{"id":6428,"date":"2026-05-16T14:16:48","date_gmt":"2026-05-16T06:16:48","guid":{"rendered":"https:\/\/blog.coolcoding.cn\/?p=6428"},"modified":"2026-05-16T14:17:10","modified_gmt":"2026-05-16T06:17:10","slug":"%e6%b7%b1%e5%85%a5%e7%90%86%e8%a7%a3-claude-code-%e6%ba%90%e7%a0%81%e4%b8%ad%e7%9a%84-agent-harness-%e6%9e%84%e5%bb%ba%e4%b9%8b%e9%81%93","status":"publish","type":"post","link":"https:\/\/blog.coolcoding.cn\/?p=6428","title":{"rendered":"\u6df1\u5165\u7406\u89e3 Claude Code \u6e90\u7801\u4e2d\u7684 Agent Harness \u6784\u5efa\u4e4b\u9053"},"content":{"rendered":"\n<p>LINK:https:\/\/zhuanlan.zhihu.com\/p\/2025171981390071604<\/p>\n\n\n\n<p>\u4e0a\u5468\uff0c<strong>Anthropic<\/strong>&nbsp;\u65d7\u4e0b\u95ed\u6e90\u7684 AI \u7f16\u7a0b\u5de5\u5177&nbsp;<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=272723323&amp;content_type=Article&amp;match_order=1&amp;q=Claude+Code&amp;zd_token=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJpc3MiOiJ6aGlkYV9zZXJ2ZXIiLCJleHAiOjE3NzkwODQ5MTMsInEiOiJDbGF1ZGUgQ29kZSIsInpoaWRhX3NvdXJjZSI6ImVudGl0eSIsImNvbnRlbnRfaWQiOjI3MjcyMzMyMywiY29udGVudF90eXBlIjoiQXJ0aWNsZSIsIm1hdGNoX29yZGVyIjoxLCJ6ZF90b2tlbiI6bnVsbH0.OOiH5lcnzEXoA6hFCYhsm4WQ3nIZ9Tzz7x7jZkYCodc&amp;zhida_source=entity\" target=\"_blank\" rel=\"noreferrer noopener\">Claude Code<\/a>&nbsp;\u66dd\u51fa\u6e90\u7801\u6cc4\u9732\u4e8b\u4ef6\u3002\u8fd9\u6b21\u4e8b\u4ef6\u5e76\u975e\u9ed1\u5ba2\u5165\u4fb5\u6216\u5185\u90e8\u6cc4\u5bc6\uff0c\u800c\u662f\u56e0 npm \u6253\u5305\u672a\u6392\u9664\u5305\u542b\u5b8c\u6574\u6e90\u7801\u7684&nbsp;<code>.map<\/code>&nbsp;\u6620\u5c04\u6587\u4ef6\uff0c<strong>\u5bfc\u81f4 1900 \u4f59\u4e2a Typescript \u6587\u4ef6\u3001\u8d85 51 \u4e07\u884c\u6838\u5fc3\u4ee3\u7801\u610f\u5916\u66dd\u5149<\/strong>\u3002\u76f8\u5173\u4ee3\u7801\u8fc5\u901f\u88ab\u5f52\u6863\u81f3 Github\uff0c\u6570\u5c0f\u65f6\u5185\u6536\u83b7\u8d85 1100 \u9897\u661f\u3002<\/p>\n\n\n\n<p>\u8fd9\u662f\u8fc4\u4eca\u4e3a\u6b62\u751f\u4ea7\u7ea7 AI Agent \u7cfb\u7edf\u6700\u5b8c\u6574\u7684\u4e00\u6b21\u516c\u5f00\u5ba1\u89c6\uff0c\u4e5f\u8ba9\u5916\u754c\u5f97\u4ee5\u9a8c\u8bc1\u6b64\u524d\u5bf9 Claude Code \u67b6\u6784\u7684\u63a8\u65ad\uff0c\u540c\u65f6\u7aa5\u89c1\u5176\u8bf8\u591a\u672a\u53d1\u5e03\u7684\u6838\u5fc3\u529f\u80fd\u4e0e\u5e95\u5c42\u8bbe\u8ba1\u903b\u8f91\u3002<\/p>\n\n\n\n<p>\u672c\u6587\u5c06\u501f\u52a9\u8fd9\u6b21\u6e90\u4ee3\u7801\u6cc4\u9732\u673a\u4f1a\uff0c\u987a\u7740\u4e00\u4e2a\u8bf7\u6c42\u7684\u5b8c\u6574\u751f\u547d\u5468\u671f\uff1a\u4ece\u4f60\u8f93\u5165\u6d88\u606f\u5230 Agent \u4ea4\u4ed8\u53ef\u5de5\u4f5c\u7684\u4ee3\u7801\uff0c\u6211\u4eec\u4e00\u6b65\u6b65\u62c6\u89e3\u6bcf\u4e2a\u73af\u8282\u3002\u4f60\u4f1a\u53d1\u73b0\uff0c<strong><a href=\"https:\/\/zhida.zhihu.com\/search?content_id=272723323&amp;content_type=Article&amp;match_order=1&amp;q=LLM&amp;zd_token=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJpc3MiOiJ6aGlkYV9zZXJ2ZXIiLCJleHAiOjE3NzkwODQ5MTMsInEiOiJMTE0iLCJ6aGlkYV9zb3VyY2UiOiJlbnRpdHkiLCJjb250ZW50X2lkIjoyNzI3MjMzMjMsImNvbnRlbnRfdHlwZSI6IkFydGljbGUiLCJtYXRjaF9vcmRlciI6MSwiemRfdG9rZW4iOm51bGx9.v2J4rJGB-YRPbpchovQcRTdksz-i2ShAG9kvAffO1eM&amp;zhida_source=entity\" target=\"_blank\" rel=\"noreferrer noopener\">LLM<\/a>&nbsp;\u8c03\u7528\u672c\u8eab\u53ea\u662f\u4e00\u884c\u4ee3\u7801<\/strong>\uff0c\u771f\u6b63\u8ba9 Agent \u53ef\u7528\u7684\uff0c\u662f\u56f4\u7ed5\u8fd9\u884c\u4ee3\u7801\u7cbe\u5fc3\u8bbe\u8ba1\u7684&nbsp;<strong>Agent Harness<\/strong>\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Agent Harness \u7684\u6838\u5fc3\u5faa\u73af<\/strong><\/h3>\n\n\n\n<p>\u5728\u6df1\u5165\u7ec6\u8282\u4e4b\u524d\uff0c\u8ba9\u6211\u4eec\u5148\u770b\u770b\u6574\u4e2a\u7cfb\u7edf\u7684\u5168\u8c8c\u3002\u6574\u4e2a Agent \u7531&nbsp;<code><a href=\"https:\/\/zhida.zhihu.com\/search?content_id=272723323&amp;content_type=Article&amp;match_order=1&amp;q=query.ts&amp;zd_token=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJpc3MiOiJ6aGlkYV9zZXJ2ZXIiLCJleHAiOjE3NzkwODQ5MTMsInEiOiJxdWVyeS50cyIsInpoaWRhX3NvdXJjZSI6ImVudGl0eSIsImNvbnRlbnRfaWQiOjI3MjcyMzMyMywiY29udGVudF90eXBlIjoiQXJ0aWNsZSIsIm1hdGNoX29yZGVyIjoxLCJ6ZF90b2tlbiI6bnVsbH0.8yKNWr1LvoeCpkh4d0ZMqW1tLO8jj4JX-Ly_SpJ86YM&amp;zhida_source=entity\" target=\"_blank\" rel=\"noreferrer noopener\">query.ts<\/a><\/code>&nbsp;\u4e2d\u7684\u4e00\u4e2a\u540d\u4e3a&nbsp;<code>query()<\/code>&nbsp;\u7684<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=272723323&amp;content_type=Article&amp;match_order=1&amp;q=%E5%BC%82%E6%AD%A5%E7%94%9F%E6%88%90%E5%99%A8&amp;zd_token=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJpc3MiOiJ6aGlkYV9zZXJ2ZXIiLCJleHAiOjE3NzkwODQ5MTMsInEiOiLlvILmraXnlJ_miJDlmagiLCJ6aGlkYV9zb3VyY2UiOiJlbnRpdHkiLCJjb250ZW50X2lkIjoyNzI3MjMzMjMsImNvbnRlbnRfdHlwZSI6IkFydGljbGUiLCJtYXRjaF9vcmRlciI6MSwiemRfdG9rZW4iOm51bGx9.2zMCfzrpesn4RnQDccJJC-SeKgSf8oNuWL5II_qB334&amp;zhida_source=entity\" target=\"_blank\" rel=\"noreferrer noopener\">\u5f02\u6b65\u751f\u6210\u5668<\/a>\u51fd\u6570\u9a71\u52a8\uff0c\u4ee3\u7801\u5e93\u4e2d\u7684\u5176\u4ed6\u6240\u6709\u5185\u5bb9\u90fd\u4e3a\u8fd9\u4e2a\u51fd\u6570\u670d\u52a1\u3002<\/p>\n\n\n\n<p>\u5f53\u4f60\u8f93\u5165\u4e00\u6761\u6d88\u606f\u5e76\u6309\u4e0b\u56de\u8f66\u65f6\uff0c\u4f1a\u53d1\u751f\u4ec0\u4e48\uff1f<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\u4f60\u8f93\u5165\u4e00\u6761\u6d88\u606f\n    \u2193\n\u6b65\u9aa4 1\uff1a\u7ec4\u88c5\u4e0a\u4e0b\u6587\n    \uff08\u7cfb\u7edf\u63d0\u793a\u8bcd + <a href=\"https:\/\/zhida.zhihu.com\/search?content_id=272723323&amp;content_type=Article&amp;match_order=1&amp;q=CLAUDE.md&amp;zd_token=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJpc3MiOiJ6aGlkYV9zZXJ2ZXIiLCJleHAiOjE3NzkwODQ5MTMsInEiOiJDTEFVREUubWQiLCJ6aGlkYV9zb3VyY2UiOiJlbnRpdHkiLCJjb250ZW50X2lkIjoyNzI3MjMzMjMsImNvbnRlbnRfdHlwZSI6IkFydGljbGUiLCJtYXRjaF9vcmRlciI6MSwiemRfdG9rZW4iOm51bGx9.KzU69xj0JFX7pJQ4nU8dQwTpUih5Gd8zSo04gXhTZeM&amp;zhida_source=entity\" target=\"_blank\" rel=\"noreferrer noopener\">CLAUDE.md<\/a> \u6587\u4ef6 + \u8bb0\u5fc6 + \u5bf9\u8bdd\u5386\u53f2\uff09\n    \u2193\n\u6b65\u9aa4 2\uff1a\u8c03\u7528 Claude API\n    \uff08\u6d41\u5f0f\u4f20\u8f93\uff0c\u901a\u8fc7\u5f02\u6b65\u751f\u6210\u5668\uff09\n    \u2193\n\u6b65\u9aa4 3\uff1a\u89e3\u6790\u54cd\u5e94\n    \uff08\u6587\u672c\u5757 + tool_use \u5757\uff09\n    \u2193\n\u6b65\u9aa4 4\uff1a\u68c0\u67e5\u6743\u9650\n    \uff08\u62d2\u7edd\u89c4\u5219 \u2192 \u5141\u8bb8\u89c4\u5219 \u2192 \u5206\u7c7b\u5668 \u2192 \u8be2\u95ee\u7528\u6237\uff09\n    \u2193\n\u6b65\u9aa4 5\uff1a\u6267\u884c\u5de5\u5177\n    \uff08\u53ea\u8bfb\u64cd\u4f5c\u5e76\u884c\u6267\u884c\uff0c\u5199\u64cd\u4f5c\u4e32\u884c\u6267\u884c\uff09\n    \u2193\n\u6b65\u9aa4 6\uff1a\u53cd\u9988\u7ed3\u679c\n    \uff08\u5de5\u5177\u7ed3\u679c\u53d8\u6210\u5bf9\u8bdd\u4e2d\u7684\u6d88\u606f\uff09\n    \u2193\n\u6b65\u9aa4 7\uff1a\u4e0a\u4e0b\u6587\u68c0\u67e5\n    \uff08\u592a\u5927\uff1f\u538b\u7f29\u3002\u5426\u5219\uff0c\u56de\u5230\u6b65\u9aa4 2\uff09\n    \u2193\n\u6b65\u9aa4 8\uff1a\u7ec8\u6b62\n    \uff08\u6ca1\u6709\u66f4\u591a\u5de5\u5177\u8c03\u7528\uff1f\u5b8c\u6210\u3002\u51fa\u9519\uff1f\u6062\u590d\u6216\u9000\u51fa\uff09<\/code><\/pre>\n\n\n\n<p>\u5faa\u73af\u7684\u793a\u610f\u56fe\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/blog.coolcoding.cn\/wp-content\/uploads\/2026\/05\/v2-862f750b11ed8ab100abf8f773f09230_1440w.jpg\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u8fd9\u5c31\u662f\u6574\u4e2a Agent \u7684\u5b8c\u6574\u5faa\u73af\u3002\u516d\u4e2a\u6b65\u9aa4\uff0c\u4e0d\u65ad\u5faa\u73af\uff0c\u76f4\u5230\u4efb\u52a1\u5b8c\u6210\u3002\u8ba9\u6211\u4eec\u9010\u4e00\u8d70\u8fc7\u6bcf\u4e00\u6b65\u3002<\/p>\n\n\n\n<p>\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u9010\u4e2a\u62c6\u89e3\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u6b65\u9aa4 1\uff1a\u4e0a\u4e0b\u6587\u7ec4\u88c5<\/strong><\/h3>\n\n\n\n<p>\u4e00\u5207\u5176\u5b9e\u4ece\u51c6\u5907\u4e0a\u4e0b\u6587\u5f00\u59cb\u3002\u5728 Claude Code \u7b2c\u4e00\u6b21\u53d1\u8d77 API \u8c03\u7528\u4e4b\u524d\uff0c\u5b83\u9700\u8981\u628a\u6a21\u578b\u7528\u5230\u7684\u6240\u6709\u4fe1\u606f\u5148\u6574\u7406\u597d\uff0c\u800c\u4e14\u8fd9\u4e00\u6b65\u6bd4\u60f3\u8c61\u4e2d\u8981\u590d\u6742\u3002<\/p>\n\n\n\n<p>\u7cfb\u7edf\u63d0\u793a\u8bcd\u662f\u901a\u8fc7\u4e00\u4e2a\u53eb&nbsp;<code>buildEffectiveSystemPrompt()<\/code>&nbsp;\u7684\u51fd\u6570\u62fc\u51fa\u6765\u7684\u3002\u5b83\u4e0d\u662f\u7b80\u5355\u7684\u4e00\u6bb5\u5b57\u7b26\u4e32\uff0c\u800c\u662f\u62c6\u6210\u4e86\u591a\u4e2a\u90e8\u5206\uff0c\u6bd4\u5982\u300c\u73af\u5883\u4fe1\u606f\u300d\u300c\u5de5\u5177\u4f7f\u7528\u8bf4\u660e\u300d\u300c\u8bed\u6c14\u548c\u98ce\u683c\u300d\u7b49\u7b49\uff0c\u6bcf\u4e00\u5757\u90fd\u6709\u81ea\u5df1\u5bf9\u5e94\u7684\u751f\u6210\u903b\u8f91\u3002<\/p>\n\n\n\n<p>\u6bd4\u5982\u73af\u5883\u8fd9\u4e00\u5757\uff0c\u662f\u901a\u8fc7&nbsp;<code>computeSimpleEnvInfo()<\/code>&nbsp;\u6765\u751f\u6210\u7684\u3002\u5b83\u4f1a\u53bb\u8bfb\u5f53\u524d\u5de5\u4f5c\u76ee\u5f55\u3001\u5224\u65ad\u64cd\u4f5c\u7cfb\u7edf\u3001\u770b\u770b\u662f\u4e0d\u662f\u5728 git \u4ed3\u5e93\u91cc\uff0c\u7136\u540e\u628a\u8fd9\u4e9b\u4fe1\u606f\u6574\u7406\u6210\u4e00\u6bb5\u6587\u672c\u3002<\/p>\n\n\n\n<p>\u4e3a\u4ec0\u4e48\u8981\u62c6\u6210\u8fd9\u6837\uff1f\u4e3b\u8981\u662f\u4e3a\u4e86<strong>\u505a\u7f13\u5b58<\/strong>\u3002\u8fd9\u91cc\u5176\u5b9e\u5206\u4e24\u7c7b\uff1a<\/p>\n\n\n\n<p><strong>\u7f13\u5b58\u90e8\u5206<\/strong>\uff1a\u53ea\u7b97\u4e00\u6b21\uff0c\u540e\u9762\u6bcf\u4e00\u8f6e\u76f4\u63a5\u590d\u7528\u3002\u53ea\u6709\u5728\u4f60\u6267\u884c&nbsp;<code>\/clear<\/code>&nbsp;\u6216&nbsp;<code>\/compact<\/code>&nbsp;\u7684\u65f6\u5019\u624d\u4f1a\u91cd\u65b0\u751f\u6210\u3002\u5927\u591a\u6570\u4fe1\u606f\u90fd\u5c5e\u4e8e\u8fd9\u4e00\u7c7b\uff0c\u6bd4\u5982\u64cd\u4f5c\u7cfb\u7edf\u3001\u9879\u76ee\u7ed3\u6784\uff0c\u8fd9\u4e9b\u4e1c\u897f\u5728\u4f1a\u8bdd\u8fc7\u7a0b\u4e2d\u57fa\u672c\u4e0d\u4f1a\u53d8\u3002<\/p>\n\n\n\n<p><strong>\u975e\u7f13\u5b58\u90e8\u5206<\/strong>\uff1a\u6bcf\u4e00\u8f6e\u90fd\u4f1a\u91cd\u65b0\u8ba1\u7b97\u3002\u56e0\u4e3a\u8fd9\u4e9b\u5185\u5bb9\u53ef\u80fd\u968f\u65f6\u53d8\u5316\uff0c\u5982\u679c\u4e0d\u91cd\u65b0\u751f\u6210\uff0c\u5c31\u6ca1\u6cd5\u590d\u7528\u63d0\u793a\u8bcd\u7f13\u5b58\u3002\u76ee\u524d\u57fa\u672c\u53ea\u6709\u4e00\u7c7b\u5c5e\u4e8e\u8fd9\u79cd\u60c5\u51b5\uff1a<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=272723323&amp;content_type=Article&amp;match_order=1&amp;q=MCP+%E6%9C%8D%E5%8A%A1%E5%99%A8&amp;zd_token=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJpc3MiOiJ6aGlkYV9zZXJ2ZXIiLCJleHAiOjE3NzkwODQ5MTMsInEiOiJNQ1Ag5pyN5Yqh5ZmoIiwiemhpZGFfc291cmNlIjoiZW50aXR5IiwiY29udGVudF9pZCI6MjcyNzIzMzIzLCJjb250ZW50X3R5cGUiOiJBcnRpY2xlIiwibWF0Y2hfb3JkZXIiOjEsInpkX3Rva2VuIjpudWxsfQ.YJCJIGlqJWH0t32TUZokvXDGLTIwVW4iOTQFeKNBjaE&amp;zhida_source=entity\" target=\"_blank\" rel=\"noreferrer