{"id":764429,"date":"2026-04-18T11:41:22","date_gmt":"2026-04-18T03:41:22","guid":{"rendered":"https:\/\/www.alphaseek.cn\/?p=764429"},"modified":"2026-04-18T11:41:22","modified_gmt":"2026-04-18T03:41:22","slug":"%e4%b8%89%e5%b1%82%e9%98%b2%e5%be%a1%e4%bb%8d%e7%84%b6%e4%b8%8d%e5%a4%9f%ef%bc%8c%e4%b8%80%e6%9d%a1pr%e6%a0%87%e9%a2%98%e5%b0%b1%e8%83%bd%e5%81%b7%e8%b5%b0%e4%bd%a0%e7%9a%84api%e5%af%86%e9%92%a5","status":"publish","type":"post","link":"https:\/\/www.alphaseek.cn\/?p=764429","title":{"rendered":"\u4e09\u5c42\u9632\u5fa1\u4ecd\u7136\u4e0d\u591f\uff0c\u4e00\u6761PR\u6807\u9898\u5c31\u80fd\u5077\u8d70\u4f60\u7684API\u5bc6\u94a5\uff1aAI Agent\u5b89\u5168\u88c2\u75d5\u518d\u73b0"},"content":{"rendered":"<p><img src=\"https:\/\/images.tmtpost.com\/uploads\/images\/2026\/04\/b1066cbff26113e4cad71cc2b1fa8834_1776479742.png?imageMogr2\/auto-orient\/strip\/interlace\/1\/quality\/85\/format\/jpg\/thumbnail\/1440x810&ext=.png\" alt=\"\u4e09\u5c42\u9632\u5fa1\u4ecd\u7136\u4e0d\u591f\uff0c\u4e00\u6761PR\u6807\u9898\u5c31\u80fd\u5077\u8d70\u4f60\u7684API\u5bc6\u94a5\uff1aAI Agent\u5b89\u5168\u88c2\u75d5\u518d\u73b0\" style=\"display:block; margin-left:auto; margin-right:auto\" \/><\/p>\n<p>\u72ec\u7acb\u5b89\u5168\u7814\u7a76\u5458\u5173\u50b2\u7537\uff08Aonan Guan \uff09\u8054\u5408\u7ea6\u7ff0\u970d\u666e\u91d1\u65af\u5927\u5b66\u535a\u58eb\u751f\u7814\u7a76\u5458\u5218\u5f81\u5b87\u3001\u949f\u4f73\u6210\uff0c\u8fd1\u671f\u516c\u5f00\u53d1\u5e03\u4e86\u4e00\u9879\u8de8\u8d8a\u4e09\u5bb6\u79d1\u6280\u5de8\u5934\u7684AI Agent\u5b89\u5168\u7814\u7a76\u6210\u679c\u3002<\/p>\n<p>\u7814\u7a76\u8bc1\u5b9e\uff0cAnthropic\u7684Claude Code\u5b89\u5168\u5ba1\u67e5\u5de5\u5177\u3001Google\u7684Gemini CLI GitHub Action\uff0c\u4ee5\u53ca<span><a href=\"https:\/\/www.alphaseek.cn\/?tag=%e5%be%ae%e8%bd%af\" title=\"View all posts in \u5fae\u8f6f\" target=\"_blank\" class=\"tag_link\">\u5fae\u8f6f<\/a><\/span>GitHub\u65d7\u4e0b\u7684Copilot Agent\uff0c\u5747\u5b58\u5728\u540c\u4e00\u7c7b\u88ab\u7814\u7a76\u8005\u547d\u540d\u4e3a\u300c\u8bc4\u8bba\u4e0e\u63a7\u5236\u300d\uff08Comment and Control\uff09\u7684\u6f0f\u6d1e\u6a21\u5f0f&mdash;&mdash;\u653b\u51fb\u8005\u4ec5\u9700\u901a\u8fc7Pull Request\u6807\u9898\u3001Issue\u8bc4\u8bba\u6216\u9690\u85cfHTML\u6ce8\u91ca\uff0c\u5373\u53ef\u52ab\u6301\u8fd9\u4e9bAI Agent\uff0c\u7a83\u53d6\u5bbf\u4e3b\u4ed3\u5e93\u7684API\u5bc6\u94a5\u548c\u8bbf\u95ee\u4ee4\u724c\u3002<\/p>\n<p>\u8fd9\u662f\u9996\u6b21\u6709\u7814\u7a76\u56e2\u961f\u5728\u8de8\u5382\u5546\u8303\u56f4\u5185\u7cfb\u7edf\u6027\u6f14\u793a\u8fd9\u4e00\u653b\u51fb\u6a21\u5f0f\u3002\u4e09\u5bb6\u516c\u53f8\u5747\u5df2\u786e\u8ba4\u6f0f\u6d1e\u5b58\u5728\u5e76\u8fdb\u884c\u4e86\u4fee\u590d\uff0c\u4f46\u622a\u81f3\u53d1\u7a3f\uff0c\u5747\u672a\u5411\u7528\u6237\u53d1\u5e03\u6b63\u5f0f\u7684\u5b89\u5168\u901a\u544a\u3002<\/p>\n<h2>\u4e00\u6761PR\u6807\u9898\u5f15\u53d1\u7684\u5b89\u5168\u94fe\u5f0f\u53cd\u5e94<\/h2>\n<p>\u6240\u6709\u6545\u4e8b\u7684\u8d77\u70b9\u90fd\u6307\u5411\u540c\u4e00\u4e2a\u7ed3\u6784\u6027\u7f3a\u9677\uff1aAI Agent\u5728\u6267\u884c\u4efb\u52a1\u65f6\uff0c\u4f1a\u8bfb\u53d6\u4ed3\u5e93\u4e2d\u5916\u90e8\u8d21\u732e\u8005\u63d0\u4ea4\u7684\u5185\u5bb9\u5e76\u5c06\u5176\u4f5c\u4e3a\u6307\u4ee4\u4f9d\u636e\uff0c\u4f46\u5e76\u672a\u5bf9\u8fd9\u4e9b\u8f93\u5165\u5efa\u7acb\u6709\u6548\u7684\u9694\u79bb\u4e0e\u6821\u9a8c\u673a\u5236\u3002<\/p>\n<p>Anthropic\u7684Claude