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\n![\"\"](\"https://img.tianjiyao.com/v2ex/2026041302.jpg\"/)
![\"\"](\"https://img.tianjiyao.com/v2ex/2026041301.jpg\"/)
![\"\"](\"https://img.tianjiyao.com/v2ex/2026041303.jpg\"/)
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\n\u6211\u7528 spacesniffer \u67e5\u770b\u4e86\uff0c\u662f\u770b\u4e86\uff0c\u4f46\u4e0d\u77e5\u9053\u54ea\u4e9b\u8be5\u5220\u54ea\u4e9b\u4e0d\u8be5\u5220\uff0c\u6682\u65f6\u5220\u9664\u4e86\u4e00\u4e9b\uff0c\u4e0d\u77e5\u9053\u4f1a\u4e0d\u4f1a\u6709\u5f71\u54cd\u3002
\n\u6709\u4ec0\u4e48\u5de5\u5177\u53ef\u4ee5\u7528\u7684\u5417\uff1f
\n", "last_modified": 1776072720, "replies": 12, "id": 1205545}, {"node": {"avatar_large": "https://cdn.v2ex.com/navatar/70ef/df2e/17_large.png?m=1660301119", "name": "create", "avatar_normal": "https://cdn.v2ex.com/navatar/70ef/df2e/17_normal.png?m=1660301119", "title": "\u5206\u4eab\u521b\u9020", "url": "https://www.v2ex.com/go/create", "topics": 32290, "footer": "", "header": "\u6b22\u8fce\u4f60\u5728\u8fd9\u91cc\u53d1\u5e03\u81ea\u5df1\u7684\u6700\u65b0\u4f5c\u54c1\uff01", "title_alternative": "Create", "avatar_mini": "https://cdn.v2ex.com/navatar/70ef/df2e/17_mini.png?m=1660301119", "stars": 6001, "founder_id": 0, "aliases": [], "root": false, "id": 17, "parent_node_name": "geek"}, "member": {"id": 635781, "username": "Jiubia", "url": "https://www.v2ex.com/u/Jiubia", "website": "", "twitter": null, "psn": null, "github": null, "btc": null, "location": "", "tagline": "", "bio": "", "avatar_mini": "https://cdn.v2ex.com/gravatar/7039f103d291f27e2fbf54e29416f419?s=24&d=retro", "avatar_normal": "https://cdn.v2ex.com/gravatar/7039f103d291f27e2fbf54e29416f419?s=48&d=retro", "avatar_large": "https://cdn.v2ex.com/gravatar/7039f103d291f27e2fbf54e29416f419?s=73&d=retro", "created": 1687696923, "last_modified": 1776072449, "pro": 0}, "last_reply_by": "Jiubia", "last_touched": 1776072441, "title": "[\u81ea\u8350] \u4e00\u4e2a\u53ef\u4ee5\u81ea\u5efa\u7684\u8f7b\u91cf\u5316 Serverless \u670d\u52a1", "url": "https://www.v2ex.com/t/1205544", "created": 1776072501, "deleted": 0, "content": "# \u4e3a\u4ec0\u4e48\u4f1a\u6709\u8fd9\u4e2a\u9879\u76ee\r\n\u4e00\u822c\u60c5\u51b5\u4e0b\uff0c\u6700\u5e38\u7528\u7684\u8fd8\u662f cloudflare Worker \uff0c\u4f46\u662f\u6709\u4e9b\u60c5\u51b5\u4e0b\u6211\u5e76\u4e0d\u592a\u671f\u671b\u4f7f\u7528 cf worker \uff0c\u6bd4\u5982\uff1a\u7f51\u7edc\u73af\u5883\u3001\u5185\u7f51\u8bbf\u95ee\u3001\u4e34\u65f6\u7684\u6587\u4ef6\uff08\u4e34\u65f6\u914d\u7f6e\u548c\u811a\u672c\uff09\u7b49 \r\n\u7136\u540e\u518d\u51fa\u4e8e\u6211\u5bf9 serverless \u7684\u4f9d\u8d56\u6027\u6bd4\u8f83\u9ad8\uff0c\u6240\u4ee5\u51b3\u5b9a\u4ece\u5934\u64b8\u4e00\u5957 \r\n\r\n\u7c7b\u4f3c\u7684\u6d41\u884c\u5f00\u6e90\u9879\u76ee\u6709 fission \u3001faas \u7b49\uff0c\u4f46\u65e0\u4e00\u4f8b\u5916\uff0c\u57fa\u672c\u90fd\u662f\u57fa\u4e8e k8s \u6216 docker \u7684\uff0c\u4e5f\u5c31\u662f\u8bf4\uff0c\u811a\u672c\u662f\u8fd0\u884c\u5728 container(\u5bb9\u5668) \u4e2d\u7684\uff0c\u8fd9\u5bf9\u4e8e\u6211\u6765\u8bf4\u5e76\u4e0d\u592a\u9700\u8981\uff0c~~\u518d\u52a0\u4e0a\u4ed6\u4eec\u90fd\u662f\u504f\u5411 cli \u7684\u7a0b\u5e8f\uff0c\u6240\u4ee5\u4e3b\u8981\u7684\u64cd\u4f5c\u7684\u65b9\u5f0f\u662f\u901a\u8fc7 cli \u6216 k8s api \u5904\u7406\uff0c\u6ca1\u6709\u5b8c\u6574\u7684\u914d\u5957 Web \u754c\u9762~~\uff0c\u4e0d\u8fc7\u73b0\u5728\u6709 AI \u4e86\uff0c\u5012\u4e5f\u4e0d\u9ebb\u70e6\u4e86 \r\n\r\n# \u8fd9\u4e2a\u9879\u76ee\u80fd\u505a\u4ec0\u4e48\r\n\u4e0e cf worker \u7c7b\u4f3c\u7684\u4e91\u51fd\u6570\u673a\u5236\uff0c\u53ea\u9700\u8981\u5728 Worker \u4e2d\u7f16\u5199\u4ee3\u7801\uff0c\u5373\u53ef\u5b9e\u73b0\u8c03\u7528\uff0c\u7701\u53bb\u670d\u52a1\u90e8\u7f72\u6d41\u7a0b \r\n* \u4e3b\u7a0b\u5e8f\u8fd0\u884c\u5728 Docker \u4e2d\uff0c\u811a\u672c\u8fd0\u884c\u4e0d\u4f9d\u8d56\u5bb9\u5668\uff0c\u5f00\u7bb1\u5373\u7528\r\n* \u5728 Docker \u4e2d\u4f7f\u7528 google nsjail \u8fdb\u884c\u811a\u672c\u73af\u5883\u9694\u79bb\uff0c\u80fd\u591f\u6700\u4f4e\u9650\u5ea6\u7684\u4fdd\u969c\u811a\u672c\u5b89\u5168\u548c\u8d44\u6e90\u9650\u5236(\u5185\u5b58\u3001\u6587\u4ef6\u6743\u9650\u9694\u79bb)\r\n* \u6709\u914d\u5957\u7684 UI \u9875\u9762\uff0c\u521b\u5efa\u3001\u7f16\u8f91\u3001\u5220\u9664\u811a\u672c\u901a\u8fc7\u6d4f\u89c8\u5668\u5c31\u80fd\u5b8c\u6210\r\n* \u652f\u6301 HTTP URL \u8def\u5f84\u914d\u7f6e\u3001\u8d85\u65f6\u914d\u7f6e\uff0c\u652f\u6301 Nodejs \u548c Python \u4e24\u79cd\u8fd0\u884c\u73af\u5883\r\n* \u652f\u6301 Cron \u5b9a\u65f6\u5668\u8c03\u5ea6\uff0c\u7c7b\u4f3c\u9752\u9f99\u9762\u677f\u7684\u8f7b\u91cf\u5316\u7248\u672c\r\n* \u652f\u6301 [MCP]( https://github.com/YangZxi/Callit?tab=readme-ov-file#mcp) \u548c Agent Skill \uff0c\u4f60\u53ef\u4ee5\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u7684\u65b9\u5f0f\u6765\u521b\u5efa Worker \uff0c\u5177\u4f53\u53c2\u8003 [Callit-Skill]( https://github.com/YangZxi/Callit-skill)\r\n* \u652f\u6301 kv \u3001db \u6570\u636e\u5e93\u64cd\u4f5c\uff0c\u5b9e\u73b0\u6570\u636e\u6301\u4e45\u5316\u548c\u8de8 Worker \u6570\u636e\u5171\u4eab\r\n\r\n\u66f4\u591a\u4ecb\u7ecd\u53c2\u8003 Github \u9879\u76ee [https://github.com/YangZxi/Callit]( https://github.com/YangZxi/Callit)\r\n\r\n\r\n\r\n\r\n\r\n# \u5982\u4f55\u4f7f\u7528\r\n\u76ee\u524d\u53ea\u63d0\u4f9b [Docker \u65b9\u5f0f\u542f\u52a8]( https://github.com/YangZxi/Callit?tab=readme-ov-file#docker-compose-%E6%8E%A8%E8%8D%90)\r\n\r\n## 1. \u521b\u5efa\u76ee\u5f55\u5e76\u62c9\u53d6 docker-compose \u6587\u4ef6 \r\n```shell\r\nmkdir callit\r\nwget -O docker-compose.yml https://raw.githubusercontent.com/YangZxi/Callit/refs/heads/main/docker-compose.prod.yml\r\n```\r\n## 2. \u8bbe\u7f6e\u5fc5\u8981\u7684\u73af\u5883\u53d8\u91cf \r\n**\u5f3a\u70c8\u5efa\u8bae\u5c06 token \u8bbe\u7f6e\u4e3a\u590d\u6742\u7684\u957f\u5bc6\u7801\u6216 UUID** \r\n\u5f53\u7136\uff0c\u4f60\u4e5f\u53ef\u4ee5\u4e0d\u914d\u7f6e ADMIN_TOKEN \uff0c\u4ed6\u4f1a\u5728\u6bcf\u6b21\u542f\u52a8\u65f6\u968f\u673a\u751f\u6210\u4e00\u4e2a\u957f\u5bc6\u7801\uff0c\u5bc6\u7801\u4f1a\u5728\u65e5\u5fd7\u4e2d\u6253\u5370\r\n```shell\r\nsed -i 's|^\\s*- ADMIN_TOKEN=.*|- ADMIN_TOKEN=\u4f60\u7684 token|' docker-compose.yml\r\n```\r\n## 3. \u9879\u76ee\u542f\u52a8\r\n```shell\r\ndocker compose up -d\r\n# \u6216\r\ndocker-compose up -d\r\n```\r\n\u9879\u76ee\u4f1a\u8fd0\u884c\u5728 3100 \u7aef\u53e3\uff0c\u540e\u53f0\u5730\u5740\u4e3a\u4e00\u822c\u60c5\u51b5\u4e0b\uff0c\u6700\u5e38\u7528\u7684\u8fd8\u662f cloudflare Worker \uff0c\u4f46\u662f\u6709\u4e9b\u60c5\u51b5\u4e0b\u6211\u5e76\u4e0d\u592a\u671f\u671b\u4f7f\u7528 cf worker \uff0c\u6bd4\u5982\uff1a\u7f51\u7edc\u73af\u5883\u3001\u5185\u7f51\u8bbf\u95ee\u3001\u4e34\u65f6\u7684\u6587\u4ef6\uff08\u4e34\u65f6\u914d\u7f6e\u548c\u811a\u672c\uff09\u7b49
\n\u7136\u540e\u518d\u51fa\u4e8e\u6211\u5bf9 serverless \u7684\u4f9d\u8d56\u6027\u6bd4\u8f83\u9ad8\uff0c\u6240\u4ee5\u51b3\u5b9a\u4ece\u5934\u64b8\u4e00\u5957