noopener\">MCP \u670d\u52a1\u5668<\/a>\u76f8\u5173\u7684\u6307\u4ee4\uff0c\u56e0\u4e3a\u5b83\u5728\u4f1a\u8bdd\u8fc7\u7a0b\u4e2d\u53ef\u80fd\u968f\u65f6\u8fde\u63a5\u6216\u65ad\u5f00\u3002<\/p>\n\n\n\n<p>\u8fd9\u4e9b\u90e8\u5206\u672c\u8eab\u88ab\u7ec4\u7ec7\u6210\u4e24\u7ec4\uff0c\u7528&nbsp;<code>SYSTEM_PROMPT_DYNAMIC_BOUNDARY<\/code>&nbsp;\u6807\u8bb0\u5206\u9694\u3002\u8fb9\u754c\u4e4b\u524d\u7684\u6240\u6709\u5185\u5bb9\u53ef\u4ee5\u4f7f\u7528 API \u7684\u5168\u5c40\u7f13\u5b58\u8303\u56f4\uff08\u5728\u6240\u6709\u7528\u6237\u4e4b\u95f4\u5171\u4eab\uff09\u3002\u8fb9\u754c\u4e4b\u540e\u7684\u5185\u5bb9\u662f\u4f1a\u8bdd\u7279\u5b9a\u7684\u3002\u8fd9\u662f\u4e00\u79cd\u5de7\u5999\u7684\u65b9\u5f0f\uff0c\u53ef\u4ee5\u907f\u514d\u5728\u6bcf\u4e00\u8f6e\u90fd\u91cd\u65b0\u8ba1\u7b97\u6574\u4e2a\u63d0\u793a\u8bcd\u3002<\/p>\n\n\n\n<p>\u8fd9\u662f\u7ec4\u88c5\u540e\u7684\u7cfb\u7edf\u63d0\u793a\u8bcd\u5b9e\u9645\u5305\u542b\u7684\u5185\u5bb9\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table><tbody><tr><th>\u90e8\u5206<\/th><th>\u662f\u5426\u7f13\u5b58<\/th><th>\u5185\u5bb9\u8bf4\u660e<\/th><\/tr><tr><td>\u4ecb\u7ecd<\/td><td>\u662f<\/td><td>\u89d2\u8272\u5b9a\u4e49\u3001\u5b89\u5168\u6307\u4ee4\u3001URL \u5904\u7406\u89c4\u5219<\/td><\/tr><tr><td>\u7cfb\u7edf<\/td><td>\u662f<\/td><td>\u5de5\u5177\u8c03\u7528\u89c4\u5219\u3001\u6743\u9650\u884c\u4e3a\u3001\u4e0a\u4e0b\u6587\u538b\u7f29\u7b56\u7565<\/td><\/tr><tr><td>\u6267\u884c\u4efb\u52a1<\/td><td>\u662f<\/td><td>\u7f16\u7801\u89c4\u8303\u3001\u9a8c\u8bc1\u65b9\u5f0f\u3001\u5b89\u5168\u8981\u6c42<\/td><\/tr><tr><td>\u64cd\u4f5c<\/td><td>\u662f<\/td><td>\u98ce\u9669\u63a7\u5236\uff1a\u53ef\u9006\u6027\u68c0\u67e5\u3001\u7834\u574f\u6027\u64cd\u4f5c\u63d0\u793a<\/td><\/tr><tr><td>\u4f7f\u7528\u5de5\u5177<\/td><td>\u662f<\/td><td>\u5de5\u5177\u4f7f\u7528\u504f\u597d\uff08\u6bd4\u5982\u7528 Read \u800c\u4e0d\u662f cat\uff09<\/td><\/tr><tr><td>\u8bed\u8c03\u548c\u98ce\u683c<\/td><td>\u662f<\/td><td>\u8f93\u51fa\u98ce\u683c\u3001\u7b80\u6d01\u6027\u3001\u4ee3\u7801\u5f15\u7528\u683c\u5f0f<\/td><\/tr><tr><td>\u4f1a\u8bdd\u6307\u5bfc<\/td><td>\u662f<\/td><td>\u5f53\u524d\u53ef\u7528\u80fd\u529b\u3001Agent \u7c7b\u578b\u8bf4\u660e<\/td><\/tr><tr><td>\u8bb0\u5fc6\uff08CLAUDE.md\uff09<\/td><td>\u662f<\/td><td>\u9879\u76ee\u91cc\u7684\u7ea6\u5b9a\u548c\u89c4\u5219<\/td><\/tr><tr><td>\u73af\u5883<\/td><td>\u662f<\/td><td>\u5de5\u4f5c\u76ee\u5f55\u3001git \u72b6\u6001\u3001\u7cfb\u7edf\u4fe1\u606f\u7b49<\/td><\/tr><tr><td>MCP \u6307\u4ee4<\/td><td>\u5426<\/td><td>\u5f53\u524d\u8fde\u63a5\u7684 MCP \u670d\u52a1\uff08\u4f1a\u52a8\u6001\u53d8\u5316\uff09<\/td><\/tr><tr><td>\u603b\u7ed3\u7ed3\u679c<\/td><td>\u662f<\/td><td>\u7528\u4e8e\u5728\u4e0a\u4e0b\u6587\u88ab\u6e05\u7406\u524d\u4fdd\u7559\u5173\u952e\u4fe1\u606f<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u6bd4\u5982\u73af\u5883\u8fd9\u4e00\u5757\uff0c\u6700\u540e\u62fc\u51fa\u6765\u5927\u6982\u5c31\u662f\u8fd9\u6837\u4e00\u6bb5\u4fe1\u606f\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># Environment\n\nYou have been invoked in the following environment:\n - Primary working directory: \/Users\/me\/projects\/myapp\n - Is a git repository: true\n - Platform: darwin\n - Shell: zsh\n - OS Version: Darwin 25.3.0\n - You are powered by the model named Claude Opus 4.6.\n - Assistant knowledge cutoff is May 2025.<\/code><\/pre>\n\n\n\n<p>\u300c\u5de5\u5177\u4f7f\u7528\u300d\u8fd9\u4e00\u5757\u4e5f\u7c7b\u4f3c\uff0c\u672c\u8d28\u4e0a\u5c31\u662f\u4e00\u7ec4\u5f88\u660e\u786e\u7684\u89c4\u5219\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>Do NOT use the Bash tool to run commands when a relevant\ndedicated tool is provided:\n  - To read files use Read instead of cat, head, tail, or sed\n  - To edit files use Edit instead of sed or awk\n  - To create files use Write instead of cat with heredoc\n  - To search for files use Glob instead of find or ls\n  - To search file contents use Grep instead of grep or rg<\/code><\/pre>\n\n\n\n<p>\u8fd9\u5c31\u662f\u4e3a\u4ec0\u4e48 Claude Code \u504f\u597d\u81ea\u5df1\u7684&nbsp;<code>FileReadTool<\/code>&nbsp;\u800c\u4e0d\u662f\u5728 bash \u4e2d\u8fd0\u884c&nbsp;<code>cat<\/code>\u3002\u8fd9\u4e0d\u662f\u6a21\u578b\u7684\u504f\u597d\uff0c\u800c\u662f\u7cfb\u7edf\u63d0\u793a\u8bcd\u4e2d\u7684\u660e\u786e\u6307\u4ee4\u3002<\/p>\n\n\n\n<p>\u63d0\u793a\u8bcd\u7ec4\u88c5\u8fd8\u6709\u4e00\u4e2a\u4f18\u5148\u7ea7\u7cfb\u7edf\u3002\u5982\u679c\u4f60\u6b63\u5e38\u8fd0\u884c Claude Code\uff0c\u4f60\u4f1a\u5f97\u5230\u9ed8\u8ba4\u7cfb\u7edf\u63d0\u793a\u8bcd\u3002\u4f46\u5982\u679c\u4f60\u4f7f\u7528&nbsp;<code>--system-prompt<\/code>&nbsp;\u6807\u5fd7\uff0c\u5b83\u4f1a\u66ff\u6362\u9ed8\u8ba4\u503c\u3002\u5982\u679c\u4f60\u5728\u81ea\u5b9a\u4e49 Agent\uff08\u5b9a\u4e49\u5728&nbsp;<code>.claude\/agents\/<\/code>&nbsp;\u4e2d\uff09\u4e2d\u8fd0\u884c\uff0cAgent \u7684\u63d0\u793a\u8bcd\u53ef\u4ee5\u66ff\u6362\u6216\u8ffd\u52a0\u5230\u9ed8\u8ba4\u503c\u3002\u5982\u679c\u534f\u8c03\u5668\u6a21\u5f0f\u5904\u4e8e\u6d3b\u52a8\u72b6\u6001\uff0c\u6574\u4e2a\u63d0\u793a\u8bcd\u4f1a\u88ab\u4ea4\u6362\u4e3a\u534f\u8c03\u5668\u7279\u5b9a\u7684\u7248\u672c\u3002<\/p>\n\n\n\n<p>\u7ec4\u88c5\u597d\u7cfb\u7edf\u63d0\u793a\u8bcd\u540e\uff0c<code>CLAUDE.md<\/code>&nbsp;\u6587\u4ef6\u4f1a\u53e0\u52a0\u5728\u4e0a\u9762\u3002\u8fd9\u662f Claude Code \u83b7\u53d6\u9879\u76ee\u7279\u5b9a\u6307\u4ee4\u7684\u5730\u65b9\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>CLAUDE.md \u6587\u4ef6\u662f\u600e\u4e48\u88ab\u627e\u5230\u7684<\/strong><\/h3>\n\n\n\n<p><code>getMemoryFiles()<\/code>&nbsp;\u51fd\u6570\u4ece\u5f53\u524d\u5de5\u4f5c\u76ee\u5f55\u5411\u4e0a\u904d\u5386\u5230\u6587\u4ef6\u7cfb\u7edf\u6839\u76ee\u5f55\uff0c\u5728\u6bcf\u4e2a\u7ea7\u522b\u6536\u96c6\u6307\u4ee4\u6587\u4ef6\u3002<strong>\u52a0\u8f7d\u987a\u5e8f\u5f88\u91cd\u8981<\/strong>\uff1a<\/p>\n\n\n\n<ol>\n<li><strong>\u7cfb\u7edf\u7ea7\uff08\u6258\u7ba1\uff09<\/strong>\uff1a<code>\/etc\/claude-code\/CLAUDE.md<\/code>&nbsp;\u548c&nbsp;<code>\/etc\/claude-code\/.claude\/rules\/*.md<\/code>\u3002\u8fd9\u4e9b\u662f\u5728\u4f01\u4e1a\u73af\u5883\u4e2d\u4f7f\u7528 Claude Code \u65f6\u7684\u6307\u4ee4\u3002<\/li>\n\n\n\n<li><strong>\u7528\u6237\u7ea7<\/strong>\uff1a<code>~\/.claude\/CLAUDE.md<\/code>&nbsp;\u548c&nbsp;<code>~\/.claude\/rules\/*.md<\/code>\u3002\u4f60\u5e94\u7528\u4e8e\u6bcf\u4e2a\u9879\u76ee\u7684\u4e2a\u4eba\u6307\u4ee4\u3002<\/li>\n\n\n\n<li><strong>\u9879\u76ee\u7ea7<\/strong>\uff1a\u5bf9\u4e8e\u4ece\u6587\u4ef6\u7cfb\u7edf\u6839\u76ee\u5f55\u5230\u5f53\u524d\u5de5\u4f5c\u76ee\u5f55\u7684\u6bcf\u4e2a\u76ee\u5f55\uff0c\u5b83\u4f1a\u52a0\u8f7d\uff1a<\/li>\n<\/ol>\n\n\n\n<ul>\n<li><code>CLAUDE.md<\/code><\/li>\n\n\n\n<li><code>.claude\/CLAUDE.md<\/code><\/li>\n\n\n\n<li><code>.claude\/rules\/*.md<\/code><\/li>\n<\/ul>\n\n\n\n<p>4.&nbsp;<strong>\u672c\u5730\u7ea7<\/strong>\uff1a\u6bcf\u4e2a\u5c42\u7ea7\u7684&nbsp;<code>CLAUDE.local.md<\/code>\u3002\u8fd9\u4e9b\u88ab gitignore\uff0c\u7528\u4e8e\u4f60\u4e0d\u60f3\u8981\u63d0\u4ea4\u7684\u6307\u4ee4\u3002<\/p>\n\n\n\n<p>\u904d\u5386\u4ece\u6839\u76ee\u5f55<strong>\u5411\u4e0b<\/strong>\u8fdb\u884c\uff0c\u56e0\u6b64\u6700\u8fd1\u7684\u6587\u4ef6\u5177\u6709\u6700\u9ad8\u4f18\u5148\u7ea7\u3002\u5982\u679c\u4f60\u5728&nbsp;<code>\/Users\/me\/projects\/myapp\/src\/<\/code>&nbsp;\u5de5\u4f5c\uff0c\u771f\u5b9e\u7684\u52a0\u8f7d\u8fc7\u7a0b\u5982\u4e0b\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\u52a0\u8f7d\u7684\u6587\u4ef6\uff08\u6309\u987a\u5e8f\uff09\uff1a\n  1. \/etc\/claude-code\/CLAUDE.md                     (\u7cfb\u7edf)\n  2. ~\/.claude\/CLAUDE.md                            (\u7528\u6237)\n  3. ~\/.claude\/rules\/always-use-typescript.md       (\u7528\u6237)\n  4. \/Users\/me\/projects\/CLAUDE.md                   (\u9879\u76ee)\n  5. \/Users\/me\/projects\/myapp\/CLAUDE.md             (\u9879\u76ee)\n  6. \/Users\/me\/projects\/myapp\/.claude\/CLAUDE.md     (\u9879\u76ee)\n  7. \/Users\/me\/projects\/myapp\/.claude\/rules\/api.md  (\u9879\u76ee)\n  8. \/Users\/me\/projects\/myapp\/CLAUDE.local.md       (\u672c\u5730)<\/code><\/pre>\n\n\n\n<p>\u6bcf\u4e2a\u6587\u4ef6\u88ab\u52a0\u8f7d\u540e\uff0c\u89e3\u6790\u5176\u5185\u5bb9\uff0c\u5265\u79bb HTML \u6ce8\u91ca\uff0c\u89e3\u6790&nbsp;<code>@include<\/code>&nbsp;\u6307\u4ee4\uff08\u6700\u591a 5 \u5c42\u6df1\u5ea6\uff09\u3002<code>@include<\/code>&nbsp;\u8bed\u6cd5\u8ba9\u4e00\u4e2a&nbsp;<code>CLAUDE.md<\/code>&nbsp;\u6587\u4ef6\u53ef\u4ee5\u62c9\u5165\u53e6\u4e00\u4e2a\u6587\u4ef6\u7684\u5185\u5bb9\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># CLAUDE.md\nSee our API conventions:\n@.\/docs\/api-conventions.md\n\nAnd our testing standards:\n@.\/docs\/testing.md<\/code><\/pre>\n\n\n\n<p>\u6574\u4e2a\u51fd\u6570\u662f\u5e26\u7f13\u5b58\u7684\uff08\u53ea\u5728\u4f1a\u8bdd\u91cc\u8dd1\u4e00\u6b21\uff09\uff0c\u800c\u4e14\u5bf9&nbsp;<code>git worktree<\/code>&nbsp;\u4e5f\u505a\u4e86\u5904\u7406\uff0c\u907f\u514d\u91cd\u590d\u52a0\u8f7d\u540c\u4e00\u4efd\u89c4\u5219\uff0c\u540c\u65f6\u4e5f\u4f1a\u9075\u5b88\u4f60\u914d\u7f6e\u7684\u6392\u9664\u8def\u5f84\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u5b8c\u6574\u7684\u4e0a\u4e0b\u6587\u5305<\/strong><\/h3>\n\n\n\n<p>\u5f53\u7cfb\u7edf\u63d0\u793a\u8bcd\u548c&nbsp;<code>CLAUDE.md<\/code>&nbsp;\u6587\u4ef6\u7ec4\u88c5\u5b8c\u6210\u540e\uff0c<code>getAttachmentMessages()<\/code>&nbsp;\u4f1a\u62c9\u53d6\u5176\u4ed6\u6240\u6709\u5185\u5bb9\uff1a<\/p>\n\n\n\n<ul>\n<li><strong>\u8bb0\u5fc6\u6587\u4ef6<\/strong>\uff1a\u6765\u81ea&nbsp;<code>~\/.claude\/projects\/\/memory\/MEMORY.md<\/code>&nbsp;\u7684\u6301\u4e45\u8bb0\u5fc6<\/li>\n\n\n\n<li><strong>\u4efb\u52a1\/\u5f85\u529e\u5217\u8868<\/strong>\uff1a\u4f1a\u8bdd\u671f\u95f4\u521b\u5efa\u7684\u6d3b\u52a8\u4efb\u52a1<\/li>\n\n\n\n<li><strong>MCP \u670d\u52a1\u5668\u6307\u4ee4<\/strong>\uff1a\u5df2\u8fde\u63a5\u7684 MCP \u670d\u52a1\u5668\u6587\u6863<\/li>\n\n\n\n<li><strong>\u6280\u80fd\u53d1\u73b0\u7ed3\u679c<\/strong>\uff1a\u5339\u914d\u5f53\u524d\u4e0a\u4e0b\u6587\u7684\u53ef\u7528\u6280\u80fd<\/li>\n\n\n\n<li><strong>\u5bf9\u8bdd\u5386\u53f2<\/strong>\uff1a\u5f53\u524d\u4f1a\u8bdd\u7684\u6240\u6709\u6d88\u606f<\/li>\n<\/ul>\n\n\n\n<p>\u6240\u6709\u8fd9\u4e9b\u90fd\u88ab\u6253\u5305\u5230 API \u8c03\u7528\u4e2d\u3002\u6240\u4ee5\u5f53\u4f60\u8f93\u5165\u300c\u4fee\u590d\u767b\u5f55 bug\u300d\u65f6\uff0c\u5b9e\u9645\u53d1\u9001\u7ed9 Claude \u7684\u5185\u5bb9\uff0c\u5927\u81f4\u662f\u8fd9\u6837\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\u7cfb\u7edf\u63d0\u793a\u8bcd\uff1a       ~15,000 tokens\uff08\u89d2\u8272\u3001\u89c4\u5219\u3001\u5de5\u5177\u3001\u73af\u5883\uff09\nCLAUDE.md \u6587\u4ef6\uff1a   ~2,000 tokens\uff08\u9879\u76ee\u6307\u4ee4\uff09\n\u8bb0\u5fc6\uff1a             ~500 tokens\uff08\u8fc7\u5f80\u4f1a\u8bdd\u7684\u76f8\u5173\u8bb0\u5fc6\uff09\nMCP \u6307\u4ee4\uff1a         ~300 tokens\uff08\u5df2\u8fde\u63a5\u7684\u670d\u52a1\u5668\u6587\u6863\uff09\n\u5bf9\u8bdd\u5386\u53f2\uff1a         ~5,000 tokens\uff08\u5f53\u524d\u4f1a\u8bdd\u7684\u524d\u51e0\u8f6e\uff09\n\u4f60\u7684\u6d88\u606f\uff1a         ~10 tokens\uff08\"\u4fee\u590d\u767b\u5f55 bug\"\uff09<\/code><\/pre>\n\n\n\n<p>\u603b\u800c\u8a00\u4e4b\uff0c<strong>\u4e0a\u4e0b\u6587\u4e0d\u53ea\u662f\u300c\u4f60\u7684\u6d88\u606f\u300d\u3002\u5b83\u662f\u4f60\u7684\u6d88\u606f\uff0c\u52a0\u4e0a\u4f60\u7684\u9879\u76ee\u89c4\u5219\uff0c\u52a0\u4e0a\u4f60\u7684\u4e2a\u4eba\u504f\u597d\uff0c\u52a0\u4e0a Agent \u7684\u8bb0\u5fc6\uff0c\u52a0\u4e0a\u5bf9\u8bdd\u5386\u53f2\u3002\u8fd9\u5c31\u662f\u4e0a\u4e0b\u6587\u5de5\u7a0b\u7684\u5b9e\u8df5\uff0c\u4e5f\u662f Agent \u6210\u8d25\u7684\u5173\u952e\u56e0\u7d20<\/strong>\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u6280\u80fd\u662f\u600e\u4e48\u88ab\u7528\u8d77\u6765\u7684<\/strong><\/h3>\n\n\n\n<p>\u5728\u7ec4\u88c5\u4e0a\u4e0b\u6587\u7684\u65f6\u5019\uff0c\u8fd8\u4f1a\u987a\u5e26\u505a\u4e00\u4ef6\u4e8b\uff1a\u628a<strong>\u53ef\u7528\u7684\u6280\u80fd\u5217\u51fa\u6765\u3002<\/strong><\/p>\n\n\n\n<p>\u8fd9\u4e9b\u6280\u80fd\u5176\u5b9e\u5c31\u662f\u4e00\u7ec4\u53ef\u590d\u7528\u7684\u63d0\u793a\u8bcd\uff0c\u53ef\u80fd\u6765\u81ea\u9879\u76ee\u91cc\u7684&nbsp;<code>.claude\/skills\/<\/code>\uff0c\u4e5f\u53ef\u80fd\u662f\u4f60\u7528\u6237\u76ee\u5f55\u4e0b\u7684\uff0c\u751a\u81f3\u8fd8\u80fd\u4ece MCP \u670d\u52a1\u91cc\u83b7\u53d6\u3002<code>getSkillListingAttachments()<\/code>&nbsp;\u4f1a\u628a\u5b83\u4eec\u6536\u96c6\u8d77\u6765\uff0c\u53ea\u4fdd\u7559\u540d\u5b57\u548c\u7b80\u5355\u63cf\u8ff0\uff0c\u7136\u540e\u585e\u8fdb\u7cfb\u7edf\u63d0\u793a\u8bcd\u91cc\u3002<\/p>\n\n\n\n<p>\u6a21\u578b\u4f1a\u770b\u5230\u7c7b\u4f3c\u8fd9\u6837\u7684\u5185\u5bb9\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>The following skills are available for use with the Skill tool:\n\n- commit: Create a new git commit with a descriptive message.\n- review-pr: Review a pull request for code quality and correctness.\n- write-blog: Write blog posts for siddharthbharath.com.\n<\/code><\/pre>\n\n\n\n<p>\u5f53\u7528\u6237\u7684\u8bf7\u6c42\u5339\u914d\u4e00\u4e2a\u6280\u80fd\u65f6\uff0c\u6a21\u578b\u4f1a\u4f7f\u7528\u6280\u80fd\u540d\u79f0\u8c03\u7528&nbsp;<code>SkillTool<\/code>\u3002<\/p>\n\n\n\n<p><code>SkillTool<\/code>&nbsp;\u81ea\u5df1\u7684\u63d0\u793a\u8bcd\u5305\u542b\u4e00\u4e2a\u4e25\u683c\u7684\u6307\u4ee4\uff1a\u4e00\u65e6\u5339\u914d\u5230\u6280\u80fd\uff0c\u5c31\u5fc5\u987b\u5148\u8c03\u7528\u5de5\u5177\uff0c\u4e0d\u80fd\u81ea\u5df1\u5148\u751f\u6210\u7ed3\u679c\u3002\u6240\u4ee5\u6a21\u578b\u4e0d\u4f1a\u518d\u5c1d\u8bd5\u81ea\u5df1\u5904\u7406\u8fd9\u7c7b\u8bf7\u6c42\uff0c\u800c\u662f\u76f4\u63a5\u628a\u4efb\u52a1\u4ea4\u51fa\u53bb\u3002<\/p>\n\n\n\n<p>\u63a5\u4e0b\u6765\uff0c\u6280\u80fd\u4f1a\u5728\u4e00\u4e2a\u72ec\u7acb\u7684\u5b50 Agent \u91cc\u6267\u884c\uff0c\u800c\u4e14\u6709\u81ea\u5df1\u7684\u4e00\u5957\u4e0a\u4e0b\u6587\u3002\u6280\u80fd\u5bf9\u5e94\u7684\u63d0\u793a\u8bcd\uff08\u91cc\u9762\u53ef\u80fd\u5305\u542b\u8be6\u7ec6\u6307\u4ee4\u3001\u793a\u4f8b\uff0c\u751a\u81f3\u53c2\u8003\u6587\u4ef6\uff09\u4f1a\u88ab\u52a0\u8f7d\u5230\u8fd9\u4e2a\u300c\u5206\u53c9\u51fa\u6765\u300d\u7684 Agent \u4e2d\uff0c\u7531\u5b83\u81ea\u5df1\u8dd1\u5b8c\u6574\u4e2a\u6d41\u7a0b\uff0c\u6700\u540e\u518d\u628a\u7ed3\u679c\u8fd4\u56de\u5230\u4e3b\u5bf9\u8bdd\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u907f\u514d\u6280\u80fd\u5217\u8868\u628a\u4e0a\u4e0b\u6587\u6491\u6ee1\uff0c\u7cfb\u7edf\u91cc\u505a\u4e86\u4e00\u5c42\u9884\u7b97\u63a7\u5236\u3002<\/p>\n\n\n\n<p>\u7b80\u5355\u6765\u8bf4\uff1a<\/p>\n\n\n\n<ul>\n<li>\u6240\u6709\u6280\u80fd\u63cf\u8ff0\u52a0\u8d77\u6765\uff0c\u6700\u591a\u5360\u4e0a\u4e0b\u6587\u7684 1%\uff08200K \u6a21\u578b\u5927\u6982\u5c31\u662f 2000 tokens\uff09<\/li>\n\n\n\n<li>\u6bcf\u4e2a\u6280\u80fd\u7684\u63cf\u8ff0\u4e0d\u80fd\u8d85\u8fc7 250 \u4e2a\u5b57\u7b26<\/li>\n\n\n\n<li>\u6280\u80fd\u592a\u591a\u7684\u8bdd\uff0c\u5c31\u6309\u9884\u7b97\u81ea\u52a8\u622a\u65ad<\/li>\n<\/ul>\n\n\n\n<p>\u5982\u679c\u771f\u7684\u9700\u8981\u66f4\u8be6\u7ec6\u7684\u4fe1\u606f\uff0c\u6a21\u578b\u53ef\u4ee5\u518d\u53bb\u8c03\u7528&nbsp;<code>ToolSearchTool<\/code>\uff0c\u6309\u9700\u62ff\u5b8c\u6574\u5b9a\u4e49\uff0c\u800c\u4e0d\u662f\u4e00\u5f00\u59cb\u5c31\u5168\u585e\u8fdb prompt\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u6b65\u9aa4 2\uff1aAPI\u8c03\u7528\u4e0e\u5f02\u6b65\u751f\u6210\u5668<\/strong><\/h3>\n\n\n\n<p>\u4e0a\u4e0b\u6587\u51c6\u5907\u597d\u4e4b\u540e\uff0c\u5c31\u8fdb\u5165\u8c03\u7528 API \u7684\u9636\u6bb5\u4e86\u3002\u8fd9\u4e00\u5c42\u7528\u7684\u662f<strong>\u5f02\u6b65\u751f\u6210\u5668<\/strong>\u6765\u9a71\u52a8\u6574\u4e2a\u6d41\u7a0b\u3002<\/p>\n\n\n\n<p>\u7b80\u5355\u7406\u89e3\uff0c\u5b83\u4e0d\u662f\u4e00\u6b21\u6027\u628a\u7ed3\u679c\u5168\u90e8\u7b97\u5b8c\u518d\u8fd4\u56de\uff0c\u800c\u662f\u8fb9\u751f\u6210\u3001\u8fb9\u5f80\u5916\u8f93\u51fa\u7ed3\u679c\uff1a\u6709\u4e00\u6bb5\u5c31\u7ed9\u4e00\u6bb5\uff0c\u4e2d\u95f4\u53ef\u4ee5\u968f\u65f6\u6682\u505c\uff0c\u518d\u7ee7\u7eed\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>queryLoop() \u7684\u65e0\u9650\u5faa\u73af<\/strong><\/h3>\n\n\n\n<p>\u6838\u5fc3\u5176\u5b9e\u5c31\u662f\u4e00\u4e2a&nbsp;<code>queryLoop()<\/code>\uff0c\u91cc\u9762\u8dd1\u7740\u4e00\u4e2a&nbsp;<code>while (true)<\/code>\u3002\u6bcf\u4e00\u8f6e\u5faa\u73af\uff0c\u5bf9\u5e94\u4e00\u6b21\u5b8c\u6574\u7684 API \u5f80\u8fd4\u2014\u2014Claude Code \u672c\u8d28\u4e0a\u5c31\u662f\u9760\u8fd9\u4e2a\u5faa\u73af\u4e00\u76f4\u5728\u5de5\u4f5c\u3002<\/p>\n\n\n\n<p>\u6bcf\u4e00\u8f6e\u5f00\u59cb\u65f6\uff0c\u5927\u81f4\u4f1a\u505a\u8fd9\u51e0\u4ef6\u4e8b\uff1a<\/p>\n\n\n\n<ol>\n<li>\u53d1\u4e00\u4e2a&nbsp;<code>stream_request_start<\/code>&nbsp;\u4e8b\u4ef6\uff0c\u901a\u77e5 UI\uff1a\u8981\u5f00\u59cb\u8bf7\u6c42\u4e86<\/li>\n\n\n\n<li>\u63a7\u5236\u5de5\u5177\u8fd4\u56de\u7684\u4f53\u79ef\uff08\u592a\u5927\u7684\u8f93\u51fa\u4f1a\u88ab\u88c1\u6389\uff0c\u7701\u4e0a\u4e0b\u6587\uff09<\/li>\n\n\n\n<li>\u5fc5\u8981\u7684\u8bdd\uff0c\u5bf9\u4e4b\u524d\u7684\u56de\u590d\u505a\u4e00\u6b21\u8f7b\u91cf\u538b\u7f29<\/li>\n\n\n\n<li>\u7528&nbsp;<code>appendSystemContext()<\/code>&nbsp;\u62fc\u51fa\u6700\u7ec8\u7684\u7cfb\u7edf\u63d0\u793a\u8bcd<\/li>\n\n\n\n<li>\u53d1\u8d77\u8bf7\u6c42\uff0c\u5e76\u5f00\u59cb\u6d41\u5f0f\u63a5\u6536\u7ed3\u679c<\/li>\n<\/ol>\n\n\n\n<p>\u5173\u952e\u5728\u6700\u540e\u8fd9\u4e00\u6b65\uff1a<\/p>\n\n\n\n<p>\u6a21\u578b\u4e00\u8fb9\u751f\u6210 token\uff0c\u4e00\u8fb9\u5c31\u901a\u8fc7&nbsp;<code>StreamEvent<\/code>&nbsp;\u5f80\u5916\u8f93\u51fa\u3002\u7ec8\u7aef UI \u6536\u5230\u4e00\u6bb5\u5c31\u6e32\u67d3\u4e00\u6bb5\uff0c\u6240\u4ee5\u4f60\u770b\u5230\u7684\u300c\u9010\u5b57\u8f93\u51fa\u300d\uff0c\u5176\u5b9e\u5c31\u662f\u54cd\u5e94\u88ab\u4e00\u5757\u4e00\u5757\u5b9e\u65f6\u63a8\u51fa\u6765\u7684\u7ed3\u679c\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>State \u5bf9\u8c61\u7684\u72b6\u6001\u4f20\u9012<\/strong><\/h3>\n\n\n\n<p>\u8fd9\u4e2a\u5faa\u73af\u4e4b\u6240\u4ee5\u80fd\u4e00\u76f4\u8dd1\u4e0b\u53bb\uff0c\u662f\u56e0\u4e3a\u5b83\u4f1a\u300c\u8bb0\u4f4f\u300d\u4e4b\u524d\u53d1\u751f\u7684\u4e8b\u60c5\u3002<\/p>\n\n\n\n<p>\u6bd4\u5982\uff1a\u5bf9\u8bdd\u5386\u53f2\u3001\u5f53\u524d\u6709\u54ea\u4e9b\u5de5\u5177\u53ef\u7528\u3001\u9519\u8bef\u91cd\u8bd5\u4e86\u591a\u5c11\u6b21\u3001\u6709\u6ca1\u6709\u505a\u8fc7\u538b\u7f29\u3001\u73b0\u5728\u662f\u7b2c\u51e0\u8f6e\u2026\u2026\u8fd9\u4e9b\u4fe1\u606f\u90fd\u9700\u8981\u5728\u4e0d\u540c\u8f6e\u6b21\u4e4b\u95f4\u4f20\u4e0b\u53bb\u3002<\/p>\n\n\n\n<p>\u8fd9\u4e9b\u72b6\u6001\u90fd\u653e\u5728\u4e00\u4e2a\u53ef\u53d8\u7684&nbsp;<code>State<\/code>&nbsp;\u5bf9\u8c61\u91cc\uff0c\u6bcf\u4e00\u8f6e\u5faa\u73af\u90fd\u4f1a\u8bfb\u5b83\u3001\u6539\u5b83\uff0c\u7136\u540e\u518d\u4f20\u7ed9\u4e0b\u4e00\u8f6e\u3002<\/p>\n\n\n\n<p>\u6bd4\u5982\uff1a<\/p>\n\n\n\n<ul>\n<li>\u538b\u7f29\u4e0a\u4e0b\u6587\u540e\uff0c\u4f1a\u66f4\u65b0&nbsp;<code>state.messages<\/code><\/li>\n\n\n\n<li>\u56e0\u4e3a token \u9650\u5236\u89e6\u53d1\u91cd\u8bd5\uff0c\u4f1a\u589e\u52a0&nbsp;<code>state.maxOutputTokensRecoveryCount<\/code><\/li>\n\n\n\n<li>\u5de5\u5177\u6267\u884c\u6539\u53d8\u4e86\u80fd\u529b\u8303\u56f4\uff0c\u4f1a\u66f4\u65b0&nbsp;<code>state.toolUseContext<\/code><\/li>\n<\/ul>\n\n\n\n<p>\u5173\u952e\u70b9\u5728\u4e8e\uff1a<strong>\u6bcf\u4e00\u8f6e\u7684\u51b3\u7b56\uff0c\u90fd\u4f1a\u5f71\u54cd\u4e0b\u4e00\u8f6e\u7684\u884c\u4e3a\uff0c\u800c\u8fd9\u4e9b\u5f71\u54cd\uff0c\u5168\u90fd\u901a\u8fc7\u8fd9\u4e2a State \u5bf9\u8c61\u4e32\u8d77\u6765\u3002<\/strong><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u6b65\u9aa4 3\uff1a\u54cd\u5e94\u89e3\u6790<\/strong><\/h3>\n\n\n\n<p>API \u8c03\u7528\u5b8c\u6210\uff08\u6216\u8005\u6d41\u7ed3\u675f\uff09\u3002\u73b0\u5728\u6211\u4eec\u9700\u8981\u5f04\u6e05\u695a Claude \u60f3\u8981\u505a\u4ec0\u4e48\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u89e3\u6790&nbsp;<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=272723323&amp;content_type=Article&amp;match_order=1&amp;q=Tool+Use+%E5%9D%97&amp;zd_token=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJpc3MiOiJ6aGlkYV9zZXJ2ZXIiLCJleHAiOjE3NzkwODQ5MTMsInEiOiJUb29sIFVzZSDlnZciLCJ6aGlkYV9zb3VyY2UiOiJlbnRpdHkiLCJjb250ZW50X2lkIjoyNzI3MjMzMjMsImNvbnRlbnRfdHlwZSI6IkFydGljbGUiLCJtYXRjaF9vcmRlciI6MSwiemRfdG9rZW4iOm51bGx9.kUgSppdJYCnqnUDnaGabZq2FCa2XB_N1mkKOmX_x9Qw&amp;zhida_source=entity\" target=\"_blank\" rel=\"noreferrer noopener\">Tool Use \u5757<\/a><\/strong><\/h3>\n\n\n\n<p>Claude \u7684\u54cd\u5e94\u5176\u5b9e\u4e0d\u662f\u4e00\u6574\u6bb5\u6587\u672c\uff0c\u800c\u662f\u4e00\u5757\u4e00\u5757\u7684\u5185\u5bb9\uff1a<\/p>\n\n\n\n<ul>\n<li><code>text<\/code>\uff1a\u5b83\u8981\u5bf9\u4f60\u8bf4\u7684\u8bdd<\/li>\n\n\n\n<li><code>tool_use<\/code>\uff1a\u5b83\u60f3\u8c03\u7528\u7684\u5de5\u5177<\/li>\n<\/ul>\n\n\n\n<p>\u800c\u4e14\u8fd9\u4e9b\u662f\u5728\u6d41\u5f0f\u8fc7\u7a0b\u4e2d\u4e00\u8fb9\u751f\u6210\u4e00\u8fb9\u89e3\u6790\u7684\uff0c\u4e0d\u662f\u7b49\u5168\u90e8\u8fd4\u56de\u518d\u5904\u7406\u3002<\/p>\n\n\n\n<p>\u4e00\u4e2a\u5178\u578b\u7684&nbsp;<code>tool_use<\/code>&nbsp;\u957f\u8fd9\u6837\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>{\n  type: 'tool_use',\n  id: 'toolu_abc123',      \/\/ \u6b64\u8c03\u7528\u7684\u552f\u4e00 ID\n  name: 'FileEditTool',    \/\/ \u8981\u8c03\u7528\u54ea\u4e2a\u5de5\u5177\n  input: {                  \/\/ \u5de5\u5177\u7684\u53c2\u6570\n    file_path: '\/Users\/me\/project\/src\/app.ts',\n    old_string: 'const x = 1',\n    new_string: 'const x = 2'\n  }\n}<\/code><\/pre>\n\n\n\n<p>\u5177\u4f53\u6765\u8bf4\uff0c\u5f53\u4f60\u8ba9 Claude Code\u300c\u4fee\u590d\u767b\u5f55 bug\u300d\u65f6\uff0c\u5b83\u7684\u8fd4\u56de\u53ef\u80fd\u662f\u8fd9\u6837\u7684\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>&#91;\n  { \"type\": \"text\", \"text\": \"\u8ba9\u6211\u770b\u4e00\u4e0b\u767b\u5f55\u4ee3\u7801...