Code\u5b89\u5168\u5ba1\u67e5\u5de5\u5177\u662f\u6700\u65e9\u88ab\u653b\u7834\u7684\u6848\u4f8b\u3002\u8fd9\u6b3e\u8fd0\u884c\u5728GitHub Actions\u4e2d\u7684AI\u5b89\u5168Agent\uff0c\u65e8\u5728\u81ea\u52a8\u5ba1\u67e5Pull Request\u4e2d\u7684\u4ee3\u7801\u53d8\u66f4\uff0c\u66fe\u88abAnthropic\u4f5c\u4e3a\u65d7\u8230\u529f\u80fd\u91cd\u70b9\u63a8\u5e7f\u3002Aonan Guan\u5728\u5ba1\u67e5\u5176\u6e90\u4ee3\u7801\u65f6\u53d1\u73b0\uff0cPR\u6807\u9898\u88ab\u76f4\u63a5\u62fc\u63a5\u5230\u63d0\u793a\u8bcd\u6a21\u677f\u4e2d\uff0c\u672a\u7ecf\u8fc7\u4efb\u4f55\u8fc7\u6ee4\u6216\u8f6c\u4e49\u3002\u4e0e\u6b64\u540c\u65f6\uff0cClaude CLI\u5728\u8c03\u7528\u65f6\u672a\u542f\u7528\u5de5\u5177\u6743\u9650\u9650\u5236\u53c2\u6570\uff0c\u5b50\u8fdb\u7a0b\u5b8c\u6574\u7ee7\u627f\u4e86\u5bbf\u4e3b\u73af\u5883\u7684\u6240\u6709\u73af\u5883\u53d8\u91cf\u3002<\/p>\n<p>\u653b\u51fb\u6548\u679c\u662f\u76f4\u63a5\u7684\uff1a<strong>\u653b\u51fb\u8005\u53ea\u9700\u521b\u5efa\u4e00\u4e2aPR\uff0c\u5728\u6807\u9898\u4e2d\u5d4c\u5165\u7cbe\u5fc3\u6784\u9020\u7684\u6ce8\u5165\u6587\u672c\uff0c\u5373\u53ef\u7a81\u7834Claude\u7684\u63d0\u793a\u8bcd\u8fb9\u754c\uff0c\u6307\u793a\u5176\u6267\u884c\u4efb\u610f\u7cfb\u7edf\u547d\u4ee4&mdash;&mdash;\u5305\u62ec\u8bfb\u53d6 <em>ANTHROPIC_API_KEY<\/em> \u548c <em>GITHUB_TOKEN<\/em> \u7b49\u654f\u611f\u51ed\u8bc1\u3002<\/strong>Claude\u4f1a\u5c06\u547d\u4ee4\u6267\u884c\u7ed3\u679c\u5199\u5165 <em>JSON<\/em> \u54cd\u5e94\uff0c\u968f\u540e\u81ea\u52a8\u53d1\u5e03\u4e3aPR\u8bc4\u8bba\u3002\u653b\u51fb\u8005\u65e0\u9700\u4efb\u4f55\u7279\u6b8a\u6743\u9650\uff0c\u5f00\u4e00\u4e2aPR\u5373\u53ef\u5b8c\u6210\u7a83\u53d6\u3002<\/p>\n<p>\u5728\u9a8c\u8bc1\u4e86Claude Code\u4e4b\u540e\uff0c\u7814\u7a76\u56e2\u961f\u5c06\u76ee\u6807\u8f6c\u5411Google\u7684Gemini CLI GitHub Action\uff0c\u653b\u51fb\u903b\u8f91\u5982\u51fa\u4e00\u8f99\u3002\u653b\u51fb\u8005\u521b\u5efa\u4e00\u4e2a\u5e26\u6709\u6ce8\u5165\u6807\u9898\u7684Issue\uff0c\u968f\u540e\u5728\u8bc4\u8bba\u4e2d\u9010\u6b65\u5347\u7ea7\u6ce8\u5165\u6307\u4ee4&mdash;&mdash;\u5148\u8981\u6c42Gemini\u5173\u6ce8\u7528\u6237\u4efb\u52a1\uff0c\u518d\u4f2a\u9020\u4e00\u4e2a\u300c\u53ef\u4fe1\u5185\u5bb9\u533a\u300d\uff0c\u58f0\u79f0\u5f53\u524d\u73af\u5883\u5b89\u5168\uff0c\u5141\u8bb8\u5171\u4eab<em>GEMINI_API_KEY<\/em> \u7b49\u4ee4\u724c\u3002<strong>\u8fd9\u4e00<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e7%ad%96%e7%95%a5\" title=\"View all posts in \u7b56\u7565\" target=\"_blank\" class=\"tag_link\">\u7b56\u7565<\/a>\u6210\u529f\u8986\u76d6\u4e86Gemini\u539f\u6709\u7684\u5b89\u5168\u6307\u4ee4\uff0c\u5bfc\u81f4\u5176\u5c06\u5b8c\u6574API\u5bc6\u94a5\u4ee5Issue\u8bc4\u8bba\u7684\u5f62\u5f0f\u516c\u5f00\u66b4\u9732\u3002<\/strong><\/p>\n<p>\u4e24\u5bb6\u5382\u5546\u5728\u62ab\u9732\u8fc7\u7a0b\u4e2d\u7684\u5904\u7406\u65b9\u5f0f\u5b58\u5728\u5dee\u5f02\u3002Anthropic\u4e8e2025\u5e7410\u6708\u6536\u5230\u62a5\u544a\u540e\uff0c\u5c06\u6f0f\u6d1e\u8bc4\u7ea7\u63d0\u5347\u81f3CVSS 