{"id":441532,"date":"2025-05-03T22:09:26","date_gmt":"2025-05-03T14:09:26","guid":{"rendered":"https:\/\/www.idc.net\/help\/?p=441532"},"modified":"2025-05-03T22:14:55","modified_gmt":"2025-05-03T14:14:55","slug":"%e7%aa%81%e7%a0%b4ai%e4%b8%8e%e8%87%aa%e5%8a%a8%e5%8c%96%e6%9e%81%e9%99%90%ef%bc%9a%e9%a6%99%e6%b8%af%e6%9c%8d%e5%8a%a1%e5%99%a8%e4%ba%94%e5%a4%a7mcp%e5%ba%94%e7%94%a8%e5%ae%9e%e6%88%98%e8%a7%a3","status":"publish","type":"post","link":"https:\/\/idc.net\/help\/441532\/","title":{"rendered":"\u7a81\u7834AI\u4e0e\u81ea\u52a8\u5316\u6781\u9650\uff1a\u9999\u6e2f\u670d\u52a1\u5668\u4e94\u5927MCP\u5e94\u7528\u5b9e\u6218\u89e3\u6790"},"content":{"rendered":"<h2>\u5f15\u8a00\uff1aAI\u878d\u5408\u5de5\u5177\uff0c\u6253\u9020\u667a\u80fd\u534f\u540c\u65b0\u8303\u5f0f<\/h2>\n<p>\u968f\u7740\u4eba\u5de5\u667a\u80fd\u6280\u672f\u7684\u5e7f\u6cdb\u666e\u53ca\uff0c\u5355\u4e00\u7684\u95ee\u7b54\u5f0fAI\u5df2\u65e0\u6cd5\u6ee1\u8db3\u590d\u6742\u7684\u4e1a\u52a1\u9700\u6c42\u3002MCP\uff08\u6a21\u578b\u63a7\u5236\u534f\u8bae\uff09\u670d\u52a1\u5668\u7684\u5174\u8d77\uff0c\u4e3a\u5f00\u53d1\u8005\u63d0\u4f9b\u4e86\u5c06AI\u4e0e\u5404\u7c7b\u5de5\u5177\u9ad8\u6548\u96c6\u6210\u7684\u80fd\u529b\uff0c\u5f7b\u5e95\u6539\u53d8\u4e86\u4eba\u673a\u4ea4\u4e92\u7684\u64cd\u4f5c\u903b\u8f91\u3002\u7279\u522b\u662f\u90e8\u7f72\u4e8e<strong>\u9999\u6e2f\u670d\u52a1\u5668<\/strong>\u73af\u5883\u4e2d\uff0c\u80fd\u591f\u501f\u52a9\u672c\u5730\u9ad8\u901f\u7f51\u7edc\u4e0e\u6cd5\u89c4\u4f18\u52bf\uff0c\u8fdb\u4e00\u6b65\u63d0\u5347\u54cd\u5e94\u6548\u7387\u4e0e\u6570\u636e\u5b89\u5168\u6027\u3002\u672c\u6587\u5c06\u89e3\u6790\u4e94\u6b3e\u524d\u6cbfMCP\u670d\u52a1\u5668\u89e3\u51b3\u65b9\u6848\uff0c\u52a9\u4f60\u6784\u5efa\u9ad8\u6548\u3001\u667a\u80fd\u7684AI\u751f\u4ea7\u529b\u4f53\u7cfb\u3002<\/p>\n<hr \/>\n<h2>\u4e00\u3001Stagehand\uff1a\u667a\u80fd\u7f51\u9875\u64cd\u4f5c\u7684\u5148\u950b<\/h2>\n<p>\u7531Browserbase\u6253\u9020\u7684Stagehand\u662f\u4e00\u4e2a\u4e13\u4e3a\u7f51\u9875\u81ea\u52a8\u5316\u8bbe\u8ba1\u7684AI\u6846\u67b6\uff0c\u652f\u6301\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u63a7\u5236Playwright\u81ea\u52a8\u5316\u811a\u672c\uff0c\u662fWeb\u7aefAI\u81ea\u52a8\u5316\u7684\u91cd\u8981\u91cc\u7a0b\u7891\u3002<\/p>\n<h3>\u6838\u5fc3\u7279\u6027\uff1a<\/h3>\n<ul>\n<li><strong>\u8bed\u4e49\u9a71\u52a8\u81ea\u52a8\u5316<\/strong>\uff1a\u7528\u6237\u53ea\u9700\u8f93\u5165\u81ea\u7136\u8bed\u8a00\u6307\u4ee4\uff0c\u5373\u53ef\u5b8c\u6210\u