{"id":41155,"date":"2026-09-04T16:08:04","date_gmt":"2026-09-04T08:08:04","guid":{"rendered":"https:\/\/17aitech.com\/?p=41155"},"modified":"2026-09-04T16:08:04","modified_gmt":"2026-09-04T08:08:04","slug":"%e3%80%90%e5%b7%a5%e5%85%b7%e6%80%bb%e7%bb%93%e3%80%91%e6%96%b0%e4%b8%80%e4%bb%a3agent%e9%a9%b1%e5%8a%a8%e7%9a%84%e8%af%84%e6%b5%8b%e7%b3%bb%e7%bb%9f","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=41155","title":{"rendered":"\u3010\u5de5\u5177\u603b\u7ed3\u3011\u65b0\u4e00\u4ee3Agent\u9a71\u52a8\u7684\u8bc4\u6d4b\u7cfb\u7edf"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_85 ez-toc-wrap-left-text counter-hierarchy ez-toc-counter ez-toc-light-blue ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u6587\u7ae0\u76ee\u5f55<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-1'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/17aitech.com\/?p=41155\/#%E6%96%B0%E4%B8%80%E4%BB%A3Agent%E9%A9%B1%E5%8A%A8%E7%9A%84%E8%AF%84%E6%B5%8B%E7%B3%BB%E7%BB%9F\" >\u65b0\u4e00\u4ee3Agent\u9a71\u52a8\u7684\u8bc4\u6d4b\u7cfb\u7edf<\/a><ul class='ez-toc-list-level-2' ><li class='ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/17aitech.com\/?p=41155\/#%E4%B8%80%E3%80%81%E8%83%8C%E6%99%AF%E4%BB%8B%E7%BB%8D\" >\u4e00\u3001\u80cc\u666f\u4ecb\u7ecd<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/17aitech.com\/?p=41155\/#%E4%BA%8C%E3%80%81%E5%AE%89%E8%A3%85%E4%B8%8E%E9%85%8D%E7%BD%AE\" >\u4e8c\u3001\u5b89\u88c5\u4e0e\u914d\u7f6e<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/17aitech.com\/?p=41155\/#21_%E5%AE%89%E8%A3%85%E5%B7%A5%E5%85%B7%EF%BC%88%E6%AD%A3%E5%BC%8F_PyPI_%E6%BA%90%EF%BC%8C%E4%B8%80%E6%9D%A1%E5%91%BD%E4%BB%A4%EF%BC%89\" >2.1 \u5b89\u88c5\u5de5\u5177\uff08\u6b63\u5f0f PyPI \u6e90\uff0c\u4e00\u6761\u547d\u4ee4\uff09<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/17aitech.com\/?p=41155\/#22_%E9%85%8D%E7%BD%AE%E8%AF%84%E6%B5%8B%E6%A8%A1%E5%9E%8B%EF%BC%88LLM%EF%BC%89\" >2.2 \u914d\u7f6e\u8bc4\u6d4b\u6a21\u578b\uff08LLM\uff09<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/17aitech.com\/?p=41155\/#%E4%B8%89%E3%80%81%E5%BC%80%E5%B1%95%E4%B8%80%E6%AC%A1%E5%AE%8C%E6%95%B4%E8%AF%84%E6%B5%8B%EF%BC%88%E5%9B%BE%E6%96%87%E5%AE%9E%E5%BD%95%EF%BC%89\" >\u4e09\u3001\u5f00\u5c55\u4e00\u6b21\u5b8c\u6574\u8bc4\u6d4b\uff08\u56fe\u6587\u5b9e\u5f55\uff09<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/17aitech.com\/?p=41155\/#Step_1%EF%BC%9A%E5%90%AF%E5%8A%A8%E5%B7%A5%E4%BD%9C%E5%8F%B0\" >Step 1\uff1a\u542f\u52a8\u5de5\u4f5c\u53f0<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/17aitech.com\/?p=41155\/#Step_2%EF%BC%9A%E7%94%A8%E4%B8%80%E5%8F%A5%E8%AF%9D%E6%8F%8F%E8%BF%B0%E8%AF%84%E6%B5%8B%E9%9C%80%E6%B1%82\" >Step 2\uff1a\u7528\u4e00\u53e5\u8bdd\u63cf\u8ff0\u8bc4\u6d4b\u9700\u6c42<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/17aitech.com\/?p=41155\/#Step_3%EF%BC%9A%E5%91%8A%E8%AF%89%E5%AE%83%E8%A2%AB%E6%B5%8B%E7%B3%BB%E7%BB%9F%E5%85%A5%E5%8F%A3%E5%9C%B0%E5%9D%80\" >Step 3\uff1a\u544a\u8bc9\u5b83\u88ab\u6d4b\u7cfb\u7edf\u5165\u53e3\u5730\u5740<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/17aitech.com\/?p=41155\/#Step_4%EF%BC%9A%E8%87%AA%E5%8A%A8%E5%88%86%E6%9E%90%E7%99%BB%E5%BD%95%E6%8E%A5%E5%8F%A3\" >Step 4\uff1a\u81ea\u52a8\u5206\u6790\u767b\u5f55\u63a5\u53e3<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/17aitech.com\/?p=41155\/#Step_5%EF%BC%9A%E5%BD%95%E5%85%A5%E6%B5%8B%E8%AF%95%E8%B4%A6%E5%8F%B7%EF%BC%8C%E5%AE%9E%E6%B5%8B%E7%99%BB%E5%BD%95\" >Step 5\uff1a\u5f55\u5165\u6d4b\u8bd5\u8d26\u53f7\uff0c\u5b9e\u6d4b\u767b\u5f55<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/17aitech.com\/?p=41155\/#Step_6%EF%BC%9A%E8%87%AA%E5%8A%A8%E6%8E%A2%E6%B5%8B%E5%AF%B9%E8%AF%9D_API%EF%BC%8C%E7%94%9F%E6%88%90%E5%9C%BA%E6%99%AF%E5%8C%85\" >Step 6\uff1a\u81ea\u52a8\u63a2\u6d4b\u5bf9\u8bdd API\uff0c\u751f\u6210\u573a\u666f\u5305<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/17aitech.com\/?p=41155\/#Step_7%EF%BC%9A%E6%89%A7%E8%A1%8C%E8%AF%84%E6%B5%8B\" >Step 7\uff1a\u6267\u884c\u8bc4\u6d4b<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/17aitech.com\/?p=41155\/#Step_8%EF%BC%9A%E6%9F%A5%E7%9C%8B%E8%AF%84%E6%B5%8B%E7%BB%93%E6%9E%9C\" >Step 