9.4\uff08Critical\u7ea7\u522b\uff09\uff0c\u5e76\u5c06\u62a5\u544a\u4ece\u516c\u5f00\u62ab\u9732\u8f6c\u5165\u79c1\u6709\u8d4f\u91d1\u8ba1\u5212\uff0c\u6700\u7ec8\u652f\u4ed8100\u7f8e\u5143\u8d4f\u91d1\u3002\u4f46Anthropic\u672a\u53d1\u5e03CVE\u7f16\u53f7\u6216\u5b89\u5168\u901a\u544a\uff0c\u4ec5\u5728\u4ee3\u7801\u4e2d\u9759\u9ed8\u63d0\u4ea4\u4e86\u4fee\u590d\u5e76\u66f4\u65b0\u4e86\u6587\u6863&mdash;&mdash;\u5bf9\u5df2\u56fa\u5b9a\u4f9d\u8d56\u65e7\u7248\u672c\u7684\u7528\u6237\u800c\u8a00\uff0c\u4ed6\u4eec\u53ef\u80fd\u81f3\u4eca\u4e0d\u77e5\u81ea\u5df1\u66b4\u9732\u4e8e<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e9%a3%8e%e9%99%a9\" title=\"View all posts in \u98ce\u9669\" target=\"_blank\" class=\"tag_link\">\u98ce\u9669<\/a>\u4e4b\u4e2d\u3002Google\u5219\u901a\u8fc7\u6f0f\u6d1e\u8d4f\u91d1\u8ba1\u5212\u4e8e2026\u5e741\u6708\u786e\u8ba4\u4e86\u95ee\u9898\uff0c\u53d1\u653e1337\u7f8e\u5143\u8d4f\u91d1\uff0c\u4f46\u540c\u6837\u672a\u4e3b\u52a8\u5411\u7528\u6237\u53d1\u5e03\u5b89\u5168\u63d0\u793a\u3002<\/p>\n<p>Anthropic\u5728\u56de\u5e94\u4e2d\u8868\u793a\uff1a\u300c\u8be5\u5de5\u5177\u5728\u8bbe\u8ba1\u4e0a\u5e76\u672a\u9488\u5bf9\u63d0\u793a\u8bcd\u6ce8\u5165\u8fdb\u884c\u52a0\u56fa\u3002\u300d\u8fd9\u4e00\u8868\u6001\u63ed\u793a\u4e86\u5f53\u524dAI Agent\u751f\u6001\u7684\u6df1\u5c42\u77db\u76fe\uff1a<strong>\u5382\u5546\u9ed8\u8ba4\u4fe1\u4efb\u6a21\u578b\u81ea\u8eab\u7684\u5b89\u5168\u80fd\u529b\uff0c\u5374\u672a\u5728\u7cfb\u7edf\u67b6\u6784\u5c42\u9762\u5efa\u7acb\u7eb5\u6df1\u9632\u5fa1\u3002<\/strong><\/p>\n<p><img src=\"https:\/\/images.tmtpost.com\/uploads\/images\/2026\/04\/e543a477e1aff567d320632b522d7355_1776479743.png?imageMogr2\/auto-orient\/strip\/interlace\/1\/quality\/85\/format\/jpg\/thumbnail\/1440x868\/gravity\/center\/crop\/!1440x868&ext=.png\" alt=\"\u4e09\u5c42\u9632\u5fa1\u4ecd\u7136\u4e0d\u591f\uff0c\u4e00\u6761PR\u6807\u9898\u5c31\u80fd\u5077\u8d70\u4f60\u7684API\u5bc6\u94a5\uff1aAI Agent\u5b89\u5168\u88c2\u75d5\u518d\u73b0\" style=\"display:block; margin-left:auto; margin-right:auto\" \/><\/p>\n<p>Google\u5411\u7814\u7a76\u8005\u53d1\u653e1337\u7f8e\u5143\u6f0f\u6d1e\u8d4f\u91d1\u7684\u90ae\u4ef6\u901a\u77e5<\/p>\n<h2>Copilot Agent\uff1a\u5f53\u4e09\u5c42\u9632\u5fa1\u4ecd\u7136\u4e0d\u591f<\/h2>\n<p>\u6700\u4ee4\u4eba\u8b66\u9192\u7684\u6848\u4f8b\u6765\u81eaGitHub\u81ea\u5bb6\u7684Copilot Agent\u3002\u636eGitHub\u4e8e2025\u5e747\u6708\u516c\u5e03\u7684\u6570\u636e\uff0c\u8be5\u4ea7\u54c1\u62e5\u6709\u8d85\u8fc72000\u4e07\u4ed8\u8d39\u7528\u6237\uff0c\u8986\u76d6\u300a\u8d22\u5bcc\u300b100\u5f3a\u4e2d90%\u7684\u4f01\u4e1a\u3002\u4e0e\u524d\u4e24\u6b3e\u4ea7\u54c1\u76f8\u6bd4\uff0cCopilot Agent\u5728\u5b89\u5168\u9632\u62a4\u4e0a\u90e8\u7f72\u4e86\u4e09\u5c42\u8fd0\u884c\u65f6\u9632\u5fa1&mdash;&mdash;\u73af\u5883\u53d8\u91cf\u8fc7\u6ee4\u3001\u5bc6\u94a5\u626b\u63cf\u548c\u7f51\u7edc\u9632\u706b\u5899\u3002\u8fd9\u4e09\u5c42\u9632\u7ebf\u5c42\u5c42\u53e0\u52a0\uff0c\u770b\u4f3c\u65e0\u61c8\u53ef\u51fb\uff0c\u5374\u4f9d\u7136\u88ab\u9010\u4e00\u51fb\u7a7f\u3002<\/p>\n<p><strong>\u653b\u51fb\u7684\u7b2c\u4e00\u6b65\u662f\u6784\u9020\u300c\u9690\u5f62\u8f7d\u8377\u300d\u3002<\/strong>\u7814\u7a76\u56e2\u961f\u521b\u5efa\u4e86\u4e00\u4e2aGitHub Issue\uff0c\u6b63\u6587\u5305\u542b\u4e00\u6bb5\u4eba\u7c7b\u53ef\u89c1\u7684\u666e\u901a\u8bf7\u6c42\uff08\u5982<em>\u300cDebug