{"id":44362,"date":"2025-06-18T14:45:40","date_gmt":"2025-06-18T06:45:40","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/44362.html"},"modified":"2025-06-18T14:45:40","modified_gmt":"2025-06-18T06:45:40","slug":"5-%e4%b8%aa%e5%bc%80%e6%ba%90-mcp-%e6%9c%8d%e5%8a%a1%e5%99%a8%ef%bc%8c%e8%ae%a9%e4%bd%a0%e7%9a%84-ai-%e4%bb%a3%e7%90%86%e6%97%a0%e6%89%80%e4%b8%8d%e8%83%bd","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/44362.html","title":{"rendered":"5 \u4e2a\u5f00\u6e90 MCP \u670d\u52a1\u5668\uff0c\u8ba9\u4f60\u7684 AI \u4ee3\u7406\u65e0\u6240\u4e0d\u80fd"},"content":{"rendered":"<p style=\"margin-left:0;margin-right:0;text-align:center\">\n<p style=\"margin-left:0;margin-right:0\">\u6700\u8fd1\u6211\u4e00\u76f4\u5728\u9f13\u6363 AI \u2014\u2014 \u4e3b\u8981\u662f Claude \u2014\u2014 \u4f46\u5b83\u5149\u662f\u56de\u7b54\u95ee\u9898\u8ba9\u6211\u6709\u70b9\u65e0\u804a\u4e86\u3002 \u6211\u60f3\u8ba9\u5b83\u5e72\u70b9\u4e8b\u513f&#xff0c;\u4f60\u61c2\u7684\u5427&#xff1f; \u6bd4\u5982\u4ece\u7f51\u7ad9\u6293\u6570\u636e&#xff0c;\u6216\u8005\u53bb\u7ffb\u6211 GitHub \u7684\u9879\u76ee\u3002 \u8fd9\u65f6\u5019\u6211\u53d1\u73b0\u4e86\u4e00\u4e9b\u53eb MCP \u670d\u52a1\u5668\u7684\u4e1c\u897f\u3002\u5b83\u4eec\u5c31\u50cf\u5c0f\u5e2e\u624b\u4e00\u6837&#xff0c;\u8ba9\u4f60\u7684 AI \u80fd\u548c\u5de5\u5177\u3001\u5e94\u7528\u6253\u4ea4\u9053\u3002\u5f00\u6e90\u7684&#xff0c;\u514d\u8d39\u7684&#xff0c;\u800c\u4e14\u8bf4\u5b9e\u8bdd\u8fd8\u633a\u597d\u73a9\u3002 \u6211\u6765\u8bf4\u8bf4\u6211\u8bd5\u8fc7\u7684\u4e94\u4e2a&#xff0c;\u8ba9\u6211\u5f53\u573a\u60ca\u547c&#xff1a;\u201c\u5367\u69fd&#xff0c;\u8fd9\u4e5f\u592a\u725b\u4e86\u5427\u3002\u201d<\/p>\n<p style=\"margin-left:0;margin-right:0\">\u5565\u662f MCP \u670d\u52a1\u5668&#xff1f; OK&#xff0c;MCP \u662f Model Context Protocol \u7684\u7f29\u5199\u3002\u5b83\u8ba9 Claude \u8fd9\u79cd AI \u80fd\u548c\u5916\u90e8\u4e16\u754c\u4ea4\u6d41&#xff0c;\u6bd4\u5982\u7f51\u7ad9\u554a&#xff0c;\u4ee3\u7801\u7b14\u8bb0\u672c\u4e4b\u7c7b\u7684\u3002\u6ca1\u6709\u5b83&#xff0c;\u4f60\u7684 AI \u5c31\u53ea\u80fd\u9760\u731c\u3002 \u6709\u4e86\u5b83&#xff0c;\u5c31\u662f&#xff1a;\u201c\u5582 Claude&#xff0c;\u5e2e\u6211\u770b\u770b GitHub \u4e0a\u7684\u95ee\u9898\u201d&#xff0c;\u7136\u540e\u5b83\u771f\u7684\u5c31\u80fd\u641e\u5b9a\u3002\u6211\u7b2c\u4e00\u6b21\u641e\u5b9a\u4e00\u4e2a\u7684\u65f6\u5019\u6fc0\u52a8\u5f97\u50cf\u662f\u53d1\u73b0\u4e86\u6e38\u620f\u79d8\u7c4d\u4e00\u6837\u3002 \u4ee5\u4e0b\u662f\u6211\u6700\u8fd1\u5728\u7814\u7a76\u7684\u4e94\u4e2a&#xff1a;<\/p>\n<li>Stagehand&#xff1a;\u4f1a\u201c\u51b2\u6d6a\u201d\u7684 AI Stagehand \u662f Browserbase \u51fa\u7684\u4e00\u4e2a\u9177\u5de5\u5177\u3002\u5b83\u8ba9\u4f60\u7684 AI \u50cf\u5f00\u7740\u6d4f\u89c8\u5668\u4e00\u6837\u64cd\u4f5c \u2014\u2014 \u70b9\u94fe\u63a5\u3001\u6293\u6587\u672c&#xff0c;\u5565\u90fd\u884c\u3002\u6211\u62ff\u5b83\u4ece\u4e00\u4e2a\u7f8e\u98df\u535a\u5ba2\u4e0a\u6293\u4e86\u4e00\u5806\u83dc\u8c31\u6807\u9898&#xff0c;\u505a\u9879\u76ee\u65b9\u4fbf\u5f97\u5f88&#xff0c;\u6bd4\u6211\u81ea\u5df1\u5199\u811a\u672c\u8f7b\u677e\u591a\u4e86\u3002<\/li>\n<p style=\"margin-left:0;margin-right:0\">\n<p style=\"margin-left:0;margin-right:0\">git clone https:\/\/github.com\/browserbase\/mcp-server-browserbase.git\u00a0<\/p>\n<p style=\"margin-left:0;margin-right:0\">cd mcp-server-browserbase<\/p>\n<p style=\"margin-left:0;margin-right:0\">npm install\u00a0<\/p>\n<p style=\"margin-left:0;margin-right:0\">npm start\u00a0<\/p>\n<p style=\"margin-left:0;margin-right:0\">\n<p style=\"margin-left:0;margin-right:0\">\u5b83\u4f1a\u8dd1\u5728 localhost:3000 \u4e0a\u3002\u7136\u540e\u6211\u8ddf Claude&#xff08;\u7528\u7684\u662f Claude Desktop&#xff0c;\u7279\u522b\u9002\u5408\u8fd9\u4e2a&#xff09;\u8bf4&#xff1a;<\/p>\n<p style=\"margin-left:0;margin-right:0\">\u53bb\u4e2a\u65b0\u95fb\u7f51\u7ad9&#xff0c;\u628a\u5934\u6761\u6293\u8fc7\u6765\u3002<\/p>\n<p style=\"margin-left:0;margin-right:0\">Stagehand \u55d6\u5730\u4e00\u4e0b\u5c31\u8dd1\u4e86\u8fc7\u53bb&#xff0c;\u628a\u6807\u9898\u635e\u56de\u6765&#xff0c;Claude \u7acb\u9a6c\u5c31\u56de\u6211\u4e86\u3002 \u7528\u6765\u67e5\u4ef7\u683c\u3001\u62c9\u6570\u636e&#xff0c;\u4e0d\u7528\u5199\u4ee3\u7801&#xff0c;\u7b80\u76f4\u4e0d\u8981\u592a\u65b9\u4fbf\u3002 \u5b83\u662f\u514d\u8d39\u7684\u3001\u5f00\u6e90\u7684&#xff0c;\u800c\u4e14\u4e0d\u50cf\u6211\u8bd5\u8fc7\u7684\u4e00\u4e9b web \u5de5\u5177\u90a3\u6837\u8001\u662f\u5d29\u3002<\/p>\n<p style=\"margin-left:0;margin-right:0\">\n<p style=\"margin-left:0;margin-right:0\">\n<p style=\"margin-left:0;margin-right:0\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"649\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/06\/20250618064539-6852609333ec8.png\" width=\"1225\" \/><\/p>\n<p