8\uff1a\u67e5\u770b\u8bc4\u6d4b\u7ed3\u679c<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/17aitech.com\/?p=41155\/#%E5%9B%9B%E3%80%81%E8%BF%9B%E9%98%B6%E5%8A%9F%E8%83%BD%EF%BC%9A%E7%BB%93%E6%9E%9C%E4%B8%8A%E6%8A%A5%E5%8F%AF%E8%A7%82%E6%B5%8B%E5%B9%B3%E5%8F%B0\" >\u56db\u3001\u8fdb\u9636\u529f\u80fd\uff1a\u7ed3\u679c\u4e0a\u62a5\u53ef\u89c2\u6d4b\u5e73\u53f0<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/17aitech.com\/?p=41155\/#41_%E6%B3%A8%E5%86%8C%E5%B9%B3%E5%8F%B0%E8%B4%A6%E5%8F%B7\" >4.1 \u6ce8\u518c\u5e73\u53f0\u8d26\u53f7<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/17aitech.com\/?p=41155\/#42_%E5%88%9B%E5%BB%BA%E9%A1%B9%E7%9B%AE\" >4.2 \u521b\u5efa\u9879\u76ee<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-18\" href=\"https:\/\/17aitech.com\/?p=41155\/#43_%E5%9C%A8_CLI_%E4%B8%AD%E9%85%8D%E7%BD%AE%E5%B9%B3%E5%8F%B0%E5%87%AD%E8%AF%81%EF%BC%88%E5%90%AB%E5%88%9B%E5%BB%BA_API_Key%EF%BC%89\" >4.3 \u5728 CLI \u4e2d\u914d\u7f6e\u5e73\u53f0\u51ed\u8bc1\uff08\u542b\u521b\u5efa API Key\uff09<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-19\" href=\"https:\/\/17aitech.com\/?p=41155\/#44_%E4%B8%8A%E6%8A%A5%E8%AF%84%E6%B5%8B%E7%BB%93%E6%9E%9C\" >4.4 \u4e0a\u62a5\u8bc4\u6d4b\u7ed3\u679c<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-20\" href=\"https:\/\/17aitech.com\/?p=41155\/#%E4%BA%94%E3%80%81%E5%B0%8F%E7%BB%93\" >\u4e94\u3001\u5c0f\u7ed3<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h1><span class=\"ez-toc-section\" id=\"%E6%96%B0%E4%B8%80%E4%BB%A3Agent%E9%A9%B1%E5%8A%A8%E7%9A%84%E8%AF%84%E6%B5%8B%E7%B3%BB%E7%BB%9F\"><\/span>\u65b0\u4e00\u4ee3Agent\u9a71\u52a8\u7684\u8bc4\u6d4b\u7cfb\u7edf<span class=\"ez-toc-section-end\"><\/span><\/h1>\n<blockquote>\n<p>\u4e00\u7bc7\u6559\u7a0b\u89e3\u51b3\u4e09\u4e2a\u95ee\u9898\uff1a<strong>\u8fd9\u4e2a\u5de5\u5177\u662f\u5e72\u4ec0\u4e48\u7684\u3001\u600e\u4e48\u5b89\u88c5\u914d\u7f6e\u3001\u600e\u4e48\u5f00\u5c55\u4e00\u6b21\u5b8c\u6574\u8bc4\u6d4b<\/strong>\u3002<br \/>\n\u5168\u6587\u4ee5\u300c\u7ed9\u4e00\u4e2a\u5728\u7ebf\u8fd0\u884c\u7684 Agent \u505a\u5b89\u5168\u6027\u8bc4\u6d4b\u300d\u4e3a\u771f\u5b9e\u6848\u4f8b\uff0c\u622a\u56fe\u5373\u5b9e\u9645\u64cd\u4f5c\u8fc7\u7a0b\uff0c\u8ddf\u7740\u505a\u5373\u53ef\u3002<\/p>\n<\/blockquote>\n<hr \/>\n<h2><span class=\"ez-toc-section\" id=\"%E4%B8%80%E3%80%81%E8%83%8C%E6%99%AF%E4%BB%8B%E7%BB%8D\"><\/span>\u4e00\u3001\u80cc\u666f\u4ecb\u7ecd<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u5927\u6a21\u578b\u9a71\u52a8\u7684 Agent\uff08\u667a\u80fd\u5ba2\u670d\u3001\u8bfe\u4ef6\u751f\u6210\u3001\u4ee3\u7801\u52a9\u624b\u2026\u2026\uff09\u6b63\u5728\u5feb\u901f\u843d\u5730\uff0c\u8fed\u4ee3\u5468\u671f\u4ee5&quot;\u5929&quot;\u8ba1\u3002\u4f46\u4e00\u4e2a\u73b0\u5b9e\u95ee\u9898\u957f\u671f\u56f0\u6270\u7740\u56e2\u961f\uff1a<\/p>\n<blockquote>\n<p><strong>\u65b0\u7248\u672c\u4e0a\u7ebf\u524d\uff0c\u600e\u4e48\u8bc1\u660e\u8fd9\u4e2a Agent \u662f&quot;\u597d&quot;\u7684\uff1f\u6bd4\u4e0a\u4e00\u7248\u7a76\u7adf\u662f\u53d8\u597d\u4e86\u8fd8\u662f\u53d8\u5dee\u4e86\uff1f<\/strong><\/p>\n<\/blockquote>\n<p>\u5927\u591a\u6570\u56e2\u961f\u76ee\u524d\u7684\u505a\u6cd5\u662f\u4eba\u5de5\u70b9\u6d4b\uff1a\u627e\u51e0\u4e2a\u4eba\u95ee\u51e0\u53e5\u3001\u770b\u770b\u56de\u7b54\u987a\u4e0d\u987a\u773c\u3002\u8fd9\u79cd\u65b9\u5f0f\u6709\u56db\u4e2a\u660e\u663e\u75db\u70b9\uff1a<\/p>\n<ul>\n<li><strong>\u6d4b\u4e0d\u5168<\/strong>\uff1a\u5b89\u5168\u6027\u3001\u51c6\u786e\u6027\u3001\u683c\u5f0f\u89c4\u8303\u2026\u2026\u6d4b\u4ec0\u4e48\u5168\u51ed\u4e34\u573a\u53d1\u6325\uff0c\u8986\u76d6\u9762\u56e0\u4eba\u800c\u5f02<\/li>\n<li><strong>\u4e0d\u53ef\u590d\u7528<\/strong>\uff1a\u8fd9\u8f6e\u6d4b\u8fc7\u7684\u5185\u5bb9\uff0c\u4e0b\u4e2a\u7248\u672c\u53c8\u5f97\u4ece\u96f6\u518d\u6d4b\u4e00\u904d<\/li>\n<li><strong>\u6ca1\u7ed3\u8bba<\/strong>\uff1a\u770b\u5b8c\u53ea\u80fd\u8bf4&quot;\u611f\u89c9\u8fd8\u884c&quot;\uff0c\u7ed9\u4e0d\u51fa\u91cf\u5316\u5206\u6570\uff0c\u66f4\u505a\u4e0d\u4e86\u7248\u672c\u5bf9\u6bd4<\/li>\n<li><strong>\u96be\u6c89\u6dc0<\/strong>\uff1a\u6d4b\u8bd5\u8fc7\u7a0b\u548c\u7ed3\u679c\u6563\u843d\u5728\u4e2a\u4eba\u624b\u91cc\uff0c\u56e2\u961f\u65e0\u6cd5\u8ffd\u6eaf\u4e0e\u534f\u4f5c<\/li>\n<\/ul>\n<p><code>agent-eval<\/code> \u8bc4\u6d4b\u7cfb\u7edf\uff08\u5b89\u88c5\u5305\u540d <code>ai-eval-scope<\/code>\uff09\u4e3a\u6b64\u800c\u751f\uff1a\u628a\u8bc4\u6d4b\u53d8\u6210\u4e00\u6761<strong>\u4eba\u4eba\u53ef\u6267\u884c\u3001\u53ef\u590d\u7528\u3001\u53ef\u91cf\u5316<\/strong>\u7684\u6807\u51c6\u6d41\u6c34\u7ebf\u2014\u2014<\/p>\n<pre><code>\u63cf\u8ff0\u8bc4\u6d4b\u9700\u6c42 \u2192 \u81ea\u52a8\u751f\u6210&quot;\u8003\u5377&quot; \u2192 \u8ba9\u88ab\u6d4b Agent \u771f\u5b9e\u7b54\u9898 \u2192 \u89c4\u5219 + AI \u667a\u80fd\u5224\u5206 \u2192 \u51fa\u62a5\u544a \u2192 \u4e0a\u62a5\u5e73\u53f0\u770b\u8d8b\u52bf<\/code><\/pre>\n<p><strong>\u5b83\u7684\u6838\u5fc3\u7279\u70b9\uff1a<\/strong><\/p>\n<table>\n<thead>\n<tr>\n<th>\u7279\u70b9<\/th>\n<th>\u8bf4\u660e<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\ud83d\udcac \u4f1a\u804a\u5929\u5c31\u4f1a\u7528<\/td>\n<td>\u7528\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0&quot;\u6211\u60f3\u6d4b\u4ec0\u4e48&quot;\uff0c\u5de5\u5177\u91cc\u7684\u5de5\u4f5c\u53f0 Agent \u81ea\u52a8\u5e2e\u4f60\u751f\u6210\u5168\u5957\u8bc4\u6d4b\u8d44\u4ea7\uff0c\u4e0d\u7528\u624b\u5199\u914d\u7f6e<\/td>\n<\/tr>\n<tr>\n<td>\ud83d\udd0c \u88ab\u6d4b\u7cfb\u7edf\u81ea\u52a8\u63a5\u5165<\/td>\n<td>\u7ed9\u4e00\u4e2a\u7cfb\u7edf\u5165\u53e3\u5730\u5740\uff08\u767b\u5f55\u9875 URL \u90fd\u884c\uff09\uff0c\u5b83\u81ea\u52a8\u5206\u6790\u767b\u5f55\u63a5\u53e3\u3001\u5b9e\u6d4b\u767b\u5f55\u3001\u63a2\u6d4b\u5bf9\u8bdd API\uff0c\u5168\u7a0b\u65e0\u9700\u61c2\u540e\u7aef<\/td>\n<\/tr>\n<tr>\n<td>\u2696\ufe0f \u53cc\u5c42\u5224\u5206<\/td>\n<td>\u89c4\u5219\u5f15\u64ce\u7ba1\u786c\u6027\u68c0\u67e5\uff0cLLM Judge \u7ba1\u8bed\u4e49\u8d28\u91cf\uff0c\u6bcf\u4e2a\u5f97\u5206\u90fd\u80fd\u8bf4\u6e05\u7406\u7531<\/td>\n<\/tr>\n<tr>\n<td>\ud83d\udcca \u62a5\u544a + \u5e73\u53f0<\/td>\n<td>\u672c\u5730\u51fa\u62a5\u544a\uff0c\u4e00\u952e\u4e0a\u62a5 Web \u5e73\u53f0\uff0c\u6309\u9879\u76ee\u770b\u5386\u53f2\u8d8b\u52bf\u548c\u6bcf\u8f6e\u5bf9\u8bdd\u660e\u7ec6<\/td>\n<\/tr>\n<tr>\n<td>\ud83d\udd12 \u5b89\u5168\u653e\u5fc3<\/td>\n<td>\u8d26\u53f7\u5bc6\u7801\u9690\u85cf\u8f93\u5165\u3001\u4e0d\u56de\u663e\u3001\u4e0d\u5199\u8fdb\u4efb\u4f55\u914d\u7f6e\u6587\u4ef6\uff1b\u6bcf\u6b21\u8bbf\u95ee\u65b0\u57df\u540d\u90fd\u4f1a\u5148\u5f81\u6c42\u4f60\u540c\u610f<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<hr \/>\n<h2><span class=\"ez-toc-section\" id=\"%E4%BA%8C%E3%80%81%E5%AE%89%E8%A3%85%E4%B8%8E%E9%85%8D%E7%BD%AE\"><\/span>\u4e8c\u3001\u5b89\u88c5\u4e0e\u914d\u7f6e<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><span class=\"ez-toc-section\" id=\"21_%E5%AE%89%E8%A3%85%E5%B7%A5%E5%85%B7%EF%BC%88%E6%AD%A3%E5%BC%8F_PyPI_%E6%BA%90%EF%BC%8C%E4%B8%80%E6%9D%A1%E5%91%BD%E4%BB%A4%EF%BC%89\"><\/span>2.1 \u5b89\u88c5\u5de5\u5177\uff08\u6b63\u5f0f PyPI \u6e90\uff0c\u4e00\u6761\u547d\u4ee4\uff09<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u8981\u6c42 <strong>Python 3.11+<\/strong>\u3002\u4efb\u9009\u4e00\u79cd\u65b9\u5f0f\uff1a<\/p>\n<pre><code class=\"language-bash\"># \u65b9\u5f0f\u4e00\uff1auv\uff08\u63a8\u8350\uff0c\u72ec\u7acb\u5b89\u88c5\u4e0d\u6c61\u67d3\u73af\u5883\uff09\nuv tool install &quot;ai-eval-scope[agent,llm]&quot;\n\n# \u65b9\u5f0f\u4e8c\uff1apip\npip install &quot;ai-eval-scope[agent,llm]&quot;<\/code><\/pre>\n<blockquote>\n<p>\u65b9\u62ec\u53f7\u662f\u529f\u80fd\u63d2\u4ef6\uff1a<code>[agent]<\/code> \u9a71\u52a8\u88ab\u6d4b Agent \u7684\u6267\u884c\u5f15\u64ce\uff08\u5fc5\u88c5\uff09\u3001<code>[llm]<\/code> AI \u667a\u80fd\u5224\u5206\u3001<code>[vision]<\/code> \u622a\u56fe\u89c6\u89c9\u8bc4\u4f30\u3001<code>[datasets]<\/code> \u6570\u636e\u96c6\u4e0b\u8f7d\u3002\u4e0d\u9700\u8981\u7684\u53ef\u4ee5\u4e0d\u88c5\u3002<\/p>\n<\/blockquote>\n<p>\u88c5\u5b8c\u9a8c\u8bc1\uff08\u5de5\u5177\u540d\u662f <code>agent-eval<\/code>\uff09\uff1a<\/p>\n<pre><code class=\"language-bash\">agent-eval --version     # \u8f93\u51fa\u7248\u672c\u53f7\u5373\u4e3a\u6210\u529f<\/code><\/pre>\n<p>\u4ee5\u540e\u5347\u7ea7\uff1a<code>uv tool upgrade ai-eval-scope<\/code>\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"22_%E9%85%8D%E7%BD%AE%E8%AF%84%E6%B5%8B%E6%A8%A1%E5%9E%8B%EF%BC%88LLM%EF%BC%89\"><\/span>2.2 \u914d\u7f6e\u8bc4\u6d4b\u6a21\u578b\uff08LLM\uff09<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u8bc4\u6d4b\u9700\u8981\u7528\u5927\u6a21\u578b\u6765\u9a71\u52a8\u88ab\u6d4b Agent\u3001\u7ed9\u56de\u7b54\u6253\u5206\u3002\u4e00\u6761\u547d\u4ee4\u8fdb\u5165\u914d\u7f6e\u5411\u5bfc\uff1a<\/p>\n<pre><code class=\"language-bash\">agent-eval models set<\/code><\/pre>\n<p>\u5411\u5bfc\u4f1a\u4f9d\u6b21\u95ee\u4f60\uff1a<\/p>\n<ol>\n<li><strong>\u9009\u62e9\u63d0\u4f9b\u5546<\/strong>\uff1aDeepSeek \/ Kimi \/ \u667a\u8c31 \/ MiniMax \u4efb\u9009\uff0c\u6216 custom\uff08\u81ea\u5907\u5730\u5740\u7684\u4efb\u610f\u5382\u5546\uff09<\/li>\n<li><strong>\u9009\u62e9\u534f\u8bae<\/strong>\uff1aAnthropic \u534f\u8bae \u6216 OpenAI \u517c\u5bb9\u534f\u8bae\uff08\u9884\u7f6e\u5382\u5546\u4e24\u79cd\u90fd\u652f\u6301\uff0c\u4efb\u9009\u5176\u4e00\uff09<\/li>\n<li><strong>API Key<\/strong>\uff1a\u9690\u85cf\u8f93\u5165\uff0c\u7c98\u8d34\u56de\u8f66\u5373\u53ef\uff08\u9884\u7f6e\u5382\u5546\u7684\u63a5\u53e3\u5730\u5740\u7cfb\u7edf\u5df2\u5185\u7f6e\uff0c<strong>\u4e0d\u7528\u586b URL<\/strong>\uff09<\/li>\n<li><strong>\u9009\u62e9\u89d2\u8272<\/strong>\uff1a<code>text<\/code> \u6587\u672c\u5224\u5206\u5efa\u8bae\u5fc5\u914d\uff1b<code>vision<\/code> \u89c6\u89c9\u8bc4\u4f30\u6309\u9700<\/li>\n<li>\u4fdd\u5b58\u540e\u5411\u5bfc\u4f1a<strong>\u7acb\u5373\u6d4b\u8bd5\u8fde\u901a\u6027<\/strong>\uff0c\u5168\u90e8 \u2705 \u5373\u914d\u7f6e\u5b8c\u6210<\/li>\n<\/ol>\n<p>\u5176\u4ed6\u547d\u4ee4\uff1a<\/p>\n<pre><code class=\"language-bash\">agent-eval models test    # \u968f\u65f6\u91cd\u6d4b\u8fde\u901a\u6027\nagent-eval models list    # \u67e5\u770b\u5f53\u524d\u914d\u7f6e\uff08\u5bc6\u94a5\u81ea\u52a8\u8131\u654f\uff09<\/code><\/pre>\n<blockquote>\n<p>\ud83d\udca1 \u6a21\u578b\u914d\u7f6e\u4e5f\u53ef\u4ee5\u4e0d\u6572\u547d\u4ee4\uff1a\u8fdb\u5165\u5de5\u4f5c\u53f0\u540e\u9009\u83dc\u5355\u300c5. \u8d26\u53f7\u4e0e\u914d\u7f6e\u300d\u540c\u6837\u80fd\u914d\u3002<\/p>\n<\/blockquote>\n<hr \/>\n<h2><span class=\"ez-toc-section\" id=\"%E4%B8%89%E3%80%81%E5%BC%80%E5%B1%95%E4%B8%80%E6%AC%A1%E5%AE%8C%E6%95%B4%E8%AF%84%E6%B5%8B%EF%BC%88%E5%9B%BE%E6%96%87%E5%AE%9E%E5%BD%95%EF%BC%89\"><\/span>\u4e09\u3001\u5f00\u5c55\u4e00\u6b21\u5b8c\u6574\u8bc4\u6d4b\uff08\u56fe\u6587\u5b9e\u5f55\uff09<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u4e0b\u9762\u662f\u5b8c\u6574\u5b9e\u64cd\u6848\u4f8b\uff1a<strong>\u7ed9\u4e00\u4e2a\u5728\u7ebf Agent \u505a\u5b89\u5168\u6027\u8bc4\u6d4b<\/strong>\u2014\u2014\u770b\u5b83\u9762\u5bf9\u8272\u60c5\u3001\u6b67\u89c6\u3001\u8d8a\u6743\u3001\u9690\u79c1\u7b49\u5404\u7c7b\u98ce\u9669\u63d0\u95ee\u65f6\uff0c\u80fd\u5426\u6b63\u786e\u62d2\u7edd\u3002\u6574\u4e2a\u8fc7\u7a0b\u53ea\u9700\u8981\u4f60\u56de\u7b54\u5de5\u4f5c\u53f0 Agent \u7684\u51e0\u4e2a\u95ee\u9898\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Step_1%EF%BC%9A%E5%90%AF%E5%8A%A8%E5%B7%A5%E4%BD%9C%E5%8F%B0\"><\/span>Step 1\uff1a\u542f\u52a8\u5de5\u4f5c\u53f0<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u7ec8\u7aef\u6267\u884c\uff1a<\/p>\n<pre><code class=\"language-bash\">agent-eval start<\/code><\/pre>\n<p>\u9876\u90e8\u72b6\u6001\u680f\u663e\u793a\u5e73\u53f0\u3001\u6a21\u578b\u7684\u5c31\u7eea\u72b6\u6001\uff08\u2705 \u8868\u793a\u4e0a\u4e00\u6b65\u914d\u7f6e\u90fd\u901a\u8fc7\u4e86\uff09\uff0c\u83dc\u5355\u9009 <strong>1. \u5de5\u4f5c\u53f0 Agent\uff08\u5bf9\u8bdd\u5f0f\u00b7\u63a8\u8350\uff09<\/strong>\uff1a<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/09\/\u542f\u52a8\u547d\u4ee4\u884c\u622a\u56fe.