first\u300d<\/em>\uff09\uff0c\u540c\u65f6\u5728\u539f\u59cbMarkdown\u4e2d\u5d4c\u5165\u4e00\u6bb5HTML\u6ce8\u91ca\uff0c\u5176\u4e2d\u5305\u542b\u7a83\u53d6\u51ed\u8bc1\u7684\u7cfb\u7edf\u6307\u4ee4\u3002\u5728GitHub\u7684\u6e32\u67d3\u89c6\u56fe\u4e2d\uff0cHTML\u6ce8\u91ca\u5b8c\u5168\u4e0d\u53ef\u89c1\uff0c\u5f00\u53d1\u8005\u53ea\u80fd\u770b\u5230\u6b63\u5e38\u5185\u5bb9\u3002\u7136\u800c\uff0c\u5f53Copilot Agent\u88ab\u6307\u6d3e\u5904\u7406\u8be5Issue\u65f6\uff0c\u5b83\u89e3\u6790\u4e86\u5b8c\u6574\u7684Markdown\u6e90\u7801\uff0c\u6267\u884c\u4e86\u9690\u85cf\u6307\u4ee4\u3002\u6574\u6761\u653b\u51fb\u94fe\u4e2d\uff0c\u4eba\u7c7b\u5ba1\u67e5\u8005\u5168\u7a0b\u770b\u5230\u7684\u90fd\u662f\u6b63\u5e38\u7684\u534f\u4f5c\u5185\u5bb9\u3002<\/p>\n<p><img src=\"https:\/\/images.tmtpost.com\/uploads\/images\/2026\/04\/dbff044269964a109ff6dd0b1e4ad45a_1776479744.png?imageMogr2\/auto-orient\/strip\/interlace\/1\/quality\/85\/format\/jpg\/thumbnail\/1440x849\/gravity\/center\/crop\/!1440x849&ext=.png\" alt=\"\u4e09\u5c42\u9632\u5fa1\u4ecd\u7136\u4e0d\u591f\uff0c\u4e00\u6761PR\u6807\u9898\u5c31\u80fd\u5077\u8d70\u4f60\u7684API\u5bc6\u94a5\uff1aAI Agent\u5b89\u5168\u88c2\u75d5\u518d\u73b0\" style=\"display:block; margin-left:auto; margin-right:auto\" \/><\/p>\n<p>\u653b\u51fb\u8005\u5728Issue\u4e2d\u5d4c\u5165\u9690\u5f62HTML\u6ce8\u91ca\u8f7d\u8377\uff08\u5de6\u4fa7\u4e3a\u6e32\u67d3\u89c6\u56fe\uff0c\u53f3\u4fa7\u4e3a\u6e90\u7801\u89c6\u56fe\uff09<\/p>\n<p><strong>\u7b2c\u4e00\u9053\u9632\u7ebf\uff0c\u73af\u5883\u53d8\u91cf\u8fc7\u6ee4\uff0c\u6700\u5148\u5931\u5b88\u3002<\/strong>Copilot\u7684\u8fd0\u884c\u65f6\u4f1a\u5411\u5b50bash\u8fdb\u7a0b\u4f20\u9012\u7684\u53c2\u6570\u4e2d\u5254\u966420\u4e2a\u654f\u611f\u53d8\u91cf\uff0c\u5305\u62ec<em>GITHUB_TOKEN\u3001ANTHROPIC_API_KEY<\/em>\u7b49\u3002\u7136\u800c\uff0c\u8fd9\u4e00\u8fc7\u6ee4\u4ec5\u4f5c\u7528\u4e8e\u5b50\u8fdb\u7a0b\u672c\u8eab\u3002\u7236\u7ea7Node.js\u8fdb\u7a0b\u548cMCP\u670d\u52a1\u5668\u8fdb\u7a0b\u4ece\u672a\u88ab\u8fc7\u6ee4\uff0c\u5b8c\u6574\u6301\u6709\u6240\u6709\u654f\u611f\u51ed\u8bc1\u3002\u653b\u51fb\u8005\u53ea\u9700\u5728 <em>bash<\/em> \u5b50\u8fdb\u7a0b\u4e2d\u6267\u884c<em> ps auxeww<\/em> \u547d\u4ee4\uff0c\u5373\u53ef\u8bfb\u53d6\u8fd9\u4e9b\u8fdb\u7a0b\u7684\u5b8c\u6574\u73af\u5883\u53d8\u91cf\u5217\u8868\u3002<\/p>\n<p><img src=\"https:\/\/images.tmtpost.com\/uploads\/images\/2026\/04\/83741501fa7d7d480aa92c415c7034ff_1776479744.png?imageMogr2\/auto-orient\/strip\/interlace\/1\/quality\/85\/format\/jpg\/thumbnail\/1440x1001\/gravity\/center\/crop\/!1440x1001&ext=.png\" alt=\"\u4e09\u5c42\u9632\u5fa1\u4ecd\u7136\u4e0d\u591f\uff0c\u4e00\u6761PR\u6807\u9898\u5c31\u80fd\u5077\u8d70\u4f60\u7684API\u5bc6\u94a5\uff1aAI Agent\u5b89\u5168\u88c2\u75d5\u518d\u73b0\" style=\"display:block; margin-left:auto; margin-right:auto\" \/><\/p>\n<p>\u901a\u8fc7ps auxeww\u547d\u4ee4\u4ece\u7236\u8fdb\u7a0b\u73af\u5883\u4e2d\u63d0\u53d6\u51fa\u660e\u6587\u51ed\u8bc1<\/p>\n<p><strong>\u7b2c\u4e8c\u9053\u9632\u7ebf\uff0c\u5bc6\u94a5\u626b\u63cf\uff0c\u540c\u6837\u88ab\u7ed5\u8fc7\u3002<\/strong>Copilot\u5728 <em>git