{"id":103851,"date":"2026-09-11T13:01:20","date_gmt":"2026-09-11T05:01:20","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/103851.html"},"modified":"2026-09-11T13:01:20","modified_gmt":"2026-09-11T05:01:20","slug":"%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e6%8a%80%e6%9c%af%e4%b8%9b%e4%b9%a6%e3%80%8aai-agent%e6%99%ba%e8%83%bd%e4%bd%93%e4%b8%8emcp%e5%bc%80%e5%8f%91%e5%ae%9e%e8%b7%b5%ef%bc%9a%e5%9f%ba%e4%ba%8eqwen3","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/103851.html","title":{"rendered":"\u4eba\u5de5\u667a\u80fd\u6280\u672f\u4e1b\u4e66\u300aAI Agent\u667a\u80fd\u4f53\u4e0eMCP\u5f00\u53d1\u5b9e\u8df5\uff1a\u57fa\u4e8eQwen3\u5927\u6a21\u578b\u300b"},"content":{"rendered":"<\/p>\n<h4>\u6587\u7ae0\u76ee\u5f55<\/h4>\n<ul>\n<li>AI 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\u8005<\/p>\n<p>2025\u5e748\u6708<\/p>\n<h3>\u56fe\u4e66\u63a8\u8350<\/h3>\n<li>&#xff08;1&#xff09;AI\u6280\u672f\u4f5c\u5bb6\u3001AI\u5e94\u7528\u5f00\u53d1\u4e13\u5bb6\u738b\u6653\u534e\u65b0\u4f5c&#xff0c;\u8fd9\u4eba\u771f\u7684\u5f88\u725b\u3002<\/li>\n<li>&#xff08;2&#xff09;\u5de5\u7a0b\u7ea7\u522b\u5e94\u7528\u6848\u4f8b\u5b9e\u73b0\u4ee3\u7801&#xff0c;\u53ef\u76f4\u63a5\u590d\u7528&#xff0c;\u7b97\u662fAgent\u5f00\u53d1\u65b0\u624b\u8001\u624b\u7684\u798f\u5229\u3002<\/li>\n<li>&#xff08;3&#xff09;\u6240\u6709\u793a\u4f8b\u4e0e\u6848\u4f8b\u4ee3\u7801\u90fd\u7ecf\u8fc7\u6d4b\u8bd5&#xff0c;\u5747\u53ef\u987a\u5229\u8fd0\u884c&#xff0c;\u4e70\u8fc7\u738b\u6653\u534e\u56fe\u4e66\u7684\u5c0f\u4f19\u4f34\u90fd\u77e5\u9053\u3002<\/li>\n<li>&#xff08;4&#xff09;\u4f17\u591a\u5c0f\u793a\u4f8b&#xff0c;\u4ee5\u53ca\u4e94\u5927\u91cd\u70b9\u6848\u4f8b&#xff0c;\u5305\u62ec\u591aAgent\u667a\u80fd\u5ba2\u670d\u3001\u9ad8\u5fb7\u5730\u56feMCP\u670d\u52a1\u3001arXiv\u79d1\u7814\u8bba\u6587MCP\u670d\u52a1\u3001\u65c5\u6e38\u89c4\u5212\u667a\u80fd\u4f53\u3001\u9ad8\u54c1\u8d28\u4f4f\u5b85\u6295\u7814\u667a\u80fd\u4f53&#xff0c;\u8bfb\u8005\u6839\u636e\u81ea\u5df1\u7684\u9700\u6c42\u7a0d\u5fae\u4fee\u6539\u4e00\u4e0b\u5373\u53ef\u5e94\u7528\u4e8e\u751f\u4ea7\u5b9e\u8df5\u3002<\/li>\n<li>&#xff08;5&#xff09;\u667a\u80fd\u5ba2\u670d\u667a\u80fd\u4f53\u3001arXiv\u79d1\u7814\u8bba\u6587MCP\u670d\u52a1\u3001\u65c5\u6e38\u89c4\u5212\u667a\u80fd\u4f53\u3001\u9ad8\u54c1\u8d28\u4f4f\u5b85\u6295\u7814\u667a\u80fd\u4f53&#xff0c;\u5206\u522b\u4ee3\u8868\u7535\u5546\u3001\u79d1\u7814\u3001\u57ce\u5e02\u751f\u6d3b\u3001\u6295\u7814\u5206\u6790\u9886\u57df\u7684\u884c\u4e1a\u5e94\u7528\u89e3\u51b3\u65b9\u6848&#xff0c;\u6781\u5177\u53c2\u8003\u4ef7\u503c\u3002<\/li>\n<li>&#xff08;6&#xff09;\u7cfb\u7edf\u6574\u5408\u5927\u6a21\u578b\u4e0e\u667a\u80fd\u4f53\u6280\u672f\u4f53\u7cfb&#xff0c;\u4eceAI