{"id":35324,"date":"2025-05-04T08:16:00","date_gmt":"2025-05-04T00:16:00","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/35324.html"},"modified":"2025-05-04T08:16:00","modified_gmt":"2025-05-04T00:16:00","slug":"%e4%ba%94%e5%a4%a7mcp%e6%9c%8d%e5%8a%a1%e5%99%a8%e5%ae%9e%e6%88%98%e6%8c%87%e5%8d%97%ef%bc%9a%e8%a7%a3%e9%94%81ai%e7%94%9f%e4%ba%a7%e5%8a%9b%e6%96%b0%e7%bb%b4%e5%ba%a6","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/35324.html","title":{"rendered":"\u4e94\u5927MCP\u670d\u52a1\u5668\u5b9e\u6218\u6307\u5357\uff1a\u89e3\u9501AI\u751f\u4ea7\u529b\u65b0\u7ef4\u5ea6"},"content":{"rendered":"<h2>\u4e94\u5927MCP\u670d\u52a1\u5668\u5b9e\u6218\u6307\u5357&#xff1a;\u89e3\u9501AI\u751f\u4ea7\u529b\u65b0\u7ef4\u5ea6<\/h2>\n<h3>\u5f15\u8a00&#xff1a;\u5f53AI\u9047\u89c1\u5de5\u5177\u96c6\u6210<\/h3>\n<p>\u200b \u5728\u4eba\u5de5\u667a\u80fd\u6280\u672f\u65e5\u65b0\u6708\u5f02\u7684\u4eca\u5929&#xff0c;\u5f00\u53d1\u8005\u4eec\u9010\u6e10\u4e0d\u6ee1\u8db3\u4e8e\u57fa\u7840\u95ee\u7b54\u578bAI\u7684\u80fd\u529b\u8fb9\u754c\u3002MCP&#xff08;Model Control Protocol&#xff09;\u670d\u52a1\u5668\u7684\u51fa\u73b0&#xff0c;\u6807\u5fd7\u7740AI\u6280\u672f\u8fdb\u5165\u5de5\u5177\u96c6\u6210\u65b0\u65f6\u4ee3\u3002\u672c\u6587\u5c06\u6df1\u5165\u89e3\u6790\u4e94\u6b3e\u5f00\u7bb1\u5373\u7528\u7684MCP\u670d\u52a1\u5668\u65b9\u6848&#xff0c;\u5e26\u4f60\u4f53\u9a8cAI\u4e0e\u5de5\u5177\u7684\u65e0\u7f1d\u534f\u4f5c\u3002<\/p>\n<hr \/>\n<h3>Stagehand&#xff1a;\u6d4f\u89c8\u5668\u81ea\u52a8\u5316\u9769\u547d<\/h3>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/05\/20250504001556-6816b1bc0a53b.png\" alt=\"\u622a\u5c4f2025-04-29 09.23.34\" \/> Browserbase\u63a8\u51fa\u7684\u8de8\u65f6\u4ee3\u7f51\u9875\u81ea\u52a8\u5316\u6846\u67b6<\/p>\n<h4>\u6280\u672f\u4eae\u70b9<\/h4>\n<ul>\n<li>\u81ea\u7136\u8bed\u8a00\u9a71\u52a8&#xff1a;\u901a\u8fc7\u8bed\u4e49\u7406\u89e3\u81ea\u52a8\u751f\u6210Playwright\u811a\u672c<\/li>\n<li>\u667a\u80fd\u5143\u7d20\u5b9a\u4f4d&#xff1a;\u57fa\u4e8e\u6307\u4ee4\u63cf\u8ff0\u81ea\u52a8\u8bc6\u522b\u9875\u9762\u5143\u7d20<\/li>\n<li>\u6570\u636e\u63d0\u53d6\u5f15\u64ce&#xff1a;\u652f\u6301\u7ed3\u6784\u5316\u6570\u636e\u6293\u53d6\u4e0e\u9a8c\u8bc1<\/li>\n<\/ul>\n<p><span class=\"token comment\"># \u5feb\u901f\u90e8\u7f72<\/span><br \/>\n<span class=\"token function\">git<\/span> clone https:\/\/github.com\/browserbase\/mcp-server-browserbase\/tree\/main\/stagehand<br \/>\n<span class=\"token builtin class-name\">cd<\/span> stagehand-mcp<br \/>\n<span class=\"token function\">npm<\/span> <span class=\"token function\">install<\/span><br \/>\n<span class=\"token function\">npm<\/span> start<\/p>\n<p>\u5b9e\u6218\u6848\u4f8b&#xff1a;\u65b0\u95fb\u5934\u6761\u76d1\u63a7<\/p>\n<p><span class=\"token comment\">\/\/ \u81ea\u7136\u8bed\u8a00\u6307\u4ee4\u8f6c\u6362\u793a\u4f8b<\/span><br \/>\n<span class=\"token keyword\">await<\/span> page<span class=\"token punctuation\">.<\/span><span class=\"token function\">observe<\/span><span class=\"token punctuation\">(<\/span><br \/>\n  instruction<span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;\u5b9a\u4f4d\u65b0\u95fb\u6807\u9898\u533a\u57df&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n  selector<span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;.headline-section&#034;<\/span><br \/>\n<span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token keyword\">const<\/span> headlines <span class=\"token operator\">&#061;<\/span> <span class=\"token keyword\">await<\/span> page<span class=\"token punctuation\">.<\/span><span class=\"token function\">extract<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span><br \/>\n  instruction<span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;\u63d0\u53d6\u6240\u6709\u65b0\u95fb\u6807\u9898&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n  schema<span class=\"token operator\">:<\/span> z<span class=\"token punctuation\">.