push<\/em> \u524d\u4f1a\u5c06\u63d0\u4ea4\u5dee\u5f02\u53d1\u9001\u81f3\u5bc6\u94a5\u626b\u63cfAPI\uff0c\u6309\u6a21\u5f0f\u5339\u914d<em>ghs_\u3001ghu_<\/em> \u7b49\u5df2\u77e5\u4ee4\u724c\u524d\u7f00\u3002\u7814\u7a76\u4eba\u5458\u7684\u5e94\u5bf9\u6781\u4e3a\u7b80\u6d01\uff1a\u5c06\u51ed\u8bc1\u8fdb\u884cBase64\u7f16\u7801\u3002\u7f16\u7801\u540e\u7684\u5b57\u7b26\u4e32\u4e0d\u7b26\u5408\u4efb\u4f55\u626b\u63cf\u89c4\u5219\uff0c\u76f4\u63a5\u901a\u8fc7\u68c0\u6d4b\uff0c\u6beb\u65e0\u963b\u788d\u5730\u8fdb\u5165\u63d0\u4ea4\u961f\u5217\u3002<\/p>\n<p><strong>\u7b2c\u4e09\u9053\u9632\u7ebf\uff0c\u7f51\u7edc\u9632\u706b\u5899\uff0c\u6700\u7ec8\u5f62\u540c\u865a\u8bbe\u3002<\/strong>Copilot\u7684\u51fa\u7ad9\u8fde\u63a5\u88ab\u9650\u5236\u5728\u767d\u540d\u5355\u4e4b\u5185\u3002\u4f46\u653b\u51fb\u8005\u65e0\u9700\u5c06\u6570\u636e\u53d1\u9001\u5230\u4efb\u4f55\u5916\u90e8\u670d\u52a1\u5668&mdash;&mdash;github.com\u672c\u8eab\u5c31\u5728\u767d\u540d\u5355\u4e2d\u3002\u7f16\u7801\u540e\u7684\u51ed\u8bc1\u4f5c\u4e3a\u4e00\u4e2a\u666e\u901a\u7684\u4ee3\u7801\u63d0\u4ea4\uff0c\u7ecf\u7531\u6807\u51c6\u7684git push\u6d41\u7a0b\u53d1\u5e03\u5230PR\uff0c\u653b\u51fb\u8005\u76f4\u63a5\u5728GitHub\u4e0a\u4e0b\u8f7d\u5373\u53ef\u3002<\/p>\n<p>\u6700\u7ec8\uff0c\u7814\u7a76\u56e2\u961f\u4eceMCP\u670d\u52a1\u5668\u8fdb\u7a0b\u4e2d\u6210\u529f\u63d0\u53d6\u4e86 <strong><em>GITHUB_TOKEN\u3001GITHUB_COPILOT_API_TOKEN\u3001GITHUB_PERSONAL_ACCESS_TOKEN<\/em>\u548c <em>COPILOT_JOB_NONCE<\/em> \u56db\u9879\u5173\u952e\u51ed\u8bc1\u3002<\/strong><\/p>\n<p>\u7814\u7a76\u56e2\u961f\u4e8e2026\u5e742\u6708\u5411GitHub\u63d0\u4ea4\u62a5\u544a\u3002GitHub\u6700\u521d\u4ee5\u300c\u5df2\u77e5\u95ee\u9898\uff0c\u65e0\u6cd5\u590d\u73b0\u300d\u4e3a\u7531\u5173\u95ed\u4e86\u62a5\u544a\u3002Aonan Guan\u968f\u540e\u63d0\u4f9b\u4e86\u9006\u5411\u5de5\u7a0b\u540e\u7684\u8be6\u7ec6\u6280\u672f\u8bc1\u636e\uff0c\u62a5\u544a\u91cd\u65b0\u5f00\u542f\u540e\u6700\u7ec8\u4ee5\u300c\u4fe1\u606f\u6027\u300d\u6807\u7b7e\u7ed3\u6848\uff0c\u53d1\u653e500\u7f8e\u5143\u8d4f\u91d1\u3002GitHub\u627f\u8ba4\u8be5\u95ee\u9898\u662f\u300c\u5f53\u524d\u8fd0\u884c\u65f6\u8bbe\u8ba1\u7684\u5df2\u77e5\u540e\u679c\u300d\uff0c\u8868\u793a\u6b63\u5728\u79ef\u6781\u63a2\u7d22\u9650\u5236\u65b9\u6848\uff0c\u4f46\u672a\u63d0\u4f9b\u5177\u4f53\u65f6\u95f4\u8868\u3002\u622a\u81f3\u672c\u7814\u7a76\u516c\u5f00\u53d1\u5e03\u65f6\uff0cCopilot Agent\u4ecd\u53ef\u88ab\u6b64\u7c7b\u653b\u51fb\u624b\u6bb5\u5229\u7528\u3002<\/p>\n<h2>\u300c\u8bc4\u8bba\u4e0e\u63a7\u5236\u300d\uff1a\u88ab\u5ffd\u89c6\u7684\u7cfb\u7edf\u6027\u98ce\u9669<\/h2>\n<p>Aonan Guan\u5728\u7814\u7a76\u8bba\u6587\u4e2d\u5c06\u8fd9\u4e00\u653b\u51fb\u6a21\u5f0f\u547d\u540d\u4e3a<strong>\u300c\u8bc4\u8bba\u4e0e\u63a7\u5236\u300d\uff08Comment and Control\uff09<\/strong>\uff0c\u540d\u79f0\u523b\u610f\u4eff\u7167\u7f51\u7edc\u5b89\u5168\u9886\u57df\u7ecf\u5178\u7684\u300c\u547d\u4ee4\u4e0e\u63a7\u5236\u300d\uff08Command and Control\uff0cC2\uff09\u6846\u67b6&mdash;&mdash;\u5728\u4f20\u7edf\u653b\u51fb\u4e2d\uff0cC2\u6307\u653b\u51fb\u8005\u4e0e\u88ab\u63a7\u8282\u70b9\u4e4b\u95f4\u7684\u6301\u7eed\u901a\u4fe1\u901a\u9053\uff1b\u800c\u5728\u6b64\u5904\uff0cGitHub\u5e73\u53f0\u672c\u8eab\u88ab\u5f02\u5316\u4e3aC2\u901a\u9053\uff1aPR\u6807\u9898\u5145\u5f53\u6307\u4ee4\u8f93\u5165\uff0cIssue\u8bc4\u8bba\u548cGit\u63d0\u4ea4\u5145\u5f53\u6570\u636e\u5916\u4f20\u8def\u5f84\uff0c\u653b\u51fb\u8005\u5168\u7a0b\u65e0\u9700\u4efb\u4f55\u5916\u90e8\u670d\u52a1\u5668\uff0c\u4e5f\u65e0\u9700\u5728\u76ee\u6807\u73af\u5883\u4e2d\u7559\u4e0b\u975e\u5e38\u89c4\u75d5\u8ff9\u3002<\/p>\n<p>\u8fd9\u4e00\u653b\u51fb\u6a21\u5f0f\u4e4b\u6240\u4ee5\u80fd\u5728\u4e09\u6b3e\u4ea7\u54c1\u4e2d\u53cd\u590d\u594f\u6548\uff0c\u6839\u6e90\u5728\u4e8e<strong>AI