{"id":35595,"date":"2025-05-05T09:55:50","date_gmt":"2025-05-05T01:55:50","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/35595.html"},"modified":"2025-05-05T09:55:50","modified_gmt":"2025-05-05T01:55:50","slug":"5-%e4%b8%aa%e5%bc%80%e6%ba%90-mcp-%e6%9c%8d%e5%8a%a1%e5%99%a8","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/35595.html","title":{"rendered":"5 \u4e2a\u5f00\u6e90 MCP \u670d\u52a1\u5668"},"content":{"rendered":"

\u4ec0\u4e48\u662f MCP \u670d\u52a1\u5668？<\/h3>\n

MCP \u4ee3\u8868\u6a21\u578b\u4e0a\u4e0b\u6587\u534f\u8bae\u3002\u8fd9\u662f\u50cf Claude \u8fd9\u6837\u7684 AI \u4e0e\u81ea\u8eab\u4e4b\u5916\u7684\u4e1c\u897f（\u4f8b\u5982\u7f51\u7ad9\u6216\u4ee3\u7801\u7b14\u8bb0\u672c）\u8fdb\u884c\u4ea4\u6d41\u7684\u4e00\u79cd\u65b9\u5f0f\u3002\u6ca1\u6709\u5b83，\u4f60\u7684 AI \u5c31\u53ea\u80fd\u9760\u731c\u6d4b\u3002\u6709\u4e86\u5b83，\u5c31\u50cf\u8bf4：\u201c\u563f，\u5144\u5f1f，\u5e2e\u6211\u628a GitHub \u7684\u5185\u5bb9\u6293\u8fc7\u6765\u201d\u3002<\/p>\n

1.\u6d4f\u89c8\u7f51\u9875\u7684\u4eba\u5de5\u667a\u80fd<\/h3>\n

Stagehand \u662fBrowserbase\u63a8\u51fa\u7684\u4e00\u6b3e\u5f88\u9177\u7684\u5de5\u5177\u3002\u5b83\u80fd\u8ba9\u4f60\u7684 AI \u50cf\u6253\u5f00\u6d4f\u89c8\u5668\u4e00\u6837\u2014\u2014\u70b9\u51fb\u94fe\u63a5\u3001\u6293\u53d6\u6587\u672c\u7b49\u7b49\u3002\u6211\u7528\u5b83\u4ece\u4e00\u4e2a\u7f8e\u98df\u535a\u5ba2\u4e0a\u6293\u53d6\u4e86\u4e00\u5806\u83dc\u8c31\u6807\u9898，\u7528\u4e8e\u4e00\u4e2a\u9879\u76ee，\u8fd9\u6bd4\u6211\u81ea\u5df1\u5199\u811a\u672c\u5bb9\u6613\u591a\u4e86\u3002<\/p>\n

git\u00a0clone\u00a0https:\/\/github.com\/browserbase\/stagehand-mcp\u00a0
\ncd\u00a0stagehand-mcp\u00a0
\nnpm\u00a0install\u00a0
\nnpm\u00a0start<\/p>\n

\u5b83\u5728 localhost:3000 \u4e0a\u8fd0\u884c\u3002\u7136\u540e\u6211\u544a\u8bc9 Claude（\u4f7f\u7528 Claude Desktop，\u5b83\u975e\u5e38\u9002\u5408\u8fd9\u4e2a\u529f\u80fd）：<\/p>\n

\u53bb\u65b0\u95fb\u7f51\u7ad9\u83b7\u53d6\u5934\u6761\u65b0\u95fb\u3002Stagehand\u00a0\u4f1a\u5feb\u901f\u6293\u53d6\u6807\u9898，\u7136\u540eClaude\u00a0\u4f1a\u5c06\u5176\u5410\u51fa\u6765\u3002\u5bf9\u4e8e\u67e5\u8be2\u4ef7\u683c\u6216\u63d0\u53d6\u6570\u636e\u7b49\u65e0\u9700\u7f16\u5199\u4ee3\u7801\u7684\u64cd\u4f5c\u6765\u8bf4，\u5b83\u975e\u5e38\u65b9\u4fbf\u3002<\/p>\n

\u5b83\u662f\u514d\u8d39\u7684\u3001\u5f00\u6e90\u7684，\u5e76\u4e14\u4e0d\u4f1a\u50cf\u6211\u5c1d\u8bd5\u8fc7\u7684\u5176\u4ed6\u4e00\u4e9b\u7f51\u7edc\u5de5\u5177\u90a3\u6837\u5d29\u6e83\u3002<\/p>\n