\" },\n  { \"type\": \"tool_use\", \"id\": \"toolu_1\", \"name\": \"GrepTool\",\n    \"input\": { \"pattern\": \"login\", \"glob\": \"**\/*.ts\" } },\n  { \"type\": \"tool_use\", \"id\": \"toolu_2\", \"name\": \"GrepTool\",\n    \"input\": { \"pattern\": \"authenticate\", \"glob\": \"**\/*.ts\" } }\n]<\/code><\/pre>\n\n\n\n<p>\u5728\u540c\u4e00\u8f6e\u54cd\u5e94\u91cc\uff0c\u5b83\u53ef\u4ee5<strong>\u4e00\u8fb9\u8bf4\u8bdd\uff0c\u4e00\u8fb9\u53d1\u8d77\u5de5\u5177\u8c03\u7528\u3002<\/strong><\/p>\n\n\n\n<p>\u8fd9\u91cc\u5176\u5b9e\u5c31\u4e24\u79cd\u60c5\u51b5\uff1a<\/p>\n\n\n\n<ul>\n<li><strong>\u6ca1\u6709&nbsp;<code>tool_use<\/code><\/strong>&nbsp;\u2192 \u53ea\u662f\u5bf9\u8bdd\uff0c\u76f4\u63a5\u8f93\u51fa\u7ed9 UI\uff0c\u8fd9\u4e00\u8f6e\u7ed3\u675f<\/li>\n\n\n\n<li><strong>\u6709&nbsp;<code>tool_use<\/code><\/strong>&nbsp;\u2192 \u8bf4\u660e\u8fd8\u6ca1\u505a\u5b8c\uff0c\u6807\u8bb0&nbsp;<code>needsFollowUp = true<\/code>\uff0c\u8fdb\u5165\u4e0b\u4e00\u6b65\u53bb\u6267\u884c\u8fd9\u4e9b\u5de5\u5177<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>43 \u4e2a\u5185\u7f6e\u5de5\u5177<\/strong><\/h3>\n\n\n\n<p>Claude \u5230\u5e95\u80fd\u7528\u54ea\u4e9b\u5de5\u5177\uff1f\u5176\u5b9e\u90fd\u5728&nbsp;<code>getAllBaseTools()<\/code>&nbsp;\u91cc\u6ce8\u518c\u597d\u4e86\u3002\u4e0b\u9762\u8fd9\u4e9b\u662f\u9ed8\u8ba4\u5c31\u80fd\u7528\u7684\u57fa\u7840\u5de5\u5177\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table><tbody><tr><th>\u7c7b\u522b<\/th><th>\u5de5\u5177<\/th><\/tr><tr><td>\u6587\u4ef6 I\/O<\/td><td>FileReadTool, FileEditTool, FileWriteTool, NotebookEditTool<\/td><\/tr><tr><td>\u641c\u7d22<\/td><td>GlobTool, GrepTool<\/td><\/tr><tr><td>\u6267\u884c<\/td><td>BashTool<\/td><\/tr><tr><td>Web<\/td><td>WebFetchTool, WebSearchTool<\/td><\/tr><tr><td>Agents<\/td><td>AgentTool, SendMessageTool<\/td><\/tr><tr><td>\u4efb\u52a1<\/td><td>TaskCreateTool, TaskGetTool, TaskUpdateTool, TaskListTool<\/td><\/tr><tr><td>\u89c4\u5212<\/td><td>EnterPlanModeTool, ExitPlanModeTool<\/td><\/tr><tr><td>\u7528\u6237\u4ea4\u4e92<\/td><td>AskUserQuestionTool<\/td><\/tr><tr><td>\u6280\u80fd<\/td><td>SkillTool<\/td><\/tr><tr><td>MCP<\/td><td>ListMcpResourcesTool, ReadMcpResourceTool<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u8fd8\u6709\u4e00\u7c7b\u662f\u300c\u6761\u4ef6\u5de5\u5177\u300d\uff0c\u53ea\u6709\u5728\u7279\u5b9a\u60c5\u51b5\u4e0b\u624d\u4f1a\u51fa\u73b0\u3002\u6bd4\u5982\u5728 Node \u73af\u5883\u4e0b\u4f1a\u6709&nbsp;<code>REPLTool<\/code>\uff0cWindows \u4e0b\u6709&nbsp;<code>PowerShellTool<\/code>\uff0c\u505a\u8c03\u5ea6\u65f6\u4f1a\u7528\u5230&nbsp;<code>CronCreateTool<\/code>&nbsp;\u548c&nbsp;<code>RemoteTriggerTool<\/code>\uff0c\u4e3b\u52a8\u6a21\u5f0f\u4e0b\u8fd8\u6709&nbsp;<code>SleepTool<\/code>&nbsp;\u4e4b\u7c7b\u7684\u3002<\/p>\n\n\n\n<p>\u66f4\u5173\u952e\u7684\u662f\uff0c\u4f60\u63a5\u5165\u7684 MCP \u670d\u52a1\u5668\u4e5f\u4f1a\u628a\u81ea\u5df1\u7684\u5de5\u5177\u52a0\u8fdb\u6765\u3002\u8fd9\u4e9b\u5de5\u5177\u90fd\u4f1a\u5e26\u4e0a\u670d\u52a1\u5668\u540d\u524d\u7f00\uff08\u6bd4\u5982&nbsp;<code>mcp_github_create_issue<\/code>\uff09\uff0c\u7528\u6765\u907f\u514d\u548c\u5185\u7f6e\u5de5\u5177\u51b2\u7a81\u3002\u540c\u4e00\u4e2a\u670d\u52a1\u5668\u53ea\u4f1a\u8fde\u63a5\u4e00\u6b21\uff0c\u4e0d\u4f1a\u91cd\u590d\u521d\u59cb\u5316\u3002<\/p>\n\n\n\n<p>\u53e6\u5916\uff0c\u5de5\u5177\u662f\u53ef\u4ee5\u63a7\u5236\u7684\u3002\u4f60\u53ef\u4ee5\u5728&nbsp;<code>settings.json<\/code>&nbsp;\u91cc\u76f4\u63a5\u5c4f\u853d\u4e0d\u60f3\u7528\u7684\u5de5\u5177\uff1b\u5982\u679c\u60f3\u8981\u66f4\u5e72\u51c0\u7684\u73af\u5883\uff0c\u4e5f\u53ef\u4ee5\u5f00\u300c\u7b80\u5355\u6a21\u5f0f\u300d\uff08<code>CLAUDE_CODE_SIMPLE=1<\/code>\uff09\uff0c\u53ea\u4fdd\u7559\u6700\u57fa\u7840\u7684&nbsp;<code>BashTool<\/code>\u3001<code>FileReadTool<\/code>&nbsp;\u548c&nbsp;<code>FileEditTool<\/code>\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u6b65\u9aa4 4\uff1a<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=272723323&amp;content_type=Article&amp;match_order=1&amp;q=%E6%9D%83%E9%99%90%E6%A3%80%E6%9F%A5&amp;zd_token=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJpc3MiOiJ6aGlkYV9zZXJ2ZXIiLCJleHAiOjE3NzkwODQ5MTMsInEiOiLmnYPpmZDmo4Dmn6UiLCJ6aGlkYV9zb3VyY2UiOiJlbnRpdHkiLCJjb250ZW50X2lkIjoyNzI3MjMzMjMsImNvbnRlbnRfdHlwZSI6IkFydGljbGUiLCJtYXRjaF9vcmRlciI6MSwiemRfdG9rZW4iOm51bGx9.PXKN8SDSLmxsS4csYwH7dJPvsWL98wmLBoear3fJIf8&amp;zhida_source=entity\" target=\"_blank\" rel=\"noreferrer noopener\">\u6743\u9650\u68c0\u67e5<\/a><\/strong><\/h3>\n\n\n\n<p>\u5f53 Claude \u8981\u7f16\u8f91\u6587\u4ef6\u3001\u6267\u884c bash \u6216\u5199\u5165\u78c1\u76d8\u65f6\uff0c\u5e76\u4e0d\u662f\u76f4\u63a5\u52a8\u624b\uff0c\u800c\u662f\u5148\u8d70\u4e00\u904d\u6743\u9650\u68c0\u67e5\u3002<\/p>\n\n\n\n<p>\u8fd9\u91cc\u5176\u5b9e\u662f\u4e2a\u53d6\u820d\uff1a\u6743\u9650\u63d0\u793a\u592a\u591a\uff0c\u4f53\u9a8c\u4f1a\u5f88\u5dee\uff0c\u4f60\u5c31\u4f1a\u505c\u6b62\u4f7f\u7528\u8fd9\u4e2a\u5de5\u5177\u3002\u6743\u9650\u63d0\u793a\u592a\u5c11\uff0c\u4f60\u7684 Agent \u53c8\u53ef\u80fd\u4f1a\u50cf&nbsp;<strong>OpenClaw<\/strong>&nbsp;\u4e00\u6837&nbsp;<code>rm -rf<\/code>&nbsp;\u4f60\u7684\u9879\u76ee\u3002<\/p>\n\n\n\n<p>Claude Code \u7684\u505a\u6cd5\u662f\u7528\u4e00\u5957<strong>\u5206\u5c42\u7684\u6743\u9650\u673a\u5236<\/strong>\u3002\u6bcf\u6b21\u8c03\u7528\u5de5\u5177\u65f6\uff0c\u90fd\u4f1a\u6309\u987a\u5e8f\u7ecf\u8fc7\u51e0\u5c42\u5224\u65ad\uff0c\u53ea\u8981\u5176\u4e2d\u4e00\u5c42\u505a\u51fa\u51b3\u5b9a\uff0c\u5c31\u76f4\u63a5\u7ed3\u675f\uff0c\u4e0d\u4f1a\u7ee7\u7eed\u5f80\u4e0b\u8d70\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\u5de5\u5177\u8c03\u7528\u8fdb\u6765\n    \u2193\n1. \u547d\u4e2d\u62d2\u7edd\u89c4\u5219 \u2192 \u76f4\u63a5\u62e6\u6389\n    \u2193\n2. \u547d\u4e2d\u5141\u8bb8\u89c4\u5219 \u2192 \u76f4\u63a5\u653e\u884c\n    \u2193\n3. Bash \u5206\u7c7b\u5668 \u2192 \u5f02\u6b65\u5224\u65ad\uff08\u6700\u591a\u7b49 2 \u79d2\uff09\n    \u2193\n4. \u4ea4\u4e92\u63d0\u793a \u2192 \u518d\u95ee\u4f60\u4e00\u6b21<\/code><\/pre>\n\n\n\n<p>\u8fd9\u4e9b\u300c\u5141\u8bb8 \/ \u62d2\u7edd\u300d\u89c4\u5219\u90fd\u6765\u81ea\u4f60\u7684 Claude Code \u914d\u7f6e\uff0c\u6bd4\u5982\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>{\n  \"permissions\": {\n    \"allow\": &#91;\"Read\", \"Glob\", \"Grep\", \"BashTool(grep:*)\"],\n    \"deny\": &#91;\"BashTool(rm -rf:*)\"]\n  }\n}<\/code><\/pre>\n\n\n\n<p>\u6574\u4e2a\u6d41\u7a0b\u662f\u6309\u987a\u5e8f\u8d70\u7684\uff0c\u800c\u4e14\u4f18\u5148\u770b\u89c4\u5219\uff0c\u56e0\u4e3a\u5b83\u4eec\u662f\u6700\u5feb\u7684\u3002\u6bd4\u5982\u4f60\u8bbe\u7f6e\u4e86\u300c\u59cb\u7ec8\u5141\u8bb8 Grep\u300d\uff0c\u90a3\u6240\u6709 grep \u64cd\u4f5c\u90fd\u4f1a\u76f4\u63a5\u901a\u8fc7\uff0c\u4e2d\u95f4\u4e0d\u4f1a\u518d\u6253\u65ad\u4f60\u3002<\/p>\n\n\n\n<p><strong>\u5206\u7c7b\u5668\u5c42<\/strong>\u4f4d\u4e8e\u89c4\u5219\u548c\u4ea4\u4e92\u63d0\u793a\u4e4b\u95f4\uff0c\u4e3b\u8981\u662f\u5e2e\u4f60\u81ea\u52a8\u5224\u65ad\u4e00\u4e9b bash \u547d\u4ee4\u8be5\u4e0d\u8be5\u653e\u884c\u3002<\/p>\n\n\n\n<p>\u7b80\u5355\u6765\u8bf4\uff0c\u5b83\u4f1a\u5148\u300c\u731c\u4e00\u628a\u300d\uff1a<\/p>\n\n\n\n<ul>\n<li>\u5982\u679c\u5224\u65ad\u8fd9\u662f\u53ea\u8bfb\u64cd\u4f5c\uff08\u6bd4\u5982&nbsp;<code>git status<\/code>\u3001<code>ls<\/code>\uff09\uff0c\u5c31\u76f4\u63a5\u653e\u884c<\/li>\n\n\n\n<li>\u5982\u679c\u770b\u8d77\u6765\u6709\u98ce\u9669\uff08\u6bd4\u5982&nbsp;<code>rm<\/code>\u3001<code>git push --force<\/code>\uff09\uff0c\u5c31\u4ea4\u7ed9\u4f60\u6765\u786e\u8ba4<\/li>\n<\/ul>\n\n\n\n<p>\u53e6\u5916\uff0c\u8fd9\u4e2a\u5206\u7c7b\u8fc7\u7a0b\u662f\u6709\u65f6\u95f4\u9650\u5236\u7684\u2014\u2014\u6700\u591a\u7b49 2 \u79d2\u3002\u5982\u679c\u8fd8\u6ca1\u5224\u65ad\u51fa\u6765\uff0c\u5c31\u76f4\u63a5\u8fdb\u5165\u4ea4\u4e92\u63d0\u793a\uff0c\u4e0d\u4f1a\u5361\u4f4f\u4f60\u3002<\/p>\n\n\n\n<p>\u8fd9\u662f\u5728\u5b9e\u9645\u4f7f\u7528\u4e2d\uff0c\u4e0d\u540c\u5de5\u5177\u8c03\u7528\u5927\u6982\u4f1a\u600e\u4e48\u8d70\u8fd9\u51e0\u5c42\u6d41\u7a0b\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table><tbody><tr><th>\u5de5\u5177\u8c03\u7528<\/th><th>\u5c42 1\uff08\u62d2\u7edd\uff09<\/th><th>\u5c42 2\uff08\u5141\u8bb8\uff09<\/th><th>\u5c42 3\uff08\u5206\u7c7b\u5668\uff09<\/th><th>\u5c42 4\uff08\u8be2\u95ee\uff09<\/th><th>\u7ed3\u679c<\/th><\/tr><tr><td>GrepTool(&#8220;login&#8221;)<\/td><td>\u901a\u8fc7<\/td><td>\u547d\u4e2d\u5141\u8bb8\u89c4\u5219<\/td><td>&#8211;<\/td><td>&#8211;<\/td><td>\u81ea\u52a8\u901a\u8fc7<\/td><\/tr><tr><td>BashTool(&#8220;git status&#8221;)<\/td><td>\u901a\u8fc7<\/td><td>\u901a\u8fc7<\/td><td>\u5224\u65ad\u4e3a\u53ea\u8bfb<\/td><td>&#8211;<\/td><td>\u81ea\u52a8\u901a\u8fc7<\/td><\/tr><tr><td>BashTool(&#8220;rm -rf \/&#8221;)<\/td><td>\u547d\u4e2d\u62d2\u7edd\u89c4\u5219<\/td><td>&#8211;<\/td><td>&#8211;<\/td><td>&#8211;<\/td><td>\u76f4\u63a5\u62e6\u622a<\/td><\/tr><tr><td>FileEditTool(&#8220;app.ts&#8221;)<\/td><td>\u901a\u8fc7<\/td><td>\u901a\u8fc7<\/td><td>\u901a\u8fc7<\/td><td>\u9700\u8981\u786e\u8ba4<\/td><td>\u5f39\u51fa\u63d0\u793a<\/td><\/tr><tr><td>BashTool(&#8220;npm install&#8221;)<\/td><td>\u901a\u8fc7<\/td><td>\u901a\u8fc7<\/td><td>\u5224\u65ad\u4e0d\u786e\u5b9a\uff08\u8d85\u65f6\uff09<\/td><td>\u9700\u8981\u786e\u8ba4<\/td><td>\u5f39\u51fa\u63d0\u793a<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u8fd9\u5957\u5206\u5c42\u8bbe\u8ba1\u7684\u5b9e\u9645\u4f53\u9a8c\u5176\u5b9e\u5f88\u76f4\u89c2\uff1a\u65e5\u5e38\u505a\u7684\u4e8b\u60c5\uff0c\u6bd4\u5982\u8bfb\u6587\u4ef6\u3001\u641c\u4ee3\u7801\u3001\u8dd1\u6d4b\u8bd5\uff0c\u57fa\u672c\u90fd\u662f\u300c\u65e0\u611f\u901a\u8fc7\u300d\u7684\uff0c\u4e0d\u4f1a\u88ab\u9891\u7e41\u6253\u65ad\uff1b\u4f46\u4e00\u65e6\u6d89\u53ca\u6539\u6587\u4ef6\u3001\u6267\u884c\u53ef\u80fd\u6709\u5f71\u54cd\u7684\u547d\u4ee4\uff0c\u624d\u4f1a\u505c\u4e0b\u6765\u8ba9\u4f60\u786e\u8ba4\u3002<\/p>\n\n\n\n<p>\u7b80\u5355\u8bf4\uff0c\u5c31\u662f\u8be5\u5feb\u7684\u5730\u65b9\u5c3d\u91cf\u5feb\uff0c\u8be5\u8c28\u614e\u7684\u5730\u65b9\u4e00\u5b9a\u8c28\u614e\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u6b65\u9aa4 