Agent\u4e0e\u5f00\u6e90\u534f\u4f5c\u5e73\u53f0\u4e4b\u95f4\u5929\u7136\u5b58\u5728\u7684\u4fe1\u4efb\u5173\u7cfb<\/strong>\u3002\u5f00\u53d1\u8005\u8d4b\u4e88Agent\u8bfb\u5199\u4ed3\u5e93\u7684\u6743\u9650\uff0cAgent\u4ece\u4ed3\u5e93\u4e2d\u8bfb\u53d6\u5916\u90e8\u8d21\u732e\u8005\u63d0\u4ea4\u7684\u5185\u5bb9\u5e76\u5c06\u5176\u4f5c\u4e3a\u6267\u884c\u4f9d\u636e\uff0c\u800c\u5e73\u53f0\u672c\u8eab\u6070\u6070\u662f\u4efb\u4f55\u5916\u90e8\u7528\u6237\u90fd\u53ef\u4ee5\u53c2\u4e0e\u7684\u7a7a\u95f4\u3002\u5728\u8fd9\u4e2a\u4fe1\u4efb\u94fe\u4e2d\uff0c\u53ea\u8981\u5916\u90e8\u8f93\u5165\u672a\u88ab\u5145\u5206\u9694\u79bb\uff0c\u653b\u51fb\u5c31\u51e0\u4e4e\u4e0d\u53ef\u907f\u514d\u3002<\/p>\n<p>\u7814\u7a76\u56e2\u961f\u603b\u7ed3\u7684\u4e09\u8d77\u6848\u4f8b\u5171\u6027\u5982\u4e0b\u8868\u6240\u793a\uff1a<\/p>\n<p><img src=\"https:\/\/images.tmtpost.com\/uploads\/images\/2026\/04\/4494908012c21bd461429cb3d6012ba6_1776479744.png?imageMogr2\/auto-orient\/strip\/interlace\/1\/quality\/85\/format\/jpg\/thumbnail\/1440x242\/gravity\/center\/crop\/!1440x242&ext=.png\" alt=\"\u4e09\u5c42\u9632\u5fa1\u4ecd\u7136\u4e0d\u591f\uff0c\u4e00\u6761PR\u6807\u9898\u5c31\u80fd\u5077\u8d70\u4f60\u7684API\u5bc6\u94a5\uff1aAI Agent\u5b89\u5168\u88c2\u75d5\u518d\u73b0\" style=\"display:block; margin-left:auto; margin-right:auto\" \/><\/p>\n<p><strong>\u8fd9\u4e00\u95ee\u9898\u7684\u6ce2\u53ca\u8303\u56f4\u53ef\u80fd\u8fdc\u8d85\u5df2\u62ab\u9732\u7684\u4e09\u6b3e\u4ea7\u54c1\u3002Aonan Guan\u5728\u7814\u7a76\u4e2d\u63d0\u5230\uff0c\u540c\u6837\u7684\u6a21\u5f0f\u5df2\u5728\u5f00\u6e90\u9879\u76eeOpenCode\uff08GitHub\u4e0a\u62e5\u6709\u7ea613.9\u4e07Star\uff09\u4e2d\u590d\u73b0\u3002\u968f\u7740AI\u7f16\u7a0bAgent\u6210\u4e3a\u4e3b\u6d41\u5f00\u53d1\u5de5\u4f5c\u6d41\u7684\u6807\u914d\uff0c\u8fd9\u4e00\u653b\u51fb\u9762\u8fd8\u5c06\u6301\u7eed\u6269\u5927\u3002<\/strong><\/p>\n<p>\u503c\u5f97\u6df1\u601d\u7684\u662f\uff0c\u4e09\u5bb6\u516c\u53f8\u5bf9\u6b64\u6b21\u62ab\u9732\u7684\u5904\u7406\u65b9\u5f0f\u9ad8\u5ea6\u4e00\u81f4\uff1a<strong>\u786e\u8ba4\u6f0f\u6d1e\u3001\u4fee\u590d\u4ee3\u7801\u3001\u652f\u4ed8\u8d4f\u91d1\uff0c\u4f46\u5747\u672a\u53d1\u5e03\u5b89\u5168\u901a\u544a\uff0c\u4e5f\u672a\u5206\u914dCVE\u7f16\u53f7\u3002<\/strong>Anthropic\u9009\u62e9\u9759\u9ed8\u4fee\u590d\uff0cGoogle\u901a\u8fc7\u8d4f\u91d1\u7a0b\u5e8f\u786e\u8ba4\u540e\u4fdd\u6301\u6c89\u9ed8\uff0cGitHub\u5219\u5c06\u95ee\u9898\u5b9a\u6027\u4e3a\u300c\u5df2\u77e5\u8bbe\u8ba1\u540e\u679c\u300d\u3002\u8fd9\u80cc\u540e\u662fAI\u5b89\u5168\u9886\u57df\u7684\u7ed3\u6784\u6027\u56f0\u5883&mdash;&mdash;\u5f53\u6f0f\u6d1e\u6839\u690d\u4e8e\u6a21\u578b\u5bf9\u81ea\u7136\u8bed\u8a00\u6307\u4ee4\u7684\u670d\u4ece\u6027\u800c\u975e\u4f20\u7edf\u4ee3\u7801\u7f3a\u9677\u65f6\uff0c\u5382\u5546\u5f80\u5f80\u503e\u5411\u4e8e\u5c06\u5176\u89c6\u4e3a\u300c\u8bbe\u8ba1\u5c40\u9650\u300d\u800c\u975e\u300c\u5b89\u5168\u6f0f\u6d1e\u300d\u3002\u7136\u800c\uff0c\u5bf9\u5f00\u53d1\u8005\u800c\u8a00\uff0cAPI\u5bc6\u94a5\u548c\u8bbf\u95ee\u4ee4\u724c\u7684\u6cc4\u9732\u610f\u5473\u7740\u653b\u51fb\u8005\u53ef\u80fd\u83b7\u5f97\u8bbf\u95ee\u79c1\u6709\u4ed3\u5e93\u3001\u4e91\u57fa\u7840\u8bbe\u65bd\u4e43\u81f3\u6574\u4e2a\u7ec4\u7ec7\u4ee3\u7801\u8d44\u4ea7\u7684\u6743\u9650\uff0c\u5176\u5371\u5bb3\u5e76\u4e0d\u56e0\u5b9a\u6027\u800c\u964d\u4f4e\u3002<\/p>\n<h2>\u5982\u4f55\u4fdd\u62a4\u81ea\u5df1<\/h2>\n<p>Aonan