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/09\/\u542f\u52a8\u547d\u4ee4\u884c\u622a\u56fe.png\" alt=\"\" \/><\/a><\/p>\n<p>\u8fdb\u5165\u540e\uff0c\u5de5\u4f5c\u53f0 Agent \u505a\u4e86\u81ea\u6211\u4ecb\u7ecd\uff1a<strong>\u4f60\u7528\u81ea\u7136\u8bed\u8a00\u4e0b\u9700\u6c42\uff0c\u5b83\u8c03\u7528\u5de5\u5177\u9010\u6b65\u5b8c\u6210\u8bc4\u6d4b\u6784\u5efa<\/strong>\u3002\u6539\u914d\u7f6e\u3001\u6392\u67e5\u95ee\u9898\u3001\u53c2\u7167\u5185\u7f6e\u5305\u5efa\u65b0\u5305\uff0c\u4e5f\u90fd\u53ef\u4ee5\u76f4\u63a5\u5bf9\u5b83\u8bf4\uff1a<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/09\/\u542f\u52a8agent.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/09\/\u542f\u52a8agent.png\" alt=\"\" \/><\/a><\/p>\n<h3><span class=\"ez-toc-section\" id=\"Step_2%EF%BC%9A%E7%94%A8%E4%B8%80%E5%8F%A5%E8%AF%9D%E6%8F%8F%E8%BF%B0%E8%AF%84%E6%B5%8B%E9%9C%80%E6%B1%82\"><\/span>Step 2\uff1a\u7528\u4e00\u53e5\u8bdd\u63cf\u8ff0\u8bc4\u6d4b\u9700\u6c42<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u76f4\u63a5\u628a\u60f3\u6cd5\u544a\u8bc9\u5b83\uff0c\u8d8a\u5177\u4f53\u8d8a\u597d\uff08\u6d4b\u4ec0\u4e48\u80fd\u529b\u3001\u4ec0\u4e48\u7c7b\u578b\u7684\u88ab\u6d4b\u7cfb\u7edf\uff09\u3002\u672c\u4f8b\u8f93\u5165\uff1a<\/p>\n<blockquote>\n<p>\u8bf7\u5e2e\u6211\u4e3a\u4e00\u4e2a\u5728\u7ebf\u7684 agent \u8fdb\u884c\u8bc4\u6d4b\uff0c\u8bc4\u6d4b\u5185\u5bb9\u4e3b\u8981\u662f\u5b89\u5168\u6027 \u76f8\u5173\u5185\u5bb9<\/p>\n<\/blockquote>\n<p>Agent \u7406\u89e3\u9700\u6c42\u540e\uff0c\u89c4\u5212\u51fa\u7b2c\u4e00\u6b65\uff1a\u5148\u5411\u4f60\u8981\u88ab\u6d4b\u7cfb\u7edf\u7684\u5165\u53e3\u5730\u5740\uff1a<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/09\/\u8f93\u5165\u8bc4\u6d4b\u9700\u6c42.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/09\/\u8f93\u5165\u8bc4\u6d4b\u9700\u6c42.png\" alt=\"\" \/><\/a><\/p>\n<h3><span class=\"ez-toc-section\" id=\"Step_3%EF%BC%9A%E5%91%8A%E8%AF%89%E5%AE%83%E8%A2%AB%E6%B5%8B%E7%B3%BB%E7%BB%9F%E5%85%A5%E5%8F%A3%E5%9C%B0%E5%9D%80\"><\/span>Step 3\uff1a\u544a\u8bc9\u5b83\u88ab\u6d4b\u7cfb\u7edf\u5165\u53e3\u5730\u5740<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u628a\u7cfb\u7edf\u5165\u53e3\u5730\u5740\u53d1\u7ed9\u5b83\u2014\u2014<strong>\u7ed9\u9875\u9762 URL \u5c31\u884c<\/strong>\uff08\u672c\u4f8b\u76f4\u63a5\u7ed9\u7684\u662f\u767b\u5f55\u9875\u5730\u5740\uff09\u3002Agent \u4f1a\u4ece\u5730\u5740\u91cc\u8bc6\u522b\u51fa\u7cfb\u7edf\u6d89\u53ca\u591a\u4e2a\u57df\u540d\uff0c\u5e76\u4e3b\u52a8\u548c\u4f60\u786e\u8ba4&quot;\u662f\u5426\u9700\u8981\u767b\u5f55&quot;\uff1a<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/09\/\u63d0\u4f9b\u767b\u5f55\u5730\u5740.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/09\/\u63d0\u4f9b\u767b\u5f55\u5730\u5740.png\" alt=\"\" \/><\/a><\/p>\n<h3><span class=\"ez-toc-section\" id=\"Step_4%EF%BC%9A%E8%87%AA%E5%8A%A8%E5%88%86%E6%9E%90%E7%99%BB%E5%BD%95%E6%8E%A5%E5%8F%A3\"><\/span>Step 4\uff1a\u81ea\u52a8\u5206\u6790\u767b\u5f55\u63a5\u53e3<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u4f60\u786e\u8ba4\u9700\u8981\u767b\u5f55\u540e\uff0cAgent \u5f00\u59cb\u81ea\u52a8\u5206\u6790\u767b\u5f55\u9875\u9762\uff1a<strong>\u6bcf\u6b21\u8bbf\u95ee\u65b0\u57df\u540d\u524d\u90fd\u4f1a\u5148\u5f81\u6c42\u4f60\u7684\u540c\u610f<\/strong>\uff08\u5b89\u5168\u8fb9\u754c\uff0c\u9009&quot;\u5141\u8bb8&quot;\u5373\u53ef\uff09\u3002\u5b83\u81ea\u52a8\u7ffb\u67e5\u9875\u9762\u811a\u672c\u3001\u68c0\u7d22\u63a5\u53e3\u7ebf\u7d22\uff0c\u6700\u7ec8\u627e\u5230\u4e86\u767b\u5f55\u63a5\u53e3\u7684\u5730\u5740\u548c\u9274\u6743\u65b9\u5f0f\uff1a<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/09\/\u81ea\u52a8\u5316\u5206\u6790\u767b\u5f55\u63a5\u53e3.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/09\/\u81ea\u52a8\u5316\u5206\u6790\u767b\u5f55\u63a5\u53e3.png\" alt=\"\" \/><\/a><\/p>\n<h3><span class=\"ez-toc-section\" id=\"Step_5%EF%BC%9A%E5%BD%95%E5%85%A5%E6%B5%8B%E8%AF%95%E8%B4%A6%E5%8F%B7%EF%BC%8C%E5%AE%9E%E6%B5%8B%E7%99%BB%E5%BD%95\"><\/span>Step 5\uff1a\u5f55\u5165\u6d4b\u8bd5\u8d26\u53f7\uff0c\u5b9e\u6d4b\u767b\u5f55<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Agent \u9010\u9879\u5411\u4f60\u8981\u767b\u5f55\u51ed\u8bc1\uff08\u672c\u4f8b\u662f\u624b\u673a\u53f7\u3001\u5bc6\u7801\u3001\u56fe\u5f62\u9a8c\u8bc1\u7801\uff09\u3002<strong>\u8f93\u5165\u5168\u90e8\u9690\u85cf\u56de\u663e\uff0c\u51ed\u8bc1\u4e0d\u4f1a\u51fa\u73b0\u5728\u5c4f\u5e55\u548c\u914d\u7f6e\u6587\u4ef6\u91cc<\/strong>\uff1a<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/09\/\u8be2\u95ee\u767b\u5f55\u8d26\u53f7.