{"id":111,"date":"2025-03-09T20:25:13","date_gmt":"2025-03-09T12:25:13","guid":{"rendered":"https:\/\/blog.rrr.ink\/?p=111"},"modified":"2025-03-27T14:18:23","modified_gmt":"2025-03-27T06:18:23","slug":"%e5%a4%a7%e5%9e%8b%e8%af%ad%e8%a8%80%e6%a8%a1%e5%9e%8b%e9%a9%b1%e5%8a%a8%e7%9a%84%e8%87%aa%e4%b8%bb-agent-%e6%8a%80%e6%9c%af%e4%b8%8e-mcp-%e6%9c%ba%e5%88%b6%e8%a7%a3%e6%9e%90","status":"publish","type":"post","link":"https:\/\/blog.rrr.ink\/?p=111","title":{"rendered":"\u5927\u578b\u8bed\u8a00\u6a21\u578b\u9a71\u52a8\u7684\u81ea\u4e3b Agent \u6280\u672f\u4e0e MCP \u673a\u5236\u89e3\u6790"},"content":{"rendered":"\n<h3 class=\"wp-block-heading\">\u81ea\u4e3b Agent \u6838\u5fc3\u6982\u5ff5<\/h3>\n\n\n\n<p> <strong>LLM \u4f5c\u4e3a\u81ea\u4e3b Agent\uff1a<\/strong>\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u53ef\u4ee5\u5145\u5f53\u81ea\u4e3b\u667a\u80fd\u4f53\uff08Agent\uff09\u7684\u201c\u5927\u8111\u201d\uff0c\u901a\u8fc7\u751f\u6210\u81ea\u7136\u8bed\u8a00\u201c\u601d\u8003\u201d\u548c\u51b3\u7b56\u6765\u63a7\u5236\u884c\u52a8\u3002\u5728\u8fd9\u6837\u7684\u7cfb\u7edf\u4e2d\uff0cLLM \u63a5\u53d7\u9ad8\u5c42\u76ee\u6807\u6216\u4efb\u52a1\u6307\u4ee4\uff0c\u5185\u90e8\u4ea7\u751f\u4e00\u7cfb\u5217\u63a8\u7406\u6b65\u9aa4\uff0c\u7136\u540e\u5c06\u8fd9\u4e9b\u63a8\u7406\u7528\u4e8e\u9009\u62e9\u4e0b\u4e00\u6b65\u52a8\u4f5c\uff08\u4f8b\u5982\u8c03\u7528\u5de5\u5177\u3001\u67e5\u8be2\u6570\u636e\u6216\u8f93\u51fa\u7b54\u6848\uff09\u3002\u7531\u4e8e\u5355\u7eaf\u7684\u8bed\u8a00\u6a21\u578b\u672c\u8eab\u53ea\u80fd\u8f93\u51fa\u6587\u672c\uff0c\u4e0d\u4f1a\u76f4\u63a5\u6267\u884c\u64cd\u4f5c\uff0cAgent \u9700\u8981\u5c06\u6a21\u578b\u8f93\u51fa\u4e0e<strong>\u73af\u5883\u4ea4\u4e92<\/strong>\u7ed3\u5408\uff0c\u4f7f\u6a21\u578b\u7684\u51b3\u7b56\u80fd\u8f6c\u5316\u4e3a\u5b9e\u9645\u884c\u52a8\u3002\u4e3a\u6b64\uff0cLLM \u81ea\u4e3bAgent\u4e00\u822c\u914d\u5907\u989d\u5916\u7684\u7ec4\u4ef6\u6765\u8f85\u52a9\u51b3\u7b56\uff0c\u5305\u62ec<strong>\u89c4\u5212\uff08Planning\uff09<\/strong>\u3001<strong>\u8bb0\u5fc6\uff08Memory\uff09<\/strong>\u548c<strong>\u5de5\u5177\u4f7f\u7528\uff08Tool Use\uff09<\/strong>\u7b49\u6a21\u5757\u3002\uff08\u5982\u56fe1\u6240\u793a\uff09\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1000\" height=\"397\" src=\"https:\/\/blog.rrr.ink\/wp-content\/uploads\/2025\/03\/cf980318-64c2-4add-b190-173da40b0c6c.png\" alt=\"\" class=\"wp-image-120\" srcset=\"https:\/\/blog.rrr.ink\/wp-content\/uploads\/2025\/03\/cf980318-64c2-4add-b190-173da40b0c6c.png 1000w, https:\/\/blog.rrr.ink\/wp-content\/uploads\/2025\/03\/cf980318-64c2-4add-b190-173da40b0c6c-300x119.png 300w, https:\/\/blog.rrr.ink\/wp-content\/uploads\/2025\/03\/cf980318-64c2-4add-b190-173da40b0c6c-768x305.png 768w, https:\/\/blog.rrr.ink\/wp-content\/uploads\/2025\/03\/cf980318-64c2-4add-b190-173da40b0c6c-600x238.png 600w\" sizes=\"(max-width: 1000px) 100vw, 1000px\" \/><\/figure>\n\n\n\n<p><em>*\u56fe1\uff1aLLM \u9a71\u52a8\u81ea\u4e3b Agent \u7cfb\u7edf\u6982\u89c8\u3002LLM \u4f5c\u4e3a\u6838\u5fc3Agent\uff0c\u914d\u5408\u89c4\u5212\u6a21\u5757\uff08\u5b50\u76ee\u6807\u5206\u89e3\u3001\u81ea\u6211\u53cd\u601d\u7b49\uff09\u3001\u8bb0\u5fc6\u6a21\u5757\uff08\u77ed\u671f\/\u957f\u671f\u8bb0\u5fc6\uff09\u4ee5\u53ca\u5916\u90e8\u5de5\u5177\u63a5\u53e3\uff0c\u5b9e\u73b0\u590d\u6742\u4efb\u52a1\u7684\u81ea\u4e3b\u51b3\u7b56\u548c\u6267\u884c<\/em><\/p>\n\n\n\n<p><strong>\u957f\u7a0b\u8bb0\u5fc6\u4e0e\u4e0a\u4e0b\u6587\u7ba1\u7406<\/strong>\uff1aLLM \u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u6709\u9650\uff0c\u96be\u4ee5\u76f4\u63a5\u8bb0\u4f4f\u957f\u4e45\u7684\u4fe1\u606f\uff0c\u56e0\u6b64\u81ea\u4e3bAgent\u901a\u5e38\u9700\u8981\u6a21\u62df<strong>\u77ed\u671f\u8bb0\u5fc6<\/strong>\u548c<strong>\u957f\u671f\u8bb0\u5fc6<\/strong>\u673a\u5236\u3002\u77ed\u671f\u8bb0\u5fc6\u6307\u6a21\u578b\u5728\u5f53\u524d\u5bf9\u8bdd\u6216\u5f53\u524d\u4efb\u52a1\u6b65\u9aa4\u4e2d\u4fdd\u7559\u7684\u4e0a\u4e0b\u6587\uff08\u4f8b\u5982\u6700\u8fd1\u7684\u5bf9\u8bdd\u5386\u53f2\u6216\u8fd1\u671f\u7ed3\u679c\uff09\uff0c\u76f8\u5f53\u4e8e\u6a21\u578b\u7684\u5de5\u4f5c\u5185\u5b58\uff1b\u957f\u671f\u8bb0\u5fc6\u5219\u901a\u8fc7\u5916\u90e8\u5b58\u50a8\uff08\u5982\u5411\u91cf\u6570\u636e\u5e93\uff09\u6765\u4fdd\u5b58\u66f4\u4e45\u8fdc\u6216\u66f4\u5927\u91cf\u7684\u4fe1\u606f\uff0c\u5e76\u5728\u9700\u8981\u65f6\u68c0\u7d22\u76f8\u5173\u5185\u5bb9\u4f9b\u6a21\u578b\u53c2\u8003\u3002\u4f8b\u5982\uff0c\u4e00\u4e2aAgent\u53ef\u4ee5\u5c06\u4e4b\u524d\u7684\u5bf9\u8bdd\u6458\u8981\u3001\u5148\u524d\u4efb\u52a1\u7684\u7ed3\u679c\u5411\u91cf\u5316\u5b58\u50a8\uff0c\u5f53\u9762\u5bf9\u76f8\u5173\u95ee\u9898\u65f6\u518d\u68c0\u7d22\u51fa\u6765\u653e\u5165\u63d0\u793a\u4e2d\u3002\u901a\u8fc7\u8fd9\u79cd<strong>\u68c0\u7d22\u589e\u5f3a<\/strong>\uff08RAG\uff09\u6280\u672f\uff0cAgent \u5f97\u4ee5\u7a81\u7834\u539f\u59cb\u4e0a\u4e0b\u6587\u957f\u5ea6\u9650\u5236\u3002\u6b64\u5916\uff0c\u4e0a\u4e0b\u6587\u7ba1\u7406\u8fd8\u5305\u62ec\u6839\u636e\u5f53\u524d\u4efb\u52a1\u52a8\u6001\u7b5b\u9009\u6216\u603b\u7ed3\u4fe1\u606f\uff0c\u786e\u4fdd\u6a21\u578b\u6bcf\u4e00\u6b65\u770b\u5230\u7684\u63d0\u793a\u65e2\u5305\u542b\u5173\u952e\u5386\u53f2\u53c8\u4e0d\u8fc7\u8f7d\u3002\u6709\u6548\u7684\u4e0a\u4e0b\u6587\u7ba1\u7406\u4f7fAgent\u5728\u957f\u4efb\u52a1\u4e2d\u4fdd\u6301\u8fde\u8d2f\uff0c\u4e0d\u4f1a\u56e0\u4e3a\u9057\u5fd8\u5148\u524d\u5185\u5bb9\u800c\u504f\u79bb\u76ee\u6807\u3002<\/p>\n\n\n\n<p><strong>\u89c4\u5212\u4e0e\u6267\u884c\u5faa\u73af<\/strong>\uff1a\u81ea\u4e3bAgent\u9700\u8981<strong>\u5c06\u590d\u6742\u4efb\u52a1\u5206\u89e3\u6210\u53ef\u7ba1\u7406\u7684\u5b50\u4efb\u52a1<\/strong>\uff0c\u5e76\u901a\u8fc7\u5faa\u73af\u7684\u65b9\u5f0f\u9010\u6b65\u5b8c\u6210\u3002\u5e38\u7528\u65b9\u6cd5\u662f<strong>\u94fe\u5f0f\u601d\u8003 (Chain-of-Thought, CoT)<\/strong> \u63d0\u793a\uff0c\u8ba9\u6a21\u578b\u201c\u9010\u6b65\u601d\u8003\u201d\u5f53\u524d\u5e94\u8be5\u505a\u4ec0\u4e48\u3002\u6a21\u578b\u4f1a\u5728\u5185\u90e8\u63a8\u7406\u4e0b\u4e00\u6b65\u884c\u52a8\u8ba1\u5212\uff0c\u7136\u540e\u6267\u884c\u8be5\u884c\u52a8\uff0c\u518d\u89c2\u5bdf\u7ed3\u679c\uff0c\u5c06\u7ed3\u679c\u7eb3\u5165\u4e0b\u4e00\u6b21\u51b3\u7b56\uff0c\u8fd9\u5f62\u6210\u4e86<strong>\u601d\u8003-\u884c\u52a8-\u89c2\u5bdf\u7684\u5faa\u73af<\/strong>(Think-Act-Observe