\u7c7b\u4f3c\u7684\u6d41\u884c\u5f00\u6e90\u9879\u76ee\u6709 fission \u3001faas \u7b49\uff0c\u4f46\u65e0\u4e00\u4f8b\u5916\uff0c\u57fa\u672c\u90fd\u662f\u57fa\u4e8e k8s \u6216 docker \u7684\uff0c\u4e5f\u5c31\u662f\u8bf4\uff0c\u811a\u672c\u662f\u8fd0\u884c\u5728 container(\u5bb9\u5668) \u4e2d\u7684\uff0c\u8fd9\u5bf9\u4e8e\u6211\u6765\u8bf4\u5e76\u4e0d\u592a\u9700\u8981\uff0c\u518d\u52a0\u4e0a\u4ed6\u4eec\u90fd\u662f\u504f\u5411 cli \u7684\u7a0b\u5e8f\uff0c\u6240\u4ee5\u4e3b\u8981\u7684\u64cd\u4f5c\u7684\u65b9\u5f0f\u662f\u901a\u8fc7 cli \u6216 k8s api \u5904\u7406\uff0c\u6ca1\u6709\u5b8c\u6574\u7684\u914d\u5957 Web \u754c\u9762\uff0c\u4e0d\u8fc7\u73b0\u5728\u6709 AI \u4e86\uff0c\u5012\u4e5f\u4e0d\u9ebb\u70e6\u4e86
\u4e0e cf worker \u7c7b\u4f3c\u7684\u4e91\u51fd\u6570\u673a\u5236\uff0c\u53ea\u9700\u8981\u5728 Worker \u4e2d\u7f16\u5199\u4ee3\u7801\uff0c\u5373\u53ef\u5b9e\u73b0\u8c03\u7528\uff0c\u7701\u53bb\u670d\u52a1\u90e8\u7f72\u6d41\u7a0b
\n\u66f4\u591a\u4ecb\u7ecd\u53c2\u8003 Github \u9879\u76ee https://github.com/YangZxi/Callit
\n![\"home1\"](\"https://github.com/YangZxi/Callit/raw/main/docs/images/workers_page.png\"/)
\n![\"detail1\"](\"https://github.com/YangZxi/Callit/raw/main/docs/images/workers_detail_page.png\"/)
\n![\"edit\"](\"https://github.com/YangZxi/Callit/raw/main/docs/images/workers_edit.png\"/)
\u76ee\u524d\u53ea\u63d0\u4f9b Docker \u65b9\u5f0f\u542f\u52a8
\nmkdir callit\nwget -O docker-compose.yml https://raw.githubusercontent.com/YangZxi/Callit/refs/heads/main/docker-compose.prod.yml\n\u5f3a\u70c8\u5efa\u8bae\u5c06 token \u8bbe\u7f6e\u4e3a\u590d\u6742\u7684\u957f\u5bc6\u7801\u6216 UUID
\n\u5f53\u7136\uff0c\u4f60\u4e5f\u53ef\u4ee5\u4e0d\u914d\u7f6e ADMIN_TOKEN \uff0c\u4ed6\u4f1a\u5728\u6bcf\u6b21\u542f\u52a8\u65f6\u968f\u673a\u751f\u6210\u4e00\u4e2a\u957f\u5bc6\u7801\uff0c\u5bc6\u7801\u4f1a\u5728\u65e5\u5fd7\u4e2d\u6253\u5370
sed -i 's|^\\s*- ADMIN_TOKEN=.*|- ADMIN_TOKEN=\u4f60\u7684 token|' docker-compose.yml\ndocker compose up -d\n# \u6216\ndocker-compose up -d\n\u9879\u76ee\u4f1a\u8fd0\u884c\u5728 3100 \u7aef\u53e3\uff0c\u540e\u53f0\u5730\u5740\u4e3a <host>:3100/admin
\nMCP Enable\uff0c\u5e76\u914d\u7f6e MCP Token \u6765\u5f00\u542f MCP \u8bbf\u95eeFetch and follow instructions from https://raw.githubusercontent.com/YangZxi/Callit-skill/refs/heads/main/README.md to install the skill.\n\u5982\u679c\u4f60\u4f7f\u7528\u7684\u662f Cherry Studio \u7b49\u804a\u5929\u5de5\u5177\uff0c\u8bf7\u53c2\u8003\u5bf9\u5e94\u8f6f\u4ef6\u7684 MCP \u5b89\u88c5\u6559\u7a0b\uff0c\u7136\u540e\u5728\u6bcf\u6b21\u804a\u5929\u65f6\uff0c\u6307\u660e AI \u5e94\u8be5 \"\u8c03\u7528 callit-mcp \u5de5\u5177\u6765\u521b\u5efa Worker\"
\n\u5982\u679c\u5927\u5bb6\u5bf9\u8fd9\u4e2a\u9879\u76ee\u611f\u5174\u8da3\uff0c\u6b22\u8fce\u70b9\u4e2a Star \u3002\u53e6\u5916\u6211\u8fd8\u6709\u4e2a\u56fe\u5e8a (Linkit) \u9879\u76ee\u5728\u8fd9\u91cc\u63a8\u8350\u4e0b
\n\u5728\u9879\u76ee\u4f7f\u7528\u671f\u95f4\uff0c\u5982\u679c\u78b0\u5230\u4efb\u4f55\u95ee\u9898\uff0c\u6b22\u8fce\u5728\u8bc4\u8bba\u533a\u6216 Github Issue \u63d0\u51fa
\u5206\u4eab\u4e00\u4e2a\u6211\u5168\u529b\u6295\u5165\u7684\u5f00\u6e90\u9879\u76ee\uff1ayoyo \u3002\u6240\u6709 Harness \u7684\u5de5\u7a0b\u5b9e\u8df5\u5168\u90e8\u5f00\u6e90\uff0c\u5305\u62ec\u5b8c\u6574\u7684 Agent Running Logs \u3002
\nyoyo \u662f\u4e00\u4e2a\u771f\u6b63\u81ea\u6211\u8fdb\u5316\u7684 Coding Agent \u3002\u5b83\u6bcf\u9694\u51e0\u5c0f\u65f6\u81ea\u52a8\u9192\u6765\uff0c\u9605\u8bfb\u81ea\u5df1\u7684\u5168\u90e8\u4ee3\u7801\uff0c\u81ea\u5df1\u51b3\u5b9a\u8981\u8fdb\u5316\u4ec0\u4e48\u529f\u80fd\uff0c\u7136\u540e\u81ea\u4e3b\u5199\u4ee3\u7801\u3001\u91cd\u6784\u3001\u8dd1\u6d4b\u8bd5\u3001\u63d0\u4ea4 commit \uff0c\u6700\u540e\u7ee7\u7eed\u7761\u89c9\u3002\u6574\u4e2a\u8fc7\u7a0b\u5b8c\u5168\u65e0\u4eba\u503c\u5b88\uff0c\u50cf\u4e00\u573a AI \u7248\u300a\u695a\u95e8\u7684\u4e16\u754c\u300b\u3002
\nDay 0 \u4ed6\u53ea\u6709 200 \u884c\u4ee3\u7801\uff0c\u5f53\u524d\u72b6\u6001\uff08 Day 42 \uff09\uff1a
\nyoyo \u76ee\u524d\u4ecd\u5904\u4e8e\u65e9\u671f\u5b9e\u9a8c\u9636\u6bb5\uff0c\u5b83\u66f4\u50cf\u4e00\u4e2a\u5728\u4ee3\u7801\u8352\u91ce\u91cc\u4e0d\u65ad\u63a2\u7d22\u7684\u201c\u751f\u547d\u4f53\u201d\uff0c\u800c\u4e0d\u662f\u5f00\u7bb1\u5373\u7528\u7684\u751f\u4ea7\u529b\u5de5\u5177\u3002\u5b83\u7684\u4ee3\u7801\u91cc\u4fdd\u7559\u4e86\u5f88\u591a\u91ce\u86ee\u751f\u957f\u7684\u75d5\u8ff9\uff0c\u8fd9\u4e5f\u6b63\u662f\u6700\u6709\u8da3\u7684\u5730\u65b9\u3002
\n\"\u76f4\u64ad\"\u7f51\u7ad9\uff1a https://yoyo.yolog.dev
\n\u9879\u76ee\u5730\u5740\uff1a https://github.com/yologdev/yoyo-evolve
\n", "last_modified": 1776072061, "replies": 10, "id": 1205540}, {"node": {"avatar_large": "https://cdn.v2ex.com/navatar/ab88/b157/836_large.png?m=1450649879", "name": "telegram", "avatar_normal": "https://cdn.v2ex.com/navatar/ab88/b157/836_normal.png?m=1450649879", "title": "Telegram", "url": "https://www.v2ex.com/go/telegram", "topics": 1257, "footer": "", "header": "\u4e00\u4e2a\u5168\u65b0\u7684\u4e3b\u6253\u5b89\u5168\u548c\u9690\u79c1\u7684\u901a\u8baf\u5e73\u53f0\u2014\u2014Telegram Messenger\uff0c\u6765\u81ea\u4fc4\u7f57\u65af\u6700\u5927\u7684\u793e\u4ea4\u7f51\u7ad9 VK \u7684\u521b\u5efa\u4eba Nikolai Durov \u548c Pavel Durov \u5144\u5f1f", "title_alternative": "Telegram", "avatar_mini": "https://cdn.v2ex.com/navatar/ab88/b157/836_mini.png?m=1450649879", "stars": 1233, "founder_id": 0, "aliases": [], "root": false, "id": 836, "parent_node_name": "internet"}, "member": {"id": 628543, "username": "fwqaaq", "url": "https://www.v2ex.com/u/fwqaaq", "website": "www.fwqaaq.com", "twitter": "", "psn": "", "github": "fwqaaq", "btc": "", "location": "", "tagline": "", "bio": "", "avatar_mini": "https://cdn.v2ex.com/avatar/06a1/b450/628543_mini.png?m=1738051629", "avatar_normal": "https://cdn.v2ex.com/avatar/06a1/b450/628543_normal.png?m=1738051629", "avatar_large": "https://cdn.v2ex.com/avatar/06a1/b450/628543_large.png?m=1738051629", "avatar_xlarge": "https://cdn.v2ex.com/avatar/06a1/b450/628543_xlarge.png?m=1738051629", "avatar_xxlarge": "https://cdn.v2ex.com/avatar/06a1/b450/628543_xxlarge.png?m=1738051629", "created": 1683803881, "last_modified": 1738051629, "pro": 0}, "last_reply_by": "", "last_touched": 1776071966, "title": "[\u5206\u4eab] \u4e00\u4e2a\u628a Telegram \u53d8\u6210\u79c1\u4eba R2 \u4e91\u76d8\u7684\u5c0f\u5de5\u5177", "url": "https://www.v2ex.com/t/1205539", "created": 1776072026, "deleted": 0, "content": "\u770b\u5230\u5f88\u591a\u670b\u53cb\u628a Telegram \u5f53\u4f5c\u65e0\u9650\u5bb9\u91cf\u7684\u201c\u6536\u85cf\u5939\u201d\uff0c\u4f46\u7ba1\u7406\u8d77\u6765\u786e\u5b9e\u4e71\u3002\u4e8e\u662f\u987a\u624b\u5199\u4e86\u4e2a Bot \uff0c\u628a Telegram \u7684\u4fbf\u5229\u6027\u548c Cloudflare R2 \u7684\u6301\u4e45\u5316\u5b58\u50a8\u7ed3\u5408\u4e86\u4e00\u4e0b\u3002\r\n\r\n## \ud83d\udca1 \u5b83\u662f\u505a\u4ec0\u4e48\u7684\uff1f\r\n\r\n> \u7b80\u5355\u6765\u8bf4\uff0c\u4f60\u7ed9 Bot \u53d1\u56fe\u7247\u3001\u89c6\u9891\u6216\u6587\u4ef6\uff0c\u5b83\u4f1a\u81ea\u52a8\u6d41\u5f0f\u4e0a\u4f20\u5230\u4f60\u7684 Cloudflare R2 \u6876\u91cc\uff0c\u5e76\u6309\u7c7b\u578b\u81ea\u52a8\u5f52\u6863\u3002\r\n\r\n## \ud83c\udf1f \u4eae\u70b9\uff1a\r\n\r\n- 0 \u6210\u672c\u8fd0\u884c\uff1a\u57fa\u4e8e Cloudflare Workers + R2 + D1 \uff0c\u53ea\u8981\u5728\u514d\u8d39\u989d\u5ea6\u5185\uff0c\u4e00\u5206\u94b1\u4e0d\u7528\u82b1\u3002\r\n\r\n- \u6d41\u5f0f\u8f6c\u53d1\uff1a\u6587\u4ef6\u4e0d\u7ecf\u8fc7\u4e2d\u8f6c\u670d\u52a1\u5668\uff0c\u76f4\u63a5\u4ece CF \u8fb9\u7f18\u7f51\u7edc\u6d41\u5411 R2 \uff0c\u901f\u5ea6\u6781\u5feb\u3002\r\n\r\n- \u81ea\u5e26\u7ba1\u7406\uff1a\u652f\u6301 /list \u9884\u89c8\u3001/delete \u5220\u9664\uff0c\u751a\u81f3\u8fd8\u6709\u4e00\u5957\u57fa\u4e8e D1 \u7684\u7ba1\u7406\u5458\u5c01\u7981\u7cfb\u7edf\uff08\u9632\u6b62\u88ab\u767d\u5ad6\uff09\u3002\r\n\r\n- \u5e72\u51c0\u5229\u843d\uff1a\u6ca1\u6709\u590d\u6742\u7684\u914d\u7f6e\uff0c\u652f\u6301 MarkdownV2 \u6e32\u67d3\uff0c\u56de\u663e\u7f8e\u89c2\u3002\r\n\r\n## \ud83d\udee0 \u4f7f\u7528\u573a\u666f\uff1a\r\n\r\n- \u79c1\u4eba\u56fe\u5e8a/\u89c6\u9891\u5e8a\uff1a\u53d1\u7ed9 Bot \uff0c\u76f4\u63a5\u62ff\u5230 R2 \u5916\u94fe\u3002\r\n\r\n- \u6587\u4ef6\u5f52\u6863\uff1a\u628a Telegram \u91cc\u96f6\u6563\u7684\u8d44\u6599\u81ea\u52a8\u540c\u6b65\u5230\u81ea\u5df1\u7684\u5b58\u50a8\u6876\u3002\r\n\r\n- \u767d\u5ad6 R2 \u989d\u5ea6\uff1a\u5145\u5206\u5229\u7528\u90a3 10GB \u7684\u514d\u8d39\u7a7a\u95f4\u3002\r\n\r\n## \ud83d\udd17 \u76f8\u5173\u94fe\u63a5\uff1a\r\n\r\nGitHub:\u770b\u5230\u5f88\u591a\u670b\u53cb\u628a Telegram \u5f53\u4f5c\u65e0\u9650\u5bb9\u91cf\u7684\u201c\u6536\u85cf\u5939\u201d\uff0c\u4f46\u7ba1\u7406\u8d77\u6765\u786e\u5b9e\u4e71\u3002\u4e8e\u662f\u987a\u624b\u5199\u4e86\u4e2a Bot \uff0c\u628a Telegram \u7684\u4fbf\u5229\u6027\u548c Cloudflare R2 \u7684\u6301\u4e45\u5316\u5b58\u50a8\u7ed3\u5408\u4e86\u4e00\u4e0b\u3002
\n\n\n\u7b80\u5355\u6765\u8bf4\uff0c\u4f60\u7ed9 Bot \u53d1\u56fe\u7247\u3001\u89c6\u9891\u6216\u6587\u4ef6\uff0c\u5b83\u4f1a\u81ea\u52a8\u6d41\u5f0f\u4e0a\u4f20\u5230\u4f60\u7684 Cloudflare R2 \u6876\u91cc\uff0c\u5e76\u6309\u7c7b\u578b\u81ea\u52a8\u5f52\u6863\u3002
\n
0 \u6210\u672c\u8fd0\u884c\uff1a\u57fa\u4e8e Cloudflare Workers + R2 + D1 \uff0c\u53ea\u8981\u5728\u514d\u8d39\u989d\u5ea6\u5185\uff0c\u4e00\u5206\u94b1\u4e0d\u7528\u82b1\u3002
\n\u6d41\u5f0f\u8f6c\u53d1\uff1a\u6587\u4ef6\u4e0d\u7ecf\u8fc7\u4e2d\u8f6c\u670d\u52a1\u5668\uff0c\u76f4\u63a5\u4ece CF \u8fb9\u7f18\u7f51\u7edc\u6d41\u5411 R2 \uff0c\u901f\u5ea6\u6781\u5feb\u3002
\n\u81ea\u5e26\u7ba1\u7406\uff1a\u652f\u6301 /list \u9884\u89c8\u3001/delete \u5220\u9664\uff0c\u751a\u81f3\u8fd8\u6709\u4e00\u5957\u57fa\u4e8e D1 \u7684\u7ba1\u7406\u5458\u5c01\u7981\u7cfb\u7edf\uff08\u9632\u6b62\u88ab\u767d\u5ad6\uff09\u3002
\n\u5e72\u51c0\u5229\u843d\uff1a\u6ca1\u6709\u590d\u6742\u7684\u914d\u7f6e\uff0c\u652f\u6301 MarkdownV2 \u6e32\u67d3\uff0c\u56de\u663e\u7f8e\u89c2\u3002
\n\u79c1\u4eba\u56fe\u5e8a/\u89c6\u9891\u5e8a\uff1a\u53d1\u7ed9 Bot \uff0c\u76f4\u63a5\u62ff\u5230 R2 \u5916\u94fe\u3002
\n\u6587\u4ef6\u5f52\u6863\uff1a\u628a Telegram \u91cc\u96f6\u6563\u7684\u8d44\u6599\u81ea\u52a8\u540c\u6b65\u5230\u81ea\u5df1\u7684\u5b58\u50a8\u6876\u3002
\n\u767d\u5ad6 R2 \u989d\u5ea6\uff1a\u5145\u5206\u5229\u7528\u90a3 10GB \u7684\u514d\u8d39\u7a7a\u95f4\u3002
\nGitHub: https://github.com/fwqaaq/telegram-to-r2
\nDemo: @test_telegram_r2_bot
\n\u5177\u4f53\u7684\u90e8\u7f72\u6b65\u9aa4\uff08 Wrangler \u76f8\u5173\uff09\u6211\u90fd\u5199\u5728 README \u91cc\u7684\uff0c\u57fa\u672c\u5c5e\u4e8e\u201c\u6709\u624b\u5c31\u884c\u201d\u7cfb\u5217\u3002\u6b22\u8fce\u5404\u4f4d\u5927\u4f6c Star \u6216\u63d0\u4f9b\u6539\u8fdb\u5efa\u8bae\u3002
\n![\"](\"https://test-telegram-r2.fwqaaq.com/fwqaaq%2Fimages%2FAQADQA5rGxBi4FZ-.jpg\"/)
\u4e60\u60ef\u4e86\u5b89\u5353\u7684\u81ea\u52a8\u5f55\u97f3,\u8fd9\u4e2a\u5fae\u4fe1\u901a\u8bdd\u5f55\u97f3\u6ca1\u6709\u597d\u803d\u8bef\u4e8b\u554a,\u7ecf\u5e38\u5fd8\u4e86\u4e4b\u524d\u8bf4\u4e86\u4ec0\u4e48\u6216\u8005\u804a\u4e86\u4ec0\u4e48,\u4ee5\u524d\u62ff\u81ea\u52a8\u5f55\u97f3\u53ef\u4ee5\u968f\u4fbf\u542c,\u603b\u7ed3\u901a\u8bdd\u8bb0\u5f55,\u73b0\u5728\u6ca1\u8fd9\u4e1c\u897f\u7ecf\u5e38\u5fd8\u4e1c\u897f....\u597d\u70e6\u554a
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\n2.\u6709\u79fb\u52a8\u7aef\u7f51\u9875\u5236\u4f5c\u7ecf\u9a8c\uff0c\u6709\u8fc7\u8f83\u590d\u6742\u52a8\u753b\u6548\u679c\u7684\u5b9e\u6218\uff08 Canvas/Pixi.js/Create.js/Lottie \u7b49\uff09\uff1b
\n3.\u6709\u9879\u76ee\u90e8\u7f72\u7ecf\u9a8c\uff08 Nginx/OpenResty/Docker/PM2 \uff09\u3002
\n\u76f4\u63a5\u8054\u7cfb\u6211\uff0c\u8d70\u5185\u63a8\u6d41\u7a0b\u3002\u52a0\u6211\uff1aTXJEcmVhbTI0
\n", "last_modified": 1776071327, "replies": 3, "id": 1205536}, {"node": {"avatar_large": "https://cdn.v2ex.com/navatar/94f6/d7e0/300_large.png?m=1733731195", "name": "programmer", "avatar_normal": "https://cdn.v2ex.com/navatar/94f6/d7e0/300_normal.png?m=1733731195", "title": "\u7a0b\u5e8f\u5458", "url": "https://www.v2ex.com/go/programmer", "topics": 70563, "footer": "", "header": "While code monkeys are not eating bananas, they're coding.", "title_alternative": "Programmer", "avatar_mini": "https://cdn.v2ex.com/navatar/94f6/d7e0/300_mini.png?m=1733731195", "stars": 9637, "founder_id": 0, "aliases": [], "root": false, "id": 300, "parent_node_name": "computer"}, "member": {"id": 513805, "username": "junwind", "url": "https://www.v2ex.com/u/junwind", "website": "", "twitter": null, "psn": null, "github": null, "btc": null, "location": "wuhan", "tagline": "\u8def\u6f2b\u6f2b\u5176\u4fee\u8fdc\u516e", "bio": "\u4e00\u4e2a\u82e6\u82e6\u8ffd\u6c42\u6280\u672f\u7684PHP\u5c0f\u767d", "avatar_mini": "https://cdn.v2ex.com/avatar/1a96/f8b8/513805_mini.png?m=1768548424", "avatar_normal": "https://cdn.v2ex.com/avatar/1a96/f8b8/513805_normal.png?m=1768548424", "avatar_large": "https://cdn.v2ex.com/avatar/1a96/f8b8/513805_large.png?m=1768548424", "created": 1603253758, "last_modified": 1768548424, "pro": 0}, "last_reply_by": "", "last_touched": 1776056687, "title": "minimax token plan \u8e29\u5751", "url": "https://www.v2ex.com/t/1205535", "created": 1776071087, "deleted": 0, "content": "```bash\r\n \u23bf \u00a0529 {\"type\":\"error\",\"error\":{\"type\":\"overloaded_error\",\"message\":\"\u5f53\u524d\u670d\u52a1\u96c6\u7fa4\r\n \u8d1f\u8f7d\u8f83\u9ad8\uff0c\u8bf7\u7a0d\u540e\u91cd\u8bd5\uff0c\u611f\u8c22\u60a8\u7684\u8010\u5fc3\u7b49\u5f85\u3002 (2064) \r\n (529)\"},\"request_id\":\"062be446d73d1d7eef4e4a114efe5043\"} \r\n Retrying in 16 seconds\u2026 (attempt 9/10) \u00b7 API_TIMEOUT_MS=3000000ms, try \r\n increasing it \r\n \r\n\u2722 Elucidating\u2026 (6m 29s \u00b7 \u2191 11.9k tokens \u00b7 thinking) \r\n \u23bf \u00a0Tip: Use /btw to ask a quick side question without interrupting Claude's \r\n current work \r\n```\r\n\r\n\u5468\u672b\u4e24\u5929\u6ca1\u6709\u4f7f\u7528\uff0c\u4eca\u5929\u5468\u4e00\uff0c\u7b2c\u4e00\u6b21\u4f7f\u7528\u5c31\u62a5\u8fd9\u4e2a\uff0c\u6211\u5e72\u3002", "content_rendered": " \u23bf \u00a0529 {\"type\":\"error\",\"error\":{\"type\":\"overloaded_error\",\"message\":\"\u5f53\u524d\u670d\u52a1\u96c6\u7fa4\n \u8d1f\u8f7d\u8f83\u9ad8\uff0c\u8bf7\u7a0d\u540e\u91cd\u8bd5\uff0c\u611f\u8c22\u60a8\u7684\u8010\u5fc3\u7b49\u5f85\u3002 (2064) \n (529)\"},\"request_id\":\"062be446d73d1d7eef4e4a114efe5043\"} \n Retrying in 16 seconds\u2026 (attempt 9/10) \u00b7 API_TIMEOUT_MS=3000000ms, try \n increasing it \n \n\u2722 Elucidating\u2026 (6m 29s \u00b7 \u2191 11.9k tokens \u00b7 thinking) \n \u23bf \u00a0Tip: Use /btw to ask a quick side question without interrupting Claude's \n current work \n\u5468\u672b\u4e24\u5929\u6ca1\u6709\u4f7f\u7528\uff0c\u4eca\u5929\u5468\u4e00\uff0c\u7b2c\u4e00\u6b21\u4f7f\u7528\u5c31\u62a5\u8fd9\u4e2a\uff0c\u6211\u5e72\u3002