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/09\/\u8be2\u95ee\u767b\u5f55\u8d26\u53f7.png\" alt=\"\" \/><\/a><\/p>\n<p>\u51ed\u8bc1\u5f55\u5b8c\uff0c\u5b83\u6574\u7406\u597d\u767b\u5f55\u8bf7\u6c42\u8ba9\u4f60\u786e\u8ba4\uff08\u5185\u5bb9\u5df2\u8131\u654f\uff09\uff0c\u53d1\u9001\u540e <strong>\u2705 \u767b\u5f55\u6210\u529f<\/strong>\u2014\u2014\u8bf4\u660e\u88ab\u6d4b\u7cfb\u7edf\u7684\u63a5\u5165\u65b9\u5f0f\u9a8c\u8bc1\u901a\u8fc7\uff1a<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/09\/\u6d4b\u8bd5\u767b\u5f55\u63a5\u53e3\u6210\u529f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/09\/\u6d4b\u8bd5\u767b\u5f55\u63a5\u53e3\u6210\u529f.png\" alt=\"\" \/><\/a><\/p>\n<h3><span class=\"ez-toc-section\" id=\"Step_6%EF%BC%9A%E8%87%AA%E5%8A%A8%E6%8E%A2%E6%B5%8B%E5%AF%B9%E8%AF%9D_API%EF%BC%8C%E7%94%9F%E6%88%90%E5%9C%BA%E6%99%AF%E5%8C%85\"><\/span>Step 6\uff1a\u81ea\u52a8\u63a2\u6d4b\u5bf9\u8bdd API\uff0c\u751f\u6210\u573a\u666f\u5305<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u767b\u5f55\u6210\u529f\u540e Agent \u7ee7\u7eed\u63a2\u6d4b&quot;\u600e\u4e48\u548c\u8fd9\u4e2a Agent \u5bf9\u8bdd&quot;\uff08\u627e\u5230 threads \u63a5\u53e3\u3001\u786e\u8ba4\u9700\u8981\u6307\u5b9a\u7684\u53c2\u6570\u7b49\uff09\uff0c\u63a5\u5165\u4fe1\u606f\u5168\u90e8\u5c31\u7eea\uff1a<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/09\/\u63a2\u6d4bAgent\u5bf9\u8bdd\u7684API.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/09\/\u63a2\u6d4bAgent\u5bf9\u8bdd\u7684API.png\" alt=\"\" \/><\/a><\/p>\n<p>\u63a5\u7740\u5b83\u5f00\u59cb\u751f\u6210\u8bc4\u6d4b\u573a\u666f\u5305\uff1a\u8003\u5377\uff08\u5b89\u5168\u6027\u6d4b\u8bd5\u7528\u4f8b\uff09\u3001\u5224\u5206\u89c4\u5219\u3001Judge \u63d0\u793a\u8bcd\u3001\u88ab\u6d4b\u7cfb\u7edf\u914d\u7f6e\u2026\u2026<strong>\u6bcf\u4e00\u4efd\u6587\u4ef6\u90fd\u5148\u6682\u5b58\u7ed9\u4f60\u770b diff\uff0c\u786e\u8ba4\u540e\u624d\u771f\u6b63\u843d\u76d8<\/strong>\u3002\u6700\u540e \u2705 \u573a\u666f\u5305\u751f\u6210\u5b8c\u6210\uff0c\u4fdd\u5b58\u5728 <code>.\/agent-security-package\/<\/code> \u76ee\u5f55\uff1a<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/09\/\u521b\u5efa\u8bc4\u6d4b\u573a\u666f\u7528\u4f8b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/09\/\u521b\u5efa\u8bc4\u6d4b\u573a\u666f\u7528\u4f8b.png\" alt=\"\" \/><\/a><\/p>\n<h3><span class=\"ez-toc-section\" id=\"Step_7%EF%BC%9A%E6%89%A7%E8%A1%8C%E8%AF%84%E6%B5%8B\"><\/span>Step 7\uff1a\u6267\u884c\u8bc4\u6d4b<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u573a\u666f\u5305\u5c31\u7eea\u540e\u56de\u5230\u5de5\u4f5c\u53f0\u83dc\u5355\uff0c\u9009 <strong>3. \u6267\u884c\u8bc4\u6d4b<\/strong>\uff0c\u8ddf\u7740\u5411\u5bfc\u9010\u9879\u9009\u62e9\uff1a\u573a\u666f\u5305 \u2192 \u8003\u5377 \u2192 \u88ab\u6d4b\u7cfb\u7edf \u2192 \u5224\u5206\u89c4\u5219\u96c6 \u2192 \u6267\u884c\u6a21\u5f0f\uff08\u9009 <strong>pipeline<\/strong> \u4e00\u6761\u9f99\uff1a\u6267\u884c + \u8bc4\u4f30 + \u62a5\u544a\uff09\u3002\u5411\u5bfc\u6700\u540e\u4f1a\u663e\u793a\u7b49\u4ef7\u7684\u547d\u4ee4\u884c\u8ba9\u4f60\u786e\u8ba4\uff0c\u56de\u8f66 <code>y<\/code> \u5f00\u8dd1\uff1a<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/09\/\u6267\u884c\u81ea\u52a8\u5316\u8bc4\u6d4b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/09\/\u6267\u884c\u81ea\u52a8\u5316\u8bc4\u6d4b.png\" alt=\"\" \/><\/a><\/p>\n<p>\u4e4b\u540e\u5c31\u662f\u5168\u81ea\u52a8\uff1a14 \u4e2a\u5b89\u5168\u6027\u6d4b\u8bd5\u4efb\u52a1\u9010\u4e00\u53d1\u9001\u7ed9\u88ab\u6d4b Agent\u3001\u91c7\u96c6\u56de\u7b54\u3001\u53cc\u5c42\u5224\u5206\u3002\u5341\u51e0\u5206\u949f\u540e\u5168\u90e8\u5b8c\u6210\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Step_8%EF%BC%9A%E6%9F%A5%E7%9C%8B%E8%AF%84%E6%B5%8B%E7%BB%93%E6%9E%9C\"><\/span>Step 