9875\u9762\u5143\u7d20\u64cd\u4f5c\uff1b<\/li>\n<li><strong>\u667a\u80fd\u5143\u7d20\u5b9a\u4f4d<\/strong>\uff1a\u65e0\u9700\u624b\u52a8\u9009\u62e9DOM\u8282\u70b9\uff0cAI\u81ea\u52a8\u8bc6\u522b\u76ee\u6807\u533a\u57df\uff1b<\/li>\n<li><strong>\u6570\u636e\u7ed3\u6784\u63d0\u53d6<\/strong>\uff1a\u5bf9\u8868\u683c\u3001\u5217\u8868\u7b49\u7ed3\u6784\u5316\u6570\u636e\u5b9e\u73b0\u5feb\u901f\u62bd\u53d6\u4e0e\u9a8c\u8bc1\u3002<\/li>\n<\/ul>\n<h3>\u793a\u4f8b\u90e8\u7f72\u547d\u4ee4\uff1a<\/h3>\n<pre><code class=\"language-bash\">git clone https:\/\/github.com\/browserbase\/stagehand-mcp\r\ncd stagehand-mcp\r\nnpm install\r\nnpm start\r\n<\/code><\/pre>\n<h3>\u4f7f\u7528\u6848\u4f8b\uff1a\u5b9e\u65f6\u76d1\u63a7\u65b0\u95fb\u6807\u9898<\/h3>\n<pre><code class=\"language-javascript\">await page.observe(\r\n  instruction: \"\u5b9a\u4f4d\u65b0\u95fb\u6807\u9898\u533a\u57df\",\r\n  selector: \".headline-section\"\r\n)\r\n\r\nconst headlines = await page.extract({\r\n  instruction: \"\u63d0\u53d6\u6240\u6709\u65b0\u95fb\u6807\u9898\",\r\n  schema: z.array(z.string())\r\n})\r\n<\/code><\/pre>\n<p>\u5728<strong>\u9999\u6e2fvps<\/strong>\u73af\u5883\u4e2d\u90e8\u7f72Stagehand\uff0c\u53ef\u4ee5\u501f\u52a9\u9ad8\u901f\u5e26\u5bbd\u8fdb\u884c\u5168\u7403\u7f51\u9875\u4fe1\u606f\u91c7\u96c6\uff0c\u9002\u7528\u4e8e\u8206\u60c5\u76d1\u63a7\u3001\u8de8\u5883\u7535\u5546\u7b49\u573a\u666f\u3002<\/p>\n<hr \/>\n<h2>\u4e8c\u3001Jupyter-MCP\uff1a\u65e0\u4ee3\u7801\u6570\u636e\u5206\u6790\u52a9\u624b<\/h2>\n<p>Jupyter-MCP\u901a\u8fc7\u6574\u5408Pandas\u3001Matplotlib\u7b49\u5de5\u5177\uff0c\u6253\u9020\u4e86\u4e00\u4e2a\u96f6\u4ee3\u7801\u3001\u8bed\u4e49\u63a7\u5236\u7684\u6570\u636e\u5206\u6790\u5e73\u53f0\uff0c\u9002\u5408\u975e\u6280\u672f\u7528\u6237\u5feb\u901f\u83b7\u53d6\u5546\u4e1a\u6d1e\u5bdf\u3002<\/p>\n<h3>\u529f\u80fd\u77e9\u9635\uff1a<\/h3>\n<table>\n<thead>\n<tr>\n<th>\u529f\u80fd\u7c7b\u578b<\/th>\n<th>\u5b9e\u73b0\u5de5\u5177<\/th>\n<th>\u5e94\u7528\u573a\u666f<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u6570\u636e\u53ef\u89c6\u5316<\/td>\n<td>\u81ea\u52a8\u751f\u6210\u56fe\u8868<\/td>\n<td>\u5e02\u573a\u8d8b\u52bf\u5206\u6790<\/td>\n<\/tr>\n<tr>\n<td>\u7279\u5f81\u5de5\u7a0b<\/td>\n<td>\u81ea\u52a8\u9884\u5904\u7406<\/td>\n<td>\u6a21\u578b\u51c6\u5907<\/td>\n<\/tr>\n<tr>\n<td>\u6a21\u578b\u8bad\u7ec3<\/td>\n<td>\u8f7b\u91cf\u5316\u7b97\u6cd5\u8c03\u7528<\/td>\n<td>\u5546\u4e1a\u9884\u6d4b<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3>\u793a\u4f8b\u4ee3\u7801\uff1a<\/h3>\n<pre><code