\n", "last_modified": 1776071087, "replies": 0, "id": 1205535}, {"node": {"avatar_large": "https://cdn.v2ex.com/navatar/c74d/97b0/16_large.png?m=1727584731", "name": "share", "avatar_normal": "https://cdn.v2ex.com/navatar/c74d/97b0/16_normal.png?m=1727584731", "title": "\u5206\u4eab\u53d1\u73b0", "url": "https://www.v2ex.com/go/share", "topics": 45909, "footer": "", "header": "\u5206\u4eab\u4f60\u770b\u5230\u7684\u597d\u73a9\u7684\uff0c\u6709\u4fe1\u606f\u91cf\u7684\uff0c\u6b22\u8fce\u4ece\u8fd9\u91cc\u83b7\u53d6\u7075\u611f\u3002", "title_alternative": "Share", "avatar_mini": "https://cdn.v2ex.com/navatar/c74d/97b0/16_mini.png?m=1727584731", "stars": 6275, "founder_id": 0, "aliases": [], "root": false, "id": 16, "parent_node_name": "v2ex"}, "member": {"id": 369131, "username": "yifangtongxing28", "url": "https://www.v2ex.com/u/yifangtongxing28", "website": "", "twitter": null, "psn": null, "github": null, "btc": null, "location": "", "tagline": "", "bio": "", "avatar_mini": "https://cdn.v2ex.com/gravatar/0b9ccb20e5abe3cb616f4a8a58438b51?s=24&d=retro", "avatar_normal": "https://cdn.v2ex.com/gravatar/0b9ccb20e5abe3cb616f4a8a58438b51?s=48&d=retro", "avatar_large": "https://cdn.v2ex.com/gravatar/0b9ccb20e5abe3cb616f4a8a58438b51?s=73&d=retro", "created": 1544346586, "last_modified": 1707751832, "pro": 0}, "last_reply_by": "chenzhihuiiiii", "last_touched": 1776071168, "title": "\u8d85\u8fc7\u7cfb\u7edf\u652f\u6301\u671f\u7684 macbook pro&air \u8fd8\u80fd\u5e72\u4ec0\u4e48", "url": "https://www.v2ex.com/t/1205533", "created": 1776071018, "deleted": 0, "content": "\u770b\u5230\u6709 v \u53cb\u53d1\u4e86 2015 \u5e74\u7684 mac \uff0c\u60f3\u8d77\u6765\u81ea\u5df1\u7684\u7b2c\u4e00\u53f0\u5c31\u662f 2015 \u6b3e\u7684 q2 \u597d\u50cf\uff0c15 \u5bf8\uff0c\u5927\u5c4f\u5e55\u5f88\u723d\u30022020 \u5e74\u8fd8\u56e0\u4e3a\u7535\u6c60\u95ee\u9898\u53ef\u4ee5\u66f4\u6362\u4e86\u4e00\u6b21\u7535\u6c60\u548c c \u9762\uff0c\u8d85\u503c\u3002\u66f4\u6362\u5b8c\u5c31\u4e8c\u624b\u51fa\u7ed9\u5b66\u5f1f\u5199\u524d\u7aef\u4e86\uff0c\u56de\u8840 6500 \u5143\u3002\r\n\r\n\r\n\u6240\u4ee5\u4e4b\u540e m1pro \uff0cm2max \u8fd9\u79cd\u5927\u5185\u5b58\u7684\u8fc7\u4e24\u5e74\u8d85\u8fc7\u7cfb\u7edf\u652f\u6301\u671f\u7684\uff0c\u662f\u5f53\u4e2a web \u6d4f\u89c8\u5668\u7ec8\u7aef\u8fd8\u662f\u600e\u4e48\uff0c\u4e0d\u77e5\u9053 v \u53cb\u4eec\u53c8\u4ec0\u4e48\u8111\u6d1e\u561b\uff1f", "content_rendered": "\u770b\u5230\u6709 v \u53cb\u53d1\u4e86 2015 \u5e74\u7684 mac \uff0c\u60f3\u8d77\u6765\u81ea\u5df1\u7684\u7b2c\u4e00\u53f0\u5c31\u662f 2015 \u6b3e\u7684 q2 \u597d\u50cf\uff0c15 \u5bf8\uff0c\u5927\u5c4f\u5e55\u5f88\u723d\u30022020 \u5e74\u8fd8\u56e0\u4e3a\u7535\u6c60\u95ee\u9898\u53ef\u4ee5\u66f4\u6362\u4e86\u4e00\u6b21\u7535\u6c60\u548c c \u9762\uff0c\u8d85\u503c\u3002\u66f4\u6362\u5b8c\u5c31\u4e8c\u624b\u51fa\u7ed9\u5b66\u5f1f\u5199\u524d\u7aef\u4e86\uff0c\u56de\u8840 6500 \u5143\u3002https://github.com/haxianhe/afeaturemerge
\n\u5199\u4e86\u4e00\u4e2a\u53c2\u8003\u7ade\u54c1/\u6846\u67b6/\u7cfb\u7edf\uff0c\u5c06\u5176\u529f\u80fd\u878d\u5165\u81ea\u8eab\u7cfb\u7edf\u7684\u5168\u6d41\u7a0b\u5206\u6790\u4e0e\u5b9e\u73b0\u89c4\u5212\u7684 Skill \u3002
\n\u5927\u5bb6\u5e2e\u5fd9\u70b9\u70b9 star \uff0c\u8c22\u8c22\u5927\u5bb6\u5566\uff5e
\n", "last_modified": 1776070519, "replies": 4, "id": 1205530}, {"node": {"avatar_large": "https://cdn.v2ex.com/navatar/c20a/d4d7/12_large.png?m=1751718333", "name": "qna", "avatar_normal": "https://cdn.v2ex.com/navatar/c20a/d4d7/12_normal.png?m=1751718333", "title": "\u95ee\u4e0e\u7b54", "url": "https://www.v2ex.com/go/qna", "topics": 238144, "footer": "", "header": "", "title_alternative": "Questions and Answers", "avatar_mini": "https://cdn.v2ex.com/navatar/c20a/d4d7/12_mini.png?m=1751718333", "stars": 4481, "founder_id": 0, "aliases": [], "root": false, "id": 12, "parent_node_name": "v2ex"}, "member": {"id": 609374, "username": "terito11122", "url": "https://www.v2ex.com/u/terito11122", "website": "", "twitter": null, "psn": null, "github": null, "btc": null, "location": "", "tagline": "", "bio": "", "avatar_mini": "https://cdn.v2ex.com/avatar/8953/aede/609374_mini.png?m=1692085851", "avatar_normal": "https://cdn.v2ex.com/avatar/8953/aede/609374_normal.png?m=1692085851", "avatar_large": "https://cdn.v2ex.com/avatar/8953/aede/609374_large.png?m=1692085851", "created": 1672967526, "last_modified": 1692085851, "pro": 0}, "last_reply_by": "", "last_touched": 1775379040, "title": "\u5145\u7535\u6869\u95ee\u9898", "url": "https://www.v2ex.com/t/1205529", "created": 1776070300, "deleted": 0, "content": "\u6700\u8fd1\u5165\u624b\u4e86\u8f86\u6bdb\u8c46 3 \uff0c\u60f3\u5728\u81ea\u5df1\u5bb6\u8f66\u4f4d\u88c5\u4e2a\u5145\u7535\u6869\r\n\r\n\u7279\u65af\u62c9\u5b98\u65b9\u6765\u52d8\u5bdf\u4e4b\u540e\uff0c\u53d1\u73b0\u8f66\u4f4d\u79bb\u6700\u8fd1\u7684\u7535\u7bb1\u6709 110 \u7c73+\uff0c\u4e5f\u5c31\u662f\u8bf4\u5149\u989d\u5916\u7684\u7ebf\u7f06\u90fd\u5f97 5000 \u5757\uff0c\u4e0d\u77e5\u9053\u548b\u5904\u7406\u4e86\r\n\r\n\u73b0\u5728\u8bd5\u8bd5\u7b49\u7535\u7f51\u6765\u770b\u770b\uff0c\u80fd\u4e0d\u80fd\u52a0\u88c5\u7535\u7bb1\uff0c\u4f46\u662f\u6982\u7387\u5f88\u5c0f\uff0c\u540e\u9762\u7684\u5899\u4e0d\u591f\u9ad8\uff0c\u4f30\u8ba1\u4e0d\u592a\u613f\u610f\u88c5\r\n\r\n\u8bf7\u95ee\u5927\u4f6c\u4eec\u95f2\u9c7c\u4e0a\u6709\u5356\u7ebf\u7f06\u7684\u5417\uff1f", "content_rendered": "\u6700\u8fd1\u5165\u624b\u4e86\u8f86\u6bdb\u8c46 3 \uff0c\u60f3\u5728\u81ea\u5df1\u5bb6\u8f66\u4f4d\u88c5\u4e2a\u5145\u7535\u6869![](\"https://i.imgur.com/KaJWBaZ.png\")