\"\"<\/p>\n

2. Jupyter：\u8f7b\u677e\u83b7\u53d6\u6570\u636e<\/h3>\n

Jupyter MCP \u670d\u52a1\u5668\u53ef\u4ee5\u8ba9\u4f60\u7684 AI \u5904\u7406 Jupyter \u7b14\u8bb0\u672c\u2014\u2014\u5c31\u662f\u90a3\u4e9b\u7528\u4e8e\u6570\u636e\u7684\u7f16\u7801\u5e94\u7528\u7a0b\u5e8f\u3002\u6211\u4e0d\u662f\u6570\u636e\u79d1\u5b66\u5bb6，\u4f46\u6211\u8ba9 Claude \u770b\u4e86\u6211\u7684\u8d26\u5355\u7684 CSV \u6587\u4ef6，\u7136\u540e\u544a\u8bc9\u6211\u53d1\u751f\u4e86\u4ec0\u4e48\u3002<\/p>\n

\u4ee5\u4e0b\u662f\u6211\u7684\u8bbe\u7f6e\u65b9\u6cd5：<\/p>\n

git\u00a0clone\u00a0https:\/\/github.com\/jjsantos01\/jupyter-notebook-mcp\u00a0
\ncd\u00a0jupyter-notebook-mcp\u00a0
\npip\u00a0install\u00a0-r\u00a0requirements.txt\u00a0
\npython\u00a0server.py<\/p>\n

\u5b83\u5728 localhost:8000 \u4e0a\u8fd0\u884c\u3002\u6211\u544a\u8bc9 Claude：<\/p>\n

\u6253\u5f00\u00a0finance.csv\u5e76\u544a\u8bc9\u6211\u6211\u82b1\u591a\u5c11\u94b1\u4e70\u83dc\u3002<\/p>\n

Claude\u505a\u4e86\u4e00\u4e2a\u7b14\u8bb0\u672c，\u8fd0\u884c\u4e86\u4e00\u4e9b Python \u7a0b\u5e8f，\u7136\u540e\u8bf4\u9053：<\/p>\n

\u8fd9\u4e2a\u6708\u4f60\u82b1\u6389\u4e86403.34\u4e70\u83dc\u3002<\/p>\n

\u6211\u4e0d\u9700\u8981\u81ea\u5df1\u5199\u4efb\u4f55\u4ee3\u7801\u3002\u5c31\u50cf\u6709\u4e2a\u4e66\u5446\u5b50\u670b\u53cb\u5e2e\u4f60\u7b97\u7b97\u8d26\u4e00\u6837\u3002<\/p>\n

3. Opik：\u5f04\u6e05\u695a\u4f60\u7684\u4eba\u5de5\u667a\u80fd\u5728\u505a\u4ec0\u4e48<\/h3>\n

Opik \u6765\u81eaComet，\u5b83\u4e13\u6ce8\u4e8e\u76d1\u63a7\u4f60\u7684 AI\u3002\u6bd4\u5982，\u5982\u679cAI\u5f00\u59cb\u51fa\u73b0\u5f02\u5e38，Opik \u4f1a\u544a\u8bc9\u4f60\u539f\u56e0\u3002\u6211\u66fe\u7ecf\u6709\u4e00\u4e2a AI \u673a\u5668\u4eba\u603b\u662f\u7ed9\u51fa\u611a\u8822\u7684\u7b54\u6848，Opik \u5e2e\u6211\u53d1\u73b0\u5b83\u662f\u4e0d\u662f\u89e6\u53ca\u4e86\u67d0\u4e9b API \u7684\u6781\u9650\u3002<\/p>\n

\u6211\u8fd9\u6837\u505a\u4e86：<\/p>\n

git\u00a0https:\/\/github.com\/comet-ml\/opik\u00a0
\ncd\u00a0opik\u00a0
\n.\/opik.sh<\/p>\n