Agent\u6280\u672f\u4f53\u7cfb&#xff0c;\u5230AI Agent\u5f00\u53d1\u6280\u672f\u6808&#xff08;\u5fae\u8c03\u3001\u63d0\u793a\u8bcd\u3001MCP\u3001LangGraph\u3001A2A\u3001RAG\u3001gradio&#xff09;&#xff0c;\u518d\u5230AI Agent\u5f00\u53d1\u5de5\u7a0b\u6848\u4f8b&#xff0c;\u5168\u9762\u6784\u5efa\u667a\u80fd\u4f53\u6280\u672f\u7684\u5b8c\u6574\u77e5\u8bc6\u56fe\u8c31\u3002<\/li>\n<li>&#xff08;7&#xff09;\u6df1\u5ea6\u878d\u5408MCP\u6280\u672f\u521b\u65b0\u4e0e\u5de5\u7a0b\u5b9e\u8df5&#xff0c;\u5185\u5bb9\u8986\u76d6MCP\u670d\u52a1\u5f00\u53d1\u3001\u90e8\u7f72\u548c\u8c03\u7528\u7684\u65b9\u6cd5\u53ca\u5176\u6848\u4f8b&#xff0c;\u5e2e\u52a9\u8bfb\u8005\u638c\u63e1\u7b2c\u4e09\u65b9\u548c\u672c\u5730MCP\u670d\u52a1\u96c6\u6210\u5f00\u53d1\u667a\u80fd\u4f53\u7684\u65b9\u6cd5\u3002<\/li>\n<li>&#xff08;8&#xff09;\u914d\u5957\u793a\u4f8b\u6e90\u7801\u3001PPT\u8bfe\u4ef6\u3001\u914d\u56fePDF\u6587\u4ef6\u3001\u8bfb\u8005\u5fae\u4fe1\u4ea4\u6d41\u7fa4\u3002<\/li>\n<li>&#xff08;9&#xff09;\u5b66\u5b8c\u672c\u4e66\u5c06\u638c\u63e1Agent\u5f00\u53d1\u6280\u672f\u6808&#xff0c;\u5e76\u80fd\u987a\u5229\u5b8c\u6210\u6848\u4f8b\u6240\u4ee3\u8868\u7684\u5e94\u7528\u9879\u76ee\u3002<\/li>\n<h3>\u56fe\u4e66\u76ee\u5f55<\/h3>\n<h4>\u76ee \u5f55<\/h4>\n<ul>\n<li>\n<p>\u7b2c1\u7ae0 \u4ece\u5927\u8bed\u8a00\u6a21\u578b\u5230\u667a\u80fd\u4f53\u7684\u6f14\u8fdb 1<\/p>\n<ul>\n<li>1.1 \u4ece\u5927\u8bed\u8a00\u6a21\u578b\u5230\u667a\u80fd\u4f53 1\n<ul>\n<li>1.1.1 \u81ea\u56de\u5f52\u5927\u6a21\u578b\u6838\u5fc3\u6280\u672f\u7684\u7a81\u7834 1<\/li>\n<li>1.1.2 \u5927\u8bed\u8a00\u6a21\u578b\u53d1\u5c55\u7684\u91cc\u7a0b\u7891 2<\/li>\n<li>1.1.3 \u4ece\u5927\u8bed\u8a00\u6a21\u578b\u5230\u667a\u80fd\u4f53 3<\/li>\n<\/ul>\n<\/li>\n<li>1.2 Qwen3\u67b6\u6784\u9769\u65b0\u4e0e\u6027\u80fd\u8dc3\u8fc1 4\n<ul>\n<li>1.2.1 Qwen3\u6838\u5fc3\u6280\u672f\u89e3\u8bfb 4<\/li>\n<li>1.2.2 Qwen3\u5e76\u884c\u8ba1\u7b97\u6548\u80fd\u8dc3\u8fc1 6<\/li>\n<li>1.2.3 Qwen3\u91cd\u65b0\u5b9a\u4e49\u5de5\u4f5c\u8ba4\u77e5 8<\/li>\n<\/ul>\n<\/li>\n<li>1.3 \u672c\u7ae0\u5c0f\u7ed3 9<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>\u7b2c2\u7ae0 Agent\u5f00\u53d1\u73af\u5883\u914d\u7f6e 10<\/p>\n<ul>\n<li>2.1 \u667a\u80fd\u4f53\u5f00\u53d1\u73af\u5883\u5b89\u88c5 10\n<ul>\n<li>2.1.1 Miniconda\u7684\u4e0b\u8f7d\u4e0e\u5b89\u88c5 11<\/li>\n<li>2.1.2 PyTorch\u7684\u4e0b\u8f7d\u4e0e\u5b89\u88c5 13<\/li>\n<li>2.1.3 PyCharm\u7f16\u8bd1\u5668\u7684\u5b89\u88c5\u4e0e\u4f7f\u7528 16<\/li>\n<\/ul>\n<\/li>\n<li>2.2 \u672c\u5730\u5316Qwen3\u7684\u4e0b\u8f7d\u4e0e\u57fa\u7840\u4f7f\u7528 19\n<ul>\n<li>2.2.1 ModelScope\u7b80\u4ecb 20<\/li>\n<li>2.2.2 Qwen3\u6a21\u578b\u7684\u672c\u5730\u5316\u90e8\u7f72\u4e0e\u4f7f\u7528 21<\/li>\n<li>2.2.3 