8\uff1a\u67e5\u770b\u8bc4\u6d4b\u7ed3\u679c<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u6267\u884c\u5b8c\u6bd5\u76f4\u63a5\u7ed9\u51fa<strong>\u8bc4\u4f30\u7ed3\u679c\u6458\u8981<\/strong>\uff1a\u8fd0\u884c ID\u3001\u6837\u672c\u603b\u6570\u3001\u6307\u6807\u6982\u89c8\u8868\uff08\u2705 \u901a\u8fc7 \/ \u274c \u5931\u5206\u4e00\u76ee\u4e86\u7136\uff0c\u6307\u6807\u9879\u7531\u4f60\u9009\u7684\u89c4\u5219\u96c6\u51b3\u5b9a\uff09\uff0c\u7ed3\u679c\u5df2\u4fdd\u5b58\u81f3\u672c\u5730 <code>workspace\/<\/code>\uff1a<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/09\/\u6267\u884c\u5b8c\u6bd5\u663e\u793a\u7ed3\u679c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/09\/\u6267\u884c\u5b8c\u6bd5\u663e\u793a\u7ed3\u679c.png\" alt=\"\" \/><\/a><\/p>\n<blockquote>\n<p>\u60f3\u7ec6\u770b\u6bcf\u4e00\u5206\u7684\u7406\u7531\uff1a\u5de5\u4f5c\u53f0\u83dc\u5355\u300c4. \u67e5\u770b\u7ed3\u679c\u300d\u53ef\u9010\u4efb\u52a1\u5c55\u5f00\u5224\u5206\u660e\u7ec6\uff1b\u4e5f\u53ef\u4ee5\u7528 <code>agent-eval open report<\/code> \u5728\u6d4f\u89c8\u5668\u91cc\u770b\u5b8c\u6574\u62a5\u544a\u3002<\/p>\n<\/blockquote>\n<p>\u81f3\u6b64\uff0c\u4e00\u6b21\u5b8c\u6574\u7684\u8bc4\u6d4b\u5c31\u95ed\u73af\u4e86\uff1a<strong>\u9700\u6c42 \u2192 \u5efa\u5305 \u2192 \u6267\u884c \u2192 \u62a5\u544a<\/strong>\uff0c\u5168\u7a0b\u4f60\u53ea\u56de\u7b54\u4e86 Agent \u7684\u51e0\u4e2a\u95ee\u9898\u3002<\/p>\n<blockquote>\n<p>\u27a1\ufe0f \u8bc4\u6d4b\u7ed3\u679c\u8fd8\u53ef\u4ee5\u4e0a\u62a5\u5230 <strong>Web \u53ef\u89c2\u6d4b\u5e73\u53f0<\/strong>\uff0c\u6309\u9879\u76ee\u770b\u5386\u53f2\u8d8b\u52bf\u3001\u9010\u8f6e\u5bf9\u8bdd\u8f68\u8ff9\u3001\u8de8\u7248\u672c\u5bf9\u6bd4\u2014\u2014\u8fd9\u662f\u53ef\u9009\u7684\u8fdb\u9636\u529f\u80fd\uff0c\u64cd\u4f5c\u6b65\u9aa4\u89c1\u4e0b\u4e00\u8282\u3002<\/p>\n<\/blockquote>\n<hr \/>\n<h2><span class=\"ez-toc-section\" id=\"%E5%9B%9B%E3%80%81%E8%BF%9B%E9%98%B6%E5%8A%9F%E8%83%BD%EF%BC%9A%E7%BB%93%E6%9E%9C%E4%B8%8A%E6%8A%A5%E5%8F%AF%E8%A7%82%E6%B5%8B%E5%B9%B3%E5%8F%B0\"><\/span>\u56db\u3001\u8fdb\u9636\u529f\u80fd\uff1a\u7ed3\u679c\u4e0a\u62a5\u53ef\u89c2\u6d4b\u5e73\u53f0<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u672c\u5730\u62a5\u544a\u9002\u5408\u5355\u6b21\u67e5\u770b\uff1b\u628a\u8bc4\u6d4b\u7ed3\u679c\u6301\u7eed\u4e0a\u62a5\u5230 Web \u53ef\u89c2\u6d4b\u5e73\u53f0\uff0c\u624d\u80fd<strong>\u6309\u9879\u76ee\u770b\u5386\u53f2\u8d8b\u52bf\u3001\u67e5\u770b\u6bcf\u8f6e\u5bf9\u8bdd\u8f68\u8ff9\u3001\u8de8\u7248\u672c\u5bf9\u6bd4<\/strong>\u3002\u8fd9\u662f\u53ef\u9009\u7684\u8fdb\u9636\u529f\u80fd\uff0c\u53ea\u9700\u4e00\u6b21\u6027\u5b8c\u6210\u4e0b\u9762\u7684\u63a5\u5165\u914d\u7f6e\uff0c\u4e4b\u540e\u6bcf\u6b21\u8bc4\u6d4b\u5b8c\u6210\u90fd\u4f1a\u81ea\u52a8\u4e0a\u62a5\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"41_%E6%B3%A8%E5%86%8C%E5%B9%B3%E5%8F%B0%E8%B4%A6%E5%8F%B7\"><\/span>4.1 \u6ce8\u518c\u5e73\u53f0\u8d26\u53f7<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<pre><code class=\"language-bash\">agent-eval auth register      # \u81ea\u52a8\u6253\u5f00\u5e73\u53f0\u6ce8\u518c\u9875\uff0c\u6ce8\u518c\u5b8c\u6210\u540e\u56de\u6765\u767b\u5f55<\/code><\/pre>\n<p>\u4e5f\u53ef\u4ee5\u76f4\u63a5\u5728\u6d4f\u89c8\u5668\u6253\u5f00\u5e73\u53f0\u5730\u5740\u6ce8\u518c\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"42_%E5%88%9B%E5%BB%BA%E9%A1%B9%E7%9B%AE\"><\/span>4.2 \u521b\u5efa\u9879\u76ee<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u767b\u5f55 Web \u5e73\u53f0\u540e\uff0c\u521b\u5efa\u4f60\u7684<strong>\u9879\u76ee<\/strong>\u2014\u2014\u8bc4\u6d4b\u7ed3\u679c\u6309\u9879\u76ee\u5f52\u6863\u3002\u5982\u679c\u9879\u76ee\u5df2\u5b58\u5728\uff0c\u8ba9\u9879\u76ee\u7ba1\u7406\u5458\u628a\u4f60\u52a0\u5165\u5bf9\u5e94\u9879\u76ee\u5373\u53ef\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"43_%E5%9C%A8_CLI_%E4%B8%AD%E9%85%8D%E7%BD%AE%E5%B9%B3%E5%8F%B0%E5%87%AD%E8%AF%81%EF%BC%88%E5%90%AB%E5%88%9B%E5%BB%BA_API_Key%EF%BC%89\"><\/span>4.3 \u5728 CLI \u4e2d\u914d\u7f6e\u5e73\u53f0\u51ed\u8bc1\uff08\u542b\u521b\u5efa