", "last_modified": 1776070245, "replies": 1, "id": 1205528}, {"node": {"avatar_large": "https://cdn.v2ex.com/navatar/e57c/6b95/772_large.png?m=1646751663", "name": "github", "avatar_normal": "https://cdn.v2ex.com/navatar/e57c/6b95/772_normal.png?m=1646751663", "title": "GitHub", "url": "https://www.v2ex.com/go/github", "topics": 1194, "footer": "", "header": "A global place for programmers.", "title_alternative": "GitHub", "avatar_mini": "https://cdn.v2ex.com/navatar/e57c/6b95/772_mini.png?m=1646751663", "stars": 722, "founder_id": 0, "aliases": [], "root": false, "id": 772, "parent_node_name": "programmer"}, "member": {"id": 667534, "username": "TechShrimp", "url": "https://www.v2ex.com/u/TechShrimp", "website": null, "twitter": null, "psn": null, "github": null, "btc": null, "location": null, "tagline": null, "bio": null, "avatar_mini": "https://cdn.v2ex.com/avatar/fea4/6643/667534_mini.png?m=1717905580", "avatar_normal": "https://cdn.v2ex.com/avatar/fea4/6643/667534_normal.png?m=1717905580", "avatar_large": "https://cdn.v2ex.com/avatar/fea4/6643/667534_large.png?m=1717905580", "avatar_xlarge": "https://cdn.v2ex.com/avatar/fea4/6643/667534_xlarge.png?m=1717905580", "created": 1702893632, "last_modified": 1717905580, "pro": 0}, "last_reply_by": "senooo", "last_touched": 1776071560, "title": "CLI+Skill \u642d\u5efa\u6d4f\u89c8\u5668 AI \u81ea\u52a8\u5316\u6846\u67b6\uff0c\u544a\u522b\u4e00\u5207\u91cd\u590d\u67af\u71e5\u4efb\u52a1", "url": "https://www.v2ex.com/t/1205527", "created": 1776070050, "deleted": 0, "content": "## \u89c6\u9891\u7248\uff1a https://www.bilibili.com/video/BV1ooDyBmE6v/\r\n\r\n\u8fd9\u5957\u6d41\u7a0b\u53ef\u4ee5\u8ba9 AI \u81ea\u52a8\u64cd\u4f5c\u6d4f\u89c8\u5668\uff0c\u4ee3\u66ff\u4f60\u5b8c\u6210\u4e00\u5207\u673a\u68b0\u91cd\u590d\u6027\u7684\u5de5\u4f5c\uff0c\u800c\u4e14\u7279\u522b\u7684\u7701 TOKEN \u3002\r\n\r\n\r\n\r\n\u5f88\u591a\u5de5\u4f5c\u6d41\u751a\u81f3\u5168\u7a0b\u4e0d\u9700\u8981 AI \u53c2\u4e0e\uff0c0 TOKEN \u5c31\u80fd\u628a\u81ea\u52a8\u5316\u4efb\u52a1\u8dd1\u8d77\u6765\u3002\u6bd4\u5982\u53ef\u4ee5 0 TOKEN \u6293\u53d6\u7535\u5546\u7f51\u7ad9\u8bc4\u8bba\uff0c\u5bfc\u51fa\u6210 CSV \u6587\u4ef6\uff0c\u81ea\u52a8\u628a Markdown \u6587\u7ae0\u53d1\u5e03\u5230 x \uff0c\u8fd8\u6709\u5bf9\u81ea\u5df1\u5f00\u53d1\u7684 Web APP \u8fdb\u884c AI \u81ea\u52a8\u5316\u6d4b\u8bd5\u3002\u6211\u4eec\u5e76\u4e0d\u9700\u8981\u61c2\u6d4f\u89c8\u5668\u7684\u76f8\u5173\u77e5\u8bc6\uff0c\u53ea\u7528\u81ea\u7136\u8bed\u8a00\u5c31\u80fd\u5b8c\u6210\u8fd9\u4e9b\u4efb\u52a1\u3002\r\n\r\n\u672c\u671f\u89c6\u9891\u6211\u4eec\u4f7f\u7528\u7684 Agent \u6846\u67b6\u662f Claude Code \u6216\u8005 Codex \u3002\r\n\r\n\u6d4f\u89c8\u5668\u81ea\u52a8\u5316\u65b9\u6848\u662f Playwright CLI \u642d\u914d\u914d\u5957\u7684 Skill \u3002\r\n\r\n\r\n\r\nPlaywright CLI \u662f 26 \u5e74\u521d\u5fae\u8f6f\u5f00\u6e90\u7684\u5168\u65b0\u6d4f\u89c8\u5668\u81ea\u52a8\u5316\u5de5\u5177\u3002\r\n\r\nGithub \u9996\u9875\uff1a\r\n\r\n[https://github.com/microsoft/playwright-cli]( https://github.com/microsoft/playwright-cli)\r\n\r\n\u6839\u636e\u5b98\u65b9\u7684\u57fa\u51c6\u6d4b\u8bd5\uff0cplaywright CLI \u6bd4\u8d77\u4f20\u7edf\u7684 playwright MCP \u65b9\u6848\uff0c\u5dee\u4e0d\u591a\u80fd\u591f\u51cf\u5c11 4 \u500d\u7684 TOKEN \u6d88\u8017 \r\n\r\n\u5de5\u5177\u642d\u5efa\u597d\u4ee5\u540e\uff0c\u6211\u4eec\u53ef\u4ee5\u628a\u5f88\u591a\u56fa\u5b9a\u7684\u5de5\u4f5c\u6d41\u7a0b\u6c89\u6dc0\u6210 skills \uff0c\u8ba9 AI \u80fd\u591f\u53c8\u5feb\u53c8\u7701\u7684\u5b8c\u6210\u4efb\u52a1\u3002\u751a\u81f3\u719f\u7ec3\u540e\u4f60\u4f1a\u53d1\u73b0\u5f88\u591a\u56fa\u5b9a\u6d41\u7a0b\u751a\u81f3\u4e0d\u9700\u8981 AI \u53c2\u4e0e\uff0c\u53ea\u9700\u8981\u8ba9 AI \u7f16\u5199\u597d\u4e00\u4e2a\u56fa\u5b9a\u7684\u811a\u672c\uff0c\u5c31\u53ef\u4ee5 0 TOKEN \u5168\u81ea\u52a8\u5b8c\u6210\u5de5\u4f5c\u3002\u597d\u5e9f\u8bdd\u4e0d\u591a\u8bf4\uff0c\u6211\u4eec\u76f4\u63a5\u5f00\u59cb\u3002\r\n\r\n## \u57fa\u7840\u4f7f\u7528\r\n\r\n\u5728\u5f00\u59cb\u4e4b\u524d\uff0c\u6211\u4eec\u9700\u8981\u5148\u786e\u4fdd\u7535\u8111\u4e0a\u5b89\u88c5\u4e86 nodejs \u3002\u5982\u679c\u6ca1\u6709\u5b89\u88c5\u8fc7\uff0c\u53ef\u4ee5\u6765\u5230 nodejs \u7684\u5b98\u7f51\uff0c\u6839\u636e\u81ea\u5df1\u7684\u64cd\u4f5c\u7cfb\u7edf\u4e0b\u8f7d\u5bf9\u5e94\u7684\u5b89\u88c5\u5305\r\n\r\n[https://nodejs.org/en/download]( https://nodejs.org/en/download)\r\n\r\n\u7136\u540e\u6211\u4eec\u6253\u5f00\u4e00\u4e2a\u547d\u4ee4\u884c\u7ec8\u7aef\uff0c\u8f93\u5165\u8fd9\u4e2a\u547d\u4ee4\u5b89\u88c5 playwright CLI \u3002\u5b89\u88c5\u5b8c\u6210\uff0c\u4e0b\u4e00\u6b65\u6211\u4eec\u8981\u786e\u4fdd\u7535\u8111\u4e0a\u5b89\u88c5\u4e86 Chrome \u6d4f\u89c8\u5668\uff0c\u5982\u679c\u662f edge \u6d4f\u89c8\u5668\u4e5f\u53ef\u4ee5\uff0c\u4e0d\u8fc7\u6700\u597d\u8fd8\u662f\u63a8\u8350\u4f7f\u7528 Chrome \u3002\u597d\u8fd9\u6837\u51c6\u5907\u5de5\u4f5c\u5c31\u5b8c\u6210\u4e86\u3002\r\n\r\n\u6211\u4eec\u6765\u6d4b\u8bd5\u4e00\u4e0b\u3002\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528\u8fd9\u4e2a\u547d\u4ee4\uff0c\u4f7f\u7528 Playwright CLI \u64cd\u4f5c Chrome \u6d4f\u89c8\u5668\u6253\u5f00\u8c37\u6b4c\u7684\u5b98\u7f51\r\n\r\n```\r\nplaywright-cli open google.com --headed\r\n```\r\n\r\n\u6700\u540e\u4e00\u4e2a\u53c2\u6570**\u2013headed**\u8868\u793a\u4f7f\u7528\u7684\u662f\u6709\u5934\u6d4f\u89c8\u5668\uff0c\u5982\u679c\u4e0d\u52a0\u8fd9\u4e2a\u53c2\u6570\uff0cPlaywright \u9ed8\u8ba4\u4f7f\u7528\u7684\u662f\u65e0\u5934\u6d4f\u89c8\u5668\u3002\u65e0\u5934\u6d4f\u89c8\u5668\u4f1a\u5728\u540e\u53f0\u9759\u9ed8\u8fd0\u884c\uff0c\u867d\u7136\u6bd4\u8f83\u7701\u5185\u5b58\uff0c\u4f46\u662f\u6211\u4eec\u770b\u4e0d\u5230\u6d4f\u89c8\u5668\u7684\u9875\u9762\u3002\u6240\u4ee5\u4e3a\u4e86\u65b9\u4fbf\u8c03\u8bd5\uff0c\u6211\u4eec\u4e00\u822c\u52a0\u4e0a\u8fd9\u4e2a\u53c2\u6570\u2013headed \u3002\u56de\u8f66\uff0cplaywright CLI \u81ea\u52a8\u64cd\u4f5c Chrome \u6253\u5f00\u4e86\u6211\u4eec\u8981\u7684\u7f51\u9875 \u3002\r\n\r\n\r\n\r\n\u6211\u4eec\u5728\u63a7\u5236\u53f0\u8fd9\u8fb9\u53ef\u4ee5\u770b\u5230\uff0cplaywright CLI \u53ea\u662f\u8f93\u51fa\u4e86\u4e00\u7b80\u6d01\u7684\u7f51\u9875\u6458\u8981\uff0c\u800c\u6ca1\u6709\u8fd4\u56de\u6574\u4e2a\u7f51\u9875\u7684\u5168\u90e8 DOM \u7ed3\u6784 \u4e0b\u9762\u9644\u5e26\u4e86\u4e00\u4e2a\u7f51\u9875\u7ed3\u6784\u7684\u6587\u4ef6\u5730\u5740 \u3002AI Agent \u5982\u679c\u9700\u8981\u66f4\u8be6\u7ec6\u7684\u7f51\u9875\u7ed3\u6784\u4fe1\u606f\uff0c\u5c31\u53ef\u4ee5\u9009\u62e9\u8bfb\u53d6\u8fd9\u4e2a\u5feb\u7167\u6587\u4ef6\uff0c\u83b7\u53d6\u66f4\u8be6\u7ec6\u7684\u4fe1\u606f\u3002\u5982\u679c\u4e0d\u9700\u8981\uff0c\u5c31\u53ef\u4ee5\u9009\u62e9\u4e0d\u8bfb\u53d6\u3002\u8fd9\u4e5f\u5c31\u662f\u4e3a\u4ec0\u4e48 Playwright CLI \u6bd4\u8d77 MCP \u66f4\u8282\u7701\u4e0a\u4e0b\u6587\u7684\u79d8\u5bc6\u6240\u5728\uff0c\u56e0\u4e3a MCP \u662f\u628a\u7f51\u9875\u5185\u5bb9\u5168\u90e8\u585e\u8fdb\u4e0a\u4e0b\u6587\uff0c\u800c Playwright CLI \u53ef\u4ee5\u7531 AI \u6309\u9700\u8bfb\u53d6\u3002\u540c\u6837\u8fd9\u4e2a\u547d\u4ee4\u4e5f\u4f53\u73b0\u4e86\u6309\u9700\u52a0\u8f7d\u7684\u601d\u8def\uff0c\r\n\r\n```\r\nplaywright-cli screenshot\r\n```\r\n\r\nScreenshot \u662f\u7ed9\u6d4f\u89c8\u5668\u622a\u56fe\uff0c\u6211\u4eec\u770b\u5230\u622a\u5c4f\u7684\u65f6\u5019\u5b83\u8fd8\u662f\u4ee5\u4e00\u4e2a PNG \u7684\u6587\u4ef6\u7684\u5f62\u5f0f\u5b58\u653e\u5728\u4e86\u7535\u8111\u7684\u672c\u5730\u78c1\u76d8\u4e0a \uff0c\u7531 AI \u51b3\u5b9a\u662f\u5426\u6765\u8bfb\u53d6\uff0c\u800c\u4e0d\u662f\u50cf MCP \u90a3\u6837\u76f4\u63a5\u628a\u56fe\u7247\u585e\u5165 AI \u7684\u4e0a\u4e0b\u6587\u3002\u6211\u4eec\u518d\u4ecb\u7ecd\u4e00\u4e2a\u91cd\u8981\u7684\u53c2\u6570\uff0c\u5c31\u662f\r\n\r\n**--persistent**\u3002persistent \u8868\u793a\u628a cookie \u3001\u767b\u5f55\u72b6\u6001\u3001\u672c\u5730\u5b58\u50a8\u4e4b\u7c7b\u7684\u6570\u636e\u5199\u5230\u78c1\u76d8\u91cc\u9762\uff0c\u4e0b\u6b21\u4f7f\u7528\u7684\u65f6\u5019\u7ee7\u7eed\u62ff\u51fa\u6765\u7528\uff0c\u8fd9\u6837\u5c31\u4e0d\u9700\u8981\u6bcf\u6b21\u90fd\u91cd\u65b0\u767b\u5f55\u4e86\u3002\u6bd4\u5982\u8fd9\u91cc\u6211\u5e26\u7740 persistent \u6267\u884c\u4e00\u4e0b\r\n\r\n```\r\nplaywright-cli open google.com --headed --persistent\r\n```\r\n\r\n\uff0c\u56e0\u4e3a\u6211\u4e4b\u524d\u767b\u5f55\u8fc7\uff0c\u6211\u4eec\u6253\u5f00\u7684\u8c37\u6b4c\u9996\u9875\u5c31\u53d8\u6210\u4e86\u5df2\u7ecf\u767b\u5f55\u8fc7\u7684\u72b6\u6001\u4e86 \u5230\u8fd9\u91cc\u6211\u4eec\u5c31\u4ecb\u7ecd\u5b8c\u4e86 playwright CLI \u7684\u57fa\u7840\u4f7f\u7528\u3002\u4e0b\u4e00\u6b65\u6211\u4eec\u5c31\u628a\u5b83\u63a5\u5165 AI Agent \u3002\r\n\r\n\u672c\u671f\u89c6\u9891\u4e3b\u8981\u4f7f\u7528\u7684 Agent \u6846\u67b6\u662f Claude code \u548c Codex \u3002\u722c\u722c\u867e\u4e4b\u524d\u6709\u5f88\u591a\u671f\u89c6\u9891\u4ecb\u7ecd Codex \u6216\u8005 Claude code \u4e86\uff0c\u8fd9\u91cc\u6211\u5c31\u4e0d\u8d58\u8ff0\u4e86 \u3002playwright CLI \u662f\u4e00\u4e2a\u65b0\u8bde\u751f\u7684\u547d\u4ee4\u884c\u5de5\u5177\uff0cAI \u5e76\u4e0d\u77e5\u9053\u8be5\u5982\u4f55\u4f7f\u7528\u8fd9\u4e9b\u547d\u4ee4\uff0c\u6240\u4ee5\u6211\u4eec\u9700\u8981\u7ed9 AI \u642d\u914d skills 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\u5c31\u80fd\u5168\u81ea\u52a8\u7684\u53d1\u73b0\u5e76\u4e14\u544a\u8bc9\u6211\u4eec\uff0c\u7701\u53bb\u4e86\u5f88\u591a\u7684\u4eba\u5de5\u6d4b\u8bd5\u6210\u672c\uff0c\u5bf9\u6211\u4eec\u5f00\u53d1\u7f51\u9875 APP \u4f1a\u5f88\u6709\u5e2e\u52a9\u3002\u597d\u8fd9\u5c31\u662f\u672c\u671f\u89c6\u9891\u5168\u90e8\u5185\u5bb9\u4e86\uff0c\u611f\u8c22\u5927\u5bb6\u70b9\u8d5e\u652f\u6301\uff0c\u6211\u4eec\u4e0b\u671f\u518d\u89c1\u3002", "content_rendered": "\u8fd9\u5957\u6d41\u7a0b\u53ef\u4ee5\u8ba9 AI \u81ea\u52a8\u64cd\u4f5c\u6d4f\u89c8\u5668\uff0c\u4ee3\u66ff\u4f60\u5b8c\u6210\u4e00\u5207\u673a\u68b0\u91cd\u590d\u6027\u7684\u5de5\u4f5c\uff0c\u800c\u4e14\u7279\u522b\u7684\u7701 TOKEN \u3002
\n![\"\"](\"https://cdn.nlark.com/yuque/0/2026/png/22304745/1776062253117-bccfbed0-558c-4b80-bcf5-d2ae64d1f580.png\"/)
\u5f88\u591a\u5de5\u4f5c\u6d41\u751a\u81f3\u5168\u7a0b\u4e0d\u9700\u8981 AI \u53c2\u4e0e\uff0c0 TOKEN \u5c31\u80fd\u628a\u81ea\u52a8\u5316\u4efb\u52a1\u8dd1\u8d77\u6765\u3002\u6bd4\u5982\u53ef\u4ee5 0 TOKEN \u6293\u53d6\u7535\u5546\u7f51\u7ad9\u8bc4\u8bba\uff0c\u5bfc\u51fa\u6210 CSV \u6587\u4ef6\uff0c\u81ea\u52a8\u628a Markdown \u6587\u7ae0\u53d1\u5e03\u5230 x \uff0c\u8fd8\u6709\u5bf9\u81ea\u5df1\u5f00\u53d1\u7684 Web APP \u8fdb\u884c AI \u81ea\u52a8\u5316\u6d4b\u8bd5\u3002\u6211\u4eec\u5e76\u4e0d\u9700\u8981\u61c2\u6d4f\u89c8\u5668\u7684\u76f8\u5173\u77e5\u8bc6\uff0c\u53ea\u7528\u81ea\u7136\u8bed\u8a00\u5c31\u80fd\u5b8c\u6210\u8fd9\u4e9b\u4efb\u52a1\u3002
\n\u672c\u671f\u89c6\u9891\u6211\u4eec\u4f7f\u7528\u7684 Agent \u6846\u67b6\u662f Claude Code \u6216\u8005 Codex \u3002
\n\u6d4f\u89c8\u5668\u81ea\u52a8\u5316\u65b9\u6848\u662f Playwright CLI \u642d\u914d\u914d\u5957\u7684 Skill \u3002
\n![\"\"](\"https://cdn.nlark.com/yuque/0/2026/png/22304745/1776062285770-73eb00ea-d865-4af7-92bc-31d9071625e2.png\"/)
Playwright CLI \u662f 26 \u5e74\u521d\u5fae\u8f6f\u5f00\u6e90\u7684\u5168\u65b0\u6d4f\u89c8\u5668\u81ea\u52a8\u5316\u5de5\u5177\u3002
\nGithub \u9996\u9875\uff1a
\nhttps://github.com/microsoft/playwright-cli
\n\u6839\u636e\u5b98\u65b9\u7684\u57fa\u51c6\u6d4b\u8bd5\uff0cplaywright CLI \u6bd4\u8d77\u4f20\u7edf\u7684 playwright MCP \u65b9\u6848\uff0c\u5dee\u4e0d\u591a\u80fd\u591f\u51cf\u5c11 4 \u500d\u7684 TOKEN \u6d88\u8017 ![\"\"](\"https://cdn.nlark.com/yuque/0/2026/jpeg/22304745/1776057352832-4e6ebf5f-9f1b-41dc-a019-9421fcd93fd4.jpeg\"/)
\u5de5\u5177\u642d\u5efa\u597d\u4ee5\u540e\uff0c\u6211\u4eec\u53ef\u4ee5\u628a\u5f88\u591a\u56fa\u5b9a\u7684\u5de5\u4f5c\u6d41\u7a0b\u6c89\u6dc0\u6210 skills \uff0c\u8ba9 AI \u80fd\u591f\u53c8\u5feb\u53c8\u7701\u7684\u5b8c\u6210\u4efb\u52a1\u3002\u751a\u81f3\u719f\u7ec3\u540e\u4f60\u4f1a\u53d1\u73b0\u5f88\u591a\u56fa\u5b9a\u6d41\u7a0b\u751a\u81f3\u4e0d\u9700\u8981 AI \u53c2\u4e0e\uff0c\u53ea\u9700\u8981\u8ba9 AI \u7f16\u5199\u597d\u4e00\u4e2a\u56fa\u5b9a\u7684\u811a\u672c\uff0c\u5c31\u53ef\u4ee5 0 TOKEN \u5168\u81ea\u52a8\u5b8c\u6210\u5de5\u4f5c\u3002\u597d\u5e9f\u8bdd\u4e0d\u591a\u8bf4\uff0c\u6211\u4eec\u76f4\u63a5\u5f00\u59cb\u3002
\n\u5728\u5f00\u59cb\u4e4b\u524d\uff0c\u6211\u4eec\u9700\u8981\u5148\u786e\u4fdd\u7535\u8111\u4e0a\u5b89\u88c5\u4e86 nodejs \u3002\u5982\u679c\u6ca1\u6709\u5b89\u88c5\u8fc7\uff0c\u53ef\u4ee5\u6765\u5230 nodejs \u7684\u5b98\u7f51\uff0c\u6839\u636e\u81ea\u5df1\u7684\u64cd\u4f5c\u7cfb\u7edf\u4e0b\u8f7d\u5bf9\u5e94\u7684\u5b89\u88c5\u5305
\nhttps://nodejs.org/en/download
\n\u7136\u540e\u6211\u4eec\u6253\u5f00\u4e00\u4e2a\u547d\u4ee4\u884c\u7ec8\u7aef\uff0c\u8f93\u5165\u8fd9\u4e2a\u547d\u4ee4\u5b89\u88c5 playwright CLI ![\"\"](\"https://cdn.nlark.com/yuque/0/2026/jpeg/22304745/1776057352626-deb3e259-3291-4158-9d10-0d39d2c1a6a6.jpeg\"/)
\u3002\u5b89\u88c5\u5b8c\u6210\uff0c\u4e0b\u4e00\u6b65\u6211\u4eec\u8981\u786e\u4fdd\u7535\u8111\u4e0a\u5b89\u88c5\u4e86 Chrome \u6d4f\u89c8\u5668\uff0c\u5982\u679c\u662f edge \u6d4f\u89c8\u5668\u4e5f\u53ef\u4ee5\uff0c\u4e0d\u8fc7\u6700\u597d\u8fd8\u662f\u63a8\u8350\u4f7f\u7528 Chrome \u3002\u597d\u8fd9\u6837\u51c6\u5907\u5de5\u4f5c\u5c31\u5b8c\u6210\u4e86\u3002
\u6211\u4eec\u6765\u6d4b\u8bd5\u4e00\u4e0b\u3002\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528\u8fd9\u4e2a\u547d\u4ee4\uff0c\u4f7f\u7528 Playwright CLI \u64cd\u4f5c Chrome \u6d4f\u89c8\u5668\u6253\u5f00\u8c37\u6b4c\u7684\u5b98\u7f51
\nplaywright-cli open google.com --headed\n\u6700\u540e\u4e00\u4e2a\u53c2\u6570\u2013headed\u8868\u793a\u4f7f\u7528\u7684\u662f\u6709\u5934\u6d4f\u89c8\u5668\uff0c\u5982\u679c\u4e0d\u52a0\u8fd9\u4e2a\u53c2\u6570\uff0cPlaywright \u9ed8\u8ba4\u4f7f\u7528\u7684\u662f\u65e0\u5934\u6d4f\u89c8\u5668\u3002\u65e0\u5934\u6d4f\u89c8\u5668\u4f1a\u5728\u540e\u53f0\u9759\u9ed8\u8fd0\u884c\uff0c\u867d\u7136\u6bd4\u8f83\u7701\u5185\u5b58\uff0c\u4f46\u662f\u6211\u4eec\u770b\u4e0d\u5230\u6d4f\u89c8\u5668\u7684\u9875\u9762\u3002\u6240\u4ee5\u4e3a\u4e86\u65b9\u4fbf\u8c03\u8bd5\uff0c\u6211\u4eec\u4e00\u822c\u52a0\u4e0a\u8fd9\u4e2a\u53c2\u6570\u2013headed \u3002\u56de\u8f66\uff0cplaywright CLI \u81ea\u52a8\u64cd\u4f5c Chrome \u6253\u5f00\u4e86\u6211\u4eec\u8981\u7684\u7f51\u9875 \u3002
\n![\"\"](\"https://cdn.nlark.com/yuque/0/2026/png/22304745/1776062458152-3d12854a-67db-4206-9a1a-01d85bcf3436.png\"/)
\u6211\u4eec\u5728\u63a7\u5236\u53f0\u8fd9\u8fb9\u53ef\u4ee5\u770b\u5230\uff0cplaywright CLI \u53ea\u662f\u8f93\u51fa\u4e86\u4e00\u7b80\u6d01\u7684\u7f51\u9875\u6458\u8981\uff0c\u800c\u6ca1\u6709\u8fd4\u56de\u6574\u4e2a\u7f51\u9875\u7684\u5168\u90e8 DOM \u7ed3\u6784 ![\"\"](\"https://cdn.nlark.com/yuque/0/2026/jpeg/22304745/1776057359410-235a3dc3-1b89-4a06-b3b3-9b221dd95038.jpeg\"/)