Qwen3\u4e2d\u601d\u8003\u6a21\u5f0f\u7684\u5207\u6362 22<\/li>\n<\/ul>\n<\/li>\n<li>2.3 \u672c\u7ae0\u5c0f\u7ed3 24<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>\u7b2c3\u7ae0 \u57fa\u4e8e\u966a\u4f34Agent\u7684\u5927\u6a21\u578b\u5fae\u8c03 25<\/p>\n<ul>\n<li>3.1 \u5927\u6a21\u578b\u5fae\u8c03 25\n<ul>\n<li>3.1.1 \u5927\u6a21\u578b\u5fae\u8c03\u7684\u4f5c\u7528 25<\/li>\n<li>3.1.2 \u5927\u6a21\u578b\u5fae\u8c03\u6280\u672f\u6709\u54ea\u4e9b 26<\/li>\n<\/ul>\n<\/li>\n<li>3.2 \u4e8c\u6b21\u5143\u98ce\u683c\u7684\u966a\u4f34Agent\u5fae\u8c03\u5b9e\u6218 26\n<ul>\n<li>3.2.1 \u5fae\u8c03\u6a21\u578b\u4e0e\u6570\u636e\u96c6\u7684\u51c6\u5907 27<\/li>\n<li>3.2.2 \u4f7f\u7528TRL\u5168\u91cf\u5fae\u8c03\u5927\u6a21\u578b 29<\/li>\n<li>3.2.3 \u4f7f\u7528\u5fae\u8c03\u540e\u7684\u5927\u6a21\u578b\u8fdb\u884c\u4e8c\u6b21\u5143\u98ce\u683c\u95ee\u7b54 31<\/li>\n<\/ul>\n<\/li>\n<li>3.3 \u672c\u7ae0\u5c0f\u7ed3 32<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>\u7b2c4\u7ae0 \u5728\u7ebfQwen3\u5927\u6a21\u578b\u7684\u57fa\u672c\u4f7f\u7528 33<\/p>\n<ul>\n<li>4.1 \u7f51\u9875\u7aefQwen3\u5927\u6a21\u578b\u7684\u57fa\u672c\u4f7f\u7528 33\n<ul>\n<li>4.1.1 \u5728\u7ebfQwen3\u7684\u6ce8\u518c\u4e0e\u57fa\u672c\u4f7f\u7528 34<\/li>\n<li>4.1.2 \u4e0d\u540c\u63d0\u793a\u8bcd\u5bf9\u56de\u7b54\u7684\u5f71\u54cd 35<\/li>\n<\/ul>\n<\/li>\n<li>4.2 Qwen3\u5728\u7ebfAPI\u7684\u4f7f\u7528 37\n<ul>\n<li>4.2.1 \u5728\u7ebfQwen3\u6ce8\u518c\u4e0e\u57fa\u672c\u4f7f\u7528 37<\/li>\n<li>4.2.2 \u4e0d\u540c\u9700\u6c42\u7684Qwen3\u7684API\u4f7f\u7528 38<\/li>\n<li>4.2.3 \u5728\u7ebfAPI\u7684\u5de5\u5177\u8c03\u7528\u4e0e\u7b80\u5355RAG\u5904\u7406 41<\/li>\n<\/ul>\n<\/li>\n<li>4.3 \u672c\u7ae0\u5c0f\u7ed3 44<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>\u7b2c5\u7ae0 RAG\u4e0e\u63d0\u793a\u8bcd\u5de5\u7a0b 45<\/p>\n<ul>\n<li>5.1 RAG\u6280\u672f\u4f53\u7cfb 46\n<ul>\n<li>5.1.1 RAG\u7684\u5b9a\u4e49\u4e0e\u6838\u5fc3\u6d41\u7a0b 46<\/li>\n<li>5.1.2 \u6570\u636e\u5904\u7406\u4e0e\u5206\u5757\u7b56\u7565 47<\/li>\n<li>5.1.3 Rerank\u673a\u5236\u8be6\u89e3 49<\/li>\n<\/ul>\n<\/li>\n<li>5.2 \u95ee\u9898\u8868\u793a\u4e0e\u63d0\u793a\u5de5\u7a0b 51\n<ul>\n<li>5.2.1 \u6838\u5fc3\u539f\u5219\u4e0e\u6700\u4f73\u5b9e\u8df5 51<\/li>\n<li>5.2.2 \u63d0\u793a\u5de5\u7a0b\u4e2d\u7684\u601d\u7ef4\u94fe\u8be6\u89e3 52<\/li>\n<\/ul>\n<\/li>\n<li>5.3 \u7ed3\u5408RAG\u4e0e\u601d\u7ef4\u94fe\u7684\u4efb\u52a1\u62c6\u89e3\u5b9e\u6218 54\n<ul>\n<li>5.3.1 \u52a0\u8f7d\u601d\u7ef4\u94fe\u7684\u67e5\u8be2\u5904\u7406 54<\/li>\n<li>5.3.2 \u601d\u7ef4\u94fe\u7684\u67e5\u8be2\u5904\u7406 55<\/li>\n<li>5.3.3 \u7ed3\u5408RAG\u7684\u601d\u7ef4\u94fe\u4efb\u52a1\u89c4\u5212 57<\/li>\n<\/ul>\n<\/li>\n<li>5.4 \u672c\u7ae0\u5c0f\u7ed3 