5\uff1a\u5de5\u5177\u6267\u884c<\/strong><\/h3>\n\n\n\n<p>\u6743\u9650\u901a\u8fc7\u4e4b\u540e\uff0c\u5c31\u5230\u4e86\u771f\u6b63\u6267\u884c\u5de5\u5177\u7684\u9636\u6bb5\u4e86\u3002\u8fd9\u4e00\u5c42\u5176\u5b9e\u662f\u6574\u4e2a\u7cfb\u7edf\u91cc\u5f71\u54cd\u4f53\u9a8c\u7684\u4e00\u5757\u3002<\/p>\n\n\n\n<p>Claude \u5728\u4e00\u6b21\u54cd\u5e94\u91cc\uff0c\u7ecf\u5e38\u4f1a\u540c\u65f6\u7ed9\u51fa\u591a\u4e2a\u5de5\u5177\u8c03\u7528\uff08\u6709\u65f6\u5019\u4e00\u53e3\u6c14 6 \u4e2a\u6216\u8005 8 \u4e2a\uff09\u3002\u5982\u679c\u6309\u6700\u7b80\u5355\u7684\u65b9\u5f0f\uff0c\u4e00\u4e2a\u4e2a\u4e32\u884c\u6267\u884c\uff0c\u6574\u4f53\u901f\u5ea6\u4f1a\u5f88\u6162\u3002Claude Code \u5728\u8fd9\u91cc\u505a\u4e86\u4e00\u4e2a\u66f4\u806a\u660e\u7684\u8bbe\u8ba1\u3002<\/p>\n\n\n\n<p>\u7cfb\u7edf\u91cc\u7684\u6bcf\u4e2a\u5de5\u5177\u90fd\u5b9e\u73b0\u4e86\u4e00\u5957\u7edf\u4e00\u7684\u63a5\u53e3\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>type Tool = {\n  name: string\n  description(input, context): string\n  inputSchema: ZodSchema\n  execute(input, context): Promise&lt;ToolUseResult&gt;\n  isConcurrencySafe(input): boolean\n  isReadOnly(input): boolean\n}<\/code><\/pre>\n\n\n\n<p><code>isConcurrencySafe()<\/code>&nbsp;\u8fd9\u4e2a\u65b9\u6cd5\u770b\u8d77\u6765\u5f88\u5c0f\uff0c\u4f46\u4f5c\u7528\u5f88\u5173\u952e\u3002\u5b83\u5176\u5b9e\u5c31\u662f\u5728\u6807\u8bb0\uff1a\u8fd9\u4e2a\u5de5\u5177\u80fd\u4e0d\u80fd\u548c\u5176\u4ed6\u5de5\u5177\u4e00\u8d77\u5e76\u53d1\u6267\u884c\u3002<\/p>\n\n\n\n<p>\u5728\u6267\u884c\u4e00\u6279\u5de5\u5177\u8c03\u7528\u4e4b\u524d\uff0cClaude Code \u4f1a\u5148\u770b\u8fd9\u4e2a\u6807\u8bb0\uff0c\u7136\u540e\u628a\u5de5\u5177\u5206\u6210\u51e0\u7ec4\u6765\u8dd1\uff1a<\/p>\n\n\n\n<ul>\n<li>\u8fde\u7eed\u7684\u53ea\u8bfb\u64cd\u4f5c\u4f1a\u88ab\u6253\u5305\u5728\u4e00\u8d77\uff0c\u5e76\u53d1\u6267\u884c\uff08\u9ed8\u8ba4\u6700\u591a 10 \u4e2a\uff09<\/li>\n\n\n\n<li>\u4e00\u65e6\u51fa\u73b0\u5199\u64cd\u4f5c\uff0c\u5c31\u4f1a\u5355\u72ec\u62ff\u51fa\u6765\uff0c\u6309\u987a\u5e8f\u6267\u884c\uff0c\u907f\u514d\u51b2\u7a81<\/li>\n<\/ul>\n\n\n\n<p>\u6362\u53e5\u8bdd\u8bf4\uff1a\u5f53 Claude \u4e00\u6b21\u8981\u8bfb\u591a\u4e2a\u6587\u4ef6\u65f6\uff0c\u8fd9\u4e9b\u8bfb\u53d6\u662f<strong>\u540c\u65f6\u8fdb\u884c\u7684<\/strong>\uff1b\u4f46\u4e00\u65e6\u6d89\u53ca\u6539\u6587\u4ef6\uff0c\u5c31\u4f1a\u53d8\u6210<strong>\u4e32\u884c\u6267\u884c<\/strong>\uff0c\u786e\u4fdd\u4e0d\u4f1a\u51fa\u95ee\u9898\u3002<\/p>\n\n\n\n<p>\u4e3e\u4e2a\u5b9e\u9645\u4f8b\u5b50\u3002\u5047\u8bbe\u4f60\u8ba9 Claude \u300c\u4fee\u590d\u767b\u5f55 bug\u300d\uff0c\u5b83\u53ef\u80fd\u4f1a\u7ed9\u51fa\u8fd9\u6837\u4e00\u7ec4\u5de5\u5177\u8c03\u7528\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\u6765\u81ea Claude \u54cd\u5e94\u7684\u5de5\u5177\u8c03\u7528\uff1a\n  1. GrepTool(\"login handler\")         \u2192 \u53ea\u8bfb\n  2. GrepTool(\"auth middleware\")       \u2192 \u53ea\u8bfb\n  3. GlobTool(\"**\/auth\/**\/*.ts\")       \u2192 \u53ea\u8bfb\n  4. FileEditTool(\"src\/auth\/login.ts\") \u2192 \u5199\n  5. FileReadTool(\"src\/auth\/test.ts\")  \u2192 \u53ea\u8bfb\n  6. FileReadTool(\"src\/auth\/types.ts\") \u2192 \u53ea\u8bfb<\/code><\/pre>\n\n\n\n<p><code>partitionToolCalls()<\/code>&nbsp;\u4f1a\u628a\u8fd9\u4e9b\u5de5\u5177\u8c03\u7528\u62c6\u6210\u51e0\u4e2a\u6279\u6b21\uff0c\u5927\u81f4\u662f\u8fd9\u6837\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\u6279\u6b21 1\uff08\u5e76\u53d1\uff09\uff1aGrepTool, GrepTool, GlobTool\n  \u2192 \u4e09\u4e2a\u540c\u65f6\u8dd1\n\n\u6279\u6b21 2\uff08\u4e32\u884c\uff09\uff1aFileEditTool\n  \u2192 \u5355\u72ec\u6267\u884c\uff0c\u7b49\u524d\u4e00\u6279\u7ed3\u675f\n\n\u6279\u6b21 3\uff08\u5e76\u53d1\uff09\uff1aFileReadTool, FileReadTool\n  \u2192 \u4e24\u4e2a\u4e00\u8d77\u8dd1\uff0c\u7b49\u5199\u64cd\u4f5c\u5b8c\u6210<\/code><\/pre>\n\n\n\n<p>\u6240\u4ee5\u5b9e\u9645\u6267\u884c\u4e0b\u6765\uff0c\u4e0d\u662f 6 \u4e2a\u4e00\u6b65\u4e00\u6b65\u8dd1\uff0c\u800c\u662f\u5206\u6210 3 \u8f6e\u3002\u80fd\u5e76\u53d1\u7684\u8bfb\u53d6\u5c31\u4e00\u8d77\u8dd1\uff0c\u9700\u8981\u72ec\u5360\u7684\u5199\u64cd\u4f5c\u5c31\u5355\u72ec\u6267\u884c\u3002<\/p>\n\n\n\n<p><code>runTools()<\/code>&nbsp;\u7684\u6267\u884c\u65b9\u5f0f\u4e5f\u5f88\u76f4\u63a5\uff1a<\/p>\n\n\n\n<ul>\n<li>\u9047\u5230\u5e76\u53d1\u6279\u6b21\uff0c\u5c31\u628a\u8fd9\u4e00\u7ec4\u5de5\u5177\u4e00\u8d77\u89e6\u53d1\uff0c\u5404\u81ea\u8dd1\u5b8c\u5404\u81ea\u8fd4\u56de\u7ed3\u679c<\/li>\n\n\n\n<li>\u9047\u5230\u4e32\u884c\u6279\u6b21\uff0c\u5c31\u4e00\u4e2a\u4e00\u4e2a\u6267\u884c\uff0c\u524d\u4e00\u4e2a\u7ed3\u675f\u518d\u8dd1\u4e0b\u4e00\u4e2a<\/li>\n<\/ul>\n\n\n\n<p>\u8fd9\u91cc\u6709\u4e2a\u633a\u5173\u952e\u7684\u5c0f\u7ec6\u8282\uff1a<strong>\u5de5\u5177\u662f\u53ef\u4ee5\u4fee\u6539\u540e\u7eed\u4e0a\u4e0b\u6587\u7684\u3002<\/strong><\/p>\n\n\n\n<p>\u6709\u4e9b\u5de5\u5177\u5728\u8fd4\u56de\u7ed3\u679c\u65f6\uff0c\u4f1a\u5e26\u4e00\u4e2a\u300c\u4e0a\u4e0b\u6587\u4fee\u6539\u51fd\u6570\u300d\uff0c\u7528\u6765\u66f4\u65b0&nbsp;<code>ToolUseContext<\/code>\uff0c\u4ece\u800c\u5f71\u54cd\u540e\u7eed\u7684\u6267\u884c\uff0c\u6bd4\u5982\u5207\u6362\u5de5\u4f5c\u76ee\u5f55\u3001\u66f4\u65b0\u7f13\u5b58\uff0c\u6216\u8005\u8c03\u6574\u53ef\u7528\u7684\u5de5\u5177\u3002<\/p>\n\n\n\n<p>\u5904\u7406\u65b9\u5f0f\u4e5f\u5206\u4e24\u79cd\uff1a<\/p>\n\n\n\n<ul>\n<li><strong>\u5e76\u53d1\u6279\u6b21<\/strong>\uff1a\u5148\u628a\u8fd9\u4e9b\u4fee\u6539\u6536\u96c6\u8d77\u6765\uff0c\u7b49\u6574\u6279\u6267\u884c\u5b8c\u518d\u7edf\u4e00\u5e94\u7528\uff08\u907f\u514d\u5e76\u53d1\u51b2\u7a81\uff09<\/li>\n\n\n\n<li><strong>\u4e32\u884c\u6279\u6b21<\/strong>\uff1a\u6bcf\u4e2a\u5de5\u5177\u6267\u884c\u5b8c\u5c31\u7acb\u523b\u5e94\u7528<\/li>\n<\/ul>\n\n\n\n<p>\u8fd9\u4e5f\u662f\u4e3a\u4ec0\u4e48 Claude Code \u5728\u300c\u8bfb\u4ee3\u7801\u300d\u9636\u6bb5\u4f1a\u611f\u89c9\u7279\u522b\u5feb\uff1a\u4e0d\u662f\u4e00\u4e2a\u6587\u4ef6\u4e00\u4e2a\u6587\u4ef6\u7b49\u7740\u8bfb\uff0c\u800c\u662f\u80fd\u4e00\u8d77\u8bfb\u7684\u5168\u90e8\u5e76\u53d1\u5904\u7406\uff0c\u65f6\u95f4\u57fa\u672c\u88ab\u538b\u5230\u6700\u77ed\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u6b65\u9aa4 6\uff1a\u7ed3\u679c\u53cd\u9988<\/strong><\/h3>\n\n\n\n<p>\u5de5\u5177\u6267\u884c\u5b8c\u4e4b\u540e\uff0c\u4e0b\u4e00\u6b65\u4f1a\u53d1\u751f\u4ec0\u4e48\uff1f<\/p>\n\n\n\n<p>\u6bcf\u4e2a\u5de5\u5177\u7684\u6267\u884c\u7ed3\u679c\uff0c\u90fd\u4f1a\u88ab\u653e\u8fdb\u5bf9\u8bdd\u91cc\uff0c\u8fd9\u6837 Claude \u624d\u80fd\u77e5\u9053\u521a\u521a\u53d1\u751f\u4e86\u4ec0\u4e48\uff0c\u5e76\u51b3\u5b9a\u4e0b\u4e00\u6b65\u600e\u4e48\u505a\u3002<\/p>\n\n\n\n<p>\u6bcf\u4e2a\u5de5\u5177\u7ed3\u679c\u90fd\u4f1a\u53d8\u6210\u4e00\u6761\u65b0\u7684&nbsp;<code>user<\/code>&nbsp;\u6d88\u606f\uff0c\u91cc\u9762\u5e26\u4e00\u4e2a&nbsp;<code>tool_result<\/code>&nbsp;\u5185\u5bb9\u5757\u3002\u8fd9\u4e2a\u5757\u91cc\u6709\u4e00\u4e2a&nbsp;<code>toolUseID<\/code>\uff0c\u7528\u6765\u5bf9\u5e94\u4e4b\u524d\u90a3\u6b21\u5de5\u5177\u8c03\u7528\u3002<\/p>\n\n\n\n<p>\u53ef\u4ee5\u7406\u89e3\u6210\u4e00\u4e2a\u6765\u56de\uff1a<\/p>\n\n\n\n<ul>\n<li>Claude\uff1a\u6211\u8981\u7528\u5de5\u5177 X\uff08ID = abc123\uff09<\/li>\n\n\n\n<li>\u7cfb\u7edf\uff1a\u8fd9\u662f abc123 \u7684\u6267\u884c\u7ed3\u679c<\/li>\n<\/ul>\n\n\n\n<p>\u4e3e\u4e2a\u4f8b\u5b50\uff0c\u5982\u679c Claude \u8c03\u7528\u4e86\u4e00\u4e2a ID \u4e3a&nbsp;<code>toolu_1<\/code>&nbsp;\u7684&nbsp;<code>GrepTool<\/code>\uff0c\u8fd4\u56de\u7ed3\u679c\u4f1a\u662f\u8fd9\u6837\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>{\n  \"role\": \"user\",\n  \"content\": &#91;{\n    \"type\": \"tool_result\",\n    \"tool_use_id\": \"toolu_1\",\n    \"content\": \"src\/auth\/login.ts:42: async function handleLogin(req, res) {\\\\nsrc\/auth\/login.ts:58: if (!user) return res.status(401)\\\\n...\"\n  }]\n}<\/code><\/pre>\n\n\n\n<p>Claude \u62ff\u5230 grep \u7684\u7ed3\u679c\u540e\uff0c\u5c31\u53ef\u4ee5\u51b3\u5b9a\u4e0b\u4e00\u6b65\u4e86\uff1a\u662f\u53bb\u8bfb\u5177\u4f53\u6587\u4ef6\u3001\u76f4\u63a5\u4fee\u6539\uff0c\u8fd8\u662f\u7ee7\u7eed\u8865\u5145\u66f4\u591a\u4e0a\u4e0b\u6587\u3002<\/p>\n\n\n\n<p>\u56de\u5230\u4e3b\u5faa\u73af\uff08<code>query.ts<\/code>\uff09\uff0c\u8fd9\u4e9b\u5de5\u5177\u8fd4\u56de\u7684\u7ed3\u679c\u4f1a\u88ab\u7edf\u4e00\u6536\u96c6\u8d77\u6765\uff0c\u7136\u540e\u8ffd\u52a0\u5230\u5bf9\u8bdd\u5386\u53f2\u91cc\uff0c\u4f5c\u4e3a\u4e0b\u4e00\u8f6e\u51b3\u7b56\u7684\u8f93\u5165\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>const next: State = {\n  messages: &#91;...messagesForQuery, ...assistantMessages, ...toolResults],\n  \/\/ ...