\u7136\u540e\u6211\u5c06\u5176\u6dfb\u52a0\u5230\u4e00\u4e9b\u4ee3\u7801\u4e2d：<\/p>\n

import\u00a0opik\u00a0<\/p>\n

opik.configure(use_local=\u00a0True\u00a0)\u00a0<\/p>\n

@opik.track\u00a0
\ndef\u00a0\u00a0ask_something\u00a0(\u00a0question\u00a0):\u00a0
\n\u00a0\u00a0\u00a0\u00a0return\u00a0\u00a0"\u4f60\u95ee：\u00a0"\u00a0+\u00a0question\u00a0<\/p>\n

ask_something(\u00a0"\u665a\u9910\u5403\u4ec0\u4e48？"\u00a0)\u6211\u8ba9\u00a0Claude\u00a0\u68c0\u67e5\u65e5\u5fd7：
\n\u544a\u8bc9\u6211\u6211\u7684\u4eba\u5de5\u667a\u80fd\u505a\u4e86\u4ec0\u4e48\u3002<\/p>\n

\u5b83\u5411\u6211\u663e\u793a\u4e86\u6bcf\u4e2a\u547c\u53eb\u3001\u6240\u7528\u7684\u65f6\u95f4\u4ee5\u53ca\u6240\u6709\u8fd9\u4e9b\u4fe1\u606f\u3002<\/p>\n

\u5b83\u5c31\u50cf\u4f60\u7684AI\u7684\u95f4\u8c0d，\u5e2e\u52a9\u4f60\u5feb\u901f\u53d1\u73b0\u95ee\u9898\u3002<\/p>\n

\"\"<\/p>\n

4. GitHub：\u4e0e\u4f60\u4e00\u8d77\u7f16\u7801\u7684AI<\/h3>\n

\u8fd9\u4e2a\u670d\u52a1\u5668\u76f4\u63a5\u6765\u81ea GitHub，\u5b83\u53ef\u4ee5\u8ba9\u4f60\u7684 AI \u6df1\u5165\u6316\u6398\u4f60\u7684\u4ee3\u7801\u5e93\u3002\u6211\u4ee5\u524d\u5fd9\u5f97\u4e0d\u53ef\u5f00\u4ea4，\u9700\u8981\u67e5\u770b\u9879\u76ee\u8fdb\u5ea6，\u53c8\u4e0d\u60f3\u6253\u5f00\u65e0\u6570\u4e2a\u6807\u7b7e\u9875\u7684\u65f6\u5019\u5c31\u7528\u8fc7\u5b83\u3002Claude \u521a\u521a\u7ed9\u4e86\u6211\u4e00\u4efd\u672a\u89e3\u51b3\u7684\u95ee\u9898\u6e05\u5355\u2014\u2014\u8d85\u7ea7\u6709\u7528\u3002<\/p>\n

\u8bbe\u7f6e\u5982\u4e0b：<\/p>\n

git\u00a0clone\u00a0https:\/\/github.com\/github\/github-mcp-server\u00a0
\ncd\u00a0github-mcp-server\u00a0
\nnpm\u00a0install\u00a0
\nexport\u00a0GITHUB_TOKEN=your_token\u00a0
\nnpm\u00a0start<\/p>\n

\u5b83\u5728 localhost:4000\u3002\u6211\u8bf4：<\/p>\n

\u6211\u7684\u00a0repo\u00a0\u526f\u4e1a\u600e\u4e48\u6837\u4e86？<\/p>\n

AI\u7684\u56de\u7b54\u662f：<\/p>\n

\u00a0\u5b58\u5728\u4e24\u4e2a\u95ee\u9898\u00a0：\u4e00\u4e2a\u662f\u767b\u5f55\u65f6\u7684\u9519\u8bef，\u53e6\u4e00\u4e2a\u662f\u5173\u4e8e\u6dfb\u52a0\u5171\u4eab\u6309\u94ae\u7684\u9519\u8bef\u3002\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0<\/p>\n

\u8ba9\u6211\u514d\u4e8e\u88ab GitHub \u901a\u77e5\u6df9\u6ca1\u3002<\/p>\n

5. FastAPI-MCP：\u4f60\u7684AI\u8c03\u7528\u4f60\u7684API<\/h3>\n

FastAPI-MCP \u53ef\u4ee5\u5c06 FastAPI \u5e94\u7528\u8f6c\u53d8\u4e3a AI \u53ef\u4ee5\u4f7f\u7528\u7684\u5de5\u5177\u3002\u6211\u521b\u5efa\u4e86\u4e00\u4e2a\u5c0f\u578b API \u6765\u8ddf\u8e2a\u6211\u7684\u5f85\u529e\u4e8b\u9879\u5217\u8868，\u8fd9\u6837 Claude \u5c31\u53ef\u4ee5\u81ea\u52a8\u68c0\u67e5，\u65e0\u9700\u6211\u989d\u5916\u64cd\u4f5c\u3002<\/p>\n