61<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>\u7b2c6\u7ae0 Agent\u67b6\u6784\u8bbe\u8ba1 62<\/p>\n<ul>\n<li>6.1 \u667a\u80fd\u4f53\u6280\u672f\u6f14\u8fdb\u8def\u5f84 62\n<ul>\n<li>6.1.1 \u4ece\u5927\u6a21\u578b\u5230\u81ea\u4e3b\u667a\u80fd\u4f53\u7684\u80fd\u529b\u8dc3\u8fc1 63<\/li>\n<li>6.1.2 LLM\u3001Workflow\u4e0eGraph\u6280\u672f\u8def\u7ebf\u5bf9\u6bd4\u5206\u6790 64<\/li>\n<li>6.1.3 \u4ea4\u4e92\u8303\u5f0f\u53d8\u9769&#xff1a;\u4ece\u5de5\u5177\u8c03\u7528\u5230\u610f\u56fe\u7406\u89e3 65<\/li>\n<\/ul>\n<\/li>\n<li>6.2 \u667a\u80fd\u4f53\u67b6\u6784\u8bbe\u8ba1 66\n<ul>\n<li>6.2.1 &#034;\u611f\u77e5-\u51b3\u7b56-\u6267\u884c&#034;\u95ed\u73af\u67b6\u6784\u8bbe\u8ba1 67<\/li>\n<li>6.2.2 \u8bb0\u5fc6\u6a21\u5757\u4e0e\u4e0a\u4e0b\u6587\u7ba1\u7406\u673a\u5236 67<\/li>\n<li>6.2.3 \u5de5\u5177\u8c03\u7528\u4e0e\u5916\u90e8\u7cfb\u7edf\u96c6\u6210\u7b56\u7565 68<\/li>\n<\/ul>\n<\/li>\n<li>6.3 \u672c\u7ae0\u5c0f\u7ed3 69<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>\u7b2c7\u7ae0 \u591aAgent\u8de8\u5883\u7535\u5546\u667a\u80fd\u5ba2\u670d\u5b9e\u6218 70<\/p>\n<ul>\n<li>7.1 \u5206\u5c42Agent\u8de8\u5883\u7535\u5546\u667a\u80fd\u5ba2\u670d\u57fa\u672c\u67b6\u6784\u8bbe\u8ba1 70\n<ul>\n<li>7.1.1 DTC\u6a21\u5f0f\u7684\u5d1b\u8d77\u4e0e\u667a\u80fd\u5ba2\u670d\u7684\u65b0\u8981\u6c42 71<\/li>\n<li>7.1.2 \u8de8\u5883\u7535\u5546\u667a\u80fd\u5ba2\u670d\u67b6\u6784\u8bbe\u8ba1 72<\/li>\n<li>7.1.3 \u7528\u4e8e\u590d\u6742\u4efb\u52a1\u5206\u914d\u3001\u89e3\u51b3\u4e0e\u6c47\u603b\u7684\u5206\u5c42Agent\u67b6\u6784 73<\/li>\n<\/ul>\n<\/li>\n<li>7.2 \u642d\u5efa\u5177\u5907\u5546\u4e1a\u95ee\u7b54\u80fd\u529b\u7684\u4ea4\u6d41\u5ba2\u670dAgent 74\n<ul>\n<li>7.2.1 \u57fa\u4e8eQwen3\u7684\u591a\u8bed\u79cd\u667a\u80fd\u5ba2\u670d\u57fa\u5ea7\u6a21\u578b\u7b80\u4ecb 75<\/li>\n<li>7.2.2 \u771f\u5b9e\u5ba2\u670d\u6570\u636e\u96c6\u4ecb\u7ecd\u4e0e\u4f7f\u7528\u8be6\u89e3 76<\/li>\n<li>7.2.3 \u4f7f\u7528LoRA\u5fae\u8c03\u57fa\u5ea7\u6a21\u578b 77<\/li>\n<li>7.2.4 \u4f7f\u7528\u5fae\u8c03\u540e\u7684\u667a\u80fd\u5ba2\u670d\u57fa\u5ea7\u6a21\u578b\u5b8c\u6210\u63a8\u7406 81<\/li>\n<li>7.2.5 \u539f\u751fQwen3\u591a\u8bed\u79cd\u652f\u6301\u4e0e\u8de8\u5883\u7535\u5546\u667a\u80fd\u5ba2\u670d\u8bed\u8a00\u8bbe\u7f6e 82<\/li>\n<\/ul>\n<\/li>\n<li>7.3 \u7ed9\u4ea4\u6d41\u5ba2\u670dAgent\u6ce8\u5165\u5782\u76f4\u9886\u57df\u77e5\u8bc6 85\n<ul>\n<li>7.3.1 \u7ed9\u5ba2\u670d\u5927\u6a21\u578b\u76f4\u63a5\u6dfb\u52a0\u77e5\u8bc6\u7684\u65b9\u6cd5 86<\/li>\n<li>7.3.2 \u66f4\u9ad8\u7cbe\u5ea6\u7684RAG\u8be6\u89e3\u4e0e\u4f7f\u7528\u793a\u4f8b 88<\/li>\n<li>7.3.3 \u57fa\u4e8eBM25\u7b97\u6cd5\u7684RAG\u5b9e\u6218 90<\/li>\n<li>7.3.4 \u57fa\u4e8eEmbedding\u5411\u91cf\u6392\u5e8f\u7684RAG\u5b9e\u6218 