6280\u672f\u5c42\u9762\u7684\u4fe1\u53f7\u53bb\u91cd\u4e0e\u5173\u8054\uff0c\u800c\u5728\u4e8e\u5176\u201c\u4e1a\u52a1\u4e0a\u4e0b\u6587\u201d\u7684\u6784\u5efa\u80fd\u529b\u3002\u5c06\u6f0f\u6d1eCVSS\u5206\u6570\u8f6c\u5316\u4e3a\u4e1a\u52a1\u98ce\u9669\uff0c\u9700\u8981\u6df1\u5ea6\u7406\u89e3\u8d44\u4ea7\u3001\u4e1a\u52a1\u6d41\u548c\u6570\u636e\u4ef7\u503c\uff0c\u8fd9\u6070\u6070\u662f\u5927\u591a\u6570\u7ec4\u7ec7\u5185\u90e8\u90fd\u96be\u4ee5\u5f62\u5f0f\u5316\u7684\u9690\u6027\u77e5\u8bc6\u3002Fixure\u80fd\u5426\u901a\u8fc7\u4ea7\u54c1\u5316\u624b\u6bb5\uff0c\u4f4e\u6210\u672c\u3001\u89c4\u6a21\u5316\u5730\u89e3\u51b3\u8fd9\u4e00\u95ee\u9898\uff0c\u662f\u5176\u6210\u8d25\u7684\u5173\u952e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8bc4\u8bba\u770b\uff0c\u7528\u6237\u6700\u5173\u5fc3\u7684\u4ecd\u662f\u5b9e\u7528\u7ec6\u8282\uff1a\u96c6\u6210\u662f\u5426\u7e41\u7410\u3001\u80fd\u5426\u76f4\u63a5\u201c\u9632\u4f4f\u201d\u653b\u51fb\u3002\u8fd9\u53cd\u6620\u4e86\u5e02\u573a\u5bf9\u201c\u94f6\u5f39\u201d\u7684\u60ef\u6027\u671f\u5f85\u4e0e\u5bf9\u8fd0\u8425\u589e\u6548\u5de5\u5177\u7684\u8ba4\u77e5\u843d\u5dee\u3002Fixure\u7684\u56de\u590d\u6e05\u6670\u5730\u5212\u5b9a\u4e86\u8fb9\u754c\u2014\u2014\u4e0d\u505a\u963b\u65ad\uff0c\u53ea\u505a\u51b3\u7b56\u652f\u6301\u3002\u8fd9\u79cd\u514b\u5236\u503c\u5f97\u8d5e\u8d4f\uff0c\u4f46\u4e5f\u610f\u5473\u7740\u5176\u4ef7\u503c\u5fc5\u987b\u5728\u5ba2\u6237\u590d\u6742\u7684\u5185\u90e8\u6d41\u7a0b\u4e2d\u5f97\u4ee5\u8bc1\u660e\uff0c\u9500\u552e\u5468\u671f\u548c\u6559\u80b2\u6210\u672c\u4e0d\u4f1a\u4f4e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cFixure\u6982\u5ff5\u9887\u5177\u6f5c\u529b\uff0c\u5b83\u7784\u51c6\u4e86\u5b89\u5168\u8fd0\u8425\u6210\u719f\u5ea6\u8fdb\u9636\u8fc7\u7a0b\u4e2d\u7684\u6838\u5fc3\u74f6\u9888\u3002\u4f46\u5176\u6210\u529f\u4e0d\u53d6\u51b3\u4e8e\u7b97\u6cd5\u591a\u7cbe\u5999\uff0c\u800c\u53d6\u51b3\u4e8e\u80fd\u5426\u5c06\u6a21\u7cca\u7684\u201c\u5b89\u5168\u51b3\u7b56\u201d\u8fc7\u7a0b\uff0c\u8f6c\u5316\u4e3a\u53ef\u5d4c\u5165\u73b0\u6709\u5de5\u4f5c\u6d41\u7684\u3001\u6781\u5177\u8bf4\u670d\u529b\u7684\u6e05\u6670\u6307\u5357\uff0c\u5e76\u6700\u7ec8\u4f53\u73b0\u4e3a\u98ce\u9669\u964d\u4f4e\u7684\u53ef\u89c1\u8bc1\u636e\u3002\u8fd9\u6761\u8def\u5f88\u957f\uff0c\u4f46\u65b9\u5411\u6b63\u786e\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\">Fixure | Security Decision Intelligence<\/span>\n <\/div>\n<div class=\"comment-content\">Security teams don\u2019t lack data. They lack clarity. Fixure is a Security Decision Intelligence layer that sits above existing security tools. It reconciles duplicated and conflicting signals into a single model of reality, explains downstream impact, and helps teams understand what matters before taking action. Fixure doesn\u2019t generate findings. It makes sense of what you already have.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>Hey Product Hunt community \ud83d\udc4b<\/strong><\/p>\n<\/p>\n<p>We\u2019re excited to share something we\u2019ve been building for a while.<\/p>\n<p>A product that answers the persistent question,\u201dWhat should we fix first and why?\u201d<\/p>\n<p>There are tons of cybersecurity tools out there, but when it came time to make real decisions, something always felt off. We had plenty of signals but not enough clarity around what actually mattered versus what was just noise.<\/p>\n<p>So as security engineers we built what we wished existed: a <strong>Security Decision Intelligence layer<\/strong> that sits above existing tools and helps teams reason about risk, not just detect it.<\/p>\n<\/p>\n<p><strong>What Fixure does:<\/strong><\/p>\n<ul>\n<li>\n<p>Reconciles duplicated and conflicting signals into a single system reality<\/p>\n<\/li>\n<li>\n<p> Explains downstream impact before action is taken<\/p>\n<\/li>\n<li>\n<p>Helps teams decide which actions matter most and why<\/p>\n<\/li>\n<li>\n<p>Compresses thousands of symptoms into fixable root causes<\/p>\n<\/li>\n<\/ul>\n<p>Fixure doesn\u2019t replace scanners, it works with what you already have so teams can stop guessing at scale.<\/p>\n<p>We\u2019re opening up a beta and would genuinely love honest feedback from the community. If this resonates with your experience, we\u2019d love to hear your thoughts and if there are other unique security products we should be learning from, please share.<\/p>\n<p>Thanks for checking out Fixure!<br \/>Sameer<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>22<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@fixure\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fixure<\/a> I’m excited to try this. With so many options out there, it would be nice to have a single product to use and fall back on. Do you have a tutorial for the use of your 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<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@fixure\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fixure<\/a> I am extremely excited 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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@fixure\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fixure<\/a> I liked the concept and the product seems modern and clean. Hope the integrations aren’t too complex. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interesting cybersecurity platform augmenting current tools the team is already using.<\/p>\n<p>It seems like it simplifies communication, threat detection, impact analysis, facilitates decision making and reduces double efforts.<\/p>\n<p>Does it also prevent hacks by assessing weaknesses before attacks happen?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@daniel_alonso2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniel_alonso2<\/a> Fixure doesn\u2019t replace security tools or \u201cblock hacks\u201d directly it makes them smarter. It connects all your existing security signals, removes noise, adds business context, maps potential impact, and tells you what to fix first so the issues most likely to cause a breach get addressed before attackers exploit them.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Excited for this! Looks useful!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@carlos__\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@carlos__<\/a> Thank you!<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@carlos__\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@carlos__<\/a> Thank you for the support<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I can see how this would be helpful! Much easier than having a laundry list of tasks without any real guidance on severity.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 intrigued by this, its always difficult to decide which problem is the most urget one. As someone who isnt tech savvy this will be very useful. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>So when the Fixure tool helps you with cybersecurity risks, does it take information from web data. From websites such as those that are regularly updated to show more recent cybersecurity threats and attacks, along with how they are done (such as birthday attacks)?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@eduardo_chapa1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@eduardo_chapa1<\/a> Fixure mainly works with the security data your organization already generates and turns it into prioritized, actionable decisions. We can integrate external threat intelligence feeds for additional context, but we\u2019re not pulling general web data. The focus is clarity, prioritization, and remediation, not just more alerts. If you want to learn more go one <a href=\"https:\/\/Fixure.io\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Fixure.io<\/a> and click on get beta access or schedule a demo. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@eduardo_chapa1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@eduardo_chapa1<\/a> We appreciate your feedback! We are the tool that unifies ALL the tools. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#16<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/KNTZVHA5IPEVHF\" class=\"app-title\">Drop in<\/a><\/p>\n<div class=\"one-liner\">Add real features inside the apps you already use<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">36<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Drop in \u662f\u4e00\u6b3e\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\uff0c\u5373\u53ef\u5728\u73b0\u6709\u7f51\u9875\u5e94\u7528\uff08\u5982HubSpot\u3001LinkedIn\uff09\u5185\u90e8\u76f4\u63a5\u6dfb\u52a0\u5b9a\u5236\u5316\u529f\u80fd\u6309\u94ae\u6216\u89c6\u56fe\u7684\u6d4f\u89c8\u5668\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u56e0\u8f6f\u4ef6\u529f\u80fd\u7f3a\u5931\u6216\u96c6\u6210\u4e0d\u8db3\u800c\u88ab\u8feb\u4f7f\u7528\u4f4e\u6548\u53d8\u901a\u65b9\u6848\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0f1792e0-5bce-471e-8f30-05ed30ed96f7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/df6fe9e1-d5af-4b6d-8014-0d6aeb1bdc57.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/50c092b8-6ef6-43c4-a7a2-a5d133d71ca1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cfc649f0-f434-48c0-add6-bc21856cac32.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2f5a8b5c-ff5d-4cec-b527-8f965042cb09.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\/f78a9c1a-4f9c-4507-93e5-b5506f25bc5e.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/SLKtj9GfJ14\"><source src=\"https:\/\/youtu.be\/SLKtj9GfJ14\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u65e0\u4ee3\u7801\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u6269\u5c55<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5e94\u7528\u81ea\u5b9a\u4e49<\/span><br \/>\n <span class=\"tag\">\u6d41\u7a0b\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u7f16\u7a0b<\/span><br \/>\n <span class=\"tag\">\u7528\u6237\u4fa7\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">SaaS\u589e\u5f3a<\/span><br \/>\n <span class=\"tag\">\u5373\u65f6\u529f\u80fd\u6dfb\u52a0<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u53ef\u5176\u201c\u7528\u6237\u81ea\u5b9a\u4e49\u5de5\u5177\u201d\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u8ba4\u4e3a\u89e3\u51b3\u4e86\u957f\u671f\u75db\u70b9\u3002\u6709\u6548\u8bc4\u8bba\u96c6\u4e2d\u4e8e\u786e\u8ba4\u5e94\u7528\u573a\u666f\uff08\u5982\u6784\u5efa\u5373\u65f6\u96c6\u6210\uff09\u3001\u8d5e\u8d4f\u5176\u7075\u6d3b\u6027\uff0c\u4ee5\u53ca\u8be2\u95ee\u6280\u672f\u7ec6\u8282\u3002\u5f00\u53d1\u8005\u56de\u590d\u91cd\u70b9\u5f3a\u8c03\u4e86\u5b9e\u73b0\u53ef\u9760\u96c6\u6210\u7684\u6280\u672f\u6311\u6218\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Drop in \u63d0\u51fa\u7684\u201c\u7528\u6237\u4fa7\u5e94\u7528\u6539\u9020\u201d\u613f\u666f\uff0c\u6bd4\u7b80\u5355\u7684\u81ea\u52a8\u5316\u5de5\u5177\u66f4\u5177\u98a0\u8986\u6027\u91ce\u5fc3\u3002\u5b83\u672c\u8d28\u4e0a\u8bd5\u56fe\u5c06\u6700\u7ec8\u7528\u6237\u4ece\u8f6f\u4ef6\u529f\u80fd\u7684\u201c\u6d88\u8d39\u8005\u201d\u8f6c\u53d8\u4e3a\u201c\u5171\u540c\u6784\u5efa\u8005\u201d\uff0c\u8fd9\u76f4\u63a5\u6311\u6218\u4e86\u4f20\u7edfSaaS\u4ea7\u54c1\u201c\u7531\u4f9b\u5e94\u5546\u5b9a\u4e49\u529f\u80fd\u8fb9\u754c\u201d\u7684\u8303\u5f0f\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u5355\u4e2a\u201c\u6dfb\u52a0\u6309\u94ae\u201d\u7684\u52a8\u4f5c\uff0c\u800c\u5728\u4e8e\u6784\u5efa\u4e00\u4e2a\u5141\u8bb8\u56e2\u961f\u5c06\u5185\u90e8\u5de5\u4f5c\u6d41\u77e5\u8bc6\u6c89\u6dc0\u4e3a\u5177\u4f53\u3001\u53ef\u590d\u7528\u5de5\u5177\u5c42\u7684\u5e73\u53f0\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6838\u5fc3\u6311\u6218\u4e5f\u5f02\u5e38\u6e05\u6670\uff1a\u9996\u5148\u662f**\u6280\u672f\u503a\u4e0e\u7a33\u5b9a\u6027**\u3002\u4f5c\u4e3a\u8986\u76d6\u5728\u590d\u6742\u7b2c\u4e09\u65b9\u5e94\u7528\u4e4b\u4e0a\u7684\u201c\u5c42\u201d\uff0c\u4efb\u4f55\u76ee\u6807\u5e94\u7528\u7684\u66f4\u65b0\u90fd\u53ef\u80fd\u5bfc\u81f4\u81ea\u5b9a\u4e49\u529f\u80fd\u5931\u6548\uff0c\u7ef4\u62a4\u6210\u672c\u5c06\u968f\u652f\u6301\u7684\u5e94\u7528\u6570\u91cf\u5448\u6307\u6570\u7ea7\u589e\u957f\u3002\u5176\u6b21\u662f**\u529f\u80fd\u6df1\u5ea6\u4e0e\u5b89\u5168\u8fb9\u754c**\u3002\u76ee\u524d\u6f14\u793a\u96c6\u4e2d\u4e8e\u6570\u636e\u4f20\u9012\u548c\u7b80\u5355UI\u6dfb\u52a0\uff0c\u4f46\u4e00\u65e6\u6d89\u53ca\u590d\u6742\u903b\u8f91\u6216\u654f\u611f\u6570\u636e\u64cd\u4f5c\uff0c\u5176\u5b89\u5168\u6a21\u578b\u3001\u6743\u9650\u63a7\u5236\u548c\u9519\u8bef\u5904\u7406\u673a\u5236\u5c06\u7ecf\u53d7\u4e25\u5cfb\u8003\u9a8c\u3002\u6700\u540e\u662f**\u4ece\u201c\u73a9\u5177\u201d\u5230\u201c\u5de5\u5177\u201d\u7684\u8de8\u8d8a**\u3002\u65e9\u671f\u91c7\u7528\u8005\u4e50\u4e8e\u6dfb\u52a0\u6309\u94ae\uff0c\u4f46\u56e2\u961f\u7ea7\u91c7\u7eb3\u9700\u8981\u4e25\u8c28\u7684\u6743\u9650\u7ba1\u7406\u3001\u7248\u672c\u63a7\u5236\u548c\u5ba1\u8ba1\u65e5\u5fd7\uff0c\u8fd9\u4e9b\u6b63\u662f\u4f20\u7edfBPM\u6216iPaaS\u89e3\u51b3\u65b9\u6848\u7684\u62a4\u57ce\u6cb3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f53\u524d\u4ea7\u54c1\u5de7\u5999\u5730\u4ee5\u201c\u81ea\u7136\u8bed\u8a00\u201d\u4f5c\u4e3a\u4f4e\u95e8\u69db\u5165\u53e3\uff0c\u4f46\u957f\u671f\u6765\u770b\uff0c\u5176\u62a4\u57ce\u6cb3\u66f4\u53ef\u80fd\u5efa\u7acb\u5728**\u5bf9\u4f01\u4e1a\u72ec\u7279\u5de5\u4f5c\u6d41\u7684\u62bd\u8c61\u4e0e\u5c01\u88c5\u80fd\u529b**\u4e0a\uff0c\u800c\u975eNLU\u6280\u672f\u672c\u8eab\u3002\u5b83\u82e5\u6210\u529f\uff0c\u4e0d\u4f1a\u53d6\u4ee3Zapier\uff0c\u800c\u662f\u4f1a\u6210\u4e3a\u6bcf\u4e2a\u5458\u5de5\u6d4f\u89c8\u5668\u91cc\u7684\u201c\u5373\u65f6\u8f7b\u91cf\u7ea7iPaaS\u201d\u3002\u4f46\u8fd9\u6761\u8def\u9700\u8981\u6781\u6df1\u7684\u5de5\u7a0b\u5316\u80fd\u529b\u4e0e\u5bf9\u4f01\u4e1a\u6d41\u7a0b\u7684\u6df1\u523b\u7406\u89e3\uff0c\u5176\u53d1\u5c55\u8f68\u8ff9\u5c06\u9a8c\u8bc1\u201c\u7528\u6237\u4fa7\u5f00\u53d1\u201d\u662f\u4e00\u4e2a\u771f\u6b63\u7684\u8303\u5f0f\u8f6c\u79fb\uff0c\u8fd8\u662f\u4e00\u4e2a\u4ec5\u9002\u7528\u4e8e\u8fb9\u7f18\u573a\u666f\u7684\u7cbe\u81f4\u8865\u5145\u65b9\u6848\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Drop in<\/span>\n <\/div>\n<div class=\"comment-content\">Drop in turns the apps you already use into the apps you actually want. Instead of waiting on vendors or scripting, you describe your ideal feature in plain English: \u201cAdd an \u2018Add to HubSpot\u2019 button here\u201d, \u201cCreate a qualification view in this CRM\u201d. Drop in builds it into the page. Features persist, can be organized per site, and integrate with tools like HubSpot, Airtable, and Notion to move real data.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey everyone! I’m Gio, the maker of DropIn.<\/p>\n<p>We built this because we were frustrated with all the “<em>missing features<\/em>” in tools we use daily. <\/p>\n<p>Export button in ChatGPT? – Nope. Smart replies in Slack? – Nope.<\/p>\n<p>So we built DropIn. Just describe what’s missing, and it gets added to any web app.