<\/span><span class=\"token function\">array<\/span><span class=\"token punctuation\">(<\/span>z<span class=\"token punctuation\">.<\/span><span class=\"token function\">string<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<hr \/>\n<h3>Jupyter\u6570\u636e\u52a9\u624b&#xff1a;\u96f6\u4ee3\u7801\u5206\u6790\u795e\u5668<\/h3>\n<h4>\u6838\u5fc3\u529f\u80fd\u77e9\u9635<\/h4>\n<table>\n<tr>\u529f\u80fd\u5b9e\u73b0\u65b9\u5f0f\u5178\u578b\u573a\u666f<\/tr>\n<tbody>\n<tr>\n<td>\u6570\u636e\u53ef\u89c6\u5316<\/td>\n<td>Matplotlib\u81ea\u52a8\u751f\u6210<\/td>\n<td>\u9500\u552e\u8d8b\u52bf\u5206\u6790<\/td>\n<\/tr>\n<tr>\n<td>\u7279\u5f81\u5de5\u7a0b<\/td>\n<td>Pandas\u81ea\u52a8\u8f6c\u6362<\/td>\n<td>\u6570\u636e\u9884\u5904\u7406<\/td>\n<\/tr>\n<tr>\n<td>\u6a21\u578b\u8bad\u7ec3<\/td>\n<td>Scikit-learn\u96c6\u6210<\/td>\n<td>\u9884\u6d4b\u6a21\u578b\u6784\u5efa<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u5496\u5561\u6d88\u8d39\u5206\u6790\u793a\u4f8b&#xff1a;<\/p>\n<p><span class=\"token comment\"># \u81ea\u52a8\u751f\u6210\u7684\u7b14\u8bb0\u672c\u4ee3\u7801<\/span><br \/>\ndf <span class=\"token operator\">&#061;<\/span> pd<span class=\"token punctuation\">.<\/span>read_csv<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#039;coffee.csv&#039;<\/span><span class=\"token punctuation\">)<\/span><br \/>\nlatte_spending <span class=\"token operator\">&#061;<\/span> df<span class=\"token punctuation\">[<\/span>df<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;item&#039;<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token string\">&#039;Latte&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;price&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">.<\/span><span class=\"token builtin\">sum<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;\u62ff\u94c1\u603b\u6d88\u8d39: $<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>latte_spending<span class=\"token punctuation\">:<\/span><span class=\"token format-spec\">.2f<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><\/p>\n<hr \/>\n<h3>Opik&#xff1a;AI\u76d1\u63a7\u8bca\u65ad\u4e13\u5bb6<\/h3>\n<h4>\u76d1\u63a7\u4f53\u7cfb\u67b6\u6784<\/h4>\n<p>  #mermaid-svg-jfpoxL7QbIcq2Omw {font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:16px;fill:#333;}#mermaid-svg-jfpoxL7QbIcq2Omw .error-icon{fill:#552222;}#mermaid-svg-jfpoxL7QbIcq2Omw .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-jfpoxL7QbIcq2Omw .edge-thickness-normal{stroke-width:2px;}#mermaid-svg-jfpoxL7QbIcq2Omw .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-jfpoxL7QbIcq2Omw .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-jfpoxL7QbIcq2Omw .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-jfpoxL7QbIcq2Omw .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-jfpoxL7QbIcq2Omw .marker{fill:#333333;stroke:#333333;}#mermaid-svg-jfpoxL7QbIcq2Omw .marker.cross{stroke:#333333;}#mermaid-svg-jfpoxL7QbIcq2Omw svg{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-jfpoxL7QbIcq2Omw .label{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;color:#333;}#mermaid-svg-jfpoxL7QbIcq2Omw .cluster-label text{fill:#333;}#mermaid-svg-jfpoxL7QbIcq2Omw .cluster-label span{color:#333;}#mermaid-svg-jfpoxL7QbIcq2Omw .label text,#mermaid-svg-jfpoxL7QbIcq2Omw span{fill:#333;color:#333;}#mermaid-svg-jfpoxL7QbIcq2Omw .node rect,#mermaid-svg-jfpoxL7QbIcq2Omw .node circle,#mermaid-svg-jfpoxL7QbIcq2Omw .node ellipse,#mermaid-svg-jfpoxL7QbIcq2Omw .node polygon,#mermaid-svg-jfpoxL7QbIcq2Omw .node path{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-jfpoxL7QbIcq2Omw .node .label{text-align:center;}#mermaid-svg-jfpoxL7QbIcq2Omw .node.clickable{cursor:pointer;}#mermaid-svg-jfpoxL7QbIcq2Omw .arrowheadPath{fill:#333333;}#mermaid-svg-jfpoxL7QbIcq2Omw .