94<\/li>\n<li>7.3.5 \u8865\u5145\u8bb2\u89e31&#xff1a;\u667a\u80fd\u5ba2\u670d\u6a21\u578b\u5782\u76f4\u9886\u57df\u77e5\u8bc6\u6ce8\u5165 100<\/li>\n<li>7.3.6 \u8865\u5145\u8bb2\u89e32&#xff1a;\u7528Qwen3\u5f00\u5c55\u5411\u91cf\u8ba1\u7b97 102<\/li>\n<\/ul>\n<\/li>\n<li>7.4 \u642d\u5efa\u57fa\u4e8eQwen3\u7684\u8c03\u5ea6Agent 104\n<ul>\n<li>7.4.1 \u4f7f\u7528MCP\u6784\u5efa\u9002\u914d\u667a\u80fd\u5ba2\u670d\u7684\u5de5\u5177\u96c6 104<\/li>\n<li>7.4.2 \u57fa\u4e8e\u5728\u7ebfQwen3\u7684\u5ba2\u6237\u610f\u56fe\u8bc6\u522b\u4e0e\u5de5\u5177\u8c03\u5ea6Agent 108<\/li>\n<\/ul>\n<\/li>\n<li>7.5 \u672c\u7ae0\u5c0f\u7ed3 112<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>\u7b2c8\u7ae0 \u591a\u667a\u80fd\u4f53\u534f\u4f5c\u7684\u539f\u751fA2A\u534f\u8bae\u8be6\u89e3 114<\/p>\n<ul>\n<li>8.1 A2A\u67b6\u6784\u8be6\u89e3 115\n<ul>\n<li>8.1.1 A2A\u7684\u529f\u80fd\u4e0e\u5b9a\u4e49 115<\/li>\n<li>8.1.2 A2A\u901a\u4fe1\u4e0e\u4ea4\u4e92\u6a21\u5757\u8be6\u89e3 116<\/li>\n<\/ul>\n<\/li>\n<li>8.2 Hello Agent&#xff1a;A2A\u591a\u667a\u80fd\u4f53\u4ea4\u4e92\u5b9e\u6218 119\n<ul>\n<li>8.2.1 \u5b9a\u4e49\u6a21\u5757\u7ec4\u4ef6\u7684\u5b9e\u73b0\u4e0e\u67e5\u770b 119<\/li>\n<li>8.2.2 \u670d\u52a1\u6a21\u5757\u7ec4\u4ef6\u7684\u5b9e\u73b0\u4e0e\u542f\u52a8 122<\/li>\n<li>8.2.3 \u6267\u884c\u6a21\u5757\u7ec4\u4ef6\u7684\u5b9e\u73b0\u4e0e\u8fd0\u884c 125<\/li>\n<\/ul>\n<\/li>\n<li>8.3 \u672c\u7ae0\u5c0f\u7ed3 127<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>\u7b2c9\u7ae0 MCP\u4e0e\u5e94\u7528\u8be6\u89e3 128<\/p>\n<ul>\n<li>9.1 \u5de5\u5177\u8c03\u7528\u8be6\u89e3 128\n<ul>\n<li>9.1.1 Python\u8c03\u7528\u5de5\u5177\u7684\u57fa\u672c\u539f\u7406 129<\/li>\n<li>9.1.2 \u4f7f\u7528Qwen3\u6f14\u793a\u5927\u6a21\u578b\u5de5\u5177\u8c03\u7528\u65b9\u6cd5 130<\/li>\n<\/ul>\n<\/li>\n<li>9.2 MCP\u534f\u8bae\u8be6\u89e3 133\n<ul>\n<li>9.2.1 MCP\u529f\u80fd\u4e0e\u67b6\u6784\u8be6\u89e3 134<\/li>\n<li>9.2.2 \u5355\u673aMCP\u670d\u52a1\u7aef\u7684\u642d\u5efa 137<\/li>\n<li>9.2.3 \u5355\u673aMCP\u5ba2\u6237\u7aef\u7684\u642d\u5efa\u4e0e\u4f7f\u7528 138<\/li>\n<\/ul>\n<\/li>\n<li>9.3 \u672c\u7ae0\u5c0f\u7ed3 143<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>\u7b2c10\u7ae0 \u4e91\u4e0aMCP\u670d\u52a1\u7684\u90e8\u7f72\u4e0e\u4f7f\u7528 144<\/p>\n<ul>\n<li>10.1 \u591a\u79cdMCP\u8fde\u63a5\u534f\u8bae\u8be6\u89e3 144\n<ul>\n<li>10.1.1 stdio\u4e0eSSE\u4f20\u8f93\u534f\u8bae 144<\/li>\n<li>10.1.2 \u57fa\u4e8eSSE\u4f20\u8f93\u534f\u8bae\u7684MCP\u670d\u52a1\u7aef 146<\/li>\n<li>10.1.3 \u53ef\u89c6\u5316\u9a8c\u8bc1\u57fa\u4e8eSSE\u534f\u8bae\u7684MCP\u670d\u52a1 146<\/li>\n<\/ul>\n<\/li>\n<li>10.2 \u5c40\u57df\u7f51MCP\u670d\u52a1\u5668\u7684\u642d\u5efa\u4e0e\u4f7f\u7528\u5b9e\u6218 