Guan\u5728\u7814\u7a76\u4e2d\u63d0\u51fa\u4e86\u4e00\u4e2a\u52a1\u5b9e\u7684\u5e94\u5bf9\u6846\u67b6\uff1a\u5c06\u63d0\u793a\u8bcd\u6ce8\u5165\u89c6\u4e3a\u9488\u5bf9\u673a\u5668\u7684\u300c\u7f51\u7edc\u9493\u9c7c\u300d\uff0c\u5c06AI Agent\u89c6\u4e3a\u9700\u8981\u9075\u5faa\u6700\u5c0f\u6743\u9650\u539f\u5219\u7684\u8d85\u7ea7\u5458\u5de5\uff1a<\/p>\n<p><strong>\u300c\u53ea\u7ed9Agent\u5b8c\u6210\u5176\u4efb\u52a1\u6240\u9700\u7684\u5de5\u5177\u548c\u6743\u9650\u3002\u5373\u4f7f\u5728\u6a21\u578b\u5c42\u9762\u5df2\u90e8\u7f72\u63d0\u793a\u8bcd\u6ce8\u5165\u9632\u62a4\uff0c\u8fd9\u4e9b\u9632\u62a4\u5728\u5f53\u524d\u5b9e\u8df5\u4e2d\u6700\u7ec8\u4ecd\u53ef\u88ab\u7ed5\u8fc7\u3002\u300d<\/strong>Aonan Guan\u5728\u63a5\u53d7The Register\u8bbf\u95ee\u65f6\u8868\u793a\u3002<\/p>\n<p>\u8fd9\u4e00\u6846\u67b6\u843d\u5b9e\u5230\u5177\u4f53\u64cd\u4f5c\u4e2d\uff0c\u6838\u5fc3\u5728\u4e8e\u4e24\u70b9&mdash;&mdash;<strong>\u5de5\u5177\u6388\u6743\u548c\u51ed\u8bc1\u7ba1\u7406<\/strong>\u3002<\/p>\n<p><strong>\u5728\u5de5\u5177\u6388\u6743\u5c42\u9762\uff0c\u5e94\u91c7\u7528\u767d\u540d\u5355\u800c\u975e\u9ed1\u540d\u5355\u673a\u5236\u3002<\/strong>\u4ee5Anthropic\u7684\u5e94\u6025\u4fee\u8865\u4e3a\u4f8b\uff0c\u5176\u9009\u62e9\u5728<em> --disallowed-tools<\/em> \u53c2\u6570\u4e2d\u5c01\u7981ps\u547d\u4ee4\uff0c\u8bd5\u56fe\u963b\u65ad\u653b\u51fb\u8005\u8bfb\u53d6\u8fdb\u7a0b\u4fe1\u606f\u7684\u80fd\u529b\u3002\u4f46\u8fd9\u4e00\u9ed1\u540d\u5355\u601d\u8def\u5b58\u5728\u5148\u5929\u7f3a\u9677\uff1a\u5c01\u7981ps\u540e\uff0c\u653b\u51fb\u8005\u53ef\u901a\u8fc7<em> cat \/proc\/*\/environ<\/em> \u8bfb\u53d6\u540c\u7b49\u4fe1\u606f\uff1b\u5c01\u7981\u8be5\u8def\u5f84\u540e\uff0c\u4ecd\u6709<em> ls \/proc\/$PID\/environ\u3001env\u3001printenv<\/em> \u7b49\u591a\u79cd\u66ff\u4ee3\u65b9\u5f0f\u3002\u6b63\u786e\u7684\u505a\u6cd5\u4e0d\u662f\u7a77\u4e3e\u7981\u6b62\u54ea\u4e9b\u547d\u4ee4\uff0c\u800c\u662f\u660e\u786e\u58f0\u660eAgent\u53ea\u9700\u8981\u54ea\u4e9b\u5de5\u5177&mdash;&mdash;\u5982\u679c\u4e00\u4e2a\u4ee3\u7801\u5ba1\u67e5Agent\u4e0d\u9700\u8981\u6267\u884cbash\uff0c\u5c31\u4e0d\u5e94\u8be5\u7ed9\u5b83bash\u6743\u9650\u3002\u80fd\u529b\u8fb9\u754c\u51b3\u5b9a\u4e86\u653b\u51fb\u8005\u7684\u64cd\u4f5c\u7a7a\u95f4\u3002<\/p>\n<p><strong>\u5728\u51ed\u8bc1\u7ba1\u7406\u5c42\u9762\uff0c\u5e94\u4e25\u683c\u6309\u7167\u529f\u80fd\u8fb9\u754c\u63a7\u5236\u51ed\u8bc1\u4f5c\u7528\u57df\u3002<\/strong>\u5982\u679c\u4e00\u4e2aAgent\u7684\u552f\u4e00\u804c\u8d23\u662f\u603b\u7ed3Issue\uff0c\u5b83\u4e0d\u9700\u8981\u6301\u6709\u5177\u5907\u5199\u6743\u9650\u7684GITHUB_TOKEN\uff1b\u5982\u679c\u5b83\u53ea\u9700\u8981\u8bfb\u53d6\u4ee3\u7801\uff0c\u5b83\u4e0d\u9700\u8981\u6301\u6709Anthropic API\u5bc6\u94a5\u3002\u51ed\u8bc1\u66b4\u9732\u9762\u8d8a\u5c0f\uff0c\u88ab\u7a83\u53d6\u7684\u635f\u5931\u8d8a\u53ef\u63a7\u3002<\/p>\n<p><strong>\u5bf9\u4f7f\u7528\u76f8\u5173\u5de5\u5177\u7684\u5f00\u53d1\u8005\u548c\u4f01\u4e1a\uff0c\u8fd8\u5efa\u8bae\u91c7\u53d6\u4ee5\u4e0b\u63aa\u65bd\uff1a<\/strong>\u5c3d\u5feb\u5c06GitHub Actions\u4e2d\u7684AI