style=\"margin-left:0;margin-right:0\">2. Jupyter&#xff1a;\u73a9\u6570\u636e\u4e0d\u7528\u6101 \u8fd9\u4e2a\u9002\u5408\u559c\u6b22\u6298\u817e\u6570\u636e\u7684\u4eba\u3002Jupyter MCP \u670d\u52a1\u5668\u8ba9\u4f60\u7684 AI \u80fd\u76f4\u63a5\u64cd\u63a7 Jupyter \u7b14\u8bb0\u672c \u2014\u2014 \u5c31\u662f\u90a3\u79cd\u4e13\u95e8\u641e\u6570\u636e\u5206\u6790\u7684\u5de5\u5177\u3002\u6211\u4e0d\u662f\u5565\u6570\u636e\u79d1\u5b66\u5bb6&#xff0c;\u4f46\u6211\u53eb Claude \u770b\u4e86\u6211\u5496\u5561\u5e97\u6d88\u8d39\u7684 CSV&#xff08;\u8001\u5b9e\u8bf4\u633a\u4e22\u4eba&#xff09;&#xff0c;\u5b83\u771f\u5c31\u7ed9\u6211\u5206\u6790\u4e86\u3002<\/p>\n<p style=\"margin-left:0;margin-right:0\">\n<p style=\"margin-left:0;margin-right:0\">git clone https:\/\/github.com\/jjsantos01\/jupyter-notebook-mcp\u00a0<\/p>\n<p style=\"margin-left:0;margin-right:0\">cd jupyter-notebook-mcp\u00a0<\/p>\n<p style=\"margin-left:0;margin-right:0\">pip install -r requirements.txt\u00a0<\/p>\n<p style=\"margin-left:0;margin-right:0\">python server.py\u00a0<\/p>\n<p style=\"margin-left:0;margin-right:0\">\n<p style=\"margin-left:0;margin-right:0\">\u8dd1\u5728 localhost:8000 \u4e0a\u3002\u6211\u5bf9 Claude \u8bf4&#xff1a;<\/p>\n<p style=\"margin-left:0;margin-right:0\">\u6253\u5f00 coffee.csv&#xff0c;\u544a\u8bc9\u6211\u6211\u82b1\u4e86\u591a\u5c11\u94b1\u4e70\u62ff\u94c1\u3002<\/p>\n<p style=\"margin-left:0;margin-right:0\">Claude \u5efa\u4e86\u4e2a notebook&#xff0c;\u8dd1\u4e86\u51e0\u884c Python&#xff0c;\u7136\u540e\u8bf4&#xff1a;<\/p>\n<p style=\"margin-left:0;margin-right:0\">\u4f60\u8fd9\u4e2a\u6708\u5728\u62ff\u94c1\u4e0a\u82b1\u4e86 $87.50\u3002\u523a\u4e0d\u523a\u6fc0&#xff1f;<\/p>\n<p style=\"margin-left:0;margin-right:0\">\u6211\u81ea\u5df1\u4e00\u884c\u4ee3\u7801\u90fd\u6ca1\u5199&#xff0c;\u5c31\u50cf\u6709\u4e2a nerd \u670b\u53cb\u5e2e\u4f60\u7b97\u8d26\u4e00\u6837\u3002<\/p>\n<p style=\"margin-left:0;margin-right:0\">\n<p style=\"margin-left:0;margin-right:0\">3. Opik&#xff1a;\u770b\u6e05\u4f60 AI \u5e72\u4e86\u5565 Opik \u662f Comet \u51fa\u7684&#xff0c;\u5b83\u5c31\u662f\u4e3a\u4e86\u76d1\u63a7\u4f60\u7684 AI \u5e72\u4e86\u5565\u3002\u6bd4\u5982 AI \u5f00\u59cb\u778e\u56de\u7b54\u95ee\u9898\u4e86&#xff0c;Opik \u80fd\u5e2e\u4f60\u770b\u5230\u4e3a\u5565\u3002\u6211\u6709\u4e2a