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-jfpoxL7QbIcq2Omw .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-jfpoxL7QbIcq2Omw .edgeLabel{background-color:#e8e8e8;text-align:center;}#mermaid-svg-jfpoxL7QbIcq2Omw .edgeLabel rect{opacity:0.5;background-color:#e8e8e8;fill:#e8e8e8;}#mermaid-svg-jfpoxL7QbIcq2Omw .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-jfpoxL7QbIcq2Omw .cluster text{fill:#333;}#mermaid-svg-jfpoxL7QbIcq2Omw .cluster span{color:#333;}#mermaid-svg-jfpoxL7QbIcq2Omw div.mermaidTooltip{position:absolute;text-align:center;max-width:200px;padding:2px;font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:12px;background:hsl(80, 100%, 96.2745098039%);border:1px solid #aaaa33;border-radius:2px;pointer-events:none;z-index:100;}#mermaid-svg-jfpoxL7QbIcq2Omw :root{&#8211;mermaid-font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;} <\/p>\n<p>         <span id=\"L-L-A-B\" class=\"edgeLabel L-LS-A&#039; L-LE-B\"><\/span> <\/p>\n<p>         <span id=\"L-L-B-C\" class=\"edgeLabel L-LS-B&#039; L-LE-C\"><\/span> <\/p>\n<p>         <span id=\"L-L-C-D\" class=\"edgeLabel L-LS-C&#039; L-LE-D\">\u6b63\u5e38<\/span> <\/p>\n<p>         <span id=\"L-L-C-E\" class=\"edgeLabel L-LS-C&#039; L-LE-E\">\u5f02\u5e38<\/span> <\/p>\n<p>         <span id=\"L-L-E-F\" class=\"edgeLabel L-LS-E&#039; L-LE-F\"><\/span> <\/p>\n<p>           API\u8c03\u7528 <\/p>\n<p>           \u8bf7\u6c42\u62e6\u622a <\/p>\n<p>           \u5f02\u5e38\u68c0\u6d4b <\/p>\n<p>           \u65e5\u5fd7\u8bb0\u5f55 <\/p>\n<p>           \u6839\u56e0\u5206\u6790 <\/p>\n<p>           \u6027\u80fd\u4f18\u5316\u5efa\u8bae <\/p>\n<p>\u5173\u952e\u914d\u7f6e&#xff1a;<\/p>\n<p><span class=\"token keyword\">import<\/span> opik<br \/>\n<span class=\"token keyword\">from<\/span> opik<span class=\"token punctuation\">.<\/span>analyzers <span class=\"token keyword\">import<\/span> PerformanceAnalyzer<\/p>\n<p><span class=\"token decorator annotation punctuation\">&#064;opik<span class=\"token punctuation\">.<\/span>track<\/span><span class=\"token punctuation\">(<\/span><br \/>\n    analyzers<span class=\"token operator\">&#061;<\/span><span class=\"token punctuation\">[<\/span>PerformanceAnalyzer<span class=\"token punctuation\">(<\/span><br \/>\n        threshold<span class=\"token operator\">&#061;<\/span><span class=\"token number\">500<\/span>  <span class=\"token comment\"># \u6beb\u79d2\u54cd\u5e94\u65f6\u95f4\u9608\u503c<\/span><br \/>\n    <span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">]<\/span><br \/>\n<span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token keyword\">def<\/span> <span class=\"token function\">process_request<\/span><span class=\"token punctuation\">(<\/span>payload<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token comment\"># \u4e1a\u52a1\u5904\u7406\u903b\u8f91<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> response<\/p>\n<hr \/>\n<h3>GitHub\u4ee3\u7801\u7ba1\u5bb6&#xff1a;\u667a\u80fd\u4ed3\u5e93\u8fd0\u7ef4<\/h3>\n<h4>\u529f\u80fd\u5168\u666f\u56fe<\/h4>\n<li>Issue\u667a\u80fd\u5f52\u7c7b&#xff1a;\u57fa\u4e8e\u8bed\u4e49\u7684\u81ea\u52a8\u6807\u7b7e\u7cfb\u7edf<\/li>\n<li>PR\u98ce\u9669\u8bc4\u4f30&#xff1a;\u4ee3\u7801\u53d8\u66f4\u5f71\u54cd\u9884\u6d4b<\/li>\n<li>\u77e5\u8bc6\u56fe\u8c31\u6784\u5efa&#xff1a;\u8de8\u4ed3\u5e93\u4f9d\u8d56\u5173\u7cfb\u53ef\u89c6\u5316<\/li>\n<p>\u5178\u578b\u5de5\u4f5c\u6d41&#xff1a;<\/p>\n<p><span class=\"token comment\"># \u67e5\u8be2\u4ed3\u5e93\u72b6\u6001<\/span><br \/>\n<span class=\"token function\">curl<\/span> -X POST http:\/\/localhost:4000\/query <span class=\"token punctuation\">\\\\<\/span><br \/>\n  -H <span class=\"token string\">&#034;Authorization: Bearer <span