Agent\u5de5\u5177\u66f4\u65b0\u81f3\u6700\u65b0\u7248\u672c\uff1b\u5ba1\u67e5\u5de5\u4f5c\u6d41\u4e2d\u7684\u6743\u9650\u914d\u7f6e\uff0c\u786e\u4fddAgent\u4ec5\u6301\u6709\u5b8c\u6210\u4efb\u52a1\u6240\u9700\u7684\u6700\u5c0f\u6743\u9650\u96c6\uff1b\u8f6e\u6362\u6b64\u524d\u53ef\u80fd\u66b4\u9732\u7684API\u5bc6\u94a5\u548c\u8bbf\u95ee\u4ee4\u724c\uff1b\u5bf9\u516c\u5f00\u4ed3\u5e93\u542f\u7528\u300c\u8981\u6c42\u5bf9\u6240\u6709\u5916\u90e8\u8d21\u732e\u8005\u8fdb\u884c\u5ba1\u6279\u300d\u9009\u9879\uff0c\u907f\u514d\u5916\u90e8\u63d0\u4ea4\u5185\u5bb9\u5728\u672a\u7ecf\u5ba1\u6838\u7684\u60c5\u51b5\u4e0b\u76f4\u63a5\u89e6\u53d1AI Agent\u7684\u81ea\u52a8\u5904\u7406\u6d41\u7a0b\u3002<\/p>\n<p>\u4ece2025\u5e7410\u6708\u9996\u6b21\u5411Anthropic\u62a5\u544aClaude Code\u6f0f\u6d1e\uff0c\u52302026\u5e744\u6708\u7814\u7a76\u516c\u5f00\u53d1\u5e03\uff0c\u8fd9\u9879\u7814\u7a76\u5386\u65f6\u8fd1\u516d\u4e2a\u6708\u3002\u5728\u6b64\u671f\u95f4\uff0c\u4e09\u5bb6\u5382\u5546\u5b8c\u6210\u4e86\u4fee\u8865\uff0c\u5374\u65e0\u4e00\u4e3b\u52a8\u544a\u77e5\u7528\u6237\u3002\u6f0f\u6d1e\u8d4f\u91d1\u5408\u8ba11937\u7f8e\u5143&mdash;&mdash;\u5176\u4e2dAnthropic\u652f\u4ed8100\u7f8e\u5143\uff0cGoogle\u652f\u4ed81337\u7f8e\u5143\uff0cGitHub\u652f\u4ed8500\u7f8e\u5143&mdash;&mdash;\u800c\u7814\u7a76\u6240\u6d89\u53ca\u7684\u4ea7\u54c1\u6b63\u5728\u88ab\u6570\u5343\u4e07\u5f00\u53d1\u8005\u65e5\u5e38\u4f7f\u7528\uff0c\u8986\u76d6\u4e86\u300a\u8d22\u5bcc\u300b\u767e\u5f3a\u4e2d\u7edd\u5927\u591a\u6570\u4f01\u4e1a\u3002<\/p>\n<p>\u8fd9\u7ec4\u6570\u5b57\uff0c\u6216\u8bb8\u662f\u5f53\u524dAI\u5b89\u5168\u751f\u6001\u6700\u7b80\u6d01\u7684\u6ce8\u811a\u3002<strong>\uff08\u672c\u6587\u9996\u53d1\u949b<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e5%aa%92%e4%bd%93\" title=\"View all posts in \u5a92\u4f53\" target=\"_blank\" class=\"tag_link\">\u5a92\u4f53<\/a>APP\uff0c\u4f5c\u8005 | <a href=\"https:\/\/www.alphaseek.cn\/?tag=%e7%a1%85%e8%b0%b7\" title=\"View all posts in \u7845\u8c37\" target=\"_blank\" class=\"tag_link\">\u7845\u8c37<\/a>Tech_news\uff0c\u7f16\u8f91 | \u7126\u71d5\uff09<\/strong><\/p>\n<p><strong>\u53c2\u8003\u8d44\u6599\uff1a<\/strong><\/p>\n<p>(\u6765\u6e90\uff1a\u949b\u5a92\u4f53)<\/p>\n<ul>\n<li>https:\/\/oddguan.com\/<\/li>\n<li>https:\/\/www.theregister.com\/2026\/04\/15\/claude_gemini_copilot_agents_hijacked\/<\/li>\n<li>https:\/\/oddguan.com\/blog\/comment-and-control-prompt-injection-credential-theft-claude-code-gemini-cli-github-copilot\/<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\u72ec\u7acb\u5b89\u5168\u7814\u7a76\u5458\u5173\u50b2\u7537\uff08Aonan Guan \uff09\u8054\u5408\u7ea6\u7ff0\u970d\u666e\u91d1\u65af\u5927\u5b66\u535a\u58eb\u751f\u7814\u7a76\u5458\u5218\u5f81\u5b87\u3001\u949f\u4f73\u6210\uff0c\u8fd1\u671f\u516c\u5f00\u53d1\u5e03\u4e86\u4e00 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[6],"tags":[271,280,93,157,88,192],"views":4,"_links":{"self":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/posts\/764429"}],"collection":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=764429"}],"version-history":[{"count":0,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/posts\/764429\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=764429"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=764429"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=764429"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}