bot \u8001\u662f\u7b54\u5f97\u7279\u522b\u4e8c&#xff0c;\u540e\u6765\u7528 Opik \u4e00\u770b&#xff0c;\u539f\u6765\u662f API \u9650\u5236\u641e\u7684\u9b3c\u3002<\/p>\n<p style=\"margin-left:0;margin-right:0\">\n<p style=\"margin-left:0;margin-right:0\">git clone https:\/\/github.com\/comet-ml\/opik\u00a0<\/p>\n<p style=\"margin-left:0;margin-right:0\">cd opik\u00a0<\/p>\n<p style=\"margin-left:0;margin-right:0\">.\/opik.sh\u00a0<\/p>\n<p style=\"margin-left:0;margin-right:0\">\n<p style=\"margin-left:0;margin-right:0\">\u7136\u540e\u6211\u5728\u4ee3\u7801\u91cc\u52a0\u4e86&#xff1a;<\/p>\n<p style=\"margin-left:0;margin-right:0\">\n<p style=\"margin-left:0;margin-right:0\">import opik<\/p>\n<p style=\"margin-left:0;margin-right:0\">\n<p style=\"margin-left:0;margin-right:0\">opik.configure(use_local&#061;True)<\/p>\n<p style=\"margin-left:0;margin-right:0\">\n<p style=\"margin-left:0;margin-right:0\">&#064;opik.track\u00a0<\/p>\n<p style=\"margin-left:0;margin-right:0\">def ask_something(question):\u00a0<\/p>\n<p style=\"margin-left:0;margin-right:0\">\u00a0\u00a0\u00a0 return &#034;You asked: &#034; &#043; question\u00a0<\/p>\n<p style=\"margin-left:0;margin-right:0\">\n<p style=\"margin-left:0;margin-right:0\">ask_something(&#034;\u665a\u996d\u5403\u5565&#xff1f;&#034;)<\/p>\n<p style=\"margin-left:0;margin-right:0\">\n<p style=\"margin-left:0;margin-right:0\">\n<p style=\"margin-left:0;margin-right:0\">\u6211\u8ddf Claude \u8bf4&#xff1a;<\/p>\n<p style=\"margin-left:0;margin-right:0\">\u7ed9\u6211\u770b\u770b\u6211\u7684 AI \u6700\u8fd1\u90fd\u5e72\u4e86\u5565\u3002<\/p>\n<p style=\"margin-left:0;margin-right:0\">\u5b83\u628a\u6bcf\u6b21\u8c03\u7528\u3001\u8017\u65f6\u3001\u7ec6\u8282\u5565\u7684\u90fd\u4e00\u80a1\u8111\u513f\u7529\u7ed9\u6211\u3002 \u50cf\u662f\u7ed9\u4f60\u7684 AI \u5b89\u4e86\u4e2a\u95f4\u8c0d&#xff0c;\u4e00\u6709\u6bdb\u75c5\u7acb\u9a6c\u63ea\u51fa\u6765\u3002<\/p>\n<p style=\"margin-left:0;margin-right:0\">\n<p style=\"margin-left:0;margin-right:0\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"610\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/06\/20250618064539-685260939cfde.png\" width=\"1225\" \/><\/p>\n<p style=\"margin-left:0;margin-right:0\">\n<p style=\"margin-left:0;margin-right:0\">4. GitHub&#xff1a;\u8ba9 AI \u8ddf\u4f60\u4e00\u8d77\u5199\u4ee3\u7801 \u8fd9\u4e2a\u670d\u52a1\u5668\u662f GitHub \u5b98\u65b9\u51fa\u7684&#xff0c;\u8ba9\u4f60\u7684 AI \u80fd\u76f4\u63a5\u8bfb\u4f60\u4ed3\u5e93\u7684\u5185\u5bb9\u3002\u6211\u4e4b\u524d\u5fd9\u6210\u72d7&#xff0c;\u6ca1\u7a7a\u70b9\u5f00\u5341\u51e0\u4e2a tab \u67e5\u9879\u76ee\u8fdb\u5ea6&#xff0c;Claude \u4e00\u4e0b\u5c31\u7ed9\u6211\u5217\u51fa open \u7684 issues&#xff0c;\u7b80\u76f4\u6551\u547d\u3002<\/p>\n<p style=\"margin-left:0;margin-right:0\">\n<p style=\"margin-left:0;margin-right:0\">git clone https:\/\/github.com\/github\/github-mcp-server\u00a0<\/p>\n<p style=\"margin-left:0;margin-right:0\">cd github-mcp-server\u00a0<\/p>\n<p style=\"margin-left:0;margin-right:0\">npm install\u00a0<\/p>\n<p style=\"margin-left:0;margin-right:0\">export GITHUB_TOKEN&#061;your_token\u00a0<\/p>\n<p style=\"margin-left:0;margin-right:0\">npm start\u00a0<\/p>\n<p style=\"margin-left:0;margin-right:0\">\n<p style=\"margin-left:0;margin-right:0\">\u5b83\u5728 localhost:4000\u3002\u6211\u8bf4&#xff1a;<\/p>\n<p style=\"margin-left:0;margin-right:0\">Claude&#xff0c;\u770b\u770b\u6211\u90a3\u4e2a \u2018side-hustle\u2019 \u4ed3\u5e93\u73b0\u5728\u5565\u60c5\u51b5&#xff1f;<\/p>\n<p style=\"margin-left:0;margin-right:0\">Claude \u56de\u6211&#xff1a;<\/p>\n<p style=\"margin-left:0;margin-right:0\">\u6709\u4e24\u4e2a\u95ee\u9898&#xff1a;\u4e00\u4e2a\u662f\u767b\u5f55\u7684 bug&#xff0c;\u53e6\u4e00\u4e2a\u662f\u8981\u52a0\u4e2a\u5206\u4eab\u6309\u94ae\u3002<\/p>\n<p style=\"margin-left:0;margin-right:0\">\u8fd9\u6837\u6211\u5c31\u4e0d\u7528\u6df9\u6b7b\u5728 GitHub \u901a\u77e5\u91cc\u4e86\u3002<\/p>\n<p style=\"margin-left:0;margin-right:0\">\n<p style=\"margin-left:0;margin-right:0\">5. FastAPI-MCP&#xff1a;\u8ba9 AI \u76f4\u63a5\u8c03\u4f60\u5199\u7684 API FastAPI-MCP \u662f\u4e2a\u5c0f\u5999\u62db&#xff0c;\u5b83\u80fd\u628a FastAPI \u5e94\u7528\u53d8\u6210 AI \u80fd\u76f4\u63a5\u8c03\u7684\u5de5\u5177\u3002\u6211\u81ea\u5df1\u505a\u4e86\u4e2a\u8bb0\u5f85\u529e\u4e8b\u9879\u7684 API&#xff0c;\u7528\u8fd9\u4e2a\u5c31\u80fd\u8ba9 Claude \u67e5\u8fdb\u5ea6&#xff0c;\u5565\u989d\u5916\u64cd\u4f5c\u90fd\u4e0d\u7528\u505a\u3002<\/p>\n<p style=\"margin-left:0;margin-right:0\">\n<p style=\"margin-left:0;margin-right:0\">git clone https:\/\/github.com\/jlowin\/fastmcp\u00a0<\/p>\n<p style=\"margin-left:0;margin-right:0\">cd