Loop)\u3002\u4f8b\u5982\uff0c\u6a21\u578b\u53ef\u80fd\u5148\u63a8\u7406\u201c\u6211\u9700\u8981\u67e5\u8be2\u8d44\u6599\u201d\uff0c\u7136\u540e\u8f93\u51fa\u4e00\u4e2a\u8c03\u7528\u641c\u7d22\u5de5\u5177\u7684\u6307\u4ee4\uff0c\u63a5\u6536\u641c\u7d22\u7ed3\u679c\u540e\u518d\u636e\u6b64\u63a8\u7406\u4e0b\u4e00\u4e2a\u6b65\u9aa4\uff0c\u53cd\u590d\u8fed\u4ee3\u76f4\u81f3\u5b8c\u6210\u76ee\u6807\u3002\u8fd9\u4e2a\u5faa\u73af\u7c7b\u4f3c\u4eba\u7c7b\u89e3\u51b3\u95ee\u9898\u7684\u8fc7\u7a0b\uff1a\u4e0d\u65ad\u8ba1\u5212\u3001\u6267\u884c\u3001\u6839\u636e\u53cd\u9988\u8c03\u6574\u8ba1\u5212\u3002\u4e3a\u63d0\u9ad8\u89c4\u5212\u6548\u679c\uff0cAgent \u53ef\u4ee5\u91c7\u7528<strong>\u5b50\u76ee\u6807\u5206\u89e3<\/strong>\uff08\u5c06\u5927\u4efb\u52a1\u62c6\u89e3\u4e3a\u591a\u6b65\uff09\u4ee5\u53ca<strong>\u81ea\u6211\u53cd\u601d<\/strong>\uff08\u5728\u6bcf\u8f6e\u884c\u52a8\u540e\u5ba1\u89c6\u662f\u5426\u504f\u5dee\u6216\u6709\u66f4\u4f18\u89e3\uff09\u7b49\u7b56\u7565\u3002\u4f8b\u5982\uff0cAgent\u53ef\u80fd\u5728\u6267\u884c\u82e5\u5e72\u6b65\u540e\u6682\u505c\uff0c\u603b\u7ed3\u54ea\u91cc\u51fa\u9519\uff0c\u5e76\u4fee\u6539\u540e\u7eed\u8ba1\u5212\uff0c\u4ece\u800c\u9010\u6b65\u903c\u8fd1\u6b63\u786e\u7ed3\u679c\u3002\uff08\u5982\u56fe2\u6240\u793a\uff09\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"471\" src=\"https:\/\/blog.rrr.ink\/wp-content\/uploads\/2025\/03\/react-1024x471.png\" alt=\"\" class=\"wp-image-133\" srcset=\"https:\/\/blog.rrr.ink\/wp-content\/uploads\/2025\/03\/react-1024x471.png 1024w, https:\/\/blog.rrr.ink\/wp-content\/uploads\/2025\/03\/react-300x138.png 300w, https:\/\/blog.rrr.ink\/wp-content\/uploads\/2025\/03\/react-768x353.png 768w, https:\/\/blog.rrr.ink\/wp-content\/uploads\/2025\/03\/react-1536x706.png 1536w, https:\/\/blog.rrr.ink\/wp-content\/uploads\/2025\/03\/react-2048x941.png 2048w, https:\/\/blog.rrr.ink\/wp-content\/uploads\/2025\/03\/react-600x276.png 600w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><em>*\u56fe2\uff1aLLM \u51b3\u7b56\u4efb\u52a1\u7684\u63a8\u7406\u8f68\u8ff9<\/em><\/p>\n\n\n\n<p><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u4e3b\u8981\u67b6\u6784\u8bbe\u8ba1<\/strong><\/h3>\n\n\n\n<p><strong>ReAct \u67b6\u6784<\/strong>\uff1a<a href=\"https:\/\/arxiv.org\/abs\/2210.03629\">ReAct\uff08<strong>Reasoning and Acting<\/strong>\uff09<\/a>\u662f\u4e00\u79cd\u5c06\u63a8\u7406\u548c\u884c\u52a8\u76f8\u7ed3\u5408\u7684\u63d0\u793a\u67b6\u6784\uff0c\u7531 Yao \u7b49\u4eba\u63d0\u51fa\u3002\u5728 ReAct \u4e2d\uff0cLLM \u7684\u8f93\u51fa\u88ab\u8bbe\u8ba1\u4e3a\u4ea4\u66ff\u5305\u542b\u201c\u601d\u8003 (Thought)\u201d\u548c\u201c\u884c\u52a8 (Action)\u201d\u4ee5\u53ca\u5bf9\u884c\u52a8\u7684\u53cd\u9988\u201c\u89c2\u5bdf (Observation)\u201d\u3002\u5177\u4f53\u800c\u8a00\uff0c\u6a21\u578b\u5148\u8f93\u51fa\u601d\u8003\u5185\u5bb9\uff0c\u968f\u540e\u8f93\u51fa\u8981\u6267\u884c\u7684\u52a8\u4f5c\u6307\u4ee4\uff0c\u7136\u540e\u63a5\u6536\u73af\u5883\u8fd4\u56de\u7684\u89c2\u5bdf\u7ed3\u679c\uff0c\u518d\u5c06\u5176\u4e0e\u5148\u524d\u601d\u8003\u5171\u540c\u4f5c\u4e3a\u4e0b\u8f6e\u8f93\u5165\uff0c\u5faa\u73af\u5f80\u590d\u3002\u8fd9\u79cd\u67b6\u6784\u5c06<strong>\u81ea\u7136\u8bed\u8a00\u63a8\u7406<\/strong>\u4e0e<strong>\u79bb\u6563\u5de5\u5177\u64cd\u4f5c<\/strong>\u878d\u5408\u4e3a\u4e00\u4f53\uff0c\u4f7f\u6a21\u578b\u65e2\u80fd\u8fdb\u884c\u590d\u6742\u903b\u8f91\u63a8\u6f14\uff0c\u53c8\u80fd\u901a\u8fc7\u8c03\u7528\u5916\u90e8\u5de5\u5177\u4e0e\u73af\u5883\u4ea4\u4e92\u3002\u5b9e\u9a8c\u8bc1\u660e\uff0c\u5728\u95ee\u7b54\u3001\u63a8\u7406\u7b49\u4efb\u52a1\u4e0a\uff0c\u91c7\u7528 ReAct \u683c\u5f0f\uff08\u663e\u5f0f\u5730\u601d\u8003\u5e76\u884c\u52a8\uff09\u6bd4\u4ec5\u8ba9\u6a21\u578b\u76f4\u63a5\u8f93\u51fa\u7b54\u6848\u7684\u57fa\u7ebf\u6548\u679c\u66f4\u597d\u3002ReAct \u4e3a\u540e\u7eed\u4f17\u591aAgent\u6846\u67b6\u5960\u5b9a\u4e86\u57fa\u7840\u2014\u2014\u4f8b\u5982 LangChain \u7684Agent\u5c31\u662f\u901a\u8fc7\u7c7b\u4f3cReAct\u7684\u6a21\u677f\uff0c\u8ba9\u6a21\u578b\u4ea7\u751f\u884c\u52a8\u6307\u4ee4\u518d\u6267\u884c\u5de5\u5177\uff0c\u518d\u628a\u7ed3\u679c\u53cd\u9988\u7ed9\u6a21\u578b\uff0c\u9010\u6b65\u5b8c\u6210\u4efb\u52a1\u3002<\/p>\n\n\n\n<p><strong>\u51b3\u7b56\u6d41\u7a0b\u4e0e\u4f18\u5316<\/strong>\uff1a\u81ea\u4e3bAgent\u7684\u51b3\u7b56\u6d41\u7a0b\u901a\u5e38\u5305\u542b<strong>\u611f\u77e5-\u601d\u8003-\u884c\u52a8<\/strong>\u7684\u95ed\u73af\uff1aAgent\u4ece\u73af\u5883\u83b7\u53d6\u4fe1\u606f\u6216\u7528\u6237\u8f93\u5165\uff08\u611f\u77e5\uff09\uff0c\u7ed3\u5408\u5185\u90e8\u8bb0\u5fc6\u548c\u76ee\u6807\u8fdb\u884c\u63a8\u7406\u51b3\u7b56\uff08\u601d\u8003\uff09\uff0c\u6267\u884c\u9009\u5b9a\u7684\u64cd\u4f5c\uff08\u884c\u52a8\uff09\uff0c\u63a5\u7740\u83b7\u53d6\u64cd\u4f5c\u7ed3\u679c\uff08\u65b0\u7684\u611f\u77e5\uff09\uff0c\u5e76\u7528\u4e8e\u4e0b\u4e00\u8f6e\u5faa\u73af \u3002\u4e3a\u4e86\u4f7f\u8fd9\u4e00\u8fc7\u7a0b\u66f4\u9ad8\u6548\u3001\u53ef\u9760\uff0c\u7814\u7a76\u8005\u63d0\u51fa\u4e86\u591a\u79cd\u4f18\u5316\u7b56\u7565\uff1a<\/p>\n\n\n\n<ul>\n<li><strong>\u81ea\u6211\u53cd\u601d (Self-Reflection)<\/strong>\uff1aAgent\u5b9a\u671f\u8bc4\u4f30\u81ea\u5df1\u7684\u884c\u52a8\u6548\u679c\uff0c\u8fdb\u884c\u81ea\u6211\u6279\u8bc4\u548c\u8c03\u6574\u3002\u4f8b\u5982 Reflexion \u6846\u67b6\u5f15\u5165\u4e86\u52a8\u6001\u8bb0\u5fc6\u548c\u53cd\u601d\u673a\u5236\uff1a\u6bcf\u5f53Agent\u53d1\u73b0\u9677\u5165\u91cd\u590d\u65e0\u6548\u52a8\u4f5c\u6216\u4ea7\u751f\u9519\u8bef\u7ed3\u679c\u65f6\uff0c\u5c31\u8bb0\u5f55\u4e00\u6761\u53cd\u601d\u4fe1\u606f\u5230\u8bb0\u5fc6\u4e2d\uff0c\u63d0\u793a\u6a21\u578b\u5728\u540e\u7eed\u89c4\u5212\u65f6\u907f\u514d\u76f8\u540c\u9519\u8bef\u3002\u8fd9\u79cd\u901a\u8fc7\u8fc7\u53bb\u5931\u8d25\u7ecf\u9a8c\u6765\u8c03\u6574\u672a\u6765\u51b3\u7b56\u7684\u505a\u6cd5\uff0c\u8ba9Agent\u9010\u6b65\u63d0\u9ad8\u6210\u529f\u7387\u3002<\/li>\n\n\n\n<li><strong>\u591a\u8def\u5f84\u63a8\u7406<\/strong>\uff1a\u76f8\u6bd4\u5355\u7ebf\u6027\u601d\u8003\uff0c\u4e00\u4e9b\u65b9\u6cd5\u8ba9Agent\u5c1d\u8bd5\u591a\u79cd\u601d\u8def\uff0c\u7136\u540e\u62e9\u4f18\u3002\u5178\u578b\u5982<strong>\u601d\u7ef4\u6811 (Tree-of-Thoughts)<\/strong>\uff0c\u6a21\u578b\u5728\u6bcf\u6b65\u4ea7\u751f\u4e0d\u6b62\u4e00\u4e2a\u5019\u9009\u60f3\u6cd5\uff0c\u5f62\u6210\u6811\u72b6\u641c\u7d22\uff0c\u901a\u8fc7\u8bc4\u4f30\u6216\u6295\u7968\u9009\u62e9\u6700\u6709\u524d\u9014\u7684\u5206\u652f\u7ee7\u7eed\u3002\u8fd9\u79cd\u542f\u53d1\u5f0f\u641c\u7d22\u63d0\u9ad8\u4e86\u627e\u5230\u6b63\u786e\u89e3\u6cd5\u7684\u6982\u7387\u3002\u53e6\u4e00\u601d\u8def\u662f\u5c06\u89c4\u5212\u5916\u5305\u7ed9\u7ecf\u5178\u7b97\u6cd5\uff0c\u4f8b\u5982 