<\/p>\n<p>For all early adopters: we’re giving <strong>free AI credits<\/strong> so your custom features can talk to AI directly from the browser<br \/>(summaries, smart replies, auto-responses)<br \/>Try it out: <a href=\"http:\/\/usedropin.com\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">http:\/\/usedropin.com\/<\/a><\/p>\n<p>More integrations are on the way \ud83d\ude0e<\/p>\n<p>Would love to hear what features YOU wish your favorite tools had! \ud83d\ude80<\/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\/@georgii_bochorishvili\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@georgii_bochorishvili<\/a> Congrats on the launch! The idea of shaping the tools you already use instead of waiting on vendors is super clever. I build in the productivity space too, so I really appreciate how hard it is to make something this flexible without overwhelming the user. Well done!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b<\/p>\n<\/p>\n<p>We\u2019ve all had that moment of staring at a tool thinking, \u201cWhy is there not just a button for this?\u201d<\/p>\n<\/p>\n<p>Drop in is our attempt to fix that.<\/p>\n<\/p>\n<p>It\u2019s an adaptive layer that sits on top of the web apps you already use and lets you add real features inside them. Buttons, panels, little workflow steps, even full views, just by describing what you want in plain English.<\/p>\n<\/p>\n<p>Instead of automating around tools, you change the tools themselves from the user side.<\/p>\n<\/p>\n<p>Example: you\u2019re on a LinkedIn profile and want an \u201cAdd to HubSpot\u201d button. You ask Drop in, it appears on the page, creates\/updates the contact, logs a note the way your team wants it\u2026 and that button stays there for every profile you visit.<\/p>\n<\/p>\n<p>We\u2019re still early, but the vision is big: let teams shape the software they already use, without waiting on vendors.<\/p>\n<\/p>\n<p>I\u2019d love to hear: what\u2019s the \u201cI wish this had a button for X\u201d moment you hit every week?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks very promising! <\/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\/@anton_selikhov1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anton_selikhov1<\/a> Thanks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Seems powerful, congrats! So it’s primarily used to instantly build integrations from your custom app to a range of different providers (e.g. Slack, ChatGPT)?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 such a great tool! I was looking for this since long time. <\/p>\n<p>Why did it took so long! \ud83d\ude42<\/p>\n<p>Congrats and great product. Much love.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@cesare_d_adamo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cesare_d_adamo<\/a> Thanks, appreciate that. Making integrations work reliably was a huge milestone. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#17<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/66VSSO4YYNG3HS\" class=\"app-title\">SearchZ.ai<\/a><\/p>\n<div class=\"one-liner\">Search powered by AI – no ads, no SEO Manipulation<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">32<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>SearchZ.ai\u662f\u4e00\u6b3e\u57fa\u4e8e\u72ec\u7acb\u6570\u636e\u96c6\u7684AI\u641c\u7d22\u5f15\u64ce\uff0c\u5728\u7528\u6237\u8fdb\u884c\u5b66\u672f\u7814\u7a76\u6216\u65e5\u5e38\u4fe1\u606f\u68c0\u7d22\u65f6\uff0c\u901a\u8fc7\u65e0\u5e7f\u544a\u3001\u65e0SEO\u64cd\u7eb5\u7684\u7eaf\u51c0\u7ed3\u679c\uff0c\u89e3\u51b3\u4e86\u4e3b\u6d41\u641c\u7d22\u5f15\u64ce\u7ed3\u679c\u9875\u5145\u65a5\u5546\u4e1a\u63a8\u5e7f\u548c\u5185\u5bb9\u6c61\u67d3\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery single-item\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/14005c84-ae3a-4235-9cc2-089f1558eae8.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\">Privacy<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Search<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u641c\u7d22\u5f15\u64ce<\/span><br \/>\n <span class=\"tag\">\u65e0\u5e7f\u544a\u641c\u7d22<\/span><br \/>\n <span class=\"tag\">\u72ec\u7acb\u641c\u7d22\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u7eaf\u51c0\u641c\u7d22\u7ed3\u679c<\/span><br \/>\n <span class=\"tag\">\u4fe1\u606f\u68c0\u7d22\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u7814\u7a76\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">\u53cdSEO\u64cd\u7eb5<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u53cb\u597d<\/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>\u6709\u6548\u8bc4\u8bba\u4e3b\u8981\u4e3a\u521b\u59cb\u4eba\u81ea\u8ff0\uff0c\u9610\u8ff0\u4e86\u4ea7\u54c1\u5f00\u53d1\u521d\u8877\uff08\u5bf9\u6297\u5e7f\u544a\u6cdb\u6ee5\u3001\u5bfb\u6c42\u72ec\u7acb\u4e8e\u8c37\u6b4c\/\u5fae\u8f6f\u7684\u66ff\u4ee3\u65b9\u6848\uff09\u5e76\u9080\u8bf7\u53cd\u9988\u3002\u8bc4\u8bba\u4e2d\u672a\u51fa\u73b0\u771f\u5b9e\u7528\u6237\u7684\u4f53\u9a8c\u53cd\u9988\u6216\u5177\u4f53\u5efa\u8bae\uff0c\u4e92\u52a8\u4ee5\u611f\u8c22\u4e3a\u4e3b\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 SearchZ.ai\u7684\u4eae\u76f8\uff0c\u7cbe\u51c6\u5730\u5207\u4e2d\u4e86\u5f53\u524d\u7528\u6237\u5bf9\u4e3b\u6d41\u641c\u7d22\u5f15\u64ce\u7684\u666e\u904d\u4e0d\u6ee1\u2014\u2014\u7ed3\u679c\u9875\u7684\u201c\u5e7f\u544a\u5373\u5185\u5bb9\u201d\u5316\u4ee5\u53caSEO\u751f\u6001\u5e26\u6765\u7684\u4fe1\u606f\u626d\u66f2\u3002\u5176\u6807\u699c\u7684\u201c\u72ec\u7acb\u6570\u636e\u96c6\u201d\u4e0e\u201cAI\u6392\u540d\u201d\u53cc\u5f15\u64ce\u6982\u5ff5\uff0c\u662f\u5b83\u8bd5\u56fe\u6784\u5efa\u7684\u6838\u5fc3\u62a4\u57ce\u6cb3\uff0c\u610f\u5728\u5c06\u81ea\u5df1\u4e0e\u4f9d\u8d56Bing API\u7684\u8bf8\u591a\u201c\u8c37\u6b4c\u66ff\u4ee3\u54c1\u201d\u533a\u9694\u5f00\uff0c\u76f4\u6307\u884c\u4e1a\u201c\u6570\u636e\u5784\u65ad\u201d\u4e0e\u201c\u6392\u540d\u9ed1\u7bb1\u201d\u4e24\u5927\u987d\u75be\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u771f\u6b63\u72ec\u7acb\u201d\u9762\u4e34\u4e25\u5cfb\u62f7\u95ee\u3002\u81ea\u5efa\u5168\u7f51\u722c\u866b\u4e0e\u7d22\u5f15\u7684\u6210\u672c\u6781\u9ad8\uff0c\u5bf9\u4e8e\u4e00\u4e2a\u65b0\u521b\u4ea7\u54c1\u800c\u8a00\uff0c\u5176\u6570\u636e\u96c6\u7684\u5e7f\u5ea6\u3001\u6df1\u5ea6\u4e0e\u5b9e\u65f6\u6027\u80fd\u5426\u652f\u6491\u8d77\u901a\u7528\u641c\u7d22\u7684\u627f\u8bfa\uff0c\u9700\u8981\u6253\u4e0a\u5de8\u5927\u95ee\u53f7\u3002\u66f4\u53ef\u80fd\u7684\u60c5\u51b5\u662f\uff0c\u5b83\u805a\u5408\u4e86\u67d0\u4e9b\u7279\u5b9a\u5f00\u6e90\u6216\u6388\u6743\u6570\u636e\u96c6\uff0c\u5e76\u5728\u6709\u9650\u9886\u57df\u5185\u5e94\u7528AI\u91cd\u6392\uff0c\u8fd9\u4f7f\u5176\u66f4\u63a5\u8fd1\u4e8e\u4e00\u4e2a\u5782\u76f4\u6216\u5b9e\u9a8c\u6027\u641c\u7d22\u5de5\u5177\uff0c\u800c\u975e\u901a\u7528\u641c\u7d22\u7684\u5168\u9762\u6311\u6218\u8005\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5c06\u201c\u5185\u7f6e\u5de5\u5177\u201d\uff08\u5982\u5929\u6c14\u3001\u8ba1\u7b97\u5668\uff09\u4f5c\u4e3a\u667a\u80fd\u7279\u6027\u5217\u51fa\uff0c\u8fd9\u6070\u6070\u66b4\u9732\u4e86\u5176\u6838\u5fc3\u641c\u7d22\u80fd\u529b\u53ef\u80fd\u5c1a\u5904\u65e9\u671f\uff0c\u9700\u8981\u529f\u80fd\u8865\u5145\u6765\u63d0\u5347\u7528\u6237\u7c98\u6027\u3002\u76ee\u524d\u793e\u533a\u53cd\u9988\u7684\u7f3a\u5931\uff0c\u4f7f\u5f97\u4ea7\u54c1\u5b9e\u9645\u4f53\u9a8c\u6210\u8c1c\u3002\u5b83\u771f\u6b63\u7684\u4ef7\u503c\uff0c\u6216\u8bb8\u4e0d\u5728\u4e8e\u77ed\u671f\u5185\u53d6\u4ee3\u5de8\u5934\uff0c\u800c\u5728\u4e8e\u5176\u4f5c\u4e3a\u4e00\u9879\u201c\u6982\u5ff5\u9a8c\u8bc1\u201d\uff0c\u63ed\u793a\u4e86\u5e02\u573a\u5bf9\u4e2d\u7acb\u3001\u53ef\u4fe1\u4fe1\u606f\u68c0\u7d22\u6e20\u9053\u7684\u6e34\u671b\u3002\u5b83\u7684\u6210\u8d25\uff0c\u5c06\u53d6\u51b3\u4e8e\u5176\u201c\u72ec\u7acb\u6570\u636e\u201d\u7684\u5b9e\u8d28\u8d28\u91cf\u4e0eAI\u6392\u540d\u7b97\u6cd5\u80fd\u5426\u771f\u6b63\u5e26\u6765\u98a0\u8986\u6027\u7684\u76f8\u5173\u6027\u4f53\u9a8c\uff0c\u5426\u5219\u6781\u6613\u6ca6\u4e3a\u53c8\u4e00\u4e2a\u5728\u60c5\u6000\u5450\u558a\u540e\u6c89\u5bc2\u7684\u6ce8\u811a\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\">SearchZ.ai<\/span>\n <\/div>\n<div class=\"comment-content\">SearchZ.AI – Advanced AI-powered search engine delivering fast, clean, spam-free results. \u2713 Truly independent – not controlled by Google or Microsoft \u2713 AI-ranked results – Intelligently ranks the best answers for your query \u2713 Zero clutter – No ads, no sponsored links, just pure search results \u2713 Smart features – Weather, calculator, sports scores, Wikipedia, and more built-in Perfect for researchers, students, and anyone tired of wading through sponsored content to find real answers.