class=\"token variable\">$GITHUB_TOKEN<\/span>&#034;<\/span> <span class=\"token punctuation\">\\\\<\/span><br \/>\n  -d <span class=\"token string\">&#039;{<br \/>\n    &#034;query&#034;: &#034;repo:side-hustle open_issues&#034;<br \/>\n  }&#039;<\/span><\/p>\n<p>\u54cd\u5e94\u793a\u4f8b&#xff1a;<\/p>\n<p><span class=\"token punctuation\">{<\/span><br \/>\n  <span class=\"token string\">&#034;status&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;active&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n  <span class=\"token string\">&#034;open_issues&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">[<\/span><br \/>\n    <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;id&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token number\">42<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;title&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;\u767b\u5f55\u6a21\u5757\u5f02\u5e38&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;priority&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;high&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;id&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token number\">57<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;title&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;\u65b0\u589e\u5206\u4eab\u529f\u80fd&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;priority&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;medium&#034;<\/span><span class=\"token punctuation\">}<\/span><br \/>\n  <span class=\"token punctuation\">]<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<hr \/>\n<h3>FastAPI-MCP&#xff1a;\u667a\u80fdAPI\u7f51\u5173<\/h3>\n<h4>\u67b6\u6784\u4f18\u52bf<\/h4>\n<ul>\n<li>\u81ea\u52a8\u6587\u6863\u751f\u6210&#xff1a;\u96c6\u6210Swagger\u667a\u80fd\u6ce8\u91ca<\/li>\n<li>\u6d41\u91cf\u5851\u5f62&#xff1a;AI\u9a71\u52a8\u7684QoS\u63a7\u5236<\/li>\n<li>\u5f02\u5e38\u7194\u65ad&#xff1a;\u81ea\u9002\u5e94\u670d\u52a1\u964d\u7ea7\u7b56\u7565<\/li>\n<\/ul>\n<p>\u5f85\u529e\u4e8b\u9879API\u589e\u5f3a\u793a\u4f8b&#xff1a;<\/p>\n<p><span class=\"token keyword\">from<\/span> fastmcp <span class=\"token keyword\">import<\/span> mcp<\/p>\n<p><span class=\"token decorator annotation punctuation\">&#064;app<span class=\"token punctuation\">.<\/span>get<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\/todo\/{item_id}&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token decorator annotation punctuation\">&#064;mcp<span class=\"token punctuation\">.<\/span>tool<\/span><span class=\"token punctuation\">(<\/span><br \/>\n    description<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;\u83b7\u53d6\u5f85\u529e\u4e8b\u9879\u8be6\u60c5&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    examples<span class=\"token operator\">&#061;<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;\/todo\/5 &#061;&gt; \u83b7\u53d6\u7b2c\u4e94\u9879\u4efb\u52a1&#034;<\/span><span class=\"token punctuation\">]<\/span><br \/>\n<span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token keyword\">async<\/span> <span class=\"token keyword\">def<\/span> <span class=\"token function\">get_todo<\/span><span class=\"token punctuation\">(<\/span>item_id<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">int<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> db<span class=\"token punctuation\">.<\/span>query<span class=\"token punctuation\">(<\/span>Todo<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token builtin\">filter<\/span><span class=\"token punctuation\">(<\/span><span class=\"token builtin\">id<\/span><span class=\"token operator\">&#061;<\/span>item_id<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>first<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<hr 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