class=\"language-python\">df = pd.read_csv('coffee.csv')\r\nlatte_spending = df[df['item'] == 'Latte']['price'].sum()\r\nprint(f\"\u62ff\u94c1\u603b\u6d88\u8d39: ${latte_spending:.2f}\")\r\n<\/code><\/pre>\n<p>\u5728<strong>\u9999\u6e2f\u4e91\u670d\u52a1\u5668<\/strong>\u4e0a\u8fd0\u884cJupyter-MCP\uff0c\u53ef\u5145\u5206\u5229\u7528\u672c\u5730\u8ba1\u7b97\u8d44\u6e90\uff0c\u63d0\u5347\u6570\u636e\u5904\u7406\u901f\u5ea6\u5e76\u4fdd\u6301\u5408\u89c4\u6027\uff0c\u7279\u522b\u9002\u7528\u4e8e\u91d1\u878d\u3001\u7269\u6d41\u7b49\u6570\u636e\u5bc6\u96c6\u578b\u884c\u4e1a\u3002<\/p>\n<hr \/>\n<h2>\u4e09\u3001Opik\uff1aAI\u9a71\u52a8\u7684\u667a\u80fd\u76d1\u63a7\u5e73\u53f0<\/h2>\n<p>Opik\u662f\u4e00\u6b3e\u9762\u5411\u751f\u4ea7\u73af\u5883\u7684MCP\u76d1\u63a7\u5de5\u5177\uff0c\u96c6\u6210\u6027\u80fd\u8ffd\u8e2a\u3001\u5f02\u5e38\u8bca\u65ad\u4e0e\u6839\u56e0\u5206\u6790\u529f\u80fd\uff0c\u9002\u7528\u4e8e\u9ad8\u53ef\u7528\u7cfb\u7edf\u7684\u8fd0\u7ef4\u4fdd\u969c\u3002<\/p>\n<h3>\u4e3b\u8981\u7ec4\u4ef6\uff1a<\/h3>\n<ul>\n<li>\u5f02\u5e38\u68c0\u6d4b\u4e0e\u65e5\u5fd7\u5206\u6790<\/li>\n<li>\u8bf7\u6c42\u54cd\u5e94\u62e6\u622a\u4e0e\u6027\u80fd\u4f18\u5316\u5efa\u8bae<\/li>\n<li>\u53ef\u89c6\u5316\u4eea\u8868\u76d8\u652f\u6301<\/li>\n<\/ul>\n<h3>\u6837\u4f8b\u914d\u7f6e\uff1a<\/h3>\n<pre><code class=\"language-python\">import opik\r\nfrom opik.analyzers import PerformanceAnalyzer\r\n\r\n@opik.track(\r\n    analyzers=[PerformanceAnalyzer(threshold=500)]\r\n)\r\ndef process_request(payload):\r\n    return response\r\n<\/code><\/pre>\n<p>\u5728<strong>\u9999\u6e2f\u72ec\u7acb\u670d\u52a1\u5668<\/strong>\u90e8\u7f72Opik\uff0c\u53ef\u63d0\u4f9b\u672c\u5730\u65e5\u5fd7\u6536\u96c6\u4e0e\u5b9e\u65f6\u5f02\u5e38\u54cd\u5e94\uff0c\u9002\u7528\u4e8e\u7535\u5546\u3001\u5728\u7ebf\u6559\u80b2\u7b49\u5bf9\u670d\u52a1\u7a33\u5b9a\u6027\u8981\u6c42\u6781\u9ad8\u7684\u573a\u666f\u3002<\/p>\n<hr \/>\n<h2>\u56db\u3001GitHub-MCP\uff1a\u4ee3\u7801\u4ed3\u5e93\u667a\u80fd\u52a9\u624b<\/h2>\n<p>GitHub-MCP\u9762\u5411\u5f00\u53d1\u56e2\u961f\u63d0\u4f9b\u8bed\u4e49\u9a71\u52a8\u7684\u4ee3\u7801\u5e93\u5206\u6790\u4e0e\u7ef4\u62a4\u670d\u52a1\uff0c\u6db5\u76d6Issue\u5f52\u7c7b\u3001PR\u5ba1\u6838\u4e0e\u77e5\u8bc6\u56fe\u8c31\u751f\u6210\u7b49\u80fd\u529b\u3002<\/p>\n<h3>\u5de5\u4f5c\u6d41\u7a0b\u793a\u4f8b\uff1a<\/h3>\n<pre><code class=\"language-bash\">curl -X POST http:\/\/localhost:4000\/query \\\r\n  -H \"Authorization: Bearer $GITHUB_TOKEN\" \\\r\n  -d '{\r\n    \"query\": \"repo:side-hustle open_issues\"\r\n  }'\r\n<\/code><\/pre>\n<h3>\u54cd\u5e94\u793a\u4f8b\uff1a<\/h3>\n<pre><code class=\"language-json\">{\r\n  \"status\": \"active\",\r\n  \"open_issues\": [\r\n    {\"id\": 42, \"title\": \"\u767b\u5f55\u6a21\u5757\u5f02\u5e38\", \"priority\": \"high\"},\r\n    {\"id\": 57, \"title\": \"\u65b0\u589e\u5206\u4eab\u529f\u80fd\", \"priority\": \"medium\"}\r\n  ]\r\n}\r\n<\/code><\/pre>\n<p>\u501f\u52a9\u90e8\u7f72\u4e8e\u9999\u6e2f\u8282\u70b9\u7684\u9ad8\u6027\u80fd\u670d\u52a1\u5668\uff0c\u53ef\u5b9e\u73b0\u5168\u7403\u591a\u4ed3\u5e93\u534f\u540c\u7ba1\u7406\uff0c\u663e\u8457\u4f18\u5316\u4ee3\u7801\u5ba1\u67e5\u4e0e\u98ce\u9669\u7ba1\u7406\u6d41\u7a0b\u3002<\/p>\n<hr \/>\n<h2>\u4e94\u3001FastAPI-MCP\uff1a\u4e0b\u4e00\u4ee3API\u667a\u80fd\u63a7\u5236\u5c42<\/h2>\n<p>FastAPI-MCP\u4e3aWeb\u5e94\u7528\u63d0\u4f9b\u8bed\u4e49\u589e\u5f3a\u7684API\u670d\u52a1\u80fd\u529b\uff0c\u5185\u7f6e\u6587\u6863\u751f\u6210\u3001\u6d41\u91cf\u63a7\u5236\u548c\u5f02\u5e38\u7194\u65ad\u7b49\u673a\u5236\u3002<\/p>\n<h3>\u793a\u4f8b\u589e\u5f3a\u63a5\u53e3\uff1a<\/h3>\n<pre><code class=\"language-python\">from fastmcp import mcp\r\n\r\n@app.get(\"\/todo\/{item_id}\")\r\n@mcp.tool(\r\n    description=\"\u83b7\u53d6\u5f85\u529e\u4e8b\u9879\u8be6\u60c5\",\r\n    examples=[\"\/todo\/5 =&gt; \u83b7\u53d6\u7b2c\u4e94\u9879\u4efb\u52a1\"]\r\n)\r\nasync def get_todo(item_id: int):\r\n    return db.query(Todo).filter(id=item_id).first()\r\n<\/code><\/pre>\n<p>\u642d\u914d\u9999\u6e2f\u672c\u5730\u7f51\u7edc\u8d44\u6e90\u90e8\u7f72\u8be5\u5e73\u53f0\uff0c\u53ef\u52a0\u901fAPI\u54cd\u5e94\u901f\u5ea6\u5e76\u63d0\u5347\u7528\u6237\u4f53\u9a8c\uff0c\u5c24\u5176\u9002\u5408\u9762\u5411\u4e9a\u592a\u5e02\u573a\u7684SaaS\u4ea7\u54c1\u3002<\/p>\n<hr \/>\n<h2>\u6280\u672f\u9009\u578b\u5bf9\u6bd4<\/h2>\n<table>\n<thead>\n<tr>\n<th>\u5de5\u5177<\/th>\n<th>\u54cd\u5e94\u65f6\u95f4<\/th>\n<th>\u5b66\u4e60\u96be\u5ea6<\/th>\n<th>\u9002\u7528\u573a\u666f<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>Stagehand<\/td>\n<td>&lt;200ms<\/td>\n<td>\u4f4e<\/td>\n<td>\u7f51\u9875\u81ea\u52a8\u5316<\/td>\n<\/tr>\n<tr>\n<td>Jupyter-MCP<\/td>\n<td>\u53ef\u53d8<\/td>\n<td>\u4e2d<\/td>\n<td>\u6570\u636e\u5206\u6790<\/td>\n<\/tr>\n<tr>\n<td>Opik<\/td>\n<td>&lt;50ms<\/td>\n<td>\u9ad8<\/td>\n<td>\u7cfb\u7edf\u76d1\u63a7<\/td>\n<\/tr>\n<tr>\n<td>GitHub-MCP<\/td>\n<td>&lt;150ms<\/td>\n<td>\u4e2d<\/td>\n<td>\u4ee3\u7801\u7ba1\u7406<\/td>\n<\/tr>\n<tr>\n<td>FastAPI-MCP<\/td>\n<td>\u5feb\u901f<\/td>\n<td>\u4e2d<\/td>\n<td>API\u670d\u52a1<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<hr \/>\n<h2>\u603b\u7ed3\u4e0e\u5efa\u8bae<\/h2>\n<p>\u968f\u7740AI\u7cfb\u7edf\u590d\u6742\u5ea6\u7684\u4e0a\u5347\uff0c\u6784\u5efa\u9ad8\u6548\u7684MCP\u670d\u52a1\u5668\u67b6\u6784\u6210\u4e3a\u8d8b\u52bf\u3002\u65e0\u8bba\u662f\u5f00\u53d1\u8005\u8fd8\u662f\u4f01\u4e1a\u7528\u6237\uff0c\u9009\u62e9\u6027\u80fd\u5f3a\u52b2\u3001\u7f51\u7edc\u7a33\u5b9a\u7684<a href=\"https:\/\/idc.net\/\"><strong>\u9999\u6e2f\u670d\u52a1\u5668<\/strong><\/a>\u5c06\u662f\u8fc8\u5411\u667a\u80fd\u534f\u540c\u7684\u5173\u952e\u4e00\u6b65\u3002\u6211\u4eec\u63d0\u4f9b\u9ad8\u53ef\u7528\u7684<strong>\u9999\u6e2fvps<\/strong>\u3001\u7075\u6d3b\u5f39\u6027\u7684<strong>\u9999\u6e2f\u4e91\u670d\u52a1\u5668<\/strong>\u4e0e\u4e13\u5c5e\u914d\u7f6e\u7684<strong>\u9999\u6e2f\u72ec\u7acb\u670d\u52a1\u5668<\/strong>\uff0c\u5168\u9762\u52a9\u529b\u60a8\u7684AI\u5e94\u7528\u90e8\u7f72\u4e0e\u6269\u5c55\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5f15\u8a00\uff1aAI\u878d\u5408\u5de5\u5177\uff0c\u6253\u9020\u667a\u80fd\u534f\u540c\u65b0\u8303\u5f0f \u968f\u7740\u4eba\u5de5\u667a\u80fd\u6280\u672f\u7684\u5e7f\u6cdb\u666e\u53ca\uff0c\u5355\u4e00\u7684\u95ee\u7b54\u5f0fAI\u5df2\u65e0\u6cd5\u6ee1\u8db3\u590d\u6742\u7684\u4e1a\u52a1\u9700\u6c42\u3002 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[7023],"tags":[],"class_list":["post-441532","post","type-post","status-publish","format-standard","hentry","category-chatgpt"],"_links":{"self":[{"href":"https:\/\/idc.net\/help\/wp-json\/wp\/v2\/posts\/441532","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/idc.net\/help\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/idc.net\/help\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/idc.net\/help\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/idc.net\/help\/wp-json\/wp\/v2\/comments?post=441532"}],"version-history":[{"count":0,"href":"https:\/\/idc.net\/help\/wp-json\/wp\/v2\/posts\/441532\/revisions"}],"wp:attachment":[{"href":"https:\/\/idc.net\/help\/wp-json\/wp\/v2\/media?parent=441532"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/idc.net\/help\/wp-json\/wp\/v2\/categories?post=441532"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/idc.net\/help\/wp-json\/wp\/v2\/tags?post=441532"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}