LLM+P \u65b9\u6cd5\u8ba9LLM\u751f\u6210\u89c4\u5212\u95ee\u9898\u63cf\u8ff0\uff0c\u8c03\u7528\u4f20\u7edf\u89c4\u5212\u5668\u6c42\u89e3\uff0c\u518d\u7531LLM\u628a\u7ed3\u679c\u8f6c\u4e3a\u81ea\u7136\u8bed\u8a00\u3002<\/li>\n\n\n\n<li><strong>\u5f3a\u5316\u5b66\u4e60\u4e0e\u53cd\u9988\u4f18\u5316<\/strong>\uff1a\u901a\u8fc7\u4eba\u4e3a\u6216\u81ea\u52a8\u7684\u53cd\u9988\u6765\u63d0\u5347Agent\u51b3\u7b56\u8d28\u91cf\u3002\u4f8b\u5982<strong>Hindsight Feedback<\/strong>\u65b9\u6cd5\uff0c\u5c06\u6a21\u578b\u8fc7\u53bb\u7684\u8f93\u51fa\u548c\u5bf9\u5e94\u7684\u4eba\u7c7b\u53cd\u9988\u4e00\u8d77\u8f93\u5165\uff0c\u8ba9\u6a21\u578b\u5b66\u4e60\u54ea\u4e9b\u884c\u4e3a\u5f97\u5230\u9ad8\u5206\u53cd\u9988\uff0c\u4ece\u800c\u5728\u751f\u6210\u65b0\u65b9\u6848\u65f6\u8d8b\u5411\u6210\u529f\u6a21\u5f0f\u3002<\/li>\n\n\n\n<li>&nbsp;<strong>\u51cf\u5c11\u9519\u8bef\u4e0e\u5e7b\u89c9<\/strong>\uff1a\u6a21\u578b\u6709\u65f6\u4f1a\u8f93\u51fa\u683c\u5f0f\u9519\u8bef\u6216\u4e0d\u7b26\u5408\u9884\u671f\u7684\u5185\u5bb9\uff0c\u4ece\u800c\u5bfc\u81f4\u5de5\u5177\u8c03\u7528\u5931\u8d25\u6216\u903b\u8f91\u6df7\u4e71\u3002\u4e3a\u6b64\uff0c\u4e00\u4e9b\u4f18\u5316\u5305\u62ec\u4e25\u683c\u7684\u8f93\u51fa\u683c\u5f0f\u7ea6\u675f\uff08\u4f8b\u5982 OpenAI \u51fd\u6570\u8c03\u7528\u8981\u6c42\u6a21\u578b\u5fc5\u987b\u4ea7\u51faJSON\uff09\uff0c\u4ee5\u53ca\u5bf9\u6a21\u578b\u8f93\u51fa\u8fdb\u884c\u89e3\u6790\u6821\u9a8c\u3002\u6b64\u5916\uff0c\u8bbe\u7f6e<strong>\u505c\u673a\u6761\u4ef6<\/strong>\u4e5f\u5f88\u91cd\u8981\uff0c\u4f8b\u5982\u68c0\u6d4b\u5230Agent\u91cd\u590d\u540c\u4e00\u52a8\u4f5c\u591a\u6b21\u5374\u6ca1\u6709\u65b0\u8fdb\u5c55\u65f6\u5e94\u7ec8\u6b62\u5faa\u73af\u3002\u8fd9\u4e9b\u63aa\u65bd\u80fd\u907f\u514dAgent\u9677\u5165\u6b7b\u5faa\u73af\u6216\u4ea7\u751f\u5371\u9669\u64cd\u4f5c\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u7efc\u4e0a\uff0c\u5f53\u524d\u81ea\u4e3bAgent\u67b6\u6784\u901a\u8fc7\u878d\u5408<strong>\u660e\u786e\u7684\u601d\u8003\u6d41\u7a0b (ReAct)<\/strong>\u3001<strong>\u5f3a\u5927\u7684LLM\u63a8\u7406<\/strong>\u548c<strong>\u5916\u90e8\u5de5\u5177\u4ea4\u4e92<\/strong>\uff0c\u518d\u7ed3\u5408\u5404\u79cd\u4f18\u5316\u7b56\u7565\uff0c\u5df2\u7ecf\u80fd\u591f\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u81ea\u4e3b\u6267\u884c\u590d\u6742\u4efb\u52a1\u3002\u540c\u65f6\u4e5f\u4e0d\u65ad\u6539\u8fdb\u89c4\u5212\u6df1\u5ea6\u3001\u8bb0\u5fc6\u5e7f\u5ea6\u548c\u51b3\u7b56\u53ef\u9760\u6027\uff0c\u4ee5\u8fdb\u4e00\u6b65\u63a5\u8fd1\u4eba\u7c7b\u7684\u81ea\u4e3b problem-solving \u80fd\u529b\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>MCP \u673a\u5236\u539f\u7406<\/strong><\/h3>\n\n\n\n<p><strong>MCP \u6982\u8ff0<\/strong>\uff1a<strong>\u6a21\u578b\u4e0a\u4e0b\u6587\u534f\u8bae (Model Context Protocol, MCP)<\/strong> \u662f Anthropic \u516c\u53f8\u4e8e 2024 \u5e74\u5e95\u63d0\u51fa\u7684\u5f00\u653e\u6807\u51c6\uff0c\u65e8\u5728\u89c4\u8303 LLM \u4e0e\u5916\u90e8\u5de5\u5177\/\u6570\u636e\u6e90\u7684\u4ea4\u4e92\u63a5\u53e3\u3002\u81ea\u4e3b Agent \u8981\u4e0e\u5916\u90e8\u4e16\u754c\u4ea4\u4e92\uff0c\u5c31\u9700\u8981\u4e00\u79cd\u6807\u51c6\u3001\u5b89\u5168\u7684\u6e20\u9053\u5c06 LLM \u548c\u5916\u90e8\u5de5\u5177\u3001\u6570\u636e\u8fde\u63a5\u8d77\u6765\u3002<strong>\u6a21\u578b\u4e0a\u4e0b\u6587\u534f\u8bae<\/strong>\u6b63\u662f\u4e3a\u6b64\u8bbe\u8ba1\u7684\u4e00\u5957\u65b0\u5174\u5f00\u653e\u6807\u51c6\u3002\uff08\u5982\u56fe3\uff0c\u56fe4\u6240\u793a\uff09\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><a href=\"https:\/\/dev.to\/composiodev\/what-is-model-context-protocol-mcp-explained-in-detail-5f53#:~:text=It%20provides%20the%20universal%20rules,Databases%2C%20Gmail%2C%20Slack%2C%20etc\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"450\" src=\"https:\/\/blog.rrr.ink\/wp-content\/uploads\/2025\/03\/https___dev-to-uploads.s3.amazonaws.com_uploads_articles_nuvybev34xhz3btc0xys.jpg\" alt=\"\" class=\"wp-image-149\" srcset=\"https:\/\/blog.rrr.ink\/wp-content\/uploads\/2025\/03\/https___dev-to-uploads.s3.amazonaws.com_uploads_articles_nuvybev34xhz3btc0xys.jpg 800w, https:\/\/blog.rrr.ink\/wp-content\/uploads\/2025\/03\/https___dev-to-uploads.s3.amazonaws.com_uploads_articles_nuvybev34xhz3btc0xys-300x169.jpg 300w, https:\/\/blog.rrr.ink\/wp-content\/uploads\/2025\/03\/https___dev-to-uploads.s3.amazonaws.com_uploads_articles_nuvybev34xhz3btc0xys-768x432.jpg 768w, https:\/\/blog.rrr.ink\/wp-content\/uploads\/2025\/03\/https___dev-to-uploads.s3.amazonaws.com_uploads_articles_nuvybev34xhz3btc0xys-600x338.jpg 600w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><\/a><\/figure>\n\n\n\n<p><em>*\u56fe<\/em>3<em>\uff1a<\/em>\u7b80\u5355\u6765\u8bf4\uff0cMCP \u4e3a AI \u6a21\u578b\u8fde\u63a5\u5916\u90e8\u4e16\u754c\u63d0\u4f9b\u4e86\u7c7b\u4f3c\u201cUSB-C\u201d\u7684\u901a\u7528\u63a5\u53e3\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"958\" height=\"803\" src=\"https:\/\/blog.rrr.ink\/wp-content\/uploads\/2025\/03\/36b5f8fe-9a1d-4542-810a-b65127229eec.png\" alt=\"\" class=\"wp-image-146\" srcset=\"https:\/\/blog.rrr.ink\/wp-content\/uploads\/2025\/03\/36b5f8fe-9a1d-4542-810a-b65127229eec.png 958w, https:\/\/blog.rrr.ink\/wp-content\/uploads\/2025\/03\/36b5f8fe-9a1d-4542-810a-b65127229eec-300x251.png 300w, https:\/\/blog.rrr.ink\/wp-content\/uploads\/2025\/03\/36b5f8fe-9a1d-4542-810a-b65127229eec-768x644.png 768w, https:\/\/blog.rrr.ink\/wp-content\/uploads\/2025\/03\/36b5f8fe-9a1d-4542-810a-b65127229eec-600x503.png 600w\" sizes=\"(max-width: 958px) 100vw, 958px\" \/><\/figure>\n\n\n\n<p><em>*\u56fe4\uff1aMCP \u6a21\u578b-\u4e0a\u4e0b\u6587\u534f\u8bae\u67b6\u6784\u793a\u610f\u3002\u5ba2\u6237\u7aef\uff08\u5982 IDE \u7f16\u8f91\u5668 Cursor \uff09\u901a\u8fc7\u6807\u51c6\u534f\u8bae\u8fde\u63a5\u4e00\u4e2a\u6216\u591a\u4e2a MCP \u670d\u52a1\u5668\uff0c\u4f7f LLM \u80fd\u5b89\u5168\u5730\u8bbf\u95ee\u5916\u90e8\u5de5\u5177\u548c\u6570\u636e\u6e90\uff08\u4f8b\u5982\u4ee3\u7801\u4ed3\u5e93\u3001Slack \u804a\u5929\u8bb0\u5f55\u6216\u672c\u5730\u6587\u4ef6\u7cfb\u7edf\uff09\u3002MCP \u5c06\u5404\u7c7b\u8d44\u6e90\u62bd\u8c61\u4e3a\u7edf\u4e00\u63a5\u53e3\uff0c\u5c31\u50cf AI \u9886\u57df\u7684\u201cUSB-C\u201d\u7aef\u53e3\uff0c\u5c06\u6a21\u578b\u4e0e\u5916\u90e8\u4e16\u754c\u76f8\u8fde<\/em>\u3002<\/p>\n\n\n\n<p><strong>\u7edf\u4e00\u534f\u8bae\u4e0e\u53cc\u5411\u4ea4\u4e92\uff1a<\/strong> MCP \u91c7\u7528<strong>\u5ba2\u6237\u7aef-\u670d\u52a1\u5668<\/strong>\u67b6\u6784\uff0c\u89c4\u5b9a\u4e86\u5ba2\u6237\u7aef\uff08\u627f\u8f7d\u6216\u4ee3\u7406 LLM \u7684\u5e94\u7528\uff0c\u5982 Claude Desktop\u3001IDE \u63d2\u4ef6\u7b49\uff09\u5982\u4f55\u4e0e\u670d\u52a1\u5668\uff08\u5c01\u88c5\u67d0\u7c7b\u5916\u90e8\u6570\u636e\u6216\u670d\u52a1\u7684\u63a5\u53e3\u6a21\u5757\uff09\u8fdb\u884c\u901a\u4fe1\u200b\u3002\u901a\u8fc7\u9075\u5faa\u7edf\u4e00\u7684\u534f\u8bae\u6807\u51c6\uff0c\u4efb\u4f55\u517c\u5bb9\u7684\u5ba2\u6237\u7aef\u90fd\u80fd\u8fde\u63a5\u4efb\u610f\u7b2c\u4e09\u65b9\u5f00\u53d1\u7684 MCP \u670d\u52a1\u5668\uff0c\u4ece\u800c\u201c\u4e00\u6b21\u63a5\u5165\uff0c\u968f\u5904\u53ef\u7528\u201d\u200b\u3002\u8fd9\u79cd\u6807\u51c6\u5316\u7c7b\u4f3c\u4e8e\u8bed\u8a00\u670d\u52a1\u5668\u534f\u8bae\uff08LSP\uff09\u4e4b\u4e8e\u7f16\u8f91\u5668\u751f\u6001\uff0c\u4e3a AI \u5de5\u5177\u751f\u6001\u63d0\u4f9b\u4e86\u901a\u7528\u201c\u7aef\u53e3\u201d\u200b\u3002\u503c\u5f97\u4e00\u63d0\u7684\u662f\uff0cMCP \u5f3a\u8c03<strong>\u53cc\u5411\u901a\u4fe1<\/strong>\uff1aLLM \u53ef\u4ee5\u5411\u670d\u52a1\u5668\u53d1\u9001\u6307\u4ee4\u8bf7\u6c42\uff0c\u670d\u52a1\u5668\u4e5f\u80fd\u5b9e\u65f6\u5c06\u6d88\u606f\u6216\u6570\u636e\u63a8\u9001\u7ed9\u6a21\u578b\u3002\u8fd9\u79cd\u6301\u7eed\u4f1a\u8bdd\u8fde\u63a5\uff08\u53ef\u901a\u8fc7\u6807\u51c6\u8f93\u5165\u8f93\u51fa\u6d41\u3001Server-Sent Events \u7b49\u5b9e\u73b0\uff09\u7c7b\u4f3c\u4e8e WebSocket \u5e26\u6765\u7684\u957f\u8fde\u63a5\u6548\u679c\uff0c\u4f7f\u6a21\u578b\u4e0e\u5de5\u5177\u4e4b\u95f4\u80fd\u8fdb\u884c\u72b6\u6001\u4fdd\u6301\u7684\u5bf9\u8bdd\u5f0f\u4ea4\u4e92\uff0c\u800c\u975e\u4e00\u6b21\u6027\u51fd\u6570\u8c03\u7528\u3002<\/p>\n\n\n\n<p><strong>\u5de5\u5177\u8c03\u7528\u673a\u5236<\/strong>\uff1aMCP \u4e3a LLM \u8c03\u7528\u5916\u90e8\u5de5\u5177\u63d0\u4f9b\u4e86\u6807\u51c6\u5316\u6d41\u7a0b\u3002\u5728MCP\u6846\u67b6\u4e0b\uff0c<strong>MCP\u5ba2\u6237\u7aef<\/strong>\u5145\u5f53 LLM \u4e0e MCP\u670d\u52a1\u5668\u4e4b\u95f4\u7684\u4e2d\u4ecb\u6865\u6881\u3002 \u5178\u578b\u4ea4\u4e92\u8fc7\u7a0b\u5982\u4e0b\uff1a<\/p>\n\n\n\n<ul>\n<li><strong>\u83b7\u53d6\u5de5\u5177\u5217\u8868<\/strong>\uff1a\u542f\u52a8\u65f6\uff0cMCP Client \u4f1a\u4ece\u8fde\u63a5\u7684 MCP Server \u83b7\u53d6\u53ef\u7528\u5de5\u5177\u53ca\u8d44\u6e90\u7684\u63cf\u8ff0\u5217\u8868\u200b\u3002\u8fd9\u4e9b\u5de5\u5177\u63cf\u8ff0\u5305\u62ec\u529f\u80fd\u540d\u79f0\u3001\u53c2\u6570\u8bf4\u660e\u7b49\uff0c\u4f9b\u540e\u7eed\u6a21\u578b\u51b3\u7b56\u4f7f\u7528\u3002<\/li>\n\n\n\n<li><strong>\u53d1\u9001\u590d\u5408\u63d0\u793a<\/strong>\uff1a\u5f53\u7528\u6237\u63d0\u51fa\u8bf7\u6c42\u540e\uff0cMCP Client \u5c06\u7528\u6237\u7684\u8be2\u95ee\u4e0e\u53ef\u7528\u5de5\u5177\u63cf\u8ff0\u4e00\u8d77\u6253\u5305\uff0c\u901a\u8fc7\u6a21\u578b\u7684\u51fd\u6570\u8c03\u7528\u63a5\u53e3\u53d1\u9001\u7ed9 LLM\u3002\u4e5f\u5c31\u662f\u8bf4\uff0cLLM \u77e5\u9053\u5f53\u524d\u6709\u54ea\u4e9b\u5de5\u5177\u53ef\u7528\uff0c\u4ee5\u53ca\u5b83\u4eec\u80fd\u505a\u4ec0\u4e48\u3002<\/li>\n\n\n\n<li><strong>\u6a21\u578b\u51b3\u7b56\u8c03\u7528<\/strong>\uff1aLLM \u6536\u5230\u6269\u5145\u8fc7\u7684\u63d0\u793a\u540e\uff0c\u51b3\u5b9a\u662f\u5426\u4ee5\u53ca\u5982\u4f55\u4f7f\u7528\u5de5\u5177\u3002\u5982\u679c\u9700\u8981\uff0c\u5b83\u4f1a\u5728\u56de\u7b54\u4e2d\u4ee5\u7279\u6b8a\u683c\u5f0f\uff08\u5982\u51fd\u6570\u540d\u548c\u53c2\u6570\uff09\u63d0\u51fa\u5de5\u5177\u8c03\u7528\u610f\u56fe\u3002\u8fd9\u4e00\u8fc7\u7a0b\u5229\u7528\u4e86\u7c7b\u4f3c OpenAI Function Calling \u7684\u673a\u5236\uff1a\u6a21\u578b\u8f93\u51fa\u7684\u51fd\u6570\u540d\u548c\u53c2\u6570\u88ab\u7ed3\u6784\u5316\u89e3\u6790\u3002<\/li>\n\n\n\n<li><strong>\u6267\u884c\u5de5\u5177\u5e76\u8fd4\u56de\u7ed3\u679c<\/strong>\uff1aMCP Client \u89e3\u6790\u6a21\u578b\u8f93\u51fa\u7684\u5de5\u5177\u8c03\u7528\u6307\u4ee4\uff0c\u7acb\u5373\u901a\u8fc7 MCP Server \u8c03\u7528\u5bf9\u5e94\u5de5\u5177\u6216\u67e5\u8be2\u8d44\u6e90\u3002MCP Server \u63a5\u6536\u5230\u8c03\u7528\u8bf7\u6c42\u540e\uff0c\u4e0e\u672c\u5730\u6216\u8fdc\u7a0b\u8d44\u6e90\u4ea4\u4e92\uff08\u4f8b\u5982\u8bfb\u53d6\u6587\u4ef6\u3001\u67e5\u8be2\u6570\u636e\u5e93\u6216\u8bf7\u6c42API\uff09\uff0c\u7136\u540e\u5c06\u7ed3\u679c\u8fd4\u56de\u7ed9 MCP Client\u200b\u3002<\/li>\n\n\n\n<li><strong>\u6a21\u578b\u751f\u6210\u6700\u7ec8\u54cd\u5e94<\/strong>\uff1aMCP Client \u5c06\u5de5\u5177\u8fd4\u56de\u7684\u6570\u636e\u9001\u56de LLM\uff0c\u4f5c\u4e3a\u65b0\u7684\u4e0a\u4e0b\u6587\u8ba9\u6a21\u578b\u7ee7\u7eed\u751f\u6210\u56de\u7b54\u3002LLM \u7efc\u5408\u5de5\u5177\u7ed3\u679c\u548c\u539f\u59cb\u8be2\u95ee\uff0c\u751f\u6210\u6700\u7ec8\u7684\u81ea\u7136\u8bed\u8a00\u54cd\u5e94\u8f93\u51fa\u7ed9\u7528\u6237\u3002\u6574\u4e2a\u8fc7\u7a0b\u4e2d\uff0c\u7528\u6237\u770b\u5230\u7684\u53ea\u662f\u95ee\u9898\u548c\u7b54\u6848\uff0c\u5de5\u5177\u8c03\u7528\u5728\u5e55\u540e\u7531 MCP \u534f\u8bae\u900f\u660e\u5730\u5b8c\u6210\u3002<a href=\"https:\/\/aibook.ren\/archives\/mcp-course#:~:text=\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a><\/li>\n<\/ul>\n\n\n\n<p>\u901a\u8fc7\u4e0a\u8ff0\u673a\u5236\uff0cLLM \u80fd\u591f<strong>\u52a8\u6001\u8c03\u52a8\u5916\u90e8\u80fd\u529b<\/strong>\u5b8c\u6210\u539f\u672c\u65e0\u6cd5\u72ec\u7acb\u5b8c\u6210\u7684\u4efb\u52a1\uff0c\u4f8b\u5982\u68c0\u7d22\u5b9e\u65f6\u4fe1\u606f\u3001\u6267\u884c\u8ba1\u7b97\u3001\u8bbf\u95ee\u79c1\u6709\u6570\u636e\u5e93\u7b49\u200b\u3002\u548c\u76f4\u63a5\u5185\u7f6e\u7684\u51fd\u6570\u8c03\u7528\u76f8\u6bd4\uff0cMCP \u5c06\u5de5\u5177\u63a5\u5165\u89e3\u8026\u4e3a\u6807\u51c6\u534f\u8bae\uff0c\u56e0\u6b64<strong>\u6269\u5c55\u6027\u66f4\u5f3a<\/strong>\uff1a\u4e0d\u4ec5LLM\u672c\u8eab\uff0c\u5176\u4ed6\u5e94\u7528\u4e5f\u53ef\u9075\u5faa MCP \u63a5\u5165\u540c\u6837\u7684\u5de5\u5177\u751f\u6001\u3002\u6362\u8a00\u4e4b\uff0cMCP \u4e0d\u5c40\u9650\u4e8e\u201c\u589e\u5f3a\u67d0\u4e2a\u6a21\u578b\u201d\uff0c\u800c\u662f\u81f4\u529b\u4e8e\u6784\u5efa\u6a21\u578b\u4e0e\u5916\u754c\u4ea4\u4e92\u7684\u7edf\u4e00\u57fa\u7840\u8bbe\u65bd\u3002\u6b64\u5916\uff0cMCP \u652f\u6301<strong>\u672c\u5730\u901a\u4fe1\u6216\u7f51\u7edc\u901a\u4fe1<\/strong>\u4e24\u79cd\u6a21\u5f0f\uff0c\u5747\u91c7\u7528 JSON-RPC 2.0 \u683c\u5f0f\u4f20\u8f93\u6d88\u606f\uff0c\u4ece\u800c\u4fdd\u8bc1\u6d88\u606f\u89e3\u6790\u7684\u4e00\u81f4\u6027\u548c\u53ef\u9760\u6027\u3002\u5728\u672c\u5730\u6a21\u5f0f\u4e0b\uff0cMCP Client \u4e0e Server \u53ef\u901a\u8fc7\u6807\u51c6\u8f93\u5165\u8f93\u51fa\u7ba1\u9053\u901a\u4fe1\uff08\u9002\u7528\u4e8e\u6a21\u578b\u5728\u672c\u5730\u4e3b\u673a\u8fd0\u884c\u7684\u573a\u666f\uff09\uff1b\u5728\u8fdc\u7a0b\u6a21\u5f0f\u4e0b\uff0c\u5219\u901a\u8fc7HTTP\u7684\u670d\u52a1\u7aef\u63a8\u9001\u4e8b\u4ef6<s>\uff08SSE\uff09<\/s>\uff08\u6700\u65b0\u89c4\u8303\u7248\u672c<strong><a href=\"https:\/\/spec.modelcontextprotocol.io\/specification\/2025-03-26\/basic\/transports\/#streamable-http\">\u4f7f\u7528\u66f4\u7075\u6d3b\u7684Streamable HTTP \u4f20\u8f93<\/a><\/strong>\u53d6\u4ee3\u4e86\u4e4b\u524d\u7684 HTTP+SSE \u4f20\u8f93\uff09\u8fdb\u884c\u5b9e\u65f6\u6570\u636e\u4f20\u8f93\uff0c\u65b9\u4fbf\u8de8\u7f51\u7edc\u8c03\u7528\u79cd\u8bbe\u8ba1\u4f7f\u5f97\u65e0\u8bbaAI\u90e8\u7f72\u5728\u672c\u5730\u8fd8\u662f\u4e91\u7aef\uff0c\u90fd\u53ef\u4ee5\u65b9\u4fbf\u5730\u5229\u7528 MCP \u63a5\u5165\u6240\u9700\u5de5\u5177\u3002\uff08\u5982\u56fe5\u6240\u793a\uff09\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1000\" height=\"688\" src=\"https:\/\/blog.rrr.ink\/wp-content\/uploads\/2025\/03\/884c10ee-732d-4592-b4ab-967581b567fd.png\" alt=\"\" class=\"wp-image-156\" srcset=\"https:\/\/blog.rrr.ink\/wp-content\/uploads\/2025\/03\/884c10ee-732d-4592-b4ab-967581b567fd.png 1000w, https:\/\/blog.rrr.ink\/wp-content\/uploads\/2025\/03\/884c10ee-732d-4592-b4ab-967581b567fd-300x206.png 300w, https:\/\/blog.rrr.ink\/wp-content\/uploads\/2025\/03\/884c10ee-732d-4592-b4ab-967581b567fd-768x528.png 768w, https:\/\/blog.rrr.ink\/wp-content\/uploads\/2025\/03\/884c10ee-732d-4592-b4ab-967581b567fd-600x413.png 600w\" sizes=\"(max-width: 1000px) 100vw, 1000px\" \/><\/figure>\n\n\n\n<p><em>*\u56fe5\uff1aMCP \u6a21\u578b\u4e0a\u4e0b\u6587\u534f\u8bae\u67b6\u6784\u793a\u610f\u3002\u5728\u672c\u5730\u4e3b\u673a\u4e0a\uff0c\u5e26\u6709 MCP Client \u7684\u5e94\u7528\u901a\u8fc7 MCP \u534f\u8bae\u8fde\u63a5\u591a\u4e2a MCP Server\uff0c\u4ee5\u8bbf\u95ee\u4e0d\u540c\u7684\u672c\u5730\u6570\u636e\u6e90\u6216\u8fdc\u7a0bAPI\u670d\u52a1\u3002\u8fd9\u79cd\u6807\u51c6\u5316\u7684\u5ba2\u6237\u7aef-\u670d\u52a1\u5668\u67b6\u6784\uff0c\u4f7f LLM \u80fd\u5b89\u5168\u5730\u83b7\u53d6\u6240\u9700\u4e0a\u4e0b\u6587\u6570\u636e\u548c\u6267\u884c\u5916\u90e8\u64cd\u4f5c\u3002<\/em><\/p>\n\n\n\n<p><strong>\u5bf9\u6bd4 OpenAI \u51fd\u6570\u8c03\u7528\u4e0e Claude \u5de5\u5177\u4f7f\u7528\uff1a<\/strong> OpenAI \u4e8e 2023 \u5e74\u63a8\u51fa\u7684\u51fd\u6570\u8c03\u7528\u4e3a\u6a21\u578b\u8c03\u7528\u5de5\u5177\u63d0\u4f9b\u4e86\u96cf\u5f62\u2014\u2014\u5f00\u53d1\u8005\u5728\u63a5\u53e3\u4e2d\u5b9a\u4e49\u53ef\u7528\u51fd\u6570\uff0c\u6a21\u578b\u8f93\u51fa JSON \u683c\u5f0f\u7684\u53c2\u6570\u6765\u8c03\u7528\u8fd9\u4e9b\u51fd\u6570\uff0c\u7531\u5916\u90e8\u7a0b\u5e8f\u6267\u884c\u5e76\u5c06\u7ed3\u679c\u53cd\u9988\u7ed9\u6a21\u578b\u3002Claude \u65e9\u671f\u4e5f\u652f\u6301\u7c7b\u4f3c\u5730\u8c03\u7528\u5de5\u5177\u3002\u4f46\u8fd9\u4e9b\u65b9\u6848\u5927\u591a\u662f\u5382\u5546\u81ea\u5b9a\u4e49\u7684\u5355\u5411\u63a5\u53e3\uff0c\u8026\u5408\u8f83\u6df1\u3002\u800c <strong>MCP \u5c06\u8fd9\u4e00\u8fc7\u7a0b\u6807\u51c6\u5316\u5e76\u6269\u5c55<\/strong>\uff1a\u6a21\u578b\u4e0d\u518d\u76f4\u63a5\u8c03\u7528\u5177\u4f53\u51fd\u6570\uff0c\u800c\u662f\u901a\u8fc7 MCP \u534f\u8bae\u4e0e\u670d\u52a1\u5668\u534f\u5546\u8c03\u7528\u3002\u670d\u52a1\u5668\u53ef\u4ee5\u5c01\u88c5\u4efb\u610f\u7c7b\u578b\u7684\u8d44\u6e90\u8bbf\u95ee\u6216\u64cd\u4f5c\uff08API\u3001\u6570\u636e\u5e93\u67e5\u8be2\u3001\u6587\u4ef6\u8bfb\u53d6\u7b49\uff09\uff0c\u5e76\u786e\u4fdd\u5bf9\u6a21\u578b\u63d0\u4f9b\u53d7\u63a7\u7684\u4e0a\u4e0b\u6587\u4fe1\u606f\u3002\u8fd9\u6837\u7684\u8bbe\u8ba1\u5728<strong>\u5b89\u5168\u9694\u79bb<\/strong>\u4e0a\u66f4\u8fdb\u4e00\u6b65\u2014\u2014\u5de5\u5177\u7684\u6267\u884c\u5728 MCP \u670d\u52a1\u5668\u7aef\u5b8c\u6210\uff0cLLM \u53ea\u80fd\u901a\u8fc7\u534f\u8bae\u83b7\u5f97\u7ed3\u679c\u6216\u6709\u9650\u7684\u8d44\u6e90\u89c6\u56fe\u3002\u8fd9\u76f8\u5f53\u4e8e\u5728\u6a21\u578b\u548c\u771f\u5b9e\u73af\u5883\u4e4b\u95f4\u52a0\u4e86\u4e00\u5c42\u201c\u6c99\u7bb1\u201d\u3002\u4f8b\u5982\uff0cOpenAI \u7684 Code Interpreter \u63d2\u4ef6\u4e5f\u662f\u5728\u4e91\u7aef\u6c99\u76d2\u4e2d\u6267\u884cPython\u4ee3\u7801\u5e76\u5c06\u7ed3\u679c\u8fd4\u56de\uff0c\u5927\u5927\u964d\u4f4e\u4e86\u76f4\u63a5\u8fd0\u884c\u7528\u6237\u4ee3\u7801\u7684\u98ce\u9669\u3002\u7c7b\u4f3c\u5730\uff0cMCP \u670d\u52a1\u5668\u53ef\u4ee5\u5728\u53d7\u9650\u6743\u9650\u7684\u73af\u5883\u4e2d\u6267\u884c\u6307\u4ee4\u3001\u8bbf\u95ee\u6570\u636e\uff0c\u907f\u514d\u66b4\u9732\u5e95\u5c42\u7cfb\u7edf\u7ed9\u6a21\u578b\uff0c\u4ece\u800c\u63d0\u4f9b<strong>\u5b89\u5168\u9694\u79bb<\/strong>\u4e0e<strong>\u6743\u9650\u7ba1\u63a7<\/strong>\u3002<\/p>\n\n\n\n<p><strong>\u751f\u6001\u7cfb\u7edf\u4e0e\u5e94\u7528\u96c6\u6210\uff1a<\/strong> \u4f5c\u4e3a\u5f00\u653e\u6807\u51c6\uff0cMCP \u6b63\u53d7\u5230\u8d8a\u6765\u8d8a\u591a\u5e73\u53f0\u7684\u652f\u6301\u3002\u4f8b\u5982 Anthropic \u5df2\u5728 Claude \u7684\u684c\u9762\u5e94\u7528\u4e2d\u5185\u7f6e\u4e86\u672c\u5730 MCP \u5ba2\u6237\u7aef\u652f\u6301\uff0c\u5e76\u63d0\u4f9b\u4e86\u4e00\u7cfb\u5217\u5f00\u6e90 MCP \u670d\u52a1\u5668\u5b9e\u73b0\uff0c\u8986\u76d6 Google Drive\u3001Slack\u3001GitHub\u3001\u6570\u636e\u5e93\u7b49\u5e38\u7528\u6570\u636e\u6e90\u3002\u4e00\u4e9b\u5f00\u53d1\u8005\u5de5\u5177\u516c\u53f8\uff08\u5982 Zed \u7f16\u8f91\u5668\u3001Replit \u5728\u7ebfIDE\u3001Codeium\u3001Sourcegraph \u7b49\uff09\u4e5f\u6b63\u4e0e MCP \u96c6\u6210\uff0c\u628a\u5404\u81ea\u5e73\u53f0\u529f\u80fd\u901a\u8fc7 MCP \u66b4\u9732\u51fa\u6765\uff0c\u8ba9 AI Agent \u80fd\u66f4\u65b9\u4fbf\u5730\u83b7\u53d6\u4ee3\u7801\u4e0a\u4e0b\u6587\uff0c\u63d0\u9ad8\u751f\u6210\u4ee3\u7801\u7684\u51c6\u786e\u6027\u3002\u53ef\u4ee5\u9884\u89c1\uff0c\u968f\u7740 MCP \u751f\u6001\u5b8c\u5584\uff0c\u672a\u6765\u4e0d\u540c\u6a21\u578b\u3001\u5e94\u7528\u4e0e\u5de5\u5177\u4e4b\u95f4\u7684\u96c6\u6210\u5c06\u66f4\u52a0<strong>\u5373\u63d2\u5373\u7528<\/strong>\uff1a\u6b63\u5982\u6807\u51c6\u5316\u7684\u6d4f\u89c8\u5668\u63d2\u4ef6\u3001IDE \u63d2\u4ef6\u4e00\u6837\uff0c\u4e00\u4e2a\u9075\u5faa MCP \u6807\u51c6\u7684\u5de5\u5177\u6a21\u5757\u53ef\u4ee5\u670d\u52a1\u4e8e\u4efb\u610f\u652f\u6301 MCP \u7684 AI Agent \u5ba2\u6237\u7aef\u3002\u8fd9\u79cd\u6807\u51c6\u5316\u8d8b\u52bf\u6709\u671b\u4fc3\u6210\u4e00\u4e2a\u7e41\u8363\u7684 AI \u63d2\u4ef6\u751f\u6001\uff0c\u52a0\u901f Agent \u5728\u5404\u9886\u57df\u7684\u843d\u5730\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">LLM Agent \u9879\u76ee\u6848\u4f8b<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Manus<\/strong> \u2013 \u591a\u89d2\u8272\u534f\u4f5c\u5f0f Agent<\/h4>\n\n\n\n<p>Manus\uff08\u7531\u521b\u4e1a\u516c\u53f8 Monica.im \u5f00\u53d1\uff09\u5ba3\u79f0\u662f\u5168\u7403\u9996\u4e2a\u5168\u81ea\u4e3b AI Agent \u7cfb\u7edf\uff0c\u76ee\u524d\u5904\u4e8e\u5185\u6d4b\u9636\u6bb5\u200b\u3002\u5f53\u524d\u63a8\u6d4b\u5b83\u91c7\u7528\u4e86\u4e00\u4e2a\u7c7b\u4f3c<strong>\u56e2\u961f\u534f\u4f5c<\/strong>\u7684\u591a\u667a\u80fd\u4f53\u67b6\u6784\uff1a\u4e2d\u592e\u7684\u4e3b\u4ee3\u7406\u5c31\u50cf\u9879\u76ee\u7ecf\u7406\uff0c\u80fd\u591f\u5c06\u590d\u6742\u76ee\u6807\u4efb\u52a1\u62c6\u89e3\u540e\uff0c\u4ea4\u7531\u4e0d\u540c<strong>\u4e13\u804c\u5b50\u4ee3\u7406<\/strong>\u53bb\u5b8c\u6210\uff0c\u5e76\u6700\u7ec8\u6574\u5408\u5404\u5b50\u4efb\u52a1\u7ed3\u679c\u3002\u6bcf\u4e2a\u5b50\u4ee3\u7406\u64c5\u957f\u4e00\u7c7b\u804c\u80fd\uff0c\u4f8b\u5982<strong>\u7f51\u7edc\u68c0\u7d22<\/strong>\u3001<strong>\u4ee3\u7801\u7f16\u5199<\/strong>\u3001<strong>\u6570\u636e\u5206\u6790<\/strong>\u7b49\u3002\u8fd9\u6837\u7684\u6a21\u5757\u5316\u5206\u5de5\u4f7f Manus \u5c24\u5176\u9002\u5408\u8f83\u5927\u578b\u7684\u5f00\u53d1\u4efb\u52a1\u2014\u2014\u5b83\u53ef\u4ee5\u540c\u65f6\u626e\u6f14\u591a\u4e2a\u5f00\u53d1\u89d2\u8272\u5e76\u884c\u5de5\u4f5c\uff1a\u4f8b\u5982\u5728\u4e00\u4e2a\u8f6f\u4ef6\u9879\u76ee\u4e2d\uff0c\u4e00\u4e2a\u5b50\u4ee3\u7406\u7f16\u5199\u524d\u7aef\u4ee3\u7801\u7684\u6846\u67b6\uff0c\u53e6\u4e00\u4e2a\u64b0\u5199\u540e\u7aef\u903b\u8f91\uff0c\u8fd8\u6709\u4e00\u4e2a\u4ee3\u7406\u8d1f\u8d23\u6d4b\u8bd5\u6216\u6587\u6863\u3002\u4e3b\u4ee3\u7406\u5219\u6301\u7eed\u8fdb\u884c\u89c4\u5212\u548c\u534f\u8c03\uff0c\u5728\u540e\u53f0\u5f02\u6b65\u5730\u9a71\u52a8\u6574\u4e2a\u5f00\u53d1\u6d41\u7a0b\u3002\u8fd9\u79cd\u67b6\u6784\u5145\u5206\u53d1\u6325\u4e86 Agent \u56e2\u961f\u534f\u4f5c\u7684\u5a01\u529b\uff0c\u4f7f Manus \u80fd\u591f\u5728\u65e0\u9700\u4eba\u5de5\u5e72\u9884\u7684\u60c5\u51b5\u4e0b\u81ea\u884c\u5b8c\u6210\u7aef\u5230\u7aef\u7684\u590d\u6742\u4efb\u52a1\u3002\u6b63\u5982\u6709\u62a5\u9053\u6240\u8ff0\uff0cManus \u5b9e\u9645\u4e0a\u96c6\u6210\u5e76\u5fae\u8c03\u4e86 Anthropic \u7684 Claude \u548c\u963f\u91cc\u5df4\u5df4\u901a\u4e49 Qwen \u7b49\u591a\u4e2a\u5927\u578b\u6a21\u578b\uff0c\u901a\u8fc7\u5206\u5de5\u914d\u5408\u5b9e\u73b0\u66f4\u9ad8\u53ef\u9760\u6027\u200b\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Roo Code \/ Roo Cline<\/strong> \u2013 \u591a\u6a21\u578b\u534f\u4f5c\u7684\u4ee3\u7801\u5de5\u5177<\/h4>\n\n\n\n<p>Roo Code\uff08\u524d\u8eab\u540d\u4e3a Roo Cline\uff09\u662f\u4e00\u4e2a\u9762\u5411\u4ee3\u7801\u7f16\u5199\u7684 Agent \u9a71\u52a8\u5e73\u53f0\uff0c\u5176\u5f62\u5f0f\u662f\u96c6\u6210\u5230\u5f00\u53d1\u8005\u4ee3\u7801\u7f16\u8f91\u5668\u4e2d\u7684AI\u52a9\u624b\u200b\u3002\u53ef\u4ee5\u628a\u5b83\u60f3\u8c61\u6210\u4f60\u7684 IDE \u4e2d\u9a7b\u624e\u7740\u4e00\u652f\u7531 AI \u7ec4\u6210\u7684\u5f00\u53d1\u56e2\u961f\uff1aRoo Code \u652f\u6301<strong>\u81ea\u7136\u8bed\u8a00\u5bf9\u8bdd<\/strong>\uff0c\u7406\u89e3\u5f00\u53d1\u8005\u7684\u610f\u56fe\uff1b\u5b83\u80fd\u591f\u76f4\u63a5<strong>\u8bfb\u53d6\u548c\u4fee\u6539\u9879\u76ee\u6587\u4ef6<\/strong>\uff0c\u5728\u672c\u5730<strong>\u6267\u884c\u7ec8\u7aef\u547d\u4ee4<\/strong>\uff08\u5982\u8fd0\u884c\u6784\u5efa\u3001\u6d4b\u8bd5\uff09\uff0c\u751a\u81f3<strong>\u5728\u6d4f\u89c8\u5668\u4e2d\u6267\u884c\u64cd\u4f5c<\/strong>\uff08\u4f8b\u5982\u8bbf\u95ee\u67d0API\u6216\u6587\u6863\u7f51\u9875\uff09\u4e0e\u4e00\u822c\u7684\u4ee3\u7801\u8865\u5168\u5de5\u5177\u4e0d\u540c\uff0cRoo Code \u8bbe\u8ba1\u4e3a<strong>\u53ef\u63d2\u5165\u591a\u79cd\u6a21\u578b<\/strong>\uff0c\u5e76\u5141\u8bb8\u7528\u6237\u5b9a\u5236 Agent \u7684\u201c\u4eba\u683c\u201d\u548c\u5de5\u4f5c\u6a21\u5f0f\u3002\u4f8b\u5982\uff0c\u4f60\u53ef\u4ee5\u8ba9\u5b83\u4ee5\u4e25\u683c\u7684\u67b6\u6784\u5e08\u89d2\u8272\u6765\u5ba1\u67e5\u4ee3\u7801\u7ed3\u6784\uff0c\u6216\u4ee5 QA \u5de5\u7a0b\u5e08\u89d2\u8272\u4e13\u6ce8\u4e8e\u6d4b\u8bd5\u3002\u901a\u8fc7\u8fd9\u79cd\u591a\u89d2\u8272\u914d\u7f6e\uff0cRoo Code \u5b9e\u73b0\u4e86 AI Agent \u5728\u5f00\u53d1\u6d41\u7a0b\u4e2d\u7684<strong>\u534f\u540c\u521b\u4f5c<\/strong>\u3002\u5728\u529f\u80fd\u4e0a\uff0c\u5b83\u51e0\u4e4e\u8986\u76d6\u4e86\u5f00\u53d1\u5de5\u4f5c\u7684\u5404\u4e2a\u65b9\u9762\uff1a\u4ece\u6839\u636e\u9700\u6c42<strong>\u81ea\u52a8\u751f\u6210\u65b0\u4ee3\u7801<\/strong>\uff0c\u5230<strong>\u91cd\u6784\u548c\u8c03\u8bd5<\/strong>\u73b0\u6709\u4ee3\u7801\uff0c\u518d\u5230<strong>\u64b0\u5199\u6216\u66f4\u65b0\u6587\u6863<\/strong>\uff0c\u4ee5\u53ca\u6839\u636e\u4ee3\u7801\u5e93\u56de\u7b54\u95ee\u9898\u7b49\u3002\u6bd4\u8f83\u63a8\u8350\u67e5\u770b\uff1a<a href=\"https:\/\/docs.roocode.com\/community\/\">https:\/\/docs.roocode.com\/community<\/a> \u4e86\u89e3\u66f4\u9ad8\u5c42\u6b21\u7684\u6307\u4ee4\u9a71\u52a8\u6574\u4e2a\u56e2\u961f\u5f0f\u7684\u7f16\u7801\u8fc7\u7a0b\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5173\u952e\u6f14\u8fdb\u8d8b\u52bf<\/h3>\n\n\n\n<ul>\n<li><strong>\u591a\u667a\u80fd\u4f53\u534f\u540c\uff08\u56e2\u961f\u6a21\u5f0f\uff09<\/strong>\uff1a\u7531\u5355\u4e00 Agent \u5411<strong>\u591a Agent \u56e2\u961f<\/strong>\u6f14\u8fdb\uff0c\u591a\u4e2a\u4e13\u804c Agent \u5206\u62c5\u4e0d\u540c\u4efb\u52a1\u89d2\u8272\uff0c\u63d0\u9ad8\u5e76\u884c\u6548\u7387\u548c\u4e13\u4e1a\u6027\u3002\u4f8b\u5982 Manus \u901a\u8fc7\u591a\u4e2a\u5b50\u4ee3\u7406\u5206\u5de5\u534f\u4f5c\u5b8c\u6210\u590d\u6742\u4efb\u52a1\u3002\u672a\u6765\u7684 AI \u7cfb\u7edf\u53ef\u80fd\u7531\u4e00\u7ec4 Agent \u7ec4\u6210\u201c\u865a\u62df\u56e2\u961f\u201d\uff0c\u5982\u540c\u4e0d\u540c\u90e8\u95e8\u7684\u5458\u5de5\u5404\u53f8\u5176\u804c\uff0c\u8fd9\u8981\u6c42\u9ad8\u6548\u7684Agent\u901a\u4fe1\u548c\u8c03\u5ea6\u673a\u5236\u6765\u534f\u8c03\u5b83\u4eec\u7684\u884c\u4e3a\u3002<\/li>\n\n\n\n<li><strong>\u591a\u6a21\u578b\u7cfb\u7edf\uff08\u89c4\u5212\u8005 vs \u6267\u884c\u8005\uff09<\/strong>\uff1a\u4e3a\u4e86\u517c\u987e\u667a\u80fd\u6c34\u5e73\u548c\u6267\u884c\u6548\u7387\uff0c\u51fa\u73b0\u4e86\u5c06\u4e0d\u540c\u89c4\u6a21\/\u4e13\u957f\u7684\u6a21\u578b\u7ec4\u5408\u4f7f\u7528\u7684\u67b6\u6784\u3002\u4e00\u79cd\u5e38\u89c1\u6a21\u5f0f\u662f**\u201c\u5927\u6a21\u578b\u89c4\u5212\uff0c\u5c0f\u6a21\u578b\u6267\u884c\u201d**\uff1a\u7531\u4e00\u4e2a\u5f3a\u5927\u7684 