\n}<\/code><\/pre>\n\n\n\n<p>\u63a5\u4e0b\u6765\uff0c\u6d41\u7a0b\u4f1a\u56de\u5230\u6b65\u9aa4 2\u3002Claude \u4f1a\u5e26\u7740\u66f4\u65b0\u540e\u7684\u4e0a\u4e0b\u6587\uff08\u5305\u62ec\u521a\u624d\u7684\u5de5\u5177\u7ed3\u679c\uff09\u518d\u6b21\u88ab\u8c03\u7528\uff0c\u7136\u540e\u51b3\u5b9a\u4e0b\u4e00\u6b65\u8981\u505a\u4ec0\u4e48\uff1a<\/p>\n\n\n\n<ul>\n<li>\u6709\u65f6\u5019\u5b83\u4f1a\u7ee7\u7eed\u67e5\u4fe1\u606f\u3001\u518d\u8c03\u51e0\u4e2a\u5de5\u5177<\/li>\n\n\n\n<li>\u6709\u65f6\u5019\u4fe1\u606f\u5df2\u7ecf\u591f\u4e86\uff0c\u5c31\u5f00\u59cb\u5199\u4ee3\u7801<\/li>\n\n\n\n<li>\u4e5f\u53ef\u80fd\u662f\u5728\u6d4b\u8bd5\u7ed3\u679c\u91cc\u53d1\u73b0\u95ee\u9898\uff0c\u8f6c\u5934\u53bb\u4fee bug\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u8fd9\u5176\u5b9e\u5c31\u662f&nbsp;<strong>Agent \u5faa\u73af<\/strong>\u7684\u5b9e\u9645\u8fd0\u4f5c\u65b9\u5f0f\uff1a\u4e00\u8f6e\u4e00\u8f6e\u5f80\u524d\u63a8\u8fdb\u3002\u6bcf\u8dd1\u4e00\u8f6e\uff0c\u90fd\u4f1a\u591a\u4e00\u4e9b\u4e0a\u4e0b\u6587\u3002\u6a21\u578b\u4f1a\u57fa\u4e8e\u300c\u521a\u521a\u53d1\u751f\u4e86\u4ec0\u4e48\u300d\u6765\u8c03\u6574\u4e0b\u4e00\u6b65\uff0c\u800c\u4e0d\u662f\u4ece\u96f6\u5f00\u59cb\u3002<\/p>\n\n\n\n<p>\u53e6\u5916\uff0c\u5728\u6bcf\u4e00\u8f6e\u4e4b\u95f4\uff0c\u7cfb\u7edf\u8fd8\u4f1a\u6084\u6084\u505a\u4e00\u4e9b\u300c\u8865\u5145\u4e0a\u4e0b\u6587\u300d\u7684\u5de5\u4f5c\uff1a<\/p>\n\n\n\n<ul>\n<li>\u91cd\u65b0\u8dd1\u4e00\u904d&nbsp;<code>getAttachmentMessages()<\/code>\uff0c\u770b\u770b\u6709\u6ca1\u6709\u65b0\u7684\u8bb0\u5fc6\u6587\u4ef6\u6216\u4efb\u52a1\u66f4\u65b0<\/li>\n\n\n\n<li>\u5982\u679c\u540e\u53f0\u7684\u8bb0\u5fc6\u9884\u53d6\u5b8c\u6210\u4e86\uff0c\u4f1a\u628a\u7ed3\u679c\u52a0\u8fdb\u6765<\/li>\n\n\n\n<li>\u5982\u679c\u6280\u80fd\u53d1\u73b0\u627e\u5230\u4e86\u66f4\u76f8\u5173\u7684\u5de5\u5177\u6216\u6280\u80fd\uff0c\u4e5f\u4f1a\u8865\u8fdb\u4e0a\u4e0b\u6587<\/li>\n<\/ul>\n\n\n\n<p>\u6362\u53e5\u8bdd\u8bf4\uff0c\u4e0a\u4e0b\u6587\u4e0d\u662f\u4e00\u6210\u4e0d\u53d8\u7684\uff0c\u800c\u662f\u5728\u6bcf\u4e00\u8f6e\u4e4b\u95f4\u4e0d\u65ad\u589e\u957f\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u6b65\u9aa4 7\uff1a\u4e0a\u4e0b\u6587\u7ba1\u7406<\/strong><\/h3>\n\n\n\n<p>\u5982\u679c\u4f60\u7528 Claude Code \u4e00\u6bb5\u65f6\u95f4\uff0c\u5e94\u8be5\u4f1a\u9047\u5230\u4e00\u4e2a\u60c5\u51b5\uff1a\u5bf9\u8bdd\u53d8\u957f\u4e4b\u540e\uff0c\u5b83\u4f1a\u63d0\u793a\u4f60\u300c\u9700\u8981\u538b\u7f29\u4e0a\u4e0b\u6587\u300d\u3002\u8fd9\u662f\u56e0\u4e3a\u4e0a\u4e0b\u6587\u4e0d\u662f\u65e0\u9650\u7684\u3002\u5728\u6700\u5f00\u59cb\u7ec4\u88c5\u5b8c\u4e0a\u4e0b\u6587\u4e4b\u540e\uff0c\u7cfb\u7edf\u8fd8\u4f1a\u5728\u6bcf\u4e00\u8f6e\u5faa\u73af\u91cc\u6301\u7eed\u505a\u7ba1\u7406\u3002<\/p>\n\n\n\n<p>\u6bcf\u8dd1\u5b8c\u4e00\u8f6e\uff0c\u5b83\u90fd\u4f1a\u68c0\u67e5\u4e00\u4ef6\u4e8b\uff1a\u73b0\u5728\u7684\u4e0a\u4e0b\u6587\u6709\u591a\u5927\u4e86\uff1f<\/p>\n\n\n\n<p>\u56e0\u4e3a\u5bf9\u8bdd\u662f\u4e00\u76f4\u5728\u589e\u957f\u7684\uff1a<\/p>\n\n\n\n<ul>\n<li>\u5386\u53f2\u6d88\u606f\u8d8a\u6765\u8d8a\u591a<\/li>\n\n\n\n<li>\u5de5\u5177\u8fd4\u56de\u7684\u7ed3\u679c\uff08\u5c24\u5176\u662f\u8bfb\u6587\u4ef6\u3001\u8dd1 bash\uff09\u53ef\u80fd\u5f88\u5927<\/li>\n<\/ul>\n\n\n\n<p>\u51e0\u8f6e\u4e0b\u6765\uff0c\u5f88\u5bb9\u6613\u5c31\u63a5\u8fd1\u6a21\u578b\u7684\u4e0a\u4e0b\u6587\u4e0a\u9650\u3002<\/p>\n\n\n\n<p>\u6240\u4ee5\u7cfb\u7edf\u4f1a\u5728\u6bcf\u4e00\u8f6e\u5f00\u59cb\u65f6\u505a\u4e00\u6b21\u300c\u81ea\u52a8\u68c0\u67e5\u300d\u3002\u5f53\u8ddd\u79bb\u4e0a\u9650\u8fd8\u5269\u5927\u7ea6&nbsp;<strong>13,000 tokens<\/strong>\uff08\u9ed8\u8ba4\u503c\uff09\u65f6\uff0c\u5c31\u4f1a\u89e6\u53d1\u538b\u7f29\u6d41\u7a0b\u3002<\/p>\n\n\n\n<p>\u5f53\u89e6\u53d1\u538b\u7f29\u65f6\uff0cClaude Code \u4e0d\u662f\u53ea\u7528\u4e00\u79cd\u65b9\u5f0f\uff0c\u800c\u662f\u5206\u5c42\u5904\u7406\u7684\u3002<\/p>\n\n\n\n<p>\u5148\u662f<strong>\u5fae\u538b\u7f29<\/strong>\uff0c\u5b83\u53d1\u751f\u5728\u6bcf\u4e00\u8f6e\u4e4b\u95f4\u3002\u4e3b\u8981\u5904\u7406\u7684\u662f\u90a3\u4e9b\u300c\u89e3\u91ca\u6027\u5185\u5bb9\u300d\u2014\u2014\u6bd4\u5982\u5de5\u5177\u8c03\u7528\u4e4b\u95f4\u7684\u4e00\u5927\u6bb5\u8bf4\u660e\u3002<\/p>\n\n\n\n<p>\u7b80\u5355\u6765\u8bf4\u5c31\u662f\uff1a<\/p>\n\n\n\n<ul>\n<li>\u5de5\u5177\u7684\u8f93\u5165 \/ \u8f93\u51fa\u90fd\u4f1a\u4fdd\u7559<\/li>\n\n\n\n<li>\u4e2d\u95f4\u90a3\u4e9b\u5197\u957f\u7684\u89e3\u91ca\uff0c\u4f1a\u88ab\u538b\u7f29\u6210\u66f4\u77ed\u7684\u603b\u7ed3<\/li>\n<\/ul>\n\n\n\n<p>\u6bd4\u5982 Claude \u5728\u6539 5 \u4e2a\u6587\u4ef6\u524d\u5199\u4e86\u4e00\u5927\u6bb5\u601d\u8def\uff0c\u8fd9\u4e00\u6bb5\u5c31\u4f1a\u88ab\u7cbe\u7b80\uff0c\u4f46\u5177\u4f53\u6539\u4e86\u4ec0\u4e48\u3001\u5de5\u5177\u8fd4\u56de\u4e86\u4ec0\u4e48\uff0c\u90fd\u4e0d\u4f1a\u4e22\u3002<\/p>\n\n\n\n<p>\u518d\u5f80\u4e0a\uff0c\u662f\u66f4\u91cd\u7684\u4e00\u5c42\uff1a<strong>\u4f1a\u8bdd\u8bb0\u5fc6\u538b\u7f29<\/strong>\u3002\u8fd9\u4e00\u5c42\u4f1a\u76f4\u63a5\u5bf9\u300c\u66f4\u65e9\u7684\u5bf9\u8bdd\u5386\u53f2\u300d\u4e0b\u624b\uff0c\u628a\u6574\u6bb5\u5bf9\u8bdd\u603b\u7ed3\u6210\u4e00\u6761\u7cbe\u7b80\u7684\u4fe1\u606f\uff0c\u7136\u540e\u66ff\u6362\u6389\u539f\u59cb\u5185\u5bb9\u3002<\/p>\n\n\n\n<p><strong>\u4f1a\u8bdd\u8bb0\u5fc6\u538b\u7f29<\/strong>\u662f\u4e3b\u8981\u7b56\u7565\u3002\u5b83\u83b7\u53d6\u6700\u65e9\u7684\u5bf9\u8bdd\u5386\u53f2\u5757\uff0c\u8c03\u7528 API \u4ee5\u751f\u6210\u7b80\u6d01\u7684\u6458\u8981\uff0c\u5e76\u7528\u5355\u4e2a&nbsp;<code>CompactBoundaryMessage<\/code>&nbsp;\u66ff\u6362\u539f\u59cb\u6d88\u606f\u3002<\/p>\n\n\n\n<p>\u6548\u679c\u5927\u6982\u662f\u8fd9\u6837\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>&#91;CompactBoundaryMessage]\n\"\u7528\u6237\u8981\u6c42\u4fee\u590d\u767b\u5f55 bug\u3002\u6211\u67e5\u770b\u4e86 src\/auth\/ \u76f8\u5173\u4ee3\u7801\uff0c\n\u5305\u62ec login.ts\u3001middleware.ts \u548c types.ts\u3002\n\u95ee\u9898\u51fa\u5728 login.ts \u7b2c 58 \u884c\u7f3a\u5c11\u7a7a\u68c0\u67e5\uff0c\u7528\u6237\u67e5\u8be2\u53ef\u80fd\u8fd4\u56de undefined\u3002\n\u7528\u6237\u5df2\u786e\u8ba4\u8fd9\u4e2a\u5224\u65ad\u662f\u6b63\u786e\u7684\u3002\"<\/code><\/pre>\n\n\n\n<p>\u4e00\u6761\u6458\u8981\u6d88\u606f\uff0c\u53ef\u4ee5\u76f4\u63a5\u66ff\u4ee3\u6389\u51e0\u5341\u6761\u5386\u53f2\u6d88\u606f\uff0c\u5bf9\u8bdd\u5c31\u9760\u8fd9\u6761\u300c\u538b\u7f29\u8bb0\u5fc6\u300d\u7ee7\u7eed\u5f80\u4e0b\u8d70\u3002<\/p>\n\n\n\n<p>\u9664\u4e86\u5bf9\u8bdd\u672c\u8eab\uff0c<strong>\u5de5\u5177\u8c03\u7528\u4e5f\u4f1a\u88ab\u603b\u7ed3<\/strong>\u3002\u5f53 Claude \u8fde\u7eed\u8dd1\u5f88\u591a\u5de5\u5177\uff08\u6bd4\u5982\u4e00\u5806 grep \u518d\u52a0\u4e00\u6279\u6587\u4ef6\u8bfb\u53d6\uff09\uff0c\u7cfb\u7edf\u4f1a\u5728\u540e\u53f0\u751f\u6210\u4e00\u4e2a\u7cbe\u7b80\u7248\u672c\uff0c\u6bd4\u5982\uff1a\u300c\u5728\u6574\u4e2a\u4ee3\u7801\u5e93\u4e2d\u641c\u7d22 X\uff0c\u5728 A\u3001B\u3001C \u6587\u4ef6\u4e2d\u627e\u5230\u76f8\u5173\u5b9e\u73b0\uff0c\u5e76\u8fdb\u4e00\u6b65\u8bfb\u53d6\u8fd9\u4e9b\u6587\u4ef6\u300d\u3002\u5f53\u4e0a\u4e0b\u6587\u5f00\u59cb\u7d27\u5f20\u65f6\uff0c\u8fd9\u79cd\u6458\u8981\u53ef\u4ee5\u76f4\u63a5\u66ff\u6362\u6389\u539f\u672c\u5197\u957f\u7684\u5de5\u5177\u8f93\u51fa\u3002<\/p>\n\n\n\n<p>\u5982\u679c\u524d\u9762\u7684\u7b56\u7565\u90fd\u6ca1\u515c\u4f4f\uff0c\u8fd8\u6709\u6700\u540e\u4e00\u5c42\uff1a<strong>\u53cd\u5e94\u5f0f\u538b\u7f29<\/strong>\u3002\u8fd9\u4e2a\u4e0d\u662f\u63d0\u524d\u89e6\u53d1\u7684\uff0c\u800c\u662f\u300c\u51fa\u4e8b\u4e86\u624d\u4f1a\u9876\u4e0a\u300d\uff1a\u5f53 API \u56e0\u4e3a&nbsp;<code>prompt_too_long<\/code>&nbsp;\u76f4\u63a5\u62d2\u7edd\u8bf7\u6c42\uff0c\u7cfb\u7edf\u4f1a\u7acb\u523b\u6355\u83b7\u8fd9\u4e2a\u9519\u8bef\uff0c\u5f53\u573a\u505a\u4e00\u6b21\u538b\u7f29\uff0c\u7136\u540e\u91cd\u5efa\u8bf7\u6c42\uff0c\u518d\u8bd5\u4e00\u904d\u3002<\/p>\n\n\n\n<p>\u8fd9\u91cc\u8fd8\u6709\u4e00\u4e2a\u633a\u6709\u610f\u601d\u7684\u5de5\u7a0b\u7ec6\u8282\uff1a\u7cfb\u7edf\u91cc\u4e13\u95e8\u52a0\u4e86\u4e00\u4e2a\u300c\u65ad\u8def\u5668\u300d\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\/\/ Stop trying autocompact after this many consecutive failures.\n\/\/ BQ 2026-03-10: 1,279 sessions had 50+ consecutive failures\n\/\/ (up to 3,272) in a single session, wasting ~250K API calls\/day globally.\nconst MAX_CONSECUTIVE_AUTOCOMPACT_FAILURES = 3<\/code><\/pre>\n\n\n\n<p>\u6ce8\u91ca\u91cc\u8bf4\u660e\u4e86\u5386\u53f2\u80cc\u666f\uff1a\u66fe\u7ecf\u6709&nbsp;<strong>1,279 \u4e2a\u4f1a\u8bdd<\/strong>\uff0c\u5728\u538b\u7f29\u5931\u8d25\u540e\u8fd8\u5728\u4e0d\u65ad\u91cd\u8bd5\uff0c\u6709\u7684\u751a\u81f3\u5728\u4e00\u4e2a\u4f1a\u8bdd\u91cc\u8fde\u7eed\u5931\u8d25&nbsp;<strong>3,000+ \u6b21<\/strong>\uff0c\u6bcf\u5929\u767d\u767d\u6d6a\u8d39\u5927\u7ea6&nbsp;<strong>25 \u4e07\u6b21 API \u8c03\u7528\u3002<\/strong><\/p>\n\n\n\n<p>\u6700\u540e\u7684\u89e3\u51b3\u529e\u6cd5\u662f\u8fde\u7eed\u5931\u8d25 3 \u6b21\u540e\uff0c\u5c31\u4e0d\u518d\u5c1d\u8bd5\u81ea\u52a8\u538b\u7f29\uff0c\u9632\u6b62\u65e0\u9650\u5faa\u73af\u6216\u5927\u91cf\u6d6a\u8d39 API \u8c03\u7528\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u6b65\u9aa4 8\uff1a\u7ec8\u6b62\u4e0e\u9519\u8bef\u6062\u590d<\/strong><\/h3>\n\n\n\n<p>\u5faa\u73af\u603b\u4f1a\u6709\u7ed3\u675f\u7684\u4e00\u523b\u3002\u6700\u7406\u60f3\u7684\u60c5\u51b5\u5176\u5b9e\u5f88\u7b80\u5355\uff1aClaude \u6700\u540e\u4e00\u8f6e\u53ea\u8fd4\u56de\u4e86\u4e00\u6bb5\u6587\u672c\uff0c\u6ca1\u6709\u518d\u8c03\u7528\u4efb\u4f55\u5de5\u5177\u3002\u8fd9\u65f6&nbsp;<code>needsFollowUp = false<\/code>\uff0c\u6d41\u7a0b\u81ea\u7136\u6536\u5c3e\uff0c\u51fd\u6570\u8fd4\u56de&nbsp;<code>{ reason: 'completed' }<\/code>\u3002<\/p>\n\n\n\n<p>\u4f46\u73b0\u5b9e\u4e0d\u4f1a\u603b\u8fd9\u4e48\u987a\u5229\u3002\u4e00\u4e2a\u5b8c\u6574\u7684 Agent \u5faa\u73af\uff0c\u53ef\u80fd\u5728\u5f88\u591a\u4e0d\u540c\u7684\u8282\u70b9\u505c\u4e0b\u6765\uff0c\u800c Claude Code \u57fa\u672c\u628a\u8fd9\u4e9b\u60c5\u51b5\u90fd\u63d0\u524d\u8003\u8651\u5230\u4e86\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table><tbody><tr><th>\u7ec8\u6b62\u539f\u56e0<\/th><th>\u53d1\u751f\u4e86\u4ec0\u4e48<\/th><\/tr><tr><td>completed<\/td><td>\u6b63\u5e38\u7ed3\u675f\uff0cClaude \u7ed9\u51fa\u6700\u7ec8\u7b54\u6848<\/td><\/tr><tr><td>max_turns<\/td><td>\u8dd1\u5230\u6700\u5927\u8f6e\u6b21\uff0c\u88ab\u5f3a\u5236\u6536\u4f4f<\/td><\/tr><tr><td>aborted_streaming<\/td><td>\u7528\u6237\u5728\u751f\u6210\u8fc7\u7a0b\u4e2d Ctrl+C<\/td><\/tr><tr><td>aborted_tools<\/td><td>\u5de5\u5177\u6267\u884c\u65f6\u88ab\u7528\u6237\u6253\u65ad<\/td><\/tr><tr><td>prompt_too_long<\/td><td>\u4e0a\u4e0b\u6587\u592a\u5927\uff0c\u6240\u6709\u538b\u7f29\u7b56\u7565\u90fd\u5931\u8d25<\/td><\/tr><tr><td>model_error<\/td><td>\u6a21\u578b\u76f4\u63a5\u62a5\u9519\uff0c\u6ca1\u6cd5\u6062\u590d<\/td><\/tr><tr><td>blocking_limit<\/td><td>\u7981\u7528\u81ea\u52a8\u538b\u7f29\u65f6\u8fbe\u5230\u786c\u4e0a\u4e0b\u6587\u9650\u5236<\/td><\/tr><tr><td>hook_stopped<\/td><td>\u5916\u90e8\u94a9\u5b50\u660e\u786e\u8981\u6c42\u505c\u6b62<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u5728\u5faa\u73af\u56e0\u4e3a\u9519\u8bef\u9000\u51fa\u4e4b\u524d\uff0c\u7cfb\u7edf\u4f1a\u5148\u5c1d\u8bd5\u81ea\u6211\u6062\u590d\u3002\u4e0d\u540c\u7c7b\u578b\u7684\u95ee\u9898\uff0c\u5bf9\u5e94\u7684\u5904\u7406\u65b9\u5f0f\u4e5f\u4e0d\u4e00\u6837\uff1a<\/p>\n\n\n\n<p><strong>\u63d0\u793a\u592a\u957f<\/strong>\uff1a\u4f1a\u5148\u505a\u4e00\u6b21\u300c\u8f7b\u91cf\u6e05\u7406\u300d\uff0c\u5220\u6389\u4e00\u4e9b\u7ec6\u8282\u4e0a\u4e0b\u6587\uff0c\u4f46\u4fdd\u7559\u6574\u4f53\u7ed3\u6784\u3002\u5982\u679c\u8fd8\u662f\u4e0d\u591f\uff0c\u5c31\u628a\u6574\u4e2a\u4e0a\u4e0b\u6587\u505a\u4e00\u8f6e\u6458\u8981\u538b\u7f29\u3002\u518d\u4e0d\u884c\uff0c\u624d\u4f1a\u62a5\u9519\u9000\u51fa\u3002<\/p>\n\n\n\n<p><strong>\u8f93\u51fa token \u8d85\u9650<\/strong>\uff1a\u5982\u679c\u54cd\u5e94\u592a\u957f\u5bfc\u81f4\u4e2d\u9014\u88ab\u622a\u65ad\uff0c\u4f1a\u5148\u63d0\u9ad8\u8f93\u51fa\u4e0a\u9650\u518d\u8bd5\u4e00\u6b21\u3002\u5982\u679c\u8fd8\u4e0d\u591f\uff0c\u5c31\u4ece\u4e2d\u65ad\u7684\u5730\u65b9\u7ee7\u7eed\u751f\u6210\uff0c\u6700\u591a\u5c1d\u8bd5 3 \u6b21\u3002\u5b9e\u5728\u5199\u4e0d\u5b8c\uff0c\u5c31\u8fd4\u56de\u5f53\u524d\u5df2\u6709\u7684\u5185\u5bb9\u3002<\/p>\n\n\n\n<p><strong>\u670d\u52a1\u5668\u8fc7\u8f7d\uff08529\uff09<\/strong>\uff1a\u524d\u53f0\u8bf7\u6c42\u4f1a\u7528\u6307\u6570\u9000\u907f\u91cd\u8bd5\uff0c\u5c3d\u91cf\u7b49\u670d\u52a1\u6062\u590d\u3002\u4f46\u540e\u53f0\u4efb\u52a1\uff08\u6bd4\u5982\u6458\u8981\u3001\u5206\u7c7b\u3001\u8bb0\u5fc6\uff09\u4e0d\u4f1a\u91cd\u8bd5\uff0c\u907f\u514d\u5728\u9ad8\u8d1f\u8f7d\u65f6\u628a\u538b\u529b\u653e\u5927\u3002<\/p>\n\n\n\n<p><strong>\u6a21\u578b\u56de\u9000<\/strong>\uff1a\u5982\u679c\u4e3b\u6a21\u578b\u4e00\u76f4\u8fd4\u56de 529\uff0c\u4f1a\u5207\u6362\u5230\u5907\u7528\u6a21\u578b\u3002\u5207\u6362\u65f6\u4f1a\u6e05\u7406\u5f53\u524d\u72b6\u6001\uff0c\u628a\u672a\u5b8c\u6210\u7684\u5185\u5bb9\u6807\u8bb0\u6389\uff0c\u7136\u540e\u7528\u65b0\u6a21\u578b\u91cd\u65b0\u8dd1\u4e00\u8f6e\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u9ad8\u7ea7\u7279\u6027\uff1a\u5148\u601d\u8003\u540e\u884c\u52a8<\/strong><\/h3>\n\n\n\n<p>\u524d\u9762\u8bb2\u7684\u6d41\u7a0b\uff0c\u5176\u5b9e\u662f\u4e00\u4e2a\u6700\u7b80\u5355\u7684\u95ed\u73af\uff1a\u7528\u6237\u63d0\u95ee \u2192 Claude \u56de\u7b54 \u2192 \u8c03\u5de5\u5177 \u2192 \u8fd4\u56de\u7ed3\u679c\u3002\u4f46\u771f\u5b9e\u4efb\u52a1\u5f80\u5f80\u6ca1\u8fd9\u4e48\u7ebf\u6027\u3002\u6bd4\u5982\u4f60\u8ba9 Claude Code \u53bb\u300c\u91cd\u6784\u8ba4\u8bc1\u7cfb\u7edf\u300d\uff0c\u8fd9\u901a\u5e38\u610f\u5473\u7740\uff1a\u6d89\u53ca\u51e0\u5341\u4e2a\u6587\u4ef6\uff0c\u9700\u8981\u591a\u8f6e\u5206\u6790\u548c\u4fee\u6539\uff0c\u8fd8\u8981\u4fdd\u8bc1\u8fc7\u7a0b\u4e0d\u51fa\u9519\u3002<\/p>\n\n\n\n<p>\u8fd9\u65f6\u5019\uff0c\u5982\u679c\u8fd8\u662f\u300c\u60f3\u5230\u4ec0\u4e48\u5c31\u505a\u4ec0\u4e48\u300d\uff0c\u5f88\u5bb9\u6613\u8d8a\u6539\u8d8a\u4e71\u3002\u6240\u4ee5\u5728\u771f\u6b63\u52a8\u624b\u4e4b\u524d\uff0cAgent \u9700\u8981\u5148\u505a\u4e00\u4ef6\u66f4\u91cd\u8981\u7684\u4e8b\uff1a<strong>\u60f3\u6e05\u695a\u8981\u600e\u4e48\u505a\uff0c\u4ee5\u53ca\u73b0\u5728\u505a\u5230\u54ea\u4e00\u6b65\u4e86<\/strong>\u3002<\/p>\n\n\n\n<p>Claude Code \u4e3a\u6b64\u63d0\u4f9b\u4e86\u4e24\u4e2a\u5173\u952e\u80fd\u529b\uff1a<\/p>\n\n\n\n<ul>\n<li><strong>\u8ba1\u5212\u6a21\u5f0f\uff08Plan Mode\uff09<\/strong>\uff1a\u5148\u62c6\u89e3\u4efb\u52a1\uff0c\u660e\u786e\u6b65\u9aa4\uff0c\u518d\u6267\u884c<\/li>\n\n\n\n<li><strong>\u4efb\u52a1\uff08Tasks\uff09<\/strong>\uff1a\u5728\u6267\u884c\u8fc7\u7a0b\u4e2d\u6301\u7eed\u8ddf\u8e2a\u8fdb\u5ea6\uff0c\u77e5\u9053\u81ea\u5df1\u8fd8\u5dee\u4ec0\u4e48<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Plan Mode\uff1a\u89c4\u5212\u6a21\u5f0f<\/strong><\/h3>\n\n\n\n<p>Plan Mode \u672c\u8d28\u4e0a\u53ea\u662f\u6743\u9650\u7cfb\u7edf\u91cc\u7684\u4e00\u4e2a\u300c\u72b6\u6001\u5207\u6362\u300d\u3002\u5f53 Claude \u8fdb\u5165\u8fd9\u4e2a\u6a21\u5f0f\uff08\u53ef\u4ee5\u662f\u5b83\u81ea\u5df1\u51b3\u5b9a\uff0c\u4e5f\u53ef\u4ee5\u662f\u4f60\u89e6\u53d1\uff09\uff0c<code>toolPermissionContext.mode<\/code>&nbsp;\u4f1a\u88ab\u5207\u5230&nbsp;<code>'plan'<\/code>\uff0c\u540c\u65f6\u628a\u4e4b\u524d\u7684\u6a21\u5f0f\u5b58\u5728&nbsp;<code>prePlanMode<\/code>&nbsp;\u91cc\uff0c\u65b9\u4fbf\u540e\u9762\u6062\u590d\u3002<\/p>\n\n\n\n<p>\u4f46\u771f\u6b63\u7684\u53d8\u5316\uff0c\u5176\u5b9e\u4e0d\u5728\u6743\u9650\uff0c\u800c\u5728<strong>\u884c\u4e3a\u5f15\u5bfc<\/strong>\u3002<\/p>\n\n\n\n<p>\u4ece\u6280\u672f\u4e0a\u8bb2\uff0c\u4ec0\u4e48\u90fd\u6ca1\u88ab\u5173\u6389\uff1aClaude \u4f9d\u7136\u53ef\u4ee5\u7528\u6240\u6709\u5de5\u5177\uff0c\u751a\u81f3<strong>\u8fd8\u80fd\u6539\u6587\u4ef6<\/strong>\u3002<\/p>\n\n\n\n<p>\u4f46\u7cfb\u7edf\u4f1a\u5728\u4e0a\u4e0b\u6587\u91cc\u52a0\u4e00\u6bb5\u5f88\u660e\u786e\u7684\u63d0\u793a\uff0c\u5927\u6982\u610f\u601d\u5c31\u662f\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\u5728\u8ba1\u5212\u6a21\u5f0f\u4e0b\uff0c\u4f60\u5e94\u8be5\u6309\u7167\u4ee5\u4e0b\u6b65\u9aa4\u64cd\u4f5c\uff1a\n\n1. \u4ed4\u7ec6\u6d4f\u89c8\u4ee3\u7801\u5e93\uff0c\u4e86\u89e3\u5df2\u6709\u7684\u6a21\u5f0f\u548c\u7ed3\u6784\n2. \u627e\u51fa\u7c7b\u4f3c\u529f\u80fd\u6216\u67b6\u6784\u65b9\u6848\n3. \u601d\u8003\u591a\u79cd\u5b9e\u73b0\u65b9\u5f0f\u53ca\u5176\u5229\u5f0a\n4. \u5982\u6709\u9700\u8981\uff0c\u4f7f\u7528 AskUserQuestion \u6f84\u6e05\u65b9\u6cd5\n5. \u5236\u5b9a\u5177\u4f53\u7684\u5b9e\u65bd\u7b56\u7565\n6. \u51c6\u5907\u597d\u540e\uff0c\u7528 ExitPlanMode \u63d0\u4ea4\u4f60\u7684\u8ba1\u5212\u4ee5\u4f9b\u6279\u51c6\n\n\u6ce8\u610f\uff1a\u5728\u8fd9\u4e2a\u9636\u6bb5\u4e0d\u8981\u7f16\u5199\u6216\u4fee\u6539\u4efb\u4f55\u6587\u4ef6\uff0c\u8fd9\u662f\u4e00\u4e2a\u7eaf\u7cb9\u7684\u53ea\u8bfb\u63a2\u7d22\u548c\u89c4\u5212\u9636\u6bb5\u3002<\/code><\/pre>\n\n\n\n<p>\u8fd9\u91cc\u6709\u4e2a\u5f88\u5173\u952e\u7684\u70b9\uff1a<strong>\u5b83\u4e0d\u662f\u9760\u300c\u9650\u5236\u5de5\u5177\u300d\uff0c\u800c\u662f\u9760\u63d0\u793a\u8bcd\u53bb\u5f15\u5bfc\u884c\u4e3a<\/strong>\u3002<\/p>\n\n\n\n<p>Claude \u5728\u8ba1\u5212\u6a21\u5f0f\u4e0b\uff0c\u5176\u5b9e\u4ecd\u7136\u6709\u5199\u6743\u9650\uff0c\u4f46\u7cfb\u7edf\u7ed9\u51fa\u7684\u6307\u4ee4\u975e\u5e38\u660e\u786e\uff1a\u73b0\u5728\u5148\u63a2\u7d22\uff0c\u4e0d\u8981\u4fee\u6539\u3002\u5b9e\u9645\u6548\u679c\u4e5f\u633a\u7b26\u5408\u9884\u671f\u2014\u2014\u5b83\u4f1a\u53bb\u8bfb\u6587\u4ef6\u3001\u8dd1 grep\u3001\u68b3\u7406\u4ee3\u7801\u7ed3\u6784\uff0c\u7136\u540e\u6162\u6162\u628a\u4e00\u5957\u53ef\u884c\u7684\u65b9\u6848\u62fc\u51fa\u6765\uff0c\u800c\u4e0d\u662f\u4e00\u4e0a\u6765\u5c31\u52a8\u624b\u6539\u4ee3\u7801\u3002<\/p>\n\n\n\n<p>\u8ba1\u5212\u751f\u6210\u4e4b\u540e\uff0c\u4e5f\u4e0d\u662f\u76f4\u63a5\u6267\u884c\u3002Claude \u4f1a\u628a\u8ba1\u5212\u4fdd\u5b58\u6210\u4e00\u4e2a\u6587\u4ef6\uff0c\u5e76\u5728\u8c03\u7528&nbsp;<code>ExitPlanMode<\/code>&nbsp;\u65f6\uff0c\u628a\u8fd9\u4efd\u8ba1\u5212\u5c55\u793a\u7ed9\u4f60\u786e\u8ba4\u3002\u53ea\u6709\u5728\u4f60\u660e\u786e\u540c\u610f\u4e4b\u540e\uff0c\u7cfb\u7edf\u624d\u4f1a\u6062\u590d\u5230\u8fdb\u5165\u8ba1\u5212\u6a21\u5f0f\u4e4b\u524d\u7684\u6743\u9650\u72b6\u6001\uff0c\u540c\u65f6\u628a\u8fd9\u4efd\u300c\u5df2\u6279\u51c6\u7684\u8ba1\u5212\u300d\u91cd\u65b0\u585e\u56de\u4e0a\u4e0b\u6587\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\u7528\u6237\u5df2\u6279\u51c6\u4f60\u7684\u8ba1\u5212\uff0c\u4f60\u73b0\u5728\u53ef\u4ee5\u5f00\u59cb\u7f16\u7801\u3002\n\u5728\u5f00\u59cb\u4e4b\u524d\uff0c\u5982\u679c\u9700\u8981\uff0c\u8bf7\u5148\u66f4\u65b0\u4f60\u7684\u5f85\u529e\u5217\u8868\u3002\n\n## \u5df2\u6279\u51c6\u7684\u8ba1\u5212\n1. \u5c06\u8ba4\u8bc1\u903b\u8f91\u4ece `middleware.ts` \u63d0\u53d6\u5230 `auth\/service.ts`\n2. \u66f4\u65b0\u767b\u5f55\u5904\u7406\u7a0b\u5e8f\u4ee5\u4f7f\u7528\u65b0\u7684\u8ba4\u8bc1\u670d\u52a1\n3. \u4e3a\u8ba4\u8bc1\u670d\u52a1\u7f16\u5199\u5355\u5143\u6d4b\u8bd5\n4. \u66f4\u65b0\u76f8\u5173\u7684\u96c6\u6210\u6d4b\u8bd5\n5. \u5220\u9664\u5df2\u5f03\u7528\u7684\u8ba4\u8bc1\u52a9\u624b<\/code><\/pre>\n\n\n\n<p>\u73b0\u5728 Claude \u7684\u72b6\u6001\u5c31\u5f88\u6e05\u6670\u4e86\uff1a<strong>\u65e2\u6709\u5199\u6743\u9650\uff0c\u4e5f\u6709\u4e00\u4efd\u660e\u786e\u8981\u6267\u884c\u7684\u8ba1\u5212<\/strong>\u3002\u63a5\u4e0b\u6765\u57fa\u672c\u5c31\u662f\u6309\u6b65\u9aa4\u63a8\u8fdb\uff0c\u800c\u4e0d\u662f\u8fb9\u60f3\u8fb9\u6539\u3002<\/p>\n\n\n\n<p>\u8fd8\u6709\u4e00\u4e2a\u633a\u7ec6\u8282\u4f46\u5f88\u91cd\u8981\u7684\u8bbe\u8ba1\uff1a<strong>\u8ba1\u5212\u6a21\u5f0f\u7684\u63d0\u793a\u662f\u300c\u6709\u8282\u5236\u5730\u51fa\u73b0\u300d\u7684<\/strong>\u3002<\/p>\n\n\n\n<p>\u5b83\u4e0d\u4f1a\u5728\u6bcf\u4e00\u8f6e\u90fd\u628a\u5b8c\u6574\u7684\u8ba1\u5212\u63d0\u9192\u91cd\u65b0\u585e\u4e00\u904d\uff0c\u800c\u662f\u505a\u4e86\u51e0\u5c42\u63a7\u5236\uff1a<\/p>\n\n\n\n<ul>\n<li>\u6709\u65f6\u5019\u7ed9<strong>\u5b8c\u6574\u63d0\u9192<\/strong><\/li>\n\n\n\n<li>\u6709\u65f6\u5019\u53ea\u7ed9<strong>\u7b80\u5316\u7248\u672c<\/strong><\/li>\n\n\n\n<li>\u5982\u679c\u6700\u8fd1\u521a\u63d0\u9192\u8fc7\uff0c<strong>\u8fd9\u4e00\u8f6e\u5c31\u76f4\u63a5\u8df3\u8fc7<\/strong><\/li>\n<\/ul>\n\n\n\n<p>\u8fd9\u6837\u505a\u7684\u76ee\u7684\u5f88\u7b80\u5355\uff1a<strong>\u907f\u514d\u8fd9\u4e9b\u89c4\u5212\u63d0\u793a\u53cd\u590d\u51fa\u73b0\uff0c\u628a\u4e0a\u4e0b\u6587\u6491\u7206\u3002<\/strong><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Tasks\uff1a\u4efb\u52a1\u7cfb\u7edf<\/strong><\/h3>\n\n\n\n<p>\u5982\u679c\u8bf4 Plan Mode \u89e3\u51b3\u7684\u662f\u300c\u5148\u60f3\u6e05\u695a\u518d\u52a8\u624b\u300d\uff0c\u90a3 Tasks \u89e3\u51b3\u7684\u5c31\u662f\u53e6\u4e00\u4ef6\u4e8b\uff1a\u505a\u7740\u505a\u7740\uff0c\u522b\u628a\u81ea\u5df1\u505a\u4e22\u4e86\u3002<\/p>\n\n\n\n<p>\u4efb\u52a1\u7cfb\u7edf\u672c\u8d28\u4e0a\u5f88\u7b80\u5355\uff0c\u5c31\u662f\u4e00\u7ec4\u56f4\u7ed5\u300c\u4efb\u52a1\u72b6\u6001\u300d\u7684\u5de5\u5177\uff1a<\/p>\n\n\n\n<ul>\n<li><code>TaskCreateTool<\/code>\uff1a\u521b\u5efa\u4efb\u52a1<\/li>\n\n\n\n<li><code>TaskGetTool<\/code>\uff1a\u67e5\u770b\u4efb\u52a1<\/li>\n\n\n\n<li><code>TaskUpdateTool<\/code>\uff1a\u66f4\u65b0\u8fdb\u5ea6<\/li>\n\n\n\n<li><code>TaskListTool<\/code>\uff1a\u5217\u51fa\u6240\u6709\u4efb\u52a1<\/li>\n<\/ul>\n\n\n\n<p>\u6240\u6709\u4efb\u52a1\u90fd\u4f1a\u88ab\u5b58\u6210\u4e00\u4e2a JSON \u6587\u4ef6\uff0c\u843d\u5728\u78c1\u76d8\u4e0a\uff0c\u7b97\u662f\u4e00\u79cd\u5f88\u8f7b\u91cf\u7684\u300c\u5916\u90e8\u8bb0\u5fc6\u300d\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>{\n  id: string,\n  subject: string,\n  description: string,\n  status: 'pending' | 'in_progress' | 'completed',\n  blocks: string&#91;],      \/\/ \u6b64\u4efb\u52a1\u963b\u6b62\u7684\u4efb\u52a1 ID\n  blockedBy: string&#91;],   \/\/ \u963b\u6b62\u6b64\u4efb\u52a1\u7684\u4efb\u52a1 ID\n  owner: string,         \/\/ \u54ea\u4e2a agent \u62e5\u6709\u6b64\u4efb\u52a1\n}<\/code><\/pre>\n\n\n\n<p>\u4efb\u52a1\u4e4b\u95f4\u5176\u5b9e\u662f\u53ef\u4ee5\u5efa\u7acb\u300c\u4f9d\u8d56\u5173\u7cfb\u300d\u7684\u3002\u901a\u8fc7&nbsp;<code>blocks<\/code>&nbsp;\u548c&nbsp;<code>blockedBy<\/code>&nbsp;\u8fd9\u4e24\u4e2a\u5b57\u6bb5\uff0c\u4efb\u52a1\u4f1a\u5f62\u6210\u4e00\u4e2a\u7b80\u5355\u7684\u4f9d\u8d56\u56fe\u3002\u6bd4\u5982\u4efb\u52a1 #3 \u88ab\u4efb\u52a1 #1 \u963b\u585e\uff0c\u90a3 Agent \u5c31\u77e5\u9053\uff1a#1 \u6ca1\u505a\u5b8c\u4e4b\u524d\uff0c#3 \u4e0d\u8be5\u52a8\u3002\u8fd9\u6837\u5c31\u907f\u514d\u4e86\u300c\u987a\u5e8f\u9519\u4e71\u300d\u6216\u8005\u63d0\u524d\u52a8\u624b\u5bfc\u81f4\u8fd4\u5de5\u3002<\/p>\n\n\n\n<p>\u4f46\u5149\u6709\u7ed3\u6784\u8fd8\u4e0d\u591f\uff0c\u8fd8\u5f97\u6301\u7eed\u63d0\u9192\u3002\u7cfb\u7edf\u4f1a\u5b9a\u671f\u68c0\u67e5\uff1a<code>getTaskReminderAttachments()<\/code>&nbsp;\u68c0\u67e5 