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! \ud83d\udc4b<br \/>\nI’m Raj, and I built SearchZ.AI because I was frustrated with modern search engines prioritizing ads over answers.<br \/>\nThe problem: Google has become cluttered with sponsored content, and most alternatives still rely on Microsoft’s Bing. There wasn’t a truly independent option with clean results.<br \/>\nThe solution: SearchZ.AI uses completely independent dataset (not from Google\/Microsoft) + AI ranking to deliver the best results without manipulation.<br \/>\nWhat you can do with it:<\/p>\n<p>Get instant answers without ads<br \/>\nUse built-in tools (weather, calculator, sports, etc.)<br \/>\nSearch with confidence that results aren’t bought<\/p>\n<p>I’d love your feedback! What features would make this your daily search engine?<br \/>\nTry it out and let me know what you think! \ud83d\ude80<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>thanks everyone<\/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\">#18<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/NO4NMMUMAOAZRO\" class=\"app-title\">Paper Plane Simulator<\/a><\/p>\n<div class=\"one-liner\">Delightful game in which you throw a paper plane and watch<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">31<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e3D\u7eb8\u98de\u673a\u6a21\u62df\u6e38\u620f\uff0c\u8ba9\u7528\u6237\u5728\u7ebd\u7ea6\u6469\u5929\u5927\u697c\u573a\u666f\u4e2d\u6295\u63b7\u7eb8\u98de\u673a\u5e76\u6c89\u6d78\u5f0f\u89c2\u8d4f\u5176\u98de\u884c\u8f68\u8ff9\uff0c\u5728\u788e\u7247\u5316\u65f6\u95f4\u6216\u538b\u529b\u573a\u666f\u4e0b\u63d0\u4f9b\u77ac\u95f4\u7684\u653e\u677e\u4e0e\u89e3\u538b\u4f53\u9a8c\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a898b4cd-2715-4580-9ae9-e57bccf15868.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ac05c8c1-64a0-4332-a14f-aee76c2cbd1a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/de9789f7-15a7-446b-8f3a-bc016c9170f0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/959972b4-e8b7-4b18-8263-ea758e490a0b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f432b57a-34da-4d98-8ca3-b818b3c89b05.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7352ee4e-30c8-4a24-9a2e-50f379d45680.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5327940d-4c02-49a9-833d-36e7c748799e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/021891e3-ccc5-4ba5-960d-d76286eea3e6.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\/44c6a896-5561-4642-bf7c-3e994040e748.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/hPNCT376Q3Y\"><source src=\"https:\/\/youtu.be\/hPNCT376Q3Y\" 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\">Indie Games<\/span><br \/>\n <span class=\"tag\">Simulation Games<\/span><br \/>\n <span class=\"tag\">Vibe coding<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4f11\u95f2\u6e38\u620f<\/span><br \/>\n <span class=\"tag\">\u6a21\u62df\u6e38\u620f<\/span><br \/>\n <span class=\"tag\">\u89e3\u538b\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">3D\u89c6\u89c9<\/span><br \/>\n <span class=\"tag\">\u7ebd\u7ea6\u57ce\u5e02\u666f\u89c2<\/span><br \/>\n <span class=\"tag\">\u7eb8\u98de\u673a<\/span><br \/>\n <span class=\"tag\">\u653e\u677e<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cf\u7ea7\u6e38\u620f<\/span><br \/>\n <span class=\"tag\">\u5355\u673a\u6e38\u620f<\/span><br \/>\n <span class=\"tag\">\u6c89\u6d78\u5f0f\u4f53\u9a8c<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u4e3a\u6e38\u620f\u653e\u677e\u3001\u6709\u8da3\u3001\u539f\u521b\u3002\u4e3b\u8981\u5efa\u8bae\u5305\u62ec\uff1a\u589e\u52a0\u98de\u884c\u8ddd\u79bb\u8ba1\u6570\u548c\u6392\u884c\u699c\u529f\u80fd\uff1b\u63a8\u51fa\u591c\u6a21\u5f0f\u3001\u66f4\u591a\u57ce\u5e02\u5730\u56fe\u548c\u80cc\u666f\u97f3\u4e50\uff1b\u8003\u8651\u52a0\u5165\u952e\u76d8\u63a7\u5236\u53caVR\u652f\u6301\u3002\u5f00\u53d1\u8005\u79ef\u6781\u4e92\u52a8\uff0c\u8868\u793a\u8003\u8651\u6269\u5c55\u57ce\u5e02\u548c\u529f\u80fd\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 \u201c\u7eb8\u98de\u673a\u6a21\u62df\u5668\u201d\u672c\u8d28\u4e0a\u662f\u4e00\u6b3e\u201c\u6570\u5b57\u7985\u610f\u82b1\u56ed\u201d\uff0c\u5176\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u6e38\u620f\u6027\uff0c\u800c\u5728\u4e8e\u63d0\u4f9b\u4e00\u79cd\u4f4e\u4ea4\u4e92\u3001\u9ad8\u6c89\u6d78\u7684\u611f\u5b98\u6309\u6469\u3002\u4ea7\u54c1\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u7ec6\u5206\u9700\u6c42\uff1a\u5728\u4fe1\u606f\u8fc7\u8f7d\u7684\u65f6\u4ee3\uff0c\u4e3a\u7528\u6237\u63d0\u4f9b\u4e00\u4e2a\u65e0\u9700\u601d\u8003\u3001\u65e0\u9700\u7ade\u4e89\u3001\u53ea\u9700\u89c2\u8d4f\u7684\u89c6\u89c9\u6d41\u653e\u5730\u3002\u5b83\u7684\u201c\u73a9\u6cd5\u201d\u8584\u5f31\u2014\u2014\u6295\u63b7\u540e\u5373\u5931\u53bb\u63a7\u5236\uff0c\u8fd9\u6070\u6070\u662f\u5176\u806a\u660e\u4e4b\u5904\uff0c\u5b83\u8d29\u5356\u7684\u4e0d\u662f\u64cd\u4f5c\u4e50\u8da3\uff0c\u800c\u662f\u201c\u653e\u5f03\u63a7\u5236\u201d\u540e\u7684\u653e\u677e\u611f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8bc4\u8bba\u770b\uff0c\u7528\u6237\u53cd\u9988\u5206\u88c2\u4e86\u4ea7\u54c1\u7684\u672a\u6765\u8def\u5f84\uff1a\u4e00\u65b9\u8981\u6c42\u589e\u5f3a\u6e38\u620f\u6027\uff08\u5982\u6392\u884c\u699c\u3001\u8ddd\u79bb\u8ba1\u6570\uff09\uff0c\u8fd9\u4f1a\u5c06\u4ea7\u54c1\u62d6\u5165\u4e0e\u4f20\u7edf\u4f11\u95f2\u6e38\u620f\u7684\u5e73\u5eb8\u7ea2\u6d77\uff1b\u53e6\u4e00\u65b9\u5219\u8981\u6c42\u6df1\u5316\u4f53\u9a8c\uff08VR\u3001\u66f4\u591a\u57ce\u5e02\u3001\u591c\u6a21\u5f0f\uff09\uff0c\u8fd9\u624d\u662f\u5176\u62a4\u57ce\u6cb3\u6240\u5728\u3002\u5f00\u53d1\u8005\u5173\u4e8e\u201c\u7eb8\u98de\u673a\u4e0d\u8be5\u88ab\u8fc7\u591a\u63a7\u5236\u201d\u7684\u56de\u590d\uff0c\u663e\u793a\u51fa\u5bf9\u4ea7\u54c1\u201c\u53cd\u6e38\u620f\u201d\u5185\u6838\u7684\u575a\u6301\uff0c\u8fd9\u662f\u6b63\u786e\u7684\u3002\u4ea7\u54c1\u7684\u771f\u6b63\u98ce\u9669\u5728\u4e8e\u5b9a\u4f4d\u6a21\u7cca\uff1a\u82e5\u8bd5\u56fe\u540c\u65f6\u6ee1\u8db3\u201c\u89e3\u538b\u89c2\u8d4f\u201d\u548c\u201c\u8f7b\u5ea6\u7ade\u6280\u201d\u4e24\u7c7b\u7528\u6237\uff0c\u5f88\u53ef\u80fd\u4e24\u5934\u4e0d\u8ba8\u597d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u6280\u672f\u5b9e\u73b0\uff08\u636e\u79f0\u5168\u90e8\u7531Claude Code\u751f\u6210\uff09\u548c\u201c\u624b vibe \u7f16\u7801\u201d\u7684\u8425\u9500\u6545\u4e8b\uff0c\u6bd4\u6e38\u620f\u672c\u8eab\u66f4\u5438\u5f15\u79d1\u6280\u5708\u5173\u6ce8\uff0c\u8fd9\u63ed\u793a\u4e86\u5176\u53e6\u4e00\u5c42\u672c\u8d28\uff1a\u4e00\u4e2aAI\u539f\u751f\u5e94\u7528\u7684\u6982\u5ff5\u9a8c\u8bc1\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u53d6\u51b3\u4e8e\u80fd\u5426\u5c06\u201c\u89c2\u8d4f\u6027\u653e\u677e\u201d\u8fd9\u4e00\u4f53\u9a8c\u505a\u5230\u6781\u81f4\uff0c\u5e76\u5f62\u6210\u5185\u5bb9\uff08\u57ce\u5e02\u3001\u5929\u6c14\u3001\u65f6\u95f4\u7cfb\u7edf\uff09\u7684\u53ef\u6301\u7eed\u66f4\u65b0\u58c1\u5792\uff0c\u5426\u5219\u6781\u6613\u88ab\u590d\u5236\u6216\u6ca6\u4e3a\u4e00\u6b21\u6027\u65b0\u9c9c\u611f\u6d88\u8d39\u3002\u5f53\u524d\u7248\u672c\u662f\u4e00\u4e2a\u4f18\u96c5\u7684MVP\uff0c\u4f46\u5b83\u7684\u5929\u82b1\u677f\uff0c\u53d6\u51b3\u4e8e\u56e2\u961f\u662f\u9009\u62e9\u6df1\u5316\u201c\u7985\u610f\u201d\uff0c\u8fd8\u662f\u59a5\u534f\u4e8e\u201c\u6e38\u620f\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\">Paper Plane Simulator<\/span>\n <\/div>\n<div class=\"comment-content\">Throw paper planes from NYC skyscrapers in 3D<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I was not invited to the Anthropic Claude Code Hackathon (<a href=\"https:\/\/x.com\/cerebral_valley\/status\/2019836976044855679;\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/x.com\/cerebral_valley\/st…<\/a> only 500 participants), but decided to participate nevertheless.<\/p>\n<p>Hand vibe coded. Zero lines of code written. All Claude Code (with Zenflow UI).<\/p>\n<p>Let me in!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>12<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@pablo_sanzo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pablo_sanzo<\/a> if they don’t let you, you can just arrive on that plane! I love the idea and the implementation!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@pablo_sanzo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pablo_sanzo<\/a> “hand vibe coded” lol, nice project!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rajiv_ayyangar\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"rajiv_ayyangar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rajiv_ayyangar<\/a> is Product Hunt becoming “pay-to-win”?<\/p>\n<p>Appreciate if you’re honest with your take; it might be a challenge that you’re facing, and the community could help:<\/p>\n<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bdfa8e12-c948-4aac-a5f9-20ed33ce3db1.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rajiv_ayyangar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rajiv_ayyangar<\/a> from the beginning, this was in my post (4th image):<\/p>\n<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/90db5251-40fb-4695-a99b-6f066ec6f97b.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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>Some players are telling me it should have a distance counter and a leaderboard; what do you think? \ud83e\udd14<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@pablo_sanzo\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"pablo_sanzo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pablo_sanzo<\/a> So relaxing to watch! Would be amazing with a night mode and more tracks.<\/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<pre><code>It's a very original game; it's both relaxing and entertaining. I love the music, by the way!<\/code><\/pre>\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 actually pretty <\/p>\n<p> disgustingly soothing<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@leon_imanuel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@leon_imanuel<\/a> hahaha thanks, man. I told you I love NYC.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>can you make it work for any city, not only NYC?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@yegorgilyov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yegorgilyov<\/a> I’m thinking to expand to more cities; you can vote for your favorite <a href=\"https:\/\/x.com\/intent\/post?text=I%20%E2%9D%A4%EF%B8%8F%20PAPER%20PLANE%20SIMULATOR%20.com%0A%0ANext%20city%20should%20be%3A%20%5BFILL%20IN%20YOUR%20CHOICE%5D\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">here<\/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>very fun, would love to see an update with keyboard controls<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@riccardo_mazzarini\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@riccardo_mazzarini<\/a> Nice idea! Do you want to actually control the plane? But it’s a paper plane, so maybe I don’t let you control it too much \ud83d\ude04<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I really enjoy flying over different cities and seeing them from a bird\u2019s-eye view. Have you thought about adding VR support? It could make the experience even more immersive!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Cool! Love the music<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>wow, it’s a nice one \u2014 so relaxing! only drawback is that i didn’t really want the plane to stop flying =))<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Nice idea! I felt like the plane is going to fall, but it continue to smoothly go down \ud83d\ude05<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#19<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/ULZL2JRVWSA2KV\" class=\"app-title\">PromptScan<\/a><\/p>\n<div class=\"one-liner\">Turn One Sentence Into Complete Market Research<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">22<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3eAI\u9a71\u52a8\u7684\u5e02\u573a\u7814\u7a76\u5de5\u5177\uff0c\u80fd\u5c06\u7528\u6237\u7684\u4e00\u53e5\u8bdd\u60f3\u6cd5\u5728\u51e0\u5206\u949f\u5185\u8f6c\u5316\u4e3a\u5305\u542b\u7ade\u4e89\u5206\u6790\u3001\u7528\u6237\u753b\u50cf\u3001\u5e02\u573a\u5bb9\u91cf\u7b49\u5185\u5bb9\u7684\u5b8c\u6574\u62a5\u544a\uff0c\u89e3\u51b3\u4e86\u521b\u4e1a\u8005\u3001\u4ea7\u54c1\u6784\u5efa\u8005\u5728\u9879\u76ee\u65e9\u671f\u624b\u52a8\u8fdb\u884c\u5e02\u573a\u8c03\u7814\u8017\u65f6\u6570\u5468\u3001\u65e0\u4ece\u4e0b\u624b\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f87fe957-f4e4-4658-8253-39b30cb9adc9.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\/18bcc774-e566-46b4-8812-cbe427d7038d.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/DiLdnwq8Uq8\"><source src=\"https:\/\/youtu.be\/DiLdnwq8Uq8\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">Business Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5e02\u573a\u7814\u7a76<\/span><br \/>\n <span class=\"tag\">\u521b\u4e1a\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u7ade\u4e89\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u7528\u6237\u753b\u50cf<\/span><br \/>\n <span class=\"tag\">\u5e02\u573a\u5bb9\u91cf\u6d4b\u7b97<\/span><br \/>\n <span class=\"tag\">STP\u5206\u6790<\/span><br \/>\n <span class=\"tag\">MVP\u89c4\u5212<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u9a8c\u8bc1<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u62a5\u544a<\/span><br \/>\n <span class=\"tag\">SaaS<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u5feb\u901f\u9a8c\u8bc1\u60f3\u6cd5\u7684\u4ef7\u503c\uff0c\u5e76\u63d0\u51fa\u4e86\u5177\u4f53\u95ee\u9898\u4e0e\u5efa\u8bae\u3002\u95ee\u9898\u96c6\u4e2d\u4e8e\u6570\u636e\u6e90\u900f\u660e\u5ea6\uff08\u5982\u533a\u57df\u6027\u5e02\u573a\u6570\u636e\uff09\u3001\u7ade\u54c1\u5206\u6790\u6df1\u5ea6\u533a\u5206\u3001\u4ee5\u53ca\u62a5\u544a\u7684\u53ef\u4fe1\u5ea6\u9a8c\u8bc1\u3002\u5efa\u8bae\u5219\u805a\u7126\u4e8e\u63d0\u5347\u62a5\u544a\u4e13\u4e1a\u6027\uff0c\u5982\u589e\u52a0\u6765\u6e90\u5f15\u7528\u3001\u4f18\u5316\u6570\u636e\u53ef\u89c6\u5316\u3001\u6539\u5584UI\/UX\u548c\u53ef\u8bbf\u95ee\u6027\u8bbe\u8ba1\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n