LLM \u8d1f\u8d23\u5168\u5c40\u89c4\u5212\u4e0e\u51b3\u7b56\uff0c\u518d\u7528\u8f83\u5c0f\u6216\u4e13\u7528\u7684\u6a21\u578b\u6267\u884c\u5404\u5b50\u4efb\u52a1\u6216\u5de5\u5177\u8c03\u7528\u3002\u8fd9\u6837\u65e2\u51cf\u5c11\u4e86\u5927\u6a21\u578b\u8c03\u7528\u6b21\u6570\u3001\u964d\u4f4e\u6210\u672c\uff0c\u53c8\u5229\u7528\u5c0f\u6a21\u578b\u5728\u7279\u5b9a\u9886\u57df\uff08\u5982\u4ee3\u7801\u751f\u6210\u3001\u7b97\u672f\u8ba1\u7b97\uff09\u4e0a\u7684\u4f18\u52bf\uff0c\u5b9e\u73b0\u66f4\u5feb\u66f4\u597d\u7684\u4efb\u52a1\u5b8c\u6210\u200b\u3002<\/li>\n\n\n\n<li><strong>\u957f\u671f\u8bb0\u5fc6\u7ba1\u7406\u4e0e\u77e5\u8bc6\u6574\u5408<\/strong>\uff1aAgent \u5728\u957f\u65f6\u95f4\u3001\u591a\u8bdd\u9898\u7684\u5de5\u4f5c\u4e2d\uff0c\u9700\u8981\u9ad8\u6548\u7ba1\u7406\u5927\u91cf\u4fe1\u606f\u3002\u8fd9\u63a8\u52a8\u4e86\u66f4\u6210\u719f\u7684<strong>\u8bb0\u5fc6\u6a21\u5757<\/strong>\u53d1\u5c55\uff0c\u5305\u62ec\u5411\u91cf\u6570\u636e\u5e93\u3001\u9ad8\u6548\u68c0\u7d22\u7b97\u6cd5\u4ee5\u53ca\u81ea\u52a8\u603b\u7ed3\u5f52\u7eb3\u6280\u672f\u3002\u4f8b\u5982\uff0c\u4e00\u4e9b Agent \u5f15\u5165<em>\u8bb0\u5fc6\u6c60<\/em>\u6765\u5b58\u50a8\u8fc7\u53bb\u7684\u5bf9\u8bdd\u3001\u5df2\u5b8c\u6210\u4efb\u52a1\u7684\u7ed3\u679c\u6458\u8981\uff0c\u5fc5\u8981\u65f6\u901a\u8fc7\u68c0\u7d22\u878d\u5408\u8fdb\u65b0\u4e0a\u4e0b\u6587\u3002\u8fd9\u79cd\u5bf9<strong>\u77e5\u8bc6\u788e\u7247\u7684\u6574\u5408<\/strong>\u4f7f Agent \u80fd\u5728\u957f\u671f\u8fd0\u884c\u4e2d\u4fdd\u6301\u4e0a\u4e0b\u6587\u8fde\u8d2f\u6027\u548c\u51b3\u7b56\u4e00\u81f4\u6027\uff0c\u51cf\u8f7b\u4e86LLM\u4e0a\u4e0b\u6587\u957f\u5ea6\u9650\u5236\u7684\u95ee\u9898\u3002<\/li>\n\n\n\n<li><strong>\u6807\u51c6\u5316\u63a5\u53e3\u4e0e\u63d2\u4ef6\u751f\u6001<\/strong>\uff1a\u6b63\u5982 MCP \u6240\u4f53\u73b0\u7684\uff0c\u4e1a\u754c\u6b63\u8d70\u5411\u4e3a Agent \u6784\u5efa<strong>\u6807\u51c6\u5316\u7684\u63a5\u53e3\u5c42<\/strong>\uff0c\u4f7f\u5f97\u6a21\u578b\u3001\u5de5\u5177\u548c\u6570\u636e\u6e90\u53ef\u4ee5\u6309\u7edf\u4e00\u534f\u8bae\u5bf9\u63a5\u3002<strong>\u6807\u51c6\u5316\u63a5\u53e3\u4e0e\u63d2\u4ef6\u751f\u6001<\/strong>\uff1a\u6b63\u5982 MCP \u6240\u4f53\u73b0\u7684\uff0c\u4e1a\u754c\u6b63\u8d70\u5411\u4e3a Agent \u6784\u5efa<strong>\u6807\u51c6\u5316\u7684\u63a5\u53e3\u5c42<\/strong>\uff0c\u4f7f\u5f97\u6a21\u578b\u3001\u5de5\u5177\u548c\u6570\u636e\u6e90\u53ef\u4ee5\u6309\u7edf\u4e00\u534f\u8bae\u5bf9\u63a5\u3002\u5f00\u53d1\u8005\u4e3a\u67d0\u6b3e Agent \u5f00\u53d1\u7684\u5de5\u5177\u63d2\u4ef6\uff0c\u4e5f\u80fd\u5f88\u5bb9\u6613\u5730\u5728\u53e6\u4e00\u6b3e\u652f\u6301\u76f8\u540c\u534f\u8bae\u7684 Agent \u4e0a\u8fd0\u884c\uff0c\u4ece\u800c\u5f62\u6210\u7e41\u8363\u7684\u63d2\u4ef6\u751f\u6001\u3002\u8fd9\u4e00\u8d8b\u52bf\u4e0e\u65e9\u671f\u7684 ChatGPT \u63d2\u4ef6\u3001LangChain \u5de5\u5177\u94fe\u4e0d\u8c0b\u800c\u5408\uff1a\u901a\u8fc7\u5b9a\u4e49\u6e05\u6670\u7684\u63a5\u53e3\u89c4\u8303\uff0c\u7b2c\u4e09\u65b9\u670d\u52a1\uff08\u65e0\u8bba\u662f\u7f51\u7edc\u5e94\u7528\u8fd8\u662f\u672c\u5730\u8f6f\u4ef6\uff09\u90fd\u53ef\u4ee5\u6210\u4e3a Agent \u7684\u201c\u624b\u548c\u811a\u201d\u3002\u53ef\u4ee5\u9884\u89c1\uff0c\u968f\u7740\u6807\u51c6\u7684\u878d\u5408\u4e0e\u7edf\u4e00\uff0c\u672a\u6765\u6211\u4eec\u4e0e AI Agent \u4ea4\u4e92\u65f6\uff0c\u5c06\u50cf\u4f7f\u7528\u6d4f\u89c8\u5668\u63d2\u4ef6\u90a3\u6837\u65b9\u4fbf\uff0c\u5b9a\u5236\u81ea\u5df1\u7684Agent\u80fd\u529b\u8fb9\u754c\u3002<\/li>\n<\/ul>\n\n\n\n<p><\/p>\n\n\n\n<p>\u7efc\u4e0a\u6240\u8ff0\uff0c\u5927\u578b\u8bed\u8a00\u6a21\u578b\u9a71\u52a8\u7684\u81ea\u4e3b Agent \u6b63\u5728\u8fc5\u901f\u6f14\u8fdb\uff0c\u4ece\u67b6\u6784\u8303\u5f0f\uff08\u5355\u667a\u80fd\u4f53\u5230\u591a\u667a\u80fd\u4f53\u3001\u591a\u6a21\u578b\uff09\u3001\u534f\u8bae\u6807\u51c6\uff08MCP \u7b49\u5f00\u653e\u534f\u8bae\uff09\u3001\u5230\u5177\u4f53\u5e94\u7528\u5b9e\u8df5\uff08\u8f6f\u4ef6\u5f00\u53d1\u3001\u8fd0\u7ef4\u3001\u6570\u636e\u5206\u6790\u7b49\uff09\uff0c\u90fd\u5c55\u73b0\u51fa\u4ee4\u4eba\u5174\u594b\u7684\u524d\u6cbf\u8fdb\u5c55\u3002\u5728 2025 \u5e74\u521d\uff0c\u6211\u4eec\u5df2\u7ecf\u770b\u5230\u4e86\u591a\u4e2a\u5bcc\u6709\u6f5c\u529b\u7684\u7cfb\u7edf\u96cf\u5f62\u3002\u53ef\u4ee5\u9884\u89c1\uff0c\u968f\u7740\u5e95\u5c42\u6a21\u578b\u80fd\u529b\u548c\u751f\u6001\u7684\u8fdb\u4e00\u6b65\u6210\u719f\uff0cLLM \u81ea\u4e3b Agent \u5c06\u5728\u66f4\u591a\u5b9e\u9645\u573a\u666f\u4e2d\u843d\u5730\uff0c\u6210\u4e3a\u4eba\u7c7b\u5f3a\u6709\u529b\u7684\u667a\u80fd\u8f85\u52a9\uff0c\u5171\u540c\u5f00\u521b\u4eba\u673a\u534f\u4f5c\u7684\u65b0\u5c40\u9762\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<pre class=\"wp-block-verse\"><a href=\"https:\/\/dev.to\/composiodev\/what-is-model-context-protocol-mcp-explained-in-detail-5f53#:~:text=A%20more%20relevant%20example%20could,the%20ecosystem%20of%20AI%20applications\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a>\u6a21\u578b\u4e0a\u4e0b\u6587\u534f\u8bae\u89c4\u8303\u57282025.03.26\u8fdb\u884c\u4e86\u4fee\u8ba2\u91cd\u5927\u53d8\u66f4 <br>\u589e\u52a0\u4e86\u57fa\u4e8e OAuth 2.1 \u7684 <a href=\"https:\/\/github.com\/modelcontextprotocol\/specification\/pull\/133\">\u5168\u9762\u6388\u6743\u6846\u67b6(PR #133 )<\/a><br><a href=\"https:\/\/spec.modelcontextprotocol.io\/specification\/2025-03-26\/basic\/transports\/#streamable-http\">\u4f7f\u7528\u66f4\u7075\u6d3b\u7684Streamable HTTP \u4f20\u8f93<\/a>\u53d6\u4ee3\u4e86\u4e4b\u524d\u7684 HTTP+SSE \u4f20\u8f93(<a href=\"https:\/\/github.com\/modelcontextprotocol\/specification\/pull\/206\">PR #206<\/a> )<br>\u589e\u52a0\u4e86\u5bf9<a href=\"https:\/\/www.jsonrpc.org\/specification#batch\"> JSON-RPC\u6279\u5904\u7406<\/a>\u7684\u652f\u6301 (<a href=\"https:\/\/github.com\/modelcontextprotocol\/specification\/pull\/228\">PR #228 <\/a>)<br>\u6dfb\u52a0\u4e86\u5168\u9762\u7684\u5de5\u5177\u6ce8\u91ca\uff0c\u4ee5\u66f4\u597d\u5730\u63cf\u8ff0\u5de5\u5177\u884c\u4e3a\uff0c\u4f8b\u5982\u5b83\u662f\u53ea\u8bfb\u7684\u8fd8\u662f\u7834\u574f\u6027\u7684\uff08<a href=\"https:\/\/github.com\/modelcontextprotocol\/specification\/pull\/185\">PR #185<\/a>\uff09<\/pre>\n\n\n\n<p><strong>\u53c2\u8003\u8d44\u6599\uff1a<\/strong><\/p>\n\n\n\n<ol>\n<li>Lilian Weng. (2023). <em>LLM-powered Autonomous Agents<\/em>. Retrieved from:<br><a href=\"https:\/\/lilianweng.github.io\/posts\/2023-06-23-agent\/\">https:\/\/lilianweng.github.io\/posts\/2023-06-23-agent\/<\/a><\/li>\n\n\n\n<li>Yao, S., et