Agent \u5df2\u7ecf\u591a\u4e45\u6ca1\u78b0\u4efb\u52a1\u7cfb\u7edf\u4e86\u3002\u5982\u679c\u65f6\u95f4\u6709\u70b9\u4e45\uff0c\u5c31\u4f1a\u5f80\u4e0a\u4e0b\u6587\u91cc\u585e\u4e00\u4e2a\u63d0\u9192\uff0c\u6bd4\u5982\uff1a\u4f60\u73b0\u5728\u6709 3 \u4e2a\u5f85\u5904\u7406\u4efb\u52a1\uff0c1 \u4e2a\u8fdb\u884c\u4e2d\u3002<\/p>\n\n\n\n<p>\u8fd9\u4e2a\u63d0\u9192\u7684\u4f5c\u7528\u5f88\u76f4\u63a5\u2014\u2014\u628a Agent \u62c9\u56de\u6b63\u8f68\uff0c\u8ba9\u5b83\uff1a\u66f4\u65b0\u8fdb\u5ea6\u3001\u6807\u8bb0\u5b8c\u6210\u6216\u8005\u5207\u6362\u5230\u4e0b\u4e00\u4e2a\u4efb\u52a1\u3002\u66f4\u6709\u610f\u601d\u7684\u662f\uff0c\u4efb\u52a1\u7cfb\u7edf\u4e0d\u53ea\u662f\u5355\u4eba\u7528\u7684\uff0c\u5b83\u662f\u652f\u6301<strong>\u591a Agent \u534f\u4f5c\u7684<\/strong>\u3002<\/p>\n\n\n\n<p>\u5f53\u591a\u4e2a Agent \u4e00\u8d77\u5de5\u4f5c\u65f6\uff1a<\/p>\n\n\n\n<ul>\n<li>\u5b83\u4eec\u5171\u4eab\u540c\u4e00\u4efd\u4efb\u52a1\u5217\u8868\uff08\u6309\u56e2\u961f\uff0c\u800c\u4e0d\u662f\u6309\u4f1a\u8bdd\uff09<\/li>\n\n\n\n<li>\u8c01\u63a5\u624b\u4e86\u4efb\u52a1\uff0c\u5c31\u4f1a\u88ab\u6807\u8bb0\u4e3a owner<\/li>\n\n\n\n<li>\u5982\u679c\u4efb\u52a1\u88ab\u91cd\u65b0\u5206\u914d\uff0c\u65b0\u7684\u8d1f\u8d23\u4eba\u4f1a\u6536\u5230\u4e00\u6761\u5185\u90e8\u901a\u77e5<\/li>\n<\/ul>\n\n\n\n<p>\u4e5f\u5c31\u662f\u8bf4\uff0c\u8fd9\u5957\u673a\u5236\u4e0d\u4ec5\u5728\u89e3\u51b3\u300c\u6211\u505a\u5230\u54ea\u4e86\u300d\uff0c\u8fd8\u5728\u89e3\u51b3\uff1a<strong>\u6211\u4eec\u56e2\u961f\u73b0\u5728\u5404\u81ea\u5728\u505a\u4ec0\u4e48<\/strong>\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u8fd9\u4e9b\u5982\u4f55\u878d\u5165\u5faa\u73af<\/strong><\/h3>\n\n\n\n<p>Plan Mode \u548c Tasks\uff0c\u5176\u5b9e\u5e76\u6ca1\u6709\u6539\u53d8\u6574\u4e2a Agent \u5faa\u73af\u7684\u7ed3\u6784\u3002\u5faa\u73af\u8fd8\u662f\u90a3\u4e2a\u5faa\u73af\uff1a\u6536\u96c6\u4e0a\u4e0b\u6587 \u2192 \u8c03\u6a21\u578b \u2192 \u8c03\u5de5\u5177 \u2192 \u5199\u56de\u7ed3\u679c \u2192 \u8fdb\u5165\u4e0b\u4e00\u8f6e\u3002\u5b83\u4eec\u53ea\u662f<strong>\u5728\u5faa\u73af\u5185\u90e8\u5de5\u4f5c<\/strong>\u3002<\/p>\n\n\n\n<p>\u4ece\u5b9e\u73b0\u4e0a\u770b\uff0c\u4e00\u5207\u90fd\u8fd8\u662f\u5de5\u5177\u8c03\u7528\uff1a<\/p>\n\n\n\n<ul>\n<li><code>EnterPlanMode<\/code>&nbsp;\u662f\u4e00\u6b21\u5de5\u5177\u8c03\u7528<\/li>\n\n\n\n<li><code>TaskCreate<\/code>&nbsp;\u662f\u4e00\u6b21\u5de5\u5177\u8c03\u7528<\/li>\n\n\n\n<li>\u4efb\u52a1\u66f4\u65b0\u3001\u9000\u51fa\u8ba1\u5212\u6a21\u5f0f\uff0c\u4e5f\u5168\u90fd\u662f\u5de5\u5177\u8c03\u7528<\/li>\n<\/ul>\n\n\n\n<p>\u800c\u5728\u6bcf\u4e00\u8f6e\u5f00\u59cb\u65f6\uff08\u6b65\u9aa4 1\uff09\uff0c\u4e0a\u4e0b\u6587\u7ec4\u88c5\u9636\u6bb5\u4f1a\u628a\u8fd9\u4e9b\u72b6\u6001\u4e00\u8d77\u5e26\u4e0a\uff1a<\/p>\n\n\n\n<ul>\n<li>\u5f53\u524d\u662f\u4e0d\u662f\u5728 Plan Mode<\/li>\n\n\n\n<li>\u5f53\u524d\u6709\u54ea\u4e9b\u4efb\u52a1\u3001\u8fdb\u5ea6\u5982\u4f55<\/li>\n<\/ul>\n\n\n\n<p>\u548c\u666e\u901a\u7684\u5de5\u5177\u7ed3\u679c\u4e00\u6837\uff0c\u88ab\u6a21\u578b\u300c\u770b\u5230\u300d\u3002<\/p>\n\n\n\n<p>\u53ef\u4ee5\u628a\u8fd9\u4e2a\u6a21\u5f0f\u603b\u7ed3\u6210\u4e00\u53e5\u8bdd\uff1a<strong>Agent \u7528\u81ea\u5df1\u7684\u5de5\u5177\uff0c\u6765\u7ba1\u7406\u81ea\u5df1\u7684\u5de5\u4f5c<\/strong>\u3002\u5b83\u4e0d\u662f\u5728\u4e00\u4e2a\u5916\u90e8\u7cfb\u7edf\u91cc\u88ab\u8c03\u5ea6\uff0c\u800c\u662f\u5728\u5bf9\u8bdd\u91cc\uff0c\u4e00\u8fb9\u601d\u8003\u3001\u4e00\u8fb9\u884c\u52a8\u3001\u4e00\u8fb9\u66f4\u65b0\u81ea\u5df1\u7684\u72b6\u6001\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u5b50\u667a\u80fd\u4f53\uff1a\u4e0d\u53ef\u907f\u514d\u7684\u9012\u5f52<\/strong><\/h3>\n\n\n\n<p>\u5728\u6b65\u9aa4 5 \u4e2d\uff0c\u6709\u65f6\u5de5\u5177\u8c03\u7528\u4f1a\u662f&nbsp;<code>AgentTool<\/code>\u3002\u5f53\u8fd9\u79cd\u60c5\u51b5\u53d1\u751f\u65f6\uff0c\u5b83\u4f1a\u542f\u52a8\u4e00\u4e2a<strong>\u65b0\u7684\u5faa\u73af<\/strong>\u2014\u2014\u9012\u5f52\u5730\u6267\u884c\u3002<\/p>\n\n\n\n<p><code>AgentTool<\/code>&nbsp;\u63a5\u6536\u63d0\u793a\u8bcd\u3001\u53ef\u9009\u7684 agent \u7c7b\u578b\u548c\u9694\u79bb\u8bbe\u7f6e\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>const baseInputSchema = z.object({\n  description: z.string().describe('A short (3-5 word) description'),\n  prompt: z.string().describe('The task for the agent to perform'),\n  subagent_type: z.string().optional(),\n  model: z.enum(&#91;'sonnet', 'opus', 'haiku']).optional(),\n  run_in_background: z.boolean().optional(),\n})<\/code><\/pre>\n\n\n\n<p>\u5728\u5e95\u5c42\uff0c\u8c03\u7528&nbsp;<code>AgentTool<\/code>&nbsp;\u4f1a<strong>\u542f\u52a8\u4e00\u4e2a\u5168\u65b0\u7684\u5faa\u73af<\/strong>\uff1a<\/p>\n\n\n\n<ul>\n<li>\u5b50\u667a\u80fd\u4f53\u6709\u81ea\u5df1\u72ec\u7acb\u7684&nbsp;<code>query()<\/code>&nbsp;\u5faa\u73af<\/li>\n\n\n\n<li>\u5b83\u6709\u81ea\u5df1\u7684\u6d88\u606f\u5386\u53f2\uff0c\u4e0d\u4f1a\u76f4\u63a5\u5e72\u6270\u4e3b\u667a\u80fd\u4f53<\/li>\n\n\n\n<li>\u5b83\u6709\u81ea\u5df1\u7684\u5de5\u5177\u4e0a\u4e0b\u6587\uff0c\u5e76\u4e14\u53ea\u5141\u8bb8\u8bbf\u95ee\u4e00\u90e8\u5206\u5de5\u5177<\/li>\n<\/ul>\n\n\n\n<p>\u5b50\u667a\u80fd\u4f53<strong>\u4e0d\u80fd\u65e0\u9650\u5236\u5730\u4ea7\u751f\u66f4\u591a\u5b50\u667a\u80fd\u4f53<\/strong>\uff0c\u4e5f\u4e0d\u80fd\u8c03\u7528\u67d0\u4e9b\u654f\u611f\u6216\u53d7\u9650\u7684\u5de5\u5177\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u4e09\u79cd\u9694\u79bb\u6a21\u5f0f<\/strong><\/h3>\n\n\n\n<p>\u9694\u79bb\u6a21\u5f0f\u51b3\u5b9a\u4e86\u5b50\u667a\u80fd\u4f53\u548c\u7236\u667a\u80fd\u4f53\u4e4b\u95f4\u5982\u4f55\u5171\u4eab\u6216\u9694\u79bb\u5de5\u4f5c\u533a\uff1a<\/p>\n\n\n\n<ul>\n<li><strong>\u540c CWD<\/strong>\uff1a\u5b50\u667a\u80fd\u4f53\u548c\u7236\u667a\u80fd\u4f53\u4f7f\u7528\u76f8\u540c\u7684\u5de5\u4f5c\u76ee\u5f55\u3002\u9002\u5408\u9700\u8981\u8bbf\u95ee\u7236\u7ea7\u6587\u4ef6\u7684\u7814\u7a76\u6216\u5206\u6790\u4efb\u52a1\u3002<\/li>\n\n\n\n<li><strong>Worktree<\/strong>\uff1a\u5b50\u667a\u80fd\u4f53\u5728\u4ed3\u5e93\u4e2d\u6709\u81ea\u5df1\u7684&nbsp;<code>git worktree<\/code>&nbsp;\u526f\u672c\u3002\u5b83\u53ef\u4ee5\u81ea\u7531\u4fee\u6539\u800c\u4e0d\u5f71\u54cd\u7236\u667a\u80fd\u4f53\u7684\u5de5\u4f5c\u3002\u5982\u679c\u66f4\u6539\u6709\u7528\uff0c\u53ef\u4ee5\u5408\u5e76\u5230\u4e3b\u5206\u652f\uff1b\u5982\u679c\u4e0d\u9700\u8981\uff0cworktree \u4f1a\u81ea\u52a8\u6e05\u7406\u3002<\/li>\n\n\n\n<li><strong>\u540e\u53f0<\/strong>\uff1a\u5b50\u667a\u80fd\u4f53\u5728\u540e\u53f0\u5f02\u6b65\u8fd0\u884c\u3002\u7236\u667a\u80fd\u4f53\u7ee7\u7eed\u81ea\u5df1\u7684\u4efb\u52a1\uff0c\u5e76\u5728\u5b50\u667a\u80fd\u4f53\u5b8c\u6210\u65f6\u6536\u5230\u901a\u77e5\u3002\u8fd9\u6837 Claude Code \u53ef\u4ee5\u4e00\u8fb9\u505a\u7814\u7a76\uff0c\u4e00\u8fb9\u5e2e\u4f60\u5904\u7406\u5176\u4ed6\u4e8b\u60c5\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u9012\u5f52\u8bbe\u8ba1\u7684\u590d\u6742\u5ea6\u8fb9\u754c<\/strong><\/h3>\n\n\n\n<p>\u5b50\u667a\u80fd\u4f53\u5728\u4ee3\u7801\u5e93\u4e2d\u5e76\u4e0d\u662f\u7279\u522b\u300c\u795e\u79d8\u300d\u3002\u5b83\u5c31\u662f\u4e00\u4e2a\u7f29\u5c0f\u7248\u7684&nbsp;<code>query()<\/code>&nbsp;\u5faa\u73af\u2014\u2014\u4f7f\u7528\u76f8\u540c\u7684\u5de5\u5177\u7cfb\u7edf\u3001\u6743\u9650\u6a21\u578b\u548c\u4e0a\u4e0b\u6587\u538b\u7f29\u903b\u8f91\uff0c\u53ea\u662f\u8303\u56f4\u66f4\u5c0f\u3001\u5de5\u5177\u66f4\u53d7\u9650\u3002<\/p>\n\n\n\n<p>\u5f53\u5b50\u667a\u80fd\u4f53\u5b8c\u6210\u4efb\u52a1\u65f6\uff0c\u5b83\u7684\u8f93\u51fa\u5c31\u50cf\u666e\u901a\u5de5\u5177\u7ed3\u679c\u4e00\u6837\u6d41\u56de\u7236\u5faa\u73af\u3002\u7236\u667a\u80fd\u4f53\u65e0\u9700\u533a\u5206\u5b83\u548c\u666e\u901a\u5de5\u5177\u8c03\u7528\u3002<\/p>\n\n\n\n<p>\u8fd9\u79cd\u8bbe\u8ba1\u4fdd\u8bc1\u4e86\u590d\u6742\u5ea6\u662f\u53ef\u63a7\u7684\uff1a<\/p>\n\n\n\n<ul>\n<li>\u6ca1\u6709\u5355\u72ec\u7684\u300cAgent 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\u662f\u5982\u4f55\u8fd0\u4f5c\u7684\uff1a<\/p>\n\n\n\n<ul>\n<li><strong>\u4e0a\u4e0b\u6587\u7ec4\u88c5<\/strong>\uff1a\u7cfb\u7edf\u63d0\u793a\u8bcd\u3001\u5404\u76ee\u5f55\u4e0b\u7684&nbsp;<code>CLAUDE.md<\/code>\u3001\u6301\u4e45\u8bb0\u5fc6\u548c\u6280\u80fd\u4e00\u8d77\u7ec4\u6210\u5b8c\u6574\u4e0a\u4e0b\u6587<\/li>\n\n\n\n<li><strong>\u5f02\u6b65\u5faa\u73af<\/strong>\uff1a\u54cd\u5e94\u662f\u6d41\u5f0f\u8fd4\u56de\u7684\uff0c\u5de5\u5177\u8c03\u7528\u548c\u72b6\u6001\u66f4\u65b0\u5728\u540e\u53f0\u5e76\u884c\u8fdb\u884c<\/li>\n\n\n\n<li><strong>\u5de5\u5177\u4f53\u7cfb<\/strong>\uff1a\u5185\u7f6e\u5de5\u5177\u52a0\u4e0a MCP 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Code \u66f4\u50cf\u4e00\u4e2a\u5b8c\u6574\u7684 Agent \u6267\u884c\u6846\u67b6\uff0c\u800c\u4e0d\u662f\u7b80\u5355\u7684\u5bf9\u8bdd\u5de5\u5177\u3002\u5b83\u628a\u89c4\u5212\u3001\u6267\u884c\u3001\u53cd\u9988\u8fd9\u4e9b\u73af\u8282\u4e32\u6210\u4e00\u4e2a\u95ed\u73af\uff0c\u8ba9\u590d\u6742\u4efb\u52a1\u53ef\u4ee5\u81ea\u52a8\u63a8\u8fdb\uff0c\u540c\u65f6\u53c8\u4e0d\u81f3\u4e8e\u5931\u63a7\u3002<\/p>\n\n\n\n<p>\u5982\u679c\u4f60\u4e5f\u5728\u505a AI Agent\uff0c\u5f88\u591a\u7cbe\u529b\u5176\u5b9e\u90fd\u4f1a\u82b1\u5728\u8fd9\u5957\u8fd0\u884c\u673a\u5236\uff08Harness\uff09\u4e0a\uff0c\u8fd9\u90e8\u5206\u5f80\u5f80\u624d\u662f\u6700\u6709\u4ef7\u503c\u7684\u5730\u65b9\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>LINK:https:\/\/zhuanlan.zhihu.com\/p\/2025171981390071604 \u4e0a [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[67],"tags":[],"_links":{"self":[{"href":"https:\/\/blog.coolcoding.cn\/index.php?rest_route=\/wp\/v2\/posts\/6428"}],"collection":[{"href":"https:\/\/blog.coolcoding.cn\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/blog.coolcoding.cn\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/blog.coolcoding.cn\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/blog.coolcoding.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=6428"}],"version-history":[{"count":1,"href":"https:\/\/blog.coolcoding.cn\/index.php?rest_route=\/wp\/v2\/posts\/6428\/revisions"}],"predecessor-version":[{"id":6430,"href":"https:\/\/blog.coolcoding.cn\/index.php?rest_route=\/wp\/v2\/posts\/6428\/revisions\/6430"}],"wp:attachment":[{"href":"https:\/\/blog.coolcoding.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=6428"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blog.coolcoding.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=6428"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blog.coolcoding.cn\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=6428"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}