API Key\uff09<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<pre><code class=\"language-bash\">agent-eval auth login<\/code><\/pre>\n<p>\u6309\u63d0\u793a\u64cd\u4f5c\uff1a<\/p>\n<ol>\n<li><strong>\u8f93\u5165\u5e73\u53f0\u5730\u5740<\/strong>\uff08\u5c31\u662f\u6d4f\u89c8\u5668\u91cc\u8bbf\u95ee\u5e73\u53f0\u7684 URL\uff09<\/li>\n<li>\u5411\u5bfc\u4f1a\u5f15\u5bfc\u4f60\u5728\u9875\u9762\u4e0a<strong>\u521b\u5efa API Key<\/strong>\uff08<code>eval-<\/code> \u524d\u7f00\uff09\uff0c\u590d\u5236\u7c98\u8d34\u56de\u8f66<\/li>\n<li>CLI \u81ea\u52a8\u505a<strong>\u6709\u6548\u6027\u63a2\u6d4b<\/strong>\uff0c\u901a\u8fc7\u540e\u51ed\u8bc1\u5199\u5165\u672c\u5730\u914d\u7f6e\uff080600 \u6743\u9650\uff0c\u5bc6\u94a5\u4e0d\u843d\u660e\u6587\uff09<\/li>\n<\/ol>\n<p>\u914d\u7f6e\u5b8c\u6210\u7528\u4f53\u68c0\u547d\u4ee4\u786e\u8ba4\uff1a<\/p>\n<pre><code class=\"language-bash\">agent-eval auth status        # \u67e5\u770b\u51ed\u8bc1\u6709\u6548\u6027 + \u6240\u5c5e\u56e2\u961f \/ \u9879\u76ee<\/code><\/pre>\n<h3><span class=\"ez-toc-section\" id=\"44_%E4%B8%8A%E6%8A%A5%E8%AF%84%E6%B5%8B%E7%BB%93%E6%9E%9C\"><\/span>4.4 \u4e0a\u62a5\u8bc4\u6d4b\u7ed3\u679c<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u914d\u7f6e\u597d\u51ed\u8bc1\u540e\u65e0\u9700\u4efb\u4f55\u989d\u5916\u64cd\u4f5c\u2014\u2014<strong>\u6bcf\u6b21\u8bc4\u6d4b\u5b8c\u6210\u81ea\u52a8\u63a8\u9001<\/strong>\u3002\u4e0b\u56fe\u4e3a\u672c\u6848\u4f8b\u5b9e\u5f55\uff1a\u4e0a\u62a5 211 \u6761\u4e8b\u4ef6\u300184 \u4e2a\u5236\u54c1\uff0c\u96f6\u5931\u8d25\uff1a<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/09\/\u4e0a\u62a5\u8bc4\u6d4b\u7ed3\u679c\u5230web\u7cfb\u7edf.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/09\/\u4e0a\u62a5\u8bc4\u6d4b\u7ed3\u679c\u5230web\u7cfb\u7edf.png\" alt=\"\" \/><\/a><\/p>\n<p>\u4e0a\u62a5\u5b8c\u6210\u540e\uff0c\u5728 Web \u5e73\u53f0\u4e0a\u5373\u53ef\u67e5\u770b\u6307\u6807\u8d8b\u52bf\u3001\u9010\u4efb\u52a1\u5bf9\u8bdd\u8f68\u8ff9\u3001\u5224\u5206\u660e\u7ec6\u4e0e\u4ea7\u51fa\u5236\u54c1\u3002\u4e24\u4e2a\u8865\u5145\u547d\u4ee4\uff1a<\/p>\n<pre><code class=\"language-bash\">agent-eval open platform              # \u6d4f\u89c8\u5668\u76f4\u8fbe\u5e73\u53f0\nagent-eval upload --run {run_id}      # \u5386\u53f2\u8fd0\u884c\u8865\u4f20<\/code><\/pre>\n<hr \/>\n<h2><span class=\"ez-toc-section\" id=\"%E4%BA%94%E3%80%81%E5%B0%8F%E7%BB%93\"><\/span>\u4e94\u3001\u5c0f\u7ed3<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u56de\u987e\u4e00\u4e0b\uff0c\u5f00\u5c55\u4e00\u6b21\u8bc4\u6d4b\u53ea\u9700\u8981\u4e09\u6b65\uff1a<\/p>\n<ol>\n<li><strong>\u88c5\u5de5\u5177<\/strong>\uff1a<code>uv tool install &quot;ai-eval-scope[agent,llm]&quot;<\/code><\/li>\n<li><strong>\u914d\u6a21\u578b<\/strong>\uff1a<code>agent-eval models set<\/code>\uff08\u9009\u5382\u5546 \u2192 \u7c98 Key \u2192 \u81ea\u52a8\u6d4b\u8bd5\uff09<\/li>\n<li><strong>\u8dd1\u8bc4\u6d4b<\/strong>\uff1a<code>agent-eval start<\/code> \u2192 \u5bf9\u8bdd\u5f0f\u8bf4\u9700\u6c42 \u2192 \u8ddf\u7740\u5411\u5bfc\u70b9\u9009\u6267\u884c \u2192 \u770b\u62a5\u544a<\/li>\n<\/ol>\n<p>\u5269\u4e0b\u7684\u4e8b\u60c5\u2014\u2014\u5206\u6790\u767b\u5f55\u63a5\u53e3\u3001\u751f\u6210\u8003\u5377\u3001\u5224\u5206\u3001\u51fa\u62a5\u544a\u2014\u2014\u5de5\u5177\u5168\u90e8\u81ea\u52a8\u5b8c\u6210\u3002\uff08\u53ef\u9009\uff09\u63a5\u5165\u5e73\u53f0\uff1a<code>agent-eval auth register<\/code> \u2192 \u5e73\u53f0\u5efa\u9879\u76ee \u2192 <code>agent-eval auth login<\/code>\uff0c\u4e4b\u540e\u8bc4\u6d4b\u7ed3\u679c\u81ea\u52a8\u4e0a\u62a5\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u65b0\u4e00\u4ee3Agent\u9a71\u52a8\u7684\u8bc4\u6d4b\u7cfb\u7edf \u4e00\u7bc7\u6559\u7a0b [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":41170,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"aside","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"default","adv-header-id-meta":"","stick-header-meta":"default","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center 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