al. (2023). <em>ReAct: Synergizing Reasoning and Acting in Language Models<\/em>. ICLR 2023. Retrieved from:<br><a href=\"https:\/\/arxiv.org\/abs\/2210.03629\">https:\/\/arxiv.org\/abs\/2210.03629<\/a><\/li>\n\n\n\n<li>Anthropic. (2024). <em>Introducing the Model Context Protocol (MCP)<\/em>. Anthropic Blog. Retrieved from:<br><a href=\"https:\/\/www.anthropic.com\/blog\/model-context-protocol\">https:\/\/www.anthropic.com\/blog\/model-context-protocol<\/a><\/li>\n\n\n\n<li>OpenAI. (2023). <em>How to Call Functions with Chat Models<\/em>. OpenAI Cookbook. Retrieved from:<br><a href=\"https:\/\/github.com\/openai\/openai-cookbook\/blob\/main\/examples\/How_to_call_functions_with_chat_models.ipynb\">https:\/\/github.com\/openai\/openai-cookbook\/blob\/main\/examples\/How_to_call_functions_with_chat_models.ipynb<\/a><\/li>\n\n\n\n<li>Cognition Labs. (2023). <em>Introducing Devin: The First AI Software Engineer<\/em>. Retrieved from:<br><a href=\"https:\/\/www.cognitionlabs.ai\/blog\/devin\">https:\/\/www.cognitionlabs.ai\/blog\/devin<\/a><\/li>\n\n\n\n<li>OpenDevin Project (Open Source Version of Devin). (2024). Retrieved from:<br><a href=\"https:\/\/github.com\/OpenDevin\/OpenDevin\">https:\/\/github.com\/OpenDevin\/OpenDevin<\/a><\/li>\n\n\n\n<li>GPT-Engineer Project. (2023). Retrieved from:<br><a href=\"https:\/\/github.com\/AntonOsika\/gpt-engineer\">https:\/\/github.com\/AntonOsika\/gpt-engineer<\/a><\/li>\n\n\n\n<li>Monica.im. (2024). <em>Manus: Autonomous AI Agent IDE<\/em>. Retrieved from:<br><a href=\"https:\/\/monica.im\/manus\">https:\/\/monica.im\/manus<\/a><\/li>\n\n\n\n<li>Roo Code Official Website. (2024). <em>Roo Code \u2013 AI Agent-based IDE Assistant<\/em>. Retrieved from:<br><a href=\"https:\/\/roo.dev\/\">https:\/\/roo.dev<\/a><\/li>\n\n\n\n<li>LangChain Official Documentation. (2024). <em>Agent Types and Architectures<\/em>. Retrieved from:<br><a href=\"https:\/\/python.langchain.com\/docs\/modules\/agents\/\">https:\/\/python.langchain.com\/docs\/modules\/agents\/<\/a><\/li>\n\n\n\n<li>Kuverto Blog. (2023). <em>Exploring Popular AI Agent Frameworks: Auto-GPT, BabyAGI, LangChain Agents, and Beyond<\/em>. Retrieved from:<br><a href=\"https:\/\/kuverto.com\/blog\/ai-agent-frameworks\">https:\/\/kuverto.com\/blog\/ai-agent-frameworks<\/a><\/li>\n\n\n\n<li>AI\u5168\u4e66. (2025\u200b). <em>\u4e00\u6587\u770b\u61c2\u4ec0\u4e48\u662fMCP\uff08\u6a21\u578b\u4e0a\u4e0b\u6587\u534f\u8bae\uff09<\/em>. Retrieved from:<br><a href=\"https:\/\/aibook.ren\/archives\/mcp-course#:~:text=MCP%20%E5%8D%8F%E8%AE%AE%E9%87%87%E7%94%A8%E4%BA%86%E4%B8%80%E7%A7%8D%E7%8B%AC%E7%89%B9%E7%9A%84%E6%9E%B6%E6%9E%84%E8%AE%BE%E8%AE%A1%EF%BC%8C%E5%AE%83%E5%B0%86%20LLM%20%E4%B8%8E%E8%B5%84%E6%BA%90%E4%B9%8B%E9%97%B4%E7%9A%84%E9%80%9A%E4%BF%A1%E5%88%92%E5%88%86%E4%B8%BA%E4%B8%89%E4%B8%AA%E4%B8%BB%E8%A6%81%E9%83%A8%E5%88%86%EF%BC%9A%E5%AE%A2%E6%88%B7%E7%AB%AF%E3%80%81%E6%9C%8D%E5%8A%A1%E5%99%A8%E5%92%8C%E8%B5%84%E6%BA%90%E3%80%82\">https:\/\/aibook.ren\/<\/a><\/li>\n\n\n\n<li>OpenAI. (2024). <em>ChatGPT Advanced Data Analysis (Code Interpreter) Feature<\/em>. Retrieved from:<br><a href=\"https:\/\/openai.com\/blog\/chatgpt-advanced-data-analysis\">https:\/\/openai.com\/blog\/chatgpt-advanced-data-analysis<\/a><\/li>\n\n\n\n<li>Towards AI. (2024). <em>Building Intelligent Agents from Scratch: A Journey into LLM-Powered Autonomy<\/em>. Retrieved from:<br><a href=\"https:\/\/towardsai.net\/p\/l\/building-intelligent-agents-from-scratch\">https:\/\/towardsai.net\/p\/l\/building-intelligent-agents-from-scratch<\/a><\/li>\n\n\n\n<li>GitHub Copilot Official Blog. (2023). <em>Copilot X and Future of AI-assisted Development<\/em>. Retrieved from:<br><a href=\"https:\/\/github.blog\/2023-03-22-github-copilot-x-the-ai-powered-developer-experience\">https:\/\/github.blog\/2023-03-22-github-copilot-x-the-ai-powered-developer-experience<\/a><\/li>\n\n\n\n<li><em>CSDN\u535a\u5ba2<\/em>. \u300aAGI\u4e4bAgent\uff1a\u57fa\u4e8eLLM\u9a71\u52a8\u7684\u667a\u80fd\u4f53\u2014\u4e09\u5927\u7ec4\u4ef6&#8230;\u300b2023: \u200b<a href=\"https:\/\/blog.csdn.net\/qq_41185868\/article\/details\/131618142#:~:text=,%E5%B7%A5%E5%85%B7%20%E4%BD%BF%E7%94%A8%E7%BB%84%E4%BB%B6%EF%BC%88Tool%20Use%EF%BC%89%EF%BC%9A%E9%80%9A%E8%BF%87%E8%AE%AD%E7%BB%83LLM%EF%BC%8C%E5%B0%86LLM%E8%83%BD%E5%8A%9B%E6%89%A9%E5%B1%95%E5%88%B0%E8%B0%83%E7%94%A8%E5%A4%96%E9%83%A8API%E6%9D%A5%E8%A7%A3%E5%86%B3%E6%A8%A1%E5%9E%8B%E8%87%AA%E8%BA%AB%E6%97%A0%E6%B3%95%E5%A4%84%E7%90%86%E7%9A%84%E9%97%AE%E9%A2%98%E3%80%82%E8%AE%A9Agent%E5%AD%A6%E4%BC%9A%E5%A6%82%E8%B0%83%E7%94%A8%E5%A4%96%E9%83%A8API%E6%9D%A5%E8%8E%B7%20%E5%8F%96%E6%A8%A1%E5%9E%8B%E6%9D%83%E9%87%8D%E4%B9%8B%E5%A4%96%E7%9A%84%E9%A2%9D%E5%A4%96%E4%BF%A1%E6%81%AF%EF%BC%8C%E4%BB%A5%E4%BE%BF%E8%A7%A3%E5%86%B3%E4%BB%BB%E5%8A%A1%E4%B8%AD%E7%BC%BA%E5%A4%B1%E7%9A%84%E4%BF%A1%E6%81%AF%E6%88%96%E8%AE%BF%E9%97%AE%E4%B8%93%E6%9C%89%E4%BF%A1%E6%81%AF%E6%BA%90%E7%AD%89%E3%80%82\" target=\"_blank\" rel=\"noreferrer noopener\">blog.csdn.net<\/a><\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"<p>\u81ea\u4e3b Agent \u6838\u5fc3\u6982\u5ff5 LLM \u4f5c\u4e3a\u81ea\u4e3b Agent\uff1a\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u53ef\u4ee5\u5145\u5f53\u81ea\u4e3b\u667a\u80fd\u4f53\uff08Agent [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3],"tags":[9,8],"_links":{"self":[{"href":"https:\/\/blog.rrr.ink\/index.php?rest_route=\/wp\/v2\/posts\/111"}],"collection":[{"href":"https:\/\/blog.rrr.ink\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/blog.rrr.ink\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/blog.rrr.ink\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/blog.rrr.ink\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=111"}],"version-history":[{"count":45,"href":"https:\/\/blog.rrr.ink\/index.php?rest_route=\/wp\/v2\/posts\/111\/revisions"}],"predecessor-version":[{"id":170,"href":"https:\/\/blog.rrr.ink\/index.php?rest_route=\/wp\/v2\/posts\/111\/revisions\/170"}],"wp:attachment":[{"href":"https:\/\/blog.rrr.ink\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=111"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blog.rrr.ink\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=111"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blog.rrr.ink\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=111"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}