PromptScan\u7784\u51c6\u4e86\u4e00\u4e2a\u771f\u5b9e\u4e14\u75bc\u75db\u7684\u7f1d\u9699\u5e02\u573a\uff1a\u65e9\u671f\u521b\u4e1a\u8005\u7684\u201c\u9884\u9a8c\u8bc1\u201d\u7126\u8651\u3002\u5176\u5ba3\u79f0\u7684\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u7684\u4fe1\u606f\u805a\u5408\uff0c\u800c\u662f\u8bd5\u56fe\u5c06\u521b\u59cb\u4eba\u6a21\u7cca\u7684\u76f4\u89c9\uff0c\u901a\u8fc7AI\u667a\u80fd\u4f53\u5b9e\u65f6\u641c\u7d22\uff0c\u7ed3\u6784\u5316\u4e3a\u4e00\u4efd\u770b\u4f3c\u6807\u51c6\u7684\u5e02\u573a\u7814\u7a76\u62a5\u544a\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u5728\u552e\u5356\u201c\u901f\u5ea6\u201d\u4e0e\u201c\u7ed3\u6784\u201d\uff0c\u7528\u4ee5\u5bf9\u6297\u521b\u4e1a\u521d\u671f\u6700\u5927\u7684\u6210\u672c\u2014\u2014\u65f6\u95f4\u4e0e\u4e0d\u786e\u5b9a\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5149\u9c9c\u627f\u8bfa\u4e4b\u4e0b\uff0c\u6f5c\u85cf\u7740\u51e0\u4e2a\u5fc5\u987b\u76f4\u89c6\u7684\u6df1\u5c42\u6311\u6218\u3002\u9996\u5148\uff0c\u662f\u201c\u5783\u573e\u8fdb\uff0c\u5783\u573e\u51fa\u201d\u7684\u7ecf\u5178AI\u56f0\u5883\u3002\u4e00\u53e5\u6a21\u7cca\u7684\u53e5\u5b50\uff0c\u5373\u4f7f\u7ecf\u8fc7AI\u6269\u5199\uff0c\u5176\u4f5c\u4e3a\u7814\u7a76\u6307\u4ee4\u7684\u7cbe\u786e\u6027\u5b58\u7591\uff0c\u6700\u7ec8\u62a5\u544a\u7684\u8d28\u91cf\u6839\u57fa\u53ef\u80fd\u5e76\u4e0d\u7262\u56fa\u3002\u5176\u6b21\uff0c\u5176\u6838\u5fc3\u5356\u70b9\u201c\u5b9e\u65f6\u7f51\u7edc\u641c\u7d22\u201d\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002\u5728\u516c\u5f00\u6570\u636e\u4e30\u5bcc\u7684\u6210\u719f\u5e02\u573a\u6216\u8bb8\u53ef\u884c\uff0c\u4f46\u5bf9\u4e8e\u5229\u57fa\u6216\u533a\u57df\u6027\u5e02\u573a\uff0cAI\u5f88\u53ef\u80fd\u9677\u5165\u6570\u636e\u8352\u6f20\uff0c\u5bfc\u81f4\u62a5\u544a\u7a7a\u6cdb\u6216\u5931\u771f\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u6570\u636e\u6e90\u548c\u6df1\u5ea6\u7ade\u4e89\u7684\u8d28\u7591\uff0c\u76f4\u63a5\u51fb\u4e2d\u4e86\u8fd9\u4e2a\u8981\u5bb3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u66f4\u5173\u952e\u7684\u662f\uff0c\u5b83\u6e38\u8d70\u4e8e\u201c\u6d1e\u5bdf\u201d\u4e0e\u201c\u5e7b\u89c9\u201d\u7684\u7070\u8272\u5730\u5e26\u3002\u771f\u6b63\u7684\u5e02\u573a\u7814\u7a76\uff0c\u5176\u4ef7\u503c\u4e0d\u4ec5\u5728\u4e8e\u6536\u96c6\u6570\u636e\uff0c\u66f4\u5728\u4e8e\u4e13\u4e1a\u7684\u89e3\u8bfb\u3001\u6279\u5224\u6027\u7684\u4ea4\u53c9\u9a8c\u8bc1\u4ee5\u53ca\u5bf9\u6570\u636e\u5c40\u9650\u6027\u7684\u6e05\u9192\u8ba4\u77e5\u3002\u5f53\u524d\u4ea7\u54c1\u5f62\u6001\u66f4\u50cf\u662f\u4e00\u4e2a\u9ad8\u901f\u7684\u201c\u4fe1\u606f\u5305\u88c5\u5668\u201d\uff0c\u800c\u975e\u201c\u5206\u6790\u5f15\u64ce\u201d\u3002\u7528\u6237\u5efa\u8bae\u589e\u52a0\u6e90\u5f15\u7528\u548c\u53ef\u89c6\u5316\uff0c\u6b63\u662f\u8bd5\u56fe\u4e3a\u5176\u6ce8\u5165\u672c\u5e94\u5177\u5907\u7684\u4e13\u4e1a\u4e25\u8c28\u6027\u3002\u82e5\u4e0d\u80fd\u89e3\u51b3\u6570\u636e\u53ef\u4fe1\u5ea6\u4e0e\u6df1\u5ea6\u5206\u6790\u7684\u95ee\u9898\uff0c\u5b83\u53ef\u80fd\u53ea\u4f1a\u4e3a\u521b\u59cb\u4eba\u63d0\u4f9b\u4e00\u79cd\u201c\u5df2\u505a\u8fc7\u7814\u7a76\u201d\u7684\u5fc3\u7406\u5b89\u6170\uff0c\u800c\u975e\u771f\u6b63\u53ef\u9760\u7684\u51b3\u7b56\u4f9d\u636e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5b83\u7684\u771f\u6b63\u673a\u4f1a\uff0c\u6216\u8bb8\u4e0d\u5728\u4e8e\u53d6\u4ee3\u4e13\u4e1a\u7814\u7a76\uff0c\u800c\u662f\u6210\u4e3a\u4e13\u4e1a\u7814\u7a76\u7684\u9ad8\u6548\u201c\u524d\u54e8\u201d\u3002\u5373\u5e2e\u52a9\u521b\u4e1a\u8005\u5728\u6295\u5165\u91cd\u91d1\u8fdb\u884c\u6df1\u5ea6\u7814\u7a76\u524d\uff0c\u5feb\u901f\u68b3\u7406\u601d\u8def\u3001\u5efa\u7acb\u521d\u6b65\u6846\u67b6\u3001\u8bc6\u522b\u6838\u5fc3\u5047\u8bbe\u3002\u8981\u5b9e\u73b0\u4ece\u201c\u6709\u8da3\u5de5\u5177\u201d\u5230\u201c\u4e13\u4e1a\u7ea7\u529b\u91cf\u201d\u7684\u8dc3\u8fc1\uff0c\u5b83\u5fc5\u987b\u5728\u7b97\u6cd5\u4e0a\u66f4\u6e05\u6670\u5730\u754c\u5b9a\u5e76\u6807\u6ce8\u4fe1\u606f\u7684\u7f6e\u4fe1\u533a\u95f4\uff0c\u5728\u4ea4\u4e92\u4e0a\u5f15\u5bfc\u7528\u6237\u8f93\u5165\u66f4\u7cbe\u786e\u7684\u6307\u4ee4\uff0c\u5e76\u50cf\u8bc4\u8bba\u6240\u5efa\u8bae\u7684\uff0c\u5c06UX\/UI\u8bbe\u8ba1\u5168\u9762\u5411\u4e25\u8083\u7684\u4e13\u4e1a\u62a5\u544a\u6807\u51c6\u9760\u62e2\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\">PromptScan<\/span>\n <\/div>\n<div class=\"comment-content\">Transform a one-sentence idea into a full market research suite \u2014 competitive analysis, deep personas, market sizing, STP analysis, MVP scope & more. Powered by AI agents that search the web in real-time.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b<br \/>I\u2019m <strong>Yassine<\/strong>, founder of PromptScan.<\/p>\n<p>PromptScan helps founders and builders turn <em>one sentence of an idea<\/em> into <em>complete market research in minutes<\/em> \u2014 with competitor deep dives, customer personas, TAM\/SAM\/SOM, STP analysis, MVP scoping and exportable reports \u2014 all powered by real-time AI agents.<\/p>\n<p>We built it because manual market research takes days\/weeks \u2014 PromptScan delivers insights in under 2 minutes.<\/p>\n<p>\ud83d\ude80 <strong>Try it for free<\/strong> (no credit card)<\/p>\n<p>I\u2019d love to hear what use-case <em>you<\/em> want to run first \u2014 e.g., competitive analysis, persona insights, TAM sizing? \ud83d\udc47<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@yassine_rahmani\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yassine_rahmani<\/a> Turning raw ideas into structured market insight fast is something many founders actually struggle with, especially the validation pre-validation phase. <\/p>\n<\/p>\n<p>Congrats for the launch \ud83d\ude80\ud83d\udc4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Turning a single sentence into a structured research suite is a compelling promise, especially for early-stage founders who don\u2019t know where to start. How does PromptScan differentiate between surface-level competitor mentions and true strategic competitors, so founders don\u2019t base positioning decisions on noisy or loosely related players?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@vik_sh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vik_sh<\/a> Hi Viktor, thank you for your interest in PromptScan, PromptScan does not just analyze your competitor, it digs deeply into your direct\/indirect competitors and analyzes areas where you could win and where they can win and what’s the optimal position for you against them ( Supported by data like resources \/ features etc… ) ! This is available in the deep dive feature. Try it out and let me know 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>Market research for niche B2B segments usually means manually digging through G2, Capterra and LinkedIn for weeks. If PromptScan can shortcut that, it would be a real time saver. How well does it perform for smaller or regional markets where public data is limited?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@klara_minarikova\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@klara_minarikova<\/a> Hi Klara thanks for your interest in PromptScan. Yes, PromptScan does dig through all the sources you mentioned for competitive analysis ( especially if you use the deep dive feature on a specific competitor ). Regarding regional or smaller markets it relies on government publicly available data, social presence ( Facebook, Instagram, Threads … ) reddit discussions ( if any ) … We are working on improving its integration with regional research firms so that data would be more available. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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\/@yassine_rahmani\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"yassine_rahmani\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yassine_rahmani<\/a> Congrats on the launch! \ud83d\ude80 The speed and depth of this market research tool are impressive my research about “the ‘Italian diaspora in London” case study it generated for me was surprisingly detailed.<\/p>\n<\/p>\n<p>I have some suggestions for improving the reports and the UX\/UI. Maybe for the post-launch roadmap \ud83d\ude42 :<\/p>\n<ol>\n<li>\n<p>Source Citations: Since it\u2019s an AI-driven tool, professional researchers need to verify the data (like the $14.21B market value). Adding footnotes or direct links to the web sources found by the agents would make the report more credible.<\/p>\n<\/p>\n<\/li>\n<li>\n<p>Visual Charts: For the ‘Market Sizing’ section, auto-generating a TAM\/SAM\/SOM chart would be a killer feature to make the report ‘investor-ready’ immediately.<\/p>\n<\/p>\n<\/li>\n<li>\n<p>UX\/Accessibility areas in the ‘Market Research’ section that could be polished to make the reports more professional and easier to read:<\/p>\n<\/p>\n<ul>\n<li>\n<p>Typography & Contrast: The font size in the main research body is a bit too small for long-form reading, and the font color is quite light. Increasing the size and using a darker, higher-contrast color would significantly improve readability.<\/p>\n<\/p>\n<\/li>\n<li>\n<p>SWOT Analysis UI: In the SWOT section, the ‘Red on Red’ color scheme makes the text very hard to decipher. A darker text color on a neutral\/grey background would work much better.<\/p>\n<\/p>\n<\/li>\n<li>\n<p>Information Hierarchy: For sections with a lot of data, consider using dropdowns or accordions. This would allow users to collapse\/expand specific fields and focus on one part of the research at a time without being overwhelmed.<\/p>\n<\/li>\n<\/ul>\n<p>The product is solid and with small UI adjustments would turn a great tool into a professional-grade powerhouse. Looking forward to seeing how this evolves. Already upvoted!<\/p>\n<\/li>\n<\/ol>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@giorgio_cignitti_phd\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@giorgio_cignitti_phd<\/a> Hi Giorgio, thank you for reviewing PromptScan. I am glad that you enjoyed trying it out ! For the source citations they can be found in the market sizing at the end of the report. I am working on storing the sources for export in CSV and PDF ( a new feature coming app ). <br \/>I will get working asap on improving the visual charts and ux accessibility ! <br \/>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>Powerful tool for marketers<\/p>\n<p>What sources does it use? Marketing websites? Product docs?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@daniele_packard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniele_packard<\/a> thank you daniele, it uses different sources depending on your prompt but mostly government statistics data, market research reports from firms, competitors websites, reddit, G2, Capterra, News Websites for PESTEL …<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats Yassine ! Such a great tool, I was looking for a tool like this lately to validate my idea ! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@itsmasa\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@itsmasa<\/a> glad you liked it ! thank you for the feedback, now you will never worry about wether to enlighten us with your brilliant idea or not, promptscan got you \ud83e\udee1<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#20<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/OM5G77ODPWKCNT\" class=\"app-title\">Jinee AI<\/a><\/p>\n<div class=\"one-liner\">Meetings of the Future<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">22<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Jinee AI\u662f\u4e00\u6b3e\u5728\u89c6\u9891\u4f1a\u8bae\u4e2d\u5b9e\u65f6\u54cd\u5e94\u6570\u636e\u67e5\u8be2\u7684AI\u52a9\u624b\uff0c\u5b83\u901a\u8fc7\u63a5\u5165Google Meet\u5e76\u8fde\u63a5\u4f01\u4e1a\u5185\u90e8\u7cfb\u7edf\uff0c\u5728\u4f1a\u8bae\u73b0\u573a\u5373\u65f6\u56de\u7b54\u6570\u636e\u95ee\u9898\uff0c\u89e3\u51b3\u4e86\u56e0\u4fe1\u606f\u67e5\u627e\u5ef6\u8fdf\u5bfc\u81f4\u51b3\u7b56\u6548\u7387\u4f4e\u4e0b\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/99f2b53f-06ce-4b58-9a26-0be3eede1d2c.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\/ba5f89e3-85ce-41ed-993b-afb0b6b75e1d.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\/60bb368d-8d17-442a-8194-5369787070a8.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\/3b01aa38-f1d5-4c71-8ee6-ec39f72a1565.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/g-0sNsqX5JM\"><source src=\"https:\/\/youtu.be\/g-0sNsqX5JM\" 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\">Meetings<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4f1a\u8bae\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u6570\u636e\u67e5\u8be2<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">Google Meet\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1aSaaS<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u4f1a\u8bae\u6548\u7387<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u6570\u636e\u6574\u5408<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u95ee\u7b54<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u201c\u4f1a\u8bae\u5b9e\u65f6\u95ee\u7b54\u201d\u7684\u6838\u5fc3\u6982\u5ff5\uff0c\u8ba4\u4e3a\u80fd\u6709\u6548\u51cf\u5c11\u201c\u4f1a\u540e\u56de\u590d\u201d\u7684\u62d6\u5ef6\u3002\u4e3b\u8981\u53cd\u9988\u96c6\u4e2d\u5728\u671f\u5f85\u8bd5\u7528\u3001\u8ba4\u53ef\u5176\u4e0e\u4f20\u7edf\u7b14\u8bb0\u5de5\u5177\u7684\u533a\u522b\u3002\u6838\u5fc3\u5173\u5207\u662f\u6570\u636e\u9690\u79c1\u4e0e\u5b89\u5168\u95ee\u9898\uff0c\u4ee5\u53ca\u672a\u6765\u4e0e\u6570\u636e\u4ed3\u5e93\u7b49\u7cfb\u7edf\u7684\u96c6\u6210\u80fd\u529b\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Jinee AI\u7684\u91ce\u5fc3\uff0c\u5e76\u975e\u5728\u5df2\u662f\u4e00\u7247\u7ea2\u6d77\u7684\u4f1a\u8bae\u8f6c\u5f55\u4e0e\u6458\u8981\u5e02\u573a\u518d\u6dfb\u4e00\u4e2a\u666e\u901a\u73a9\u5bb6\uff0c\u800c\u662f\u8bd5\u56fe\u91cd\u65b0\u5b9a\u4e49\u4f1a\u8bae\u4e2d\u7684\u201c\u4fe1\u606f\u5728\u573a\u201d\u65b9\u5f0f\u3002\u5b83\u7684\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u5c06\u201c\u51b3\u7b56\u5ef6\u8fdf\u201d\u8fd9\u4e2a\u4f1a\u8bae\u75fc\u75be\uff0c\u76f4\u63a5\u5f52\u56e0\u4e8e\u201c\u6570\u636e\u4e0d\u5728\u573a\u201d\uff0c\u5e76\u63d0\u4f9b\u4e86\u4e00\u4e2a\u6fc0\u8fdb\u7684\u6280\u672f\u89e3\u51b3\u65b9\u6848\uff1a\u8ba9\u6570\u636e\u901a\u8fc7\u4e00\u4e2aAI\u4ee3\u7406\u5b9e\u65f6\u201c\u5f00\u53e3\u8bf4\u8bdd\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u903b\u8f91\u7280\u5229\u5730\u6233\u7a7f\u4e86\u5f53\u524d\u591a\u6570AI\u4f1a\u8bae\u5de5\u5177\u7684\u201c\u4e8b\u540e\u8bf8\u845b\u4eae\u201d\u5c5e\u6027\u2014\u2014\u5b83\u4eec\u8bb0\u5f55\u8fc7\u53bb\uff0c\u5374\u65e0\u52a9\u4e8e\u63a8\u52a8\u5f53\u4e0b\u7684\u8ba8\u8bba\u3002Jinee\u8bd5\u56fe\u6210\u4e3a\u4f1a\u8bae\u4e2d\u7684\u201c\u5373\u65f6\u4e8b\u5b9e\u6838\u67e5\u5458\u201d\u6216\u201c\u6d3b\u4f53\u6570\u636e\u770b\u677f\u201d\uff0c\u5176\u6311\u6218\u6027\u5728\u4e8e\u6280\u672f\u3001\u4f53\u9a8c\u4e0e\u4fe1\u4efb\u7684\u4e09\u91cd\u5173\u5361\u3002\u6280\u672f\u4e0a\uff0c\u9700\u5b9e\u73b0\u4f4e\u5ef6\u8fdf\u3001\u9ad8\u51c6\u786e\u7387\u7684\u8bed\u97f3\u4ea4\u4e92\u4e0e\u8de8\u7cfb\u7edf\u6570\u636e\u5b9e\u65f6\u62c9\u53d6\uff0c\u8fd9\u5bf9\u5176\u4e0a\u4e0b\u6587\u7406\u89e3\u4e0e\u6570\u636e\u63a5\u53e3\u7684\u9c81\u68d2\u6027\u8981\u6c42\u6781\u9ad8\u3002\u4f53\u9a8c\u4e0a\uff0c\u5982\u4f55\u8ba9\u4e00\u4e2a\u201cAI\u540c\u4e8b\u201d\u7684\u63d2\u8bdd\u81ea\u7136\u800c\u4e0d\u7a81\u5140\uff0c\u662f\u5176\u80fd\u5426\u88ab\u63a5\u7eb3\u7684\u5173\u952e\u3002\u521b\u59cb\u4eba\u63d0\u5230\u201c\u5b9e\u65f6\u8bed\u97f3AI\u7ec8\u4e8e\u8db3\u591f\u5feb\u3001\u8db3\u591f\u597d\u201d\uff0c\u8fd9\u65e2\u662f\u673a\u9047\u4e5f\u662f\u9690\u5fe7\uff0c\u56e0\u4e3a\u7528\u6237\u5bf9\u201c\u7c7b\u4eba\u201d\u4ea4\u4e92\u7684\u7455\u75b5\u5bb9\u5fcd\u5ea6\u6781\u4f4e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6700\u5c16\u9510\u7684\u8d28\u7591\u6765\u81ea\u6570\u636e\u9690\u79c1\u4e0e\u5b89\u5168\u3002\u5f53AI\u80fd\u76d1\u542c\u6bcf\u4e00\u573a\u4f1a\u8bae\uff0c\u5e76\u968f\u65f6\u8c03\u53d6\u6838\u5fc3\u4e1a\u52a1\u7cfb\u7edf\uff08\u5982Salesforce\u3001Databricks\uff09\u7684\u6570\u636e\u65f6\uff0c\u5b83\u4fbf\u6210\u4e3a\u4e86\u4e00\u4e2a\u5de8\u5927\u7684\u654f\u611f\u4fe1\u606f\u805a\u5408\u70b9\u4e0e\u6f5c\u5728\u6cc4\u6f0f\u53e3\u3002\u8bc4\u8bba\u4e2d\u7684\u62c5\u5fe7\u975e\u5e38\u73b0\u5b9e\uff0c\u8fd9\u4e0d\u4ec5\u662f\u52a0\u5bc6\u548c\u5408\u89c4\u95ee\u9898\uff0c\u66f4\u6d89\u53ca\u4f01\u4e1a\u5bf9\u5176\u201c\u4f1a\u8bae\u9ed1\u5323\u5b50\u201d\u7684\u6839\u672c\u6027\u63a7\u5236\u6743\u3002Jinee\u82e5\u60f3\u4ece\u201c\u9177\u70abdemo\u201d\u8d70\u5411\u4f01\u4e1a\u6838\u5fc3\u573a\u666f\uff0c\u5176\u5b89\u5168\u67b6\u6784\u7684\u900f\u660e\u6027\u4e0e\u53ef\u4fe1\u5ea6\uff0c\u751a\u81f3\u6bd4\u5176\u529f\u80fd\u672c\u8eab\u66f4\u4e3a\u91cd\u8981\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cJinee AI\u5c55\u73b0\u4e86\u4e00\u4e2a\u6781\u5177\u524d\u77bb\u6027\u7684\u4f1a\u8bae\u534f\u4f5c\u8303\u5f0f\u3002\u5b83\u4e0d\u518d\u6ee1\u8db3\u4e8e\u505a\u4f1a\u8bae\u7684\u201c\u8bb0\u5f55\u8005\u201d\uff0c\u800c\u7acb\u5fd7\u6210\u4e3a\u201c\u53c2\u4e0e\u8005\u201d\u3002\u5176\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u4e0d\u53d6\u51b3\u4e8e\u8bed\u97f3\u6280\u672f\u672c\u8eab\uff0c\u800c\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u4f01\u4e1a\u590d\u6742\u7684\u6743\u9650\u4e1b\u6797\u4e0e\u6570\u636e\u5b64\u5c9b\u4e2d\uff0c\u642d\u5efa\u8d77\u4e00\u6761\u5b89\u5168\u3001\u53ef\u9760\u3001\u7cbe\u51c6\u7684\u201c\u5b9e\u65f6\u6570\u636e\u8f93\u9001\u5e26\u201d\uff0c\u5e76\u8ba9\u7528\u6237\u4e60\u60ef\u5728\u4f1a\u8bae\u4e2d\u4e0e\u4e00\u4e2a\u975e\u4eba\u7c7b\u58f0\u97f3\u8fdb\u884c\u4e8b\u5b9e\u5bf9\u8bdd\u3002\u8fd9\u6761\u8def\u9053\u963b\u4e14\u957f\uff0c\u4f46\u65b9\u5411\u503c\u5f97\u5173\u6ce8\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\">Jinee AI<\/span>\n <\/div>\n<div class=\"comment-content\">Every meeting, someone asks a question nobody can answer. The data exists \u2014 in Slack, Databricks, your dashboards \u2014 just never where you need it. In the meeting. Jinee AI joins your call and speaks. Ask it a question, it pulls real data from your systems and answers out loud. Not after the meeting. Not in a follow-up. Right there. Not a note-taker. A participant.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt!<br \/>\nQuick story.<br \/>\nLast month, someone in our meeting asked “what’s our pipeline at?”<br \/>\nFour people looked at each other.<br \/>\nOne said “I’ll pull it up after.”<\/p>\n<p>Meeting moved on. Decision got delayed a week.<br \/>\nThe data was in Salesforce. Nobody had it open.<br \/>\nThat’s the problem we built Jinee to fix.<\/p>\n<p>Jinee AI joins your Google Meet as an actual participant. It listens to the conversation. And when someone asks a question \u2014 it answers. Out loud. With real data from your connected systems.<br \/>\nNot a note-taker. Not a summarizer.<br \/>\nA teammate that speaks.<\/p>\n<p>\ud83d\ude80 Launching the public beta today \u2014 free for the next 3 months for everyone who signs up from Product Hunt.<\/p>\n<p>Would love your feedback. And genuinely curious \u2014<br \/>\nHow many times did you hear “let me get back to you” this week? LOL<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>19<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@arnavborkar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@arnavborkar<\/a> Really loved the concept! Cant wait to try the 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><strong>Hey Product Hunt! \ud83d\udc4b<\/strong><\/p>\n<\/p>\n<p>I’m Chirag, co-maker of Jinee – an AI agent that joins your Google Meet calls and actually participates.<\/p>\n<\/p>\n<p><strong>\ud83d\ude29 The problem:<\/strong> We’ve all been in meetings where someone asks “what did we decide last week?” or “what’s the latest ?” and the next 10 minutes are spent digging through docs, Slack threads, and memory. Meanwhile, meeting notes either don’t get taken, or they’re so sanitized they’re useless.<\/p>\n<\/p>\n<p><strong>\ud83e\udd37 Why existing tools fall short:<\/strong> Most meeting AI tools sit outside the call, they record, <strong>transcribe<\/strong>, and hand you a summary after it’s over. That’s useful, but it doesn’t help you <em>in the moment<\/em> when you actually need answers.<\/p>\n<\/p>\n<p><strong>\u2728 What Jinee does differently:<\/strong> Jinee joins your meeting as a participant. Say “Jinee” and ask a question; it listens, understands context, and responds out loud in real-time. Think of it as a teammate who’s always prepared, never forgets, and never talks unless spoken to. \ud83e\udd10<\/p>\n<\/p>\n<p><strong>\u23f0 Why we built this now:<\/strong> Real-time speech AI finally got fast enough and good enough to make this feel natural, not gimmicky. The gap between “cool demo” and “actually useful in a real meeting” just closed.<\/p>\n<\/p>\n<p><strong>\ud83d\udd11 Key benefits:<\/strong><\/p>\n<ul>\n<li>\n<p>\ud83c\udf99\ufe0f Answers questions live – no more “let me get back to you on that”<\/p>\n<\/li>\n<li>\n<p>\ud83d\ude4c Hands-free, voice-activated – no tab-switching or typing mid-conversation<\/p>\n<\/li>\n<li>\n<p>\ud83d\udcbb Works inside Google Meet – no new app for your team to adopt<\/p>\n<\/li>\n<li>\n<p>\ud83d\udcdd Meeting summaries delivered after the call so nothing falls through the cracks<\/p>\n<\/li>\n<\/ul>\n<p>We’d love for you to try it and tell us what breaks \ud83d\udee0\ufe0f Seriously \u2014 we’re early and every piece of feedback shapes what we build next.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>16<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I really like how Jinee highlights key information in real-time during meetings. Throughout my career, I\u2019ve heard \u201cI don\u2019t remember that\u201d or \u201cwe need to refine the documentation\u201d far too many times.<\/p>\n<p>That said, when thinking about enterprise adoption, data privacy becomes critical. How is sensitive meeting data handled? What guarantees are there around storage, retention, and model training?<\/p>\n<p>Integrating LLMs into work pipelines is powerful, but the risk of data leakage is a real concern for companies. I\u2019d be very interested to learn more about how Jinee approaches security and privacy at scale.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Tried it just now, the idea seems really cool. 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