\u4ee5\u4e0b\u662f\u6211\u6240\u505a\u7684：<\/p>\n

git\u00a0clone\u00a0https:\/\/github.com\/jlowin\/fastmcp\u00a0
\ncd\u00a0fastmcp\u00a0
\npip\u00a0install\u00a0fastapi-mcp\u00a0
\nfrom\u00a0fastapi\u00a0import\u00a0FastAPI
\nfrom\u00a0fastmcp\u00a0import\u00a0mcp<\/p>\n

app\u00a0=\u00a0FastAPI()<\/p>\n

@app.get("\/todo\/{item_id}")
\nasync\u00a0def\u00a0get_todo(item_id:\u00a0int):
\n\u00a0\u00a0\u00a0\u00a0return\u00a0{"id":\u00a0item_id,\u00a0"task":\u00a0f"Task\u00a0{item_id}"}<\/p>\n

@mcp.tool()
\nasync\u00a0def\u00a0get_todo_tool(item_id:\u00a0int):
\n\u00a0\u00a0\u00a0\u00a0return\u00a0await\u00a0get_todo(item_id)<\/p>\n

\u4f7f\u7528 uvicorn main:app \u2014 reload \u8fd0\u884c\u5b83，\u5c06\u5176\u6302\u63a5\u5230 localhost:8000，\u5e76\u544a\u8bc9 Claude：<\/p>\n

\u6211\u7684\u5f85\u529e\u4e8b\u9879\u6e05\u5355\u4e0a\u7684\u7b2c\u00a05\u00a0\u9879\u00a0\u4efb\u52a1\u662f\u4ec0\u4e48？\u56de\u590d：
\n\u4efb\u52a15\u00a0\u662f\u201c\u7ed9\u5988\u5988\u6253\u7535\u8bdd\u201d\u3002<\/p>\n

\u4e3a\u4ec0\u4e48\u8fd9\u4e9b\u503c\u5f97\u4f60\u82b1\u65f6\u95f4<\/h3>\n

\u8fd9\u4e9b\u670d\u52a1\u5668\u6211\u90fd\u7528\u5f97\u975e\u5e38\u5f00\u5fc3\u3002Stagehand \u975e\u5e38\u9002\u5408\u5904\u7406\u7f51\u9875\u5185\u5bb9，Jupyter \u975e\u5e38\u9002\u5408\u5904\u7406\u6570\u636e，Opik \u975e\u5e38\u53ef\u9760，GitHub \u662f\u7a0b\u5e8f\u5458\u7684\u68a6\u60f3，\u800c FastAPI-MCP \u5219\u8ba9\u6211\u53ef\u4ee5\u6784\u5efa\u4efb\u4f55\u5185\u5bb9\u3002\u5b83\u4eec\u90fd\u662f\u514d\u8d39\u7684，\u800c\u4e14\u5982\u679c\u4f60\u559c\u6b22\u7684\u8bdd，\u8fd8\u53ef\u4ee5\u8fdb\u884c\u4e00\u4e9b\u8c03\u6574\u3002<\/p>\n

\u6211\u5b66\u5230\u4e86\u4ee5\u4e0b\u51e0\u70b9：<\/p>\n

\u5148\u4ece\u542c\u8d77\u6765\u6709\u8da3\u7684\u5f00\u59cb\u3002\u6211\u9996\u5148\u9009\u62e9\u4e86 GitHub，\u56e0\u4e3a\u6211\u603b\u662f\u5728\u7528 repos\u3002<\/p>\n

\u6211\u4f7f\u7528 Claude Desktop \u6765\u6d4b\u8bd5\u8fd9\u4e9b\u4e1c\u897f\u3002<\/p>\n

\u68c0\u67e5 GitHub \u4e0a\u6bcf\u4e2a\u670d\u52a1\u5668\u7684\u81ea\u8ff0\u6587\u4ef6 \u2014 \u2014 \u5b83\u5305\u542b\u597d\u4e1c\u897f\u3002<\/p>\n

\u5728\u505a\u6b63\u5f0f\u51b3\u5b9a\u4e4b\u524d\u5148\u5728\u672c\u5730\u5c1d\u8bd5\u4e00\u4e0b\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

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