fastmcp\u00a0<\/p>\n<p style=\"margin-left:0;margin-right:0\">pip install fastapi-mcp\u00a0<\/p>\n<p style=\"margin-left:0;margin-right:0\">\u7136\u540e\u6211\u6539\u4e86\u4e0b\u6211\u7684 FastAPI \u5e94\u7528&#xff1a;<\/p>\n<p style=\"margin-left:0;margin-right:0\">\n<p style=\"margin-left:0;margin-right:0\">from fastapi import FastAPI\u00a0<\/p>\n<p style=\"margin-left:0;margin-right:0\">from fastmcp import mcp\u00a0<\/p>\n<p style=\"margin-left:0;margin-right:0\">\n<p style=\"margin-left:0;margin-right:0\">app &#061; FastAPI()\u00a0<\/p>\n<p style=\"margin-left:0;margin-right:0\">\n<p style=\"margin-left:0;margin-right:0\">&#064;app.get(&#034;\/todo\/{item_id}&#034;)\u00a0<\/p>\n<p style=\"margin-left:0;margin-right:0\">async def get_todo(item_id: int):\u00a0<\/p>\n<p style=\"margin-left:0;margin-right:0\">\u00a0\u00a0\u00a0 return {&#034;id&#034;: item_id, &#034;task&#034;: f&#034;Task {item_id}&#034;}\u00a0<\/p>\n<p style=\"margin-left:0;margin-right:0\">\n<p style=\"margin-left:0;margin-right:0\">&#064;mcp.tool()\u00a0<\/p>\n<p style=\"margin-left:0;margin-right:0\">async def get_todo_tool(item_id: int):\u00a0<\/p>\n<p style=\"margin-left:0;margin-right:0\">return await get_todo(item_id)<\/p>\n<p style=\"margin-left:0;margin-right:0\">\n<p style=\"margin-left:0;margin-right:0\">\u7528 uvicorn main:app &#8211;reload \u8dd1\u5728 localhost:8000&#xff0c;\u7136\u540e\u6211\u544a\u8bc9 Claude&#xff1a;<\/p>\n<p style=\"margin-left:0;margin-right:0\">\u6211\u5f85\u529e\u4e8b\u9879\u91cc\u7b2c 5 \u9879\u662f\u5565&#xff1f;<\/p>\n<p style=\"margin-left:0;margin-right:0\">Claude \u56de\u6211&#xff1a;<\/p>\n<p style=\"margin-left:0;margin-right:0\">\u7b2c 5 \u9879\u662f\u201c\u7ed9\u5988\u5988\u6253\u7535\u8bdd\u201d\u3002<\/p>\n<p style=\"margin-left:0;margin-right:0\">\u771f\u5c31\u662f\u8fd9\u4e48\u7b80\u5355&#xff0c;\u81ea\u5df1\u7ed9 Claude \u505a\u5de5\u5177\u90fd\u4e0d\u8d39\u52b2\u3002<\/p>\n<p style=\"margin-left:0;margin-right:0\">\u4e3a\u5565\u8fd9\u4e9b\u503c\u5f97\u4f60\u73a9\u4e00\u73a9&#xff1f; \u6211\u73a9\u8fd9\u4e9b\u670d\u52a1\u5668\u771f\u7684\u73a9\u55e8\u4e86\u3002Stagehand \u64c5\u957f\u7f51\u9875&#xff0c;Jupyter \u73a9\u8f6c\u6570\u636e&#xff0c;Opik \u628a\u5173\u884c\u4e3a&#xff0c;GitHub \u662f\u7801\u519c\u798f\u97f3&#xff0c;FastAPI-MCP 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