\u4e0b\u9762\u9644\u5e26\u4e86\u4e00\u4e2a\u7f51\u9875\u7ed3\u6784\u7684\u6587\u4ef6\u5730\u5740 \u3002AI Agent \u5982\u679c\u9700\u8981\u66f4\u8be6\u7ec6\u7684\u7f51\u9875\u7ed3\u6784\u4fe1\u606f\uff0c\u5c31\u53ef\u4ee5\u9009\u62e9\u8bfb\u53d6\u8fd9\u4e2a\u5feb\u7167\u6587\u4ef6\uff0c\u83b7\u53d6\u66f4\u8be6\u7ec6\u7684\u4fe1\u606f\u3002\u5982\u679c\u4e0d\u9700\u8981\uff0c\u5c31\u53ef\u4ee5\u9009\u62e9\u4e0d\u8bfb\u53d6\u3002\u8fd9\u4e5f\u5c31\u662f\u4e3a\u4ec0\u4e48 Playwright CLI \u6bd4\u8d77 MCP \u66f4\u8282\u7701\u4e0a\u4e0b\u6587\u7684\u79d8\u5bc6\u6240\u5728\uff0c\u56e0\u4e3a MCP \u662f\u628a\u7f51\u9875\u5185\u5bb9\u5168\u90e8\u585e\u8fdb\u4e0a\u4e0b\u6587\uff0c\u800c Playwright CLI \u53ef\u4ee5\u7531 AI \u6309\u9700\u8bfb\u53d6\u3002\u540c\u6837\u8fd9\u4e2a\u547d\u4ee4\u4e5f\u4f53\u73b0\u4e86\u6309\u9700\u52a0\u8f7d\u7684\u601d\u8def\uff0c
playwright-cli screenshot\nScreenshot \u662f\u7ed9\u6d4f\u89c8\u5668\u622a\u56fe\uff0c\u6211\u4eec\u770b\u5230\u622a\u5c4f\u7684\u65f6\u5019\u5b83\u8fd8\u662f\u4ee5\u4e00\u4e2a PNG \u7684\u6587\u4ef6\u7684\u5f62\u5f0f\u5b58\u653e\u5728\u4e86\u7535\u8111\u7684\u672c\u5730\u78c1\u76d8\u4e0a ![\"\"](\"https://cdn.nlark.com/yuque/0/2026/jpeg/22304745/1776057359580-b2c4a011-dab0-40f4-b5f5-4b0b4635b4e2.jpeg\"/)
\uff0c\u7531 AI \u51b3\u5b9a\u662f\u5426\u6765\u8bfb\u53d6\uff0c\u800c\u4e0d\u662f\u50cf MCP \u90a3\u6837\u76f4\u63a5\u628a\u56fe\u7247\u585e\u5165 AI \u7684\u4e0a\u4e0b\u6587\u3002\u6211\u4eec\u518d\u4ecb\u7ecd\u4e00\u4e2a\u91cd\u8981\u7684\u53c2\u6570\uff0c\u5c31\u662f
--persistent\u3002persistent \u8868\u793a\u628a cookie \u3001\u767b\u5f55\u72b6\u6001\u3001\u672c\u5730\u5b58\u50a8\u4e4b\u7c7b\u7684\u6570\u636e\u5199\u5230\u78c1\u76d8\u91cc\u9762\uff0c\u4e0b\u6b21\u4f7f\u7528\u7684\u65f6\u5019\u7ee7\u7eed\u62ff\u51fa\u6765\u7528\uff0c\u8fd9\u6837\u5c31\u4e0d\u9700\u8981\u6bcf\u6b21\u90fd\u91cd\u65b0\u767b\u5f55\u4e86\u3002\u6bd4\u5982\u8fd9\u91cc\u6211\u5e26\u7740 persistent \u6267\u884c\u4e00\u4e0b
\nplaywright-cli open google.com --headed --persistent\n\uff0c\u56e0\u4e3a\u6211\u4e4b\u524d\u767b\u5f55\u8fc7\uff0c\u6211\u4eec\u6253\u5f00\u7684\u8c37\u6b4c\u9996\u9875\u5c31\u53d8\u6210\u4e86\u5df2\u7ecf\u767b\u5f55\u8fc7\u7684\u72b6\u6001\u4e86 ![\"\"](\"https://cdn.nlark.com/yuque/0/2026/jpeg/22304745/1776057359394-2c80da86-04f4-461a-a44b-0f4a910cd004.jpeg\"/)
\u5230\u8fd9\u91cc\u6211\u4eec\u5c31\u4ecb\u7ecd\u5b8c\u4e86 playwright CLI \u7684\u57fa\u7840\u4f7f\u7528\u3002\u4e0b\u4e00\u6b65\u6211\u4eec\u5c31\u628a\u5b83\u63a5\u5165 AI Agent \u3002
\u672c\u671f\u89c6\u9891\u4e3b\u8981\u4f7f\u7528\u7684 Agent \u6846\u67b6\u662f Claude code \u548c Codex \u3002\u722c\u722c\u867e\u4e4b\u524d\u6709\u5f88\u591a\u671f\u89c6\u9891\u4ecb\u7ecd Codex \u6216\u8005 Claude code \u4e86\uff0c\u8fd9\u91cc\u6211\u5c31\u4e0d\u8d58\u8ff0\u4e86 \u3002playwright CLI \u662f\u4e00\u4e2a\u65b0\u8bde\u751f\u7684\u547d\u4ee4\u884c\u5de5\u5177\uff0cAI \u5e76\u4e0d\u77e5\u9053\u8be5\u5982\u4f55\u4f7f\u7528\u8fd9\u4e9b\u547d\u4ee4\uff0c\u6240\u4ee5\u6211\u4eec\u9700\u8981\u7ed9 AI \u642d\u914d skills \u6765\u4e00\u8d77\u4f7f\u7528\u3002
\n![\"\"](\"https://cdn.nlark.com/yuque/0/2026/png/22304745/1776063098475-8bc717e9-003d-455b-8345-89b9a81228e7.png\"/)
Playright CLI \u4f5c\u4e3a\u6280\u672f\u5e95\u5ea7\uff0c\u800c skills \u4f5c\u4e3a\u8bf4\u660e\u6587\u6863\uff0cCLI \u52a0 skills \u642d\u914d\u8d77\u6765\u4f7f\u7528\uff0c\u5c31\u53ef\u4ee5\u53d6\u4ee3\u4f20\u7edf\u7684 MCP \u65b9\u5f0f\uff0c\u8fd9\u4e5f\u662f\u6700\u8fd1\u7684\u4e00\u4e2a\u6280\u672f\u53d1\u5c55\u8d8b\u52bf\u3002\u6211\u4eec\u5148\u65b0\u5efa\u4e00\u4e2a\u9879\u76ee\u6587\u4ef6\u5939\uff0c\u6253\u5f00\u8fd9\u4e2a\u6587\u4ef6\u5939\uff0c\u6253\u5f00\u547d\u4ee4\u884c\u7ec8\u7aef\uff0c\u6211\u4eec\u76f4\u63a5\u8f93\u5165\u8fd9\u4e2a\u547d\u4ee4\u7ed9\u6587\u4ef6\u5939\u91cc\u9762\u5b89\u88c5 skills
\nplaywright-cli install --skills\n\u8fd9\u6837 skills \u5c31\u5b89\u88c5\u5b8c\u6210\u4e86\uff0c\u5b83\u653e\u5230\u4e86\u6211\u4eec\u65b0\u5efa\u7684\u9879\u76ee\u6587\u4ef6\u5939\u7684\u76ee\u5f55\u4e0b\u9762 \u3002\u7136\u540e\u6211\u4eec\u5c31\u53ef\u4ee5\u542f\u52a8 Claude Code \uff0c\u6211\u6765\u8be2\u95ee\u5b83\u4f60\u6709\u54ea\u4e9b skills \uff0c\u5b83\u53ef\u4ee5\u6210\u529f\u7684\u8bfb\u53d6\u5230 playwright CLI \u6280\u80fd\uff0c\u8fd9\u6837\u6211\u4eec\u5c31\u6210\u529f\u7684\u628a\u5b83\u63a5\u5165\u4e86 Claude code ![\"\"](\"https://cdn.nlark.com/yuque/0/2026/jpeg/22304745/1776057361137-3a38491a-dc16-436c-b6a7-1a7b8ce0addf.jpeg\"/)
\u3002\u63a5\u4e0b\u6765\u6211\u4eec\u6765\u770b\u53e6\u5916\u4e00\u4e2a Agent \u7684\u6846\u67b6\uff0c\u5c31\u662f Codex \u3002\u6211\u4eec\u53ea\u9700\u8981\u5728\u9879\u76ee\u76ee\u5f55\u91cc\u9762\uff0c\u628a\u5b58\u653e skills \u6587\u4ef6\u5939\u7684\u540d\u5b57\u4ece.claude \u6539\u6210.codex \uff0c\u6765\u9002\u914d Codex \u3001![\"\"](\"https://cdn.nlark.com/yuque/0/2026/jpeg/22304745/1776057361111-e6a26ed6-5adf-44a9-9412-0d1e995248eb.jpeg\"/)
\u7136\u540e\u6211\u4eec\u8fd8\u662f\u5728\u8fd9\u4e2a\u76ee\u5f55\u91cc\u9762\u6253\u5f00 Codex \uff0c\u5728 Codex \u91cc\u9762\u53ef\u4ee5\u8f93\u5165\u547d\u4ee4/skills \uff0c\u6211\u4eec\u770b\u5230\u8fd9\u91cc\u5217\u51fa\u4e86 playwright CLI \uff0c\u5728 Codex \u91cc\u9762\u4e5f\u914d\u7f6e\u5b8c\u6210\u4e86 ![\"\"](\"https://cdn.nlark.com/yuque/0/2026/jpeg/22304745/1776057361249-1d2f0b30-7ad2-43e4-a388-4f4ff1c46f5a.jpeg\"/)
\u6211\u4eec\u5728 Codex \u91cc\u9762\u6d4b\u8bd5\u4e00\u4e0b\u57fa\u7840\u7528\u6cd5\uff0c\u6211\u8ba9\u5b83\u4f7f\u7528 playwright CLI \u52a0\u4e0a\u8fd9\u4e24\u4e2a\u53c2\u6570\u6253\u5f00 Grok \uff0c\u95ee\u95ee\u4eca\u5929\u9752\u5c9b\u7684\u5929\u6c14\u600e\u4e48\u6837
![\"\"](\"https://cdn.nlark.com/yuque/0/2026/jpeg/22304745/1776057364481-7fd046fb-44a1-4ea7-9a43-fa31319b6365.jpeg\"/)
\u3002AI \u6210\u529f\u7684\u6253\u5f00\u4e86\u6d4f\u89c8\u5668\uff0c\u6765\u5230\u4e86 Grok \u7684\u9996\u9875\uff0c\u5e2e\u6211\u4eec\u81ea\u52a8\u8f93\u5165\u4e86\u95ee\u9898\uff0c\u81ea\u52a8\u70b9\u51fb\u4e86\u56de\u8f66\uff0c\u62ff\u5230\u4e86\u7ed3\u679c\uff0c\u6700\u7ec8\u6210\u529f\u6253\u5370\u5230\u4e86\u63a7\u5236\u53f0\u4e0a\uff0c\u4efb\u52a1\u5c31\u5b8c\u6210\u4e86 \u3002
\u6211\u4eec\u6765\u770b\u4e00\u4e2a\u590d\u6742\u4e00\u4e9b\u7684\u4f8b\u5b50\uff0c\u4f7f\u7528 playwright CLI \u67e5\u770b\u8fd9\u4e2a\u5546\u54c1\u524d 100 \u6761\u8bc4\u8bba\uff0c\u7136\u540e\u4fdd\u5b58\u5230\u4e00\u4e2a CSV \u6587\u4ef6\u91cc\u9762 ![\"\"](\"https://cdn.nlark.com/yuque/0/2026/jpeg/22304745/1776057364674-d4205efd-d1d9-45e9-93af-094e6e938eb9.jpeg\"/)
\u6211\u4eec\u770b\u5230 AI \u8fd8\u662f\u5148\u5b66\u4e60 playwright cli \u6280\u80fd\uff0c\u7136\u540e\u6253\u5f00\u4e86\u5546\u54c1\u9875\u3002\u7b2c\u4e00\u6b21\u8fd0\u884c\u603b\u662f\u78d5\u78d5\u7eca\u7eca\u7684\uff0c\u4e0d\u8fc7\u6ca1\u5173\u7cfb\uff0c\u6211\u4eec\u8ba9\u5b83\u81ea\u5df1\u63a2\u7d22\uff0c\u81ea\u5df1\u5bfb\u627e\u89e3\u51b3\u601d\u8def\u3002AI \u5c1d\u8bd5\u4e86\u5f88\u591a\u65b9\u6848\uff0c\u4e5f\u6d6a\u8d39\u4e86\u4e0d\u5c11 TOKEN \uff0c\u6211\u4eec\u770b\u5230\u8fd9\u91cc\u663e\u793a\u7528\u6389\u4e86 41%\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\uff0c\u6700\u540e\u6210\u529f\u5b8c\u6210\u4e86\u4efb\u52a1\uff0c\u5e2e\u6211\u4eec\u83b7\u53d6\u5230\u4e86\u8fd9\u4e2a CSV \u6587\u4ef6\uff0c\u6210\u529f\u6293\u53d6\u5230\u4e86\u8fd9\u4e48 100 \u6761\u6570\u636e ![\"\"](\"https://cdn.nlark.com/yuque/0/2026/jpeg/22304745/1776057365092-e5c3e0fd-4c7e-43ad-b90a-c9e116c089e5.jpeg\"/)