150\n<ul>\n<li>10.2.1 \u5c40\u57df\u7f51MCP\u670d\u52a1\u7aef\u7684\u642d\u5efa 150<\/li>\n<li>10.2.2 \u5c40\u57df\u7f51MCP\u5ba2\u6237\u7aef\u8fde\u63a5MCP\u670d\u52a1 152<\/li>\n<\/ul>\n<\/li>\n<li>10.3 \u57fa\u4e8e\u817e\u8baf\u4e91\u7684MCP\u670d\u52a1\u67b6\u8bbe\u4e0e\u4f7f\u7528 154\n<ul>\n<li>10.3.1 \u9ad8\u6548\u4fbf\u6377\u7684MCP\u4e91\u670d\u52a1\u5e73\u53f0 154<\/li>\n<li>10.3.2 \u817e\u8baf\u4e91MCP\u670d\u52a1\u90e8\u7f72\u4ee3\u7801\u7684\u7f16\u5199 157<\/li>\n<li>10.3.3 \u817e\u8baf\u4e91\u7aef\u53e3\u7684\u5f00\u542f\u4ee5\u53ca\u5728\u7ebfMCP\u670d\u52a1\u7684\u9a8c\u8bc1 158<\/li>\n<li>10.3.4 \u817e\u8baf\u4e91\u7684\u6301\u4e45\u5316\u670d\u52a1\u7684\u5f00\u542f 160<\/li>\n<\/ul>\n<\/li>\n<li>10.4 \u672c\u7ae0\u5c0f\u7ed3 161<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>\u7b2c11\u7ae0 \u9ad8\u5fb7\u5730\u56feMCP\u670d\u52a1\u667a\u80fd\u8c03\u7528\u5b9e\u6218 162<\/p>\n<ul>\n<li>11.1 MCP\u9a8c\u8bc1\u5de5\u5177\u4e0e\u9ad8\u5fb7\u5730\u56fe\u5256\u6790 162\n<ul>\n<li>11.1.1 MCP Inspector\u4f7f\u7528\u6f14\u793a 162<\/li>\n<li>11.1.2 FastMCP\u7528\u6cd5\u8bb2\u89e3 166<\/li>\n<li>11.1.3 \u9ad8\u5fb7\u5730\u56feMCP\u670d\u52a1\u5256\u6790\u4e0e\u6d4b\u8bd5 171<\/li>\n<\/ul>\n<\/li>\n<li>11.2 \u9ad8\u5fb7MCP\u670d\u52a1\u7684\u89e3\u6790\u4e0e\u5e94\u7528\u91cd\u6784 181\n<ul>\n<li>11.2.1 \u57fa\u4e8eURL\u7684\u9ad8\u5fb7MCP\u670d\u52a1\u7684\u89e3\u6790 182<\/li>\n<li>11.2.2 \u539f\u751f\u9ad8\u5fb7MCP\u670d\u52a1\u7684\u89e3\u6790 187<\/li>\n<li>11.2.3 \u89e3\u6790\u57fa\u4e8e\u9ad8\u5fb7MCP\u5de5\u5177\u8c03\u7528\u7684\u793a\u4f8b 191<\/li>\n<\/ul>\n<\/li>\n<li>11.3 \u667a\u80fd\u5316\u81ea\u5b9a\u4e49\u9ad8\u5fb7MCP\u670d\u52a1\u5b9e\u6218 196\n<ul>\n<li>11.3.1 \u5728\u7ebfQwen3\u5927\u6a21\u578b\u7684\u4f7f\u7528 196<\/li>\n<li>11.3.2 \u9ad8\u5fb7MCP\u51fd\u6570\u5de5\u5177\u7684\u89e3\u6790\u4e0e\u683c\u5f0f\u8f6c\u6362 198<\/li>\n<li>11.3.3 \u5728\u7ebfQwen3\u7684\u5de5\u5177\u683c\u5f0f\u3001\u51fd\u6570\u4f53\u4e0e\u8f6c\u6362\u51fd\u6570 200<\/li>\n<li>11.3.4 \u7ed3\u5408Qwen3\u667a\u80fd\u5316\u81ea\u5b9a\u4e49\u9ad8\u5fb7MCP\u5e94\u7528\u5b9e\u6218 208<\/li>\n<\/ul>\n<\/li>\n<li>11.4 \u672c\u7ae0\u5c0f\u7ed3 214<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>\u7b2c12\u7ae0 \u6784\u5efa\u4e2a\u6027\u5316\u7684arXiv\u79d1\u7814\u8bba\u6587MCP\u670d\u52a1\u5b9e\u6218 215<\/p>\n<ul>\n<li>12.1 \u5c06arXiv MCP\u670d\u52a1\u62c6\u89e3\u4e3aAPI\u5e94\u7528 215\n<ul>\n<li>12.1.1 \u57fa\u7840arXiv MCP\u670d\u52a1\u7684\u5b89\u88c5\u4e0e\u62c6\u89e3\u8fd0\u884c 216<\/li>\n<li>12.1.2 \u4f7f\u7528\u5927\u6a21\u578b\u5b9e\u73b0\u8f85\u52a9\u5de5\u5177\u51fd\u6570\u8bbe\u7f6e 217<\/li>\n<li>12.1.3 \u5bf9\u67e5\u8be2\u7ed3\u679c\u7684\u4e2a\u6027\u5316\u6392\u5e8f\u5904\u7406 222<\/li>\n<li>12.1.4 \u9002\u914d\u9605\u8bfb\u4e60\u60ef\u7684\u53ef\u89c6\u5316\u64cd\u4f5c 225<\/li>\n<\/ul>\n<\/li>\n<li>12.2 \u8bbe\u8ba1\u4e2a\u6027\u5316\u7684\u79d1\u7814\u8bba\u6587\u67e5\u8be2\u51fd\u6570\u8bbe\u8ba1 226\n<ul>\n<li>12.2.1 FastAPI\u7528\u6cd5\u8bb2\u89e3 226<\/li>\n<li>12.2.2 \u57fa\u4e8eFlow\u8fc7\u7a0b\u7684\u79d1\u7814\u8bba\u6587\u67e5\u8be2 229<\/li>\n<li>12.2.3 \u5c06\u67e5\u8be2\u670d\u52a1\u91cd\u65b0\u5305\u88c5\u6210API\u670d\u52a1 233<\/li>\n<\/ul>\n<\/li>\n<li>12.3 \u5c06arXiv API\u5305\u88c5\u4e3aMCP\u670d\u52a1 236\n<ul>\n<li>12.3.1 \u91cd\u6784\u539f\u6709\u7684arXiv API\u670d\u52a1 237<\/li>\n<li>12.3.2 \u5c06arXiv API\u91cd\u65b0\u5305\u88c5\u4e3a\u5b9a\u5236\u7684MCP\u670d\u52a1 240<\/li>\n<\/ul>\n<\/li>\n<li>12.4 \u672c\u7ae0\u5c0f\u7ed3 244<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>\u7b2c13\u7ae0 \u57fa\u4e8egradio\u7684\u4e91\u4e0aMCP\u670d\u52a1\u53d1\u5e03 245<\/p>\n<ul>\n<li>13.1 gradio\u7684\u57fa\u672c\u4f7f\u7528\u8be6\u89e3 245\n<ul>\n<li>13.1.1 \u4ecegradio\u7684Interface\u5f00\u59cb 245<\/li>\n<li>13.1.2 gradio\u8f93\u5165\u4e0e\u8f93\u51fa\u7ec4\u4ef6 248<\/li>\n<li>13.1.3 \u542f\u52a8gradio\u7684launch 252<\/li>\n<li>13.1.4 gradio\u4e2d\u591a\u6837\u5316\u7684\u8f93\u5165\/\u8f93\u51fa\u7ec4\u4ef6 253<\/li>\n<li>13.1.5 gradio\u4e2d\u5e38\u7528\u7684\u51e0\u4e2a\u7ec4\u4ef6 256<\/li>\n<\/ul>\n<\/li>\n<li>13.2 \u57fa\u4e8egradio\u7684MCP\u670d\u52a1 268\n<ul>\n<li>13.2.1 \u57fa\u4e8egradio\u672c\u5730\u5b9e\u73b0MCP\u670d\u52a1\u7a0b\u5e8f 269<\/li>\n<li>13.2.2 \u57fa\u4e8egradio\u514d\u8d39\u90e8\u7f72\u4e91\u7aefMCP\u670d\u52a1 271<\/li>\n<\/ul>\n<\/li>\n<li>13.3 \u672c\u7ae0\u5c0f\u7ed3 274<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>\u7b2c14\u7ae0 \u57fa\u4e8eMCP\u7684\u65c5\u6e38\u89c4\u5212\u667a\u80fd\u4f53\u5f00\u53d1\u5b9e\u6218 275<\/p>\n<ul>\n<li>14.1 \u57fa\u7840\u667a\u80fd\u4f53\u7ec4\u4ef6 276\n<ul>\n<li>14.1.1 \u667a\u80fd\u4f53\u7684\u57fa\u672c\u6a21\u5757 276<\/li>\n<li>14.1.2 \u667a\u80fd\u4f53\u7684System Prompt 277<\/li>\n<li>14.1.3 \u5bf9MCP\u670d\u52a1\u7684\u52a0\u8f7d\u548c\u5904\u7406 280<\/li>\n<\/ul>\n<\/li>\n<li>14.2 \u667a\u80fd\u4f53\u6574\u5408\u4e0e\u5355\u4e00MCP\u5b9e\u6218 282\n<ul>\n<li>14.2.1 \u5b8c\u6574\u7684\u667a\u80fd\u4f53\u6574\u5408 282<\/li>\n<li>14.2.2 \u667a\u80fd\u4f53\u6574\u5408\u9ad8\u5fb7MCP\u670d\u52a1\u5b9e\u6218 291<\/li>\n<\/ul>\n<\/li>\n<li>14.3 \u667a\u80fd\u4f53\u5f15\u5bfc\u7684\u5bfb\u5473\u4e4b\u65c5 292\n<ul>\n<li>14.3.1 \u89c4\u5212\u4e0e\u6587\u4ef6\u5904\u7406MCP\u8be6\u89e3 292<\/li>\n<li>14.3.2 \u98e8\u63fd\u676d\u57ce&#xff1a;\u667a\u80fd\u4f53\u5f15\u5bfc\u7684\u5bfb\u5473\u4e4b\u65c5 301<\/li>\n<\/ul>\n<\/li>\n<li>14.4 \u672c\u7ae0\u5c0f\u7ed3 312<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>\u7b2c15\u7ae0 \u591a\u667a\u80fd\u4f53\u6846\u67b6LangGraph\u4e0e\u804a\u5929\u52a9\u624b\u5b9e\u6218 313<\/p>\n<ul>\n<li>15.1 \u521d\u8bc6LangGraph\u4e0e\u5de5\u4f5c\u6d41\u642d\u5efa 313\n<ul>\n<li>15.1.1 \u7528LangGraph\u628a\u5927\u8c61\u88c5\u8fdb\u51b0\u7bb1 314<\/li>\n<li>15.1.2 LangGraph\u7279\u6027\u4e0e\u6280\u672f\u539f\u7406 319<\/li>\n<li>15.1.3 LangGraph\u7ec4\u4ef6\u8be6\u89e3 319<\/li>\n<li>15.1.4 LangGraph\u4e2d\u7684StateGraph 320<\/li>\n<li>15.1.5 LangGraph\u4e2d\u7684\u8282\u70b9 321<\/li>\n<li>15.1.6 LangGraph\u4e2d\u7684\u8fb9 323<\/li>\n<\/ul>\n<\/li>\n<li>15.2 \u57fa\u4e8eLangGraph\u7684\u804a\u5929\u52a9\u624b\u642d\u5efa 324\n<ul>\n<li>15.2.1 LangGraph\u6784\u5efa\u7684\u804a\u5929\u52a9\u624b 325<\/li>\n<li>15.2.2 \u539f\u751fLangGraph\u63a5\u53e3\u5bf9Qwen3\u7684\u8c03\u7528 327<\/li>\n<li>15.2.3 \u4e00\u822c\u667a\u80fd\u4f53\u8fd0\u884c\u8303\u5f0f\u8be6\u89e3 328<\/li>\n<li>15.2.4 \u57fa\u4e8eLangGraph\u4e0eQwen3\u5b8c\u6210\u804a\u5929\u52a9\u624b 331<\/li>\n<li>15.2.5 \u8fdb\u9636\u667a\u80fd\u4f53\u6784\u5efa 333<\/li>\n<\/ul>\n<\/li>\n<li>15.3 \u672c\u7ae0\u5c0f\u7ed3 337<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>\u7b2c16\u7ae0 \u57fa\u4e8eLangGraph\u7684\u9ad8\u54c1\u8d28\u4f4f\u5b85\u6295\u7814\u667a\u80fd\u4f53\u5f00\u53d1\u5b9e\u6218 338<\/p>\n<ul>\n<li>16.1 \u642d\u5efa\u6295\u7814\u52a9\u624b\u5fc5\u5907\u7684\u77e5\u8bc6\u7ef4\u5ea6 339\n<ul>\n<li>16.1.1 \u8d1f\u516c\u644a\u6df1\u6790&#xff1a;\u89e3\u6784\u9ad8\u54c1\u8d28\u4f4f\u5b85\u7684\u4ef7\u503c\u57fa\u5e95 339<\/li>\n<li>16.1.2 \u642d\u5efa\u5168\u57df\u77e5\u8bc6\u67b6\u6784\u7684\u6295\u7814\u8ba4\u77e5\u4f53\u7cfb 340<\/li>\n<li>16.1.3 \u667a\u5c45\u8303\u5f0f\u8dc3\u8fc1&#xff1a;\u91cd\u6784\u6280\u672f\u9a71\u52a8\u7684\u5c45\u4f4f\u54c1\u8d28\u751f\u6001 341<\/li>\n<\/ul>\n<\/li>\n<li>16.2 \u57fa\u4e8eQwen3\u7684\u9ad8\u54c1\u8d28\u4f4f\u5b85\u6295\u7814\u52a9\u624b\u5b9e\u6218 342\n<ul>\n<li>16.2.1 \u667a\u80fd\u4f53\u6d41\u7a0b\u529f\u80fd\u7684\u5b9a\u4e49 343<\/li>\n<li>16.2.2 \u667a\u80fd\u4f53\u6d41\u7a0b\u89d2\u8272\u7684\u8bbe\u5b9a 344<\/li>\n<li>16.2.3 \u6295\u7814\u667a\u80fd\u4f53\u4e0d\u540c\u89d2\u8272\u7684\u7ec4\u5408\u4e0e\u5b9e\u73b0 346<\/li>\n<li>16.2.4 \u5b8c\u6574\u6295\u7814\u667a\u80fd\u4f53\u7684\u642d\u5efa\u4e0e\u8fd0\u884c 351<\/li>\n<li>16.2.5 \u5728\u817e\u8baf\u4e91\u4e0a\u90e8\u7f72\u9ad8\u54c1\u8d28\u4f4f\u5b85\u6295\u7814\u52a9\u624b 354<\/li>\n<\/ul>\n<\/li>\n<li>16.3 \u672c\u7ae0\u5c0f\u7ed3 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