\u6211\u4eec\u6709\u4e24\u79cd\u65b9\u5f0f\u53ef\u4ee5\u628a\u8fd9\u4e2a\u6d41\u7a0b\u603b\u7ed3\u5e76\u4e14\u4fdd\u5b58\u4e0b\u6765\uff0c\u8ba9\u5b83\u4e0b\u4e00\u6b21\u6267\u884c\u53d8\u5f97\u66f4\u52a0\u4e1d\u6ed1\uff0c\u66f4\u52a0\u7701 TOKEN \u3002\u6211\u4eec\u5148\u6765\u770b\u7b2c\u4e00\u4e2a\u65b9\u5f0f\uff0c\u5c31\u662f\u628a\u8fd9\u4e2a\u8fc7\u7a0b\u4fdd\u5b58\u6210\u4e00\u4e2a skill \u3002\u8fd9\u91cc\u8f93\u5165\u63d0\u793a\u8bcd ![\"\"](\"https://cdn.nlark.com/yuque/0/2026/jpeg/22304745/1776057364604-a0a6eec7-1fc8-49f4-918c-a0aa18895ceb.jpeg\"/)
\u521b\u5efa\u4e00\u4e2a\u65b0\u7684 skill \uff0c\u628a\u521a\u624d\u6253\u5f00\u7f51\u7ad9\uff0c\u67e5\u770b\u8bc4\u8bba\uff0c\u5e76\u4e14\u4fdd\u5b58\u8bc4\u8bba\u7684\u5168\u8fc7\u7a0b\uff0c\u8fd8\u6709\u9047\u5230\u7684\u5751\u90fd\u63d0\u70bc\u51fa\u6765\uff0c\u4fdd\u5b58\u5230\u8fd9\u4e2a skills \u91cc\u9762\uff0c\u540e\u9762\u6211\u53ea\u8981\u8ba9\u4f60\u4fdd\u5b58\u8bc4\u8bba\uff0c\u4f60\u5c31\u80fd\u8c03\u7528\u8fd9\u4e2a skill \u5b8c\u6210\u4efb\u52a1\u3002AI \u5e2e\u6211\u4eec\u521b\u5efa\u4e86 skill \uff0c\nAI \u5e2e\u6211\u4eec\u521b\u5efa\u4e86 skill \uff0c\u628a\u8fd9\u4e2a\u4efb\u52a1\u91cc\u9762\u53ef\u4ee5\u590d\u7528\u7684\u5185\u5bb9\u90fd\u56fa\u5316\u8fdb\u4e86\u77e5\u8bc6\u3002\u8fd9\u91cc\u6211\u8ba9\u4ed6\u4fee\u6539\u4e00\u4e0b\uff0c\u628a skill \u653e\u5230\u9879\u76ee\u76ee\u5f55\u91cc\u9762![\"\"](\"https://cdn.nlark.com/yuque/0/2026/jpeg/22304745/1776057369766-9c18c0f5-b9fb-4bc5-ab6a-97384303fd8d.jpeg\"/)
skill \u6210\u529f\u653e\u5230\u4e86\u9879\u76ee\u76ee\u5f55\u4e0b\u9762\uff0c\u73b0\u5728\u6211\u4eec\u6709\u4e24\u4e2a skill \u4e86\uff0c\u4e00\u4e2a\u662f playwright CLI \uff0c\u8fd8\u6709\u4e00\u4e2a\u5c31\u662f\u521a\u624d\u4fdd\u5b58\u8bc4\u8bba\u90a3\u4e2a\u6d41\u7a0b\u7684 skill \u3002\u8fd9\u91cc\u6211\u5148\u6e05\u7406\u4e00\u4e0b\u4e0a\u4e0b\u6587\uff0c\u6211\u4eec\u518d\u7528\u76f8\u540c\u7684\u4efb\u52a1\u6765\u6d4b\u8bd5\u4e00\u4e0b ![\"\"](\"https://cdn.nlark.com/yuque/0/2026/jpeg/22304745/1776057369832-18136688-5b5b-42d0-9a31-3486f9534c93.jpeg\"/)
\u6709\u4e86 skills \u7684\u6307\u5bfc\u4ee5\u540e\uff0c\u6548\u679c\u5c31\u4e0d\u4e00\u6837\u4e86\u3002AI \u5145\u5206\u5438\u53d6\u4e86\u4e4b\u524d\u7684\u7ecf\u9a8c\uff0c\u6ca1\u6709\u518d\u51fa\u73b0\u591a\u4f59\u7684\u52a8\u4f5c\uff0c\u4e5f\u6ca1\u6709\u62a5\u9519\uff0c\u7528\u6700\u4f4e\u7684 TOKEN \u6d88\u8017\uff0c\u5b8c\u7f8e\u7684\u5b8c\u6210\u4e86\u4efb\u52a1 ![\"\"](\"https://cdn.nlark.com/yuque/0/2026/jpeg/22304745/1776057369658-e06dfd1c-39be-4c85-bc49-f035a07afecb.jpeg\"/)
\u6211\u4eec\u7b2c\u4e00\u6b21\u8ba9 AI \u81ea\u5df1\u6478\u7d22\uff0c\u81ea\u5df1\u8bd5\u9519\uff0c\u7528\u4e86 41%\u7684\u4e0a\u4e0b\u6587\u624d\u5b8c\u6210\u4e86\u4efb\u52a1\uff0c\u7b2c\u4e8c\u6b21\u6709\u4e86 skills \u7684\u6307\u5bfc\uff0c\u53ea\u7528\u4e86 5%\u7684\u4e0a\u4e0b\u6587\u5c31\u5b8c\u6210\u4e86\u4efb\u52a1 ![\"\"](\"https://cdn.nlark.com/yuque/0/2026/jpeg/22304745/1776057369744-b0b3a330-33f6-4d06-a31f-fbabd101674a.jpeg\"/)
\u901a\u8fc7\u628a\u8fc7\u7a0b\u63d0\u70bc\u603b\u7ed3\u6210 skills \uff0c\u83b7\u5f97\u4e86\u5c06\u8fd1 10 \u500d\u7684\u6548\u7387\u63d0\u5347\u3002
\u6293\u53d6\u8bc4\u8bba\u662f\u4e00\u4e2a\u56fa\u5b9a\u6d41\u7a0b\uff0c\u5176\u5b9e\u5e76\u4e0d\u9700\u8981 AI \u8fdb\u884c\u667a\u80fd\u5316\u7684\u63a7\u5236\u3002\u6211\u4eec\u53ef\u4ee5\u76f4\u63a5\u628a\u5b83\u7f16\u5199\u6210\u4e00\u4e2a\u56fa\u5b9a\u7684\u811a\u672c\u3002\u8fd9\u91cc\u8f93\u5165\u63d0\u793a\u8bcd ![\"\"](\"https://cdn.nlark.com/yuque/0/2026/jpeg/22304745/1776057369772-b6f5ca08-8a7b-44d8-b02a-e71870370b5f.jpeg\"/)
\u4f60\u628a\u521a\u624d\u6240\u6709\u7684 playwright cli \u547d\u4ee4\u6c47\u603b\u6210\u4e00\u4e2a\u811a\u672c\uff0c\u6267\u884c\u811a\u672c\u5c31\u80fd\u83b7\u53d6\u5546\u54c1\u7684\u524d 100 \u6761\u8bc4\u8bba\uff0c\u5e76\u4e14\u4fdd\u5b58\u5230\u4e00\u4e2a CSV \u6587\u4ef6\u91cc\u9762\u3002\u6ce8\u610f\u6bcf\u4e00\u6b65\u90fd\u8981\u6709\u5408\u7406\u7684\u5ef6\u65f6\u4e0e\u7b49\u5f85\uff0c\u786e\u4fdd\u4efb\u52a1\u6210\u529f\u3002\u811a\u672c\u5199\u5b8c\u4f60\u5148\u6d4b\u8bd5\u4e00\u8f6e\u3002\n\u5f88\u5feb Codex \u4e3a\u6211\u4eec\u7f16\u5199\u5b8c\u6210\u4e86\u811a\u672c\uff0c\u5b83\u5df2\u7ecf\u81ea\u5df1\u6d4b\u8bd5\u901a\u8fc7\u4e86\u3002\u6211\u4eec\u6765\u770b\u4e00\u4e0b\u8fd9\u4e2a\u811a\u672c\u957f\u4ec0\u4e48\u6837 \u5728\u6211\u8fd9\u4e2a Windows \u7535\u8111\u4e0a\u5c31\u662f\u8fd9\u4e48\u4e00\u4e2a Powershell \u7684\u811a\u672c ![\"\"](\"https://cdn.nlark.com/yuque/0/2026/jpeg/22304745/1776057374638-a1d45565-8eba-452e-87b6-72344439ec18.jpeg\"/)
AI \u4ee5\u7f16\u7a0b\u7684\u65b9\u5f0f\u628a\u521a\u624d\u7684\u6b65\u9aa4\u90fd\u56fa\u5b9a\u4e0b\u6765\u4e86\u3002\u6bd4\u5982\u7b2c\u4e00\u6b65\u6253\u5f00\u5546\u54c1\u9875\u9762\uff0c\u7b2c 2 \u6b65\u786e\u8ba4\u6d4f\u89c8\u5668\u91cc\u6253\u5f00\u7684\u662f\u6b63\u786e\u7684 URL \uff0c\u7b2c\u56db\u6b65\u70b9\u51fb\u67e5\u770b\u5168\u90e8\u8bc4\u4ef7\u6309\u94ae\uff0c\u7b2c\u516d\u6b65\u6267\u884c\u8fd9\u4e2a JS \u811a\u672c\u83b7\u53d6\u8bc4\u8bba\uff0c\u6700\u540e\u4e00\u6b65\u628a\u521a\u624d\u7684 JSON \u6570\u636e\u4fdd\u5b58\u6210\u4e00\u4e2a CSV \u6587\u4ef6\u3002![\"\"](\"https://cdn.nlark.com/yuque/0/2026/jpeg/22304745/1776057374588-fa9f9539-4640-4517-8c00-ec96b39d92a8.jpeg\"/)
\u6211\u4eec\u4e5f\u6765\u6d4b\u8bd5\u4e00\u4e0b\u3002\u6211\u4eec\u6253\u5f00\u4e00\u4e2a\u547d\u4ee4\u884c\u7ec8\u7aef\uff0c\u8f93\u5165\u8fd9\u4e2a Powershell \u811a\u672c\u7684\u8def\u5f84\uff0c\u56de\u8f66\u6267\u884c ![\"\"](\"https://cdn.nlark.com/yuque/0/2026/jpeg/22304745/1776057374801-6cef73cd-403e-4ce0-8576-d8df36d20401.jpeg\"/)
\u8fd9\u662f\u4e00\u4e2a\u56fa\u5b9a\u7684\u6d41\u7a0b\uff0c\u4e2d\u95f4\u6ca1\u6709 AI \u7684\u53c2\u4e0e\u3002\u6211\u4eec\u770b\u5230\u8fd9\u6b21\u4e0d\u518d\u4f9d\u8d56 Codex \u4e86\uff0c\u76f4\u63a5\u6267\u884c\u8fd9\u4e2a Powershell \u811a\u672c 0TOKEN \uff0c0 \u6210\u672c\u5c31\u5b8c\u6210\u4e86\u4efb\u52a1\uff0c\u8fd8\u53d6\u5f97\u4e86\u76f8\u540c\u7684\u6548\u679c ![\"\"](\"https://cdn.nlark.com/yuque/0/2026/jpeg/22304745/1776057374705-eccd93fb-8361-422a-8135-1fd2cc2251de.jpeg\"/)
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https://github.com/tech-shrimp/x-article-auto-publisher-skill
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\n![\"\"](\"https://files.mdnice.com/user/73796/259e80bb-4b67-4fc8-9d6c-0345bab5bc01.jpg\"/)
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\n![\"\"](\"https://files.mdnice.com/user/73796/65df14cb-ab09-4c74-9d6e-caee00f76c45.jpeg\"/)
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\n![\"\"](\"https://files.mdnice.com/user/73796/89e75c7d-1e12-4892-ae75-29db9acd6b0f.jpg\"/)