{"id":37,"date":"2026-04-04T21:54:13","date_gmt":"2026-04-05T00:54:13","guid":{"rendered":"https:\/\/murilloalves.com.br\/blog\/knowledge-graph-codebase-grep-cannot-show\/"},"modified":"2026-04-04T21:54:13","modified_gmt":"2026-04-05T00:54:13","slug":"knowledge-graph-codebase-grep-cannot-show","status":"publish","type":"post","link":"https:\/\/murilloalves.com.br\/blog\/zh\/knowledge-graph-codebase-grep-cannot-show\/","title":{"rendered":"\u4f60\u7684\u4ee3\u7801\u5e93\u6709\u4f60\u770b\u4e0d\u5230\u7684\u95ee\u9898\u2014\u2014knowledge graph\u5982\u4f55\u63ed\u793agrep\u65e0\u6cd5\u53d1\u73b0\u7684\u5185\u5bb9"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">\u5f00\u53d1\u8005<a href=\"https:\/\/thivalente.com.br\/clean-code-efficiency\/\">70%\u7684\u65f6\u95f4\u5728\u8bfb\u4ee3\u7801\uff0c\u4e0d\u662f\u5728\u5199<\/a>\u3002\u800c\u8fd9\u65f6\u95f4\u91cc\u7684\u5927\u5934\u662f\u5728\u627e\u4e1c\u897f\u3002\u4e0d\u662f\u627e\u67d0\u4e2a\u5177\u4f53\u7684\u51fd\u6570\u2014\u2014\u90a3\u4e2a\u7528 grep 2\u79d2\u641e\u5b9a\u3002\u95ee\u9898\u662f\u627e\u90a3\u4e9b\u4f60<strong>\u538b\u6839\u4e0d\u77e5\u9053\u5b58\u5728\u7684\u4e1c\u897f<\/strong>\uff1a\u9690\u85cf\u4f9d\u8d56\u3001\u770b\u8d77\u6765\u6d3b\u7740\u5176\u5b9e\u6b7b\u4e86\u7684\u4ee3\u7801\u3001\u6ca1\u4eba\u6ce8\u610f\u5230\u7684\u6a21\u5757\u8026\u5408\u3001\u6ca1\u6709\u4efb\u4f55\u4e1c\u897f\u5f15\u7528\u7684\u5b8c\u6574 workflows\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6211\u4eec\u7ed9\u81ea\u5df1\u7684 codebase \u6784\u5efa\u4e86\u4e00\u4e2a knowledge graph\uff0c\u7b2c\u4e00\u6b21\u8dd1\u67e5\u8be2\u5c31\u53d1\u73b0\u4e86\uff1a229\u4e2a\u5b64\u7acb artifacts\u30012\u4e2a\u5b8c\u5168\u8131\u79bb\u7cfb\u7edf\u7684 workflows\u3001\u6539\u52a8\u4e00\u4e2a agent \u4f1a\u7ea7\u8054\u5f71\u54cd31\u4e2a\u5176\u4ed6 artifacts\u3002\u8fd9\u4e9b\u95ee\u9898\u4e00\u76f4\u5b58\u5728\u2014\u2014\u597d\u51e0\u5e74\u4e86\uff0c\u6ca1\u4eba\u77e5\u9053\u3002<\/p>\n\n\n\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_2 counter-hierarchy ez-toc-counter ez-toc-custom ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Neste artigo<\/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=\"Alternar tabela de conte\u00fado\"><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: #555;color:#555\" 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: #555;color:#555\" 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-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/murilloalves.com.br\/blog\/zh\/knowledge-graph-codebase-grep-cannot-show\/#grep_%E8%83%BD%E6%89%BE%E5%88%B0%E4%BB%80%E4%B9%88%EF%BC%8Cgrep_%E6%B0%B8%E8%BF%9C%E6%89%BE%E4%B8%8D%E5%88%B0%E4%BB%80%E4%B9%88\" >grep \u80fd\u627e\u5230\u4ec0\u4e48\uff0cgrep \u6c38\u8fdc\u627e\u4e0d\u5230\u4ec0\u4e48<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/murilloalves.com.br\/blog\/zh\/knowledge-graph-codebase-grep-cannot-show\/#%E6%B2%A1%E4%BA%BA%E7%9C%8B%E5%88%B0%E7%9A%84%E9%82%A3%E4%B8%80%E5%B1%82\" >\u6ca1\u4eba\u770b\u5230\u7684\u90a3\u4e00\u5c42<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/murilloalves.com.br\/blog\/zh\/knowledge-graph-codebase-grep-cannot-show\/#%E6%88%91%E4%BB%AC%E5%81%9A%E7%9A%84%EF%BC%9A%E4%B8%A4%E4%B8%AA_graph%EF%BC%8C%E4%B8%80%E4%B8%AA_codebase\" >\u6211\u4eec\u505a\u7684\uff1a\u4e24\u4e2a graph\uff0c\u4e00\u4e2a codebase<\/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:\/\/murilloalves.com.br\/blog\/zh\/knowledge-graph-codebase-grep-cannot-show\/#1_code-review-graph%E2%80%94%E2%80%94%E7%94%A8%E4%BA%8E%E4%BB%A3%E7%A0%81\" >1. code-review-graph\u2014\u2014\u7528\u4e8e\u4ee3\u7801<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/murilloalves.com.br\/blog\/zh\/knowledge-graph-codebase-grep-cannot-show\/#2_aios-graph%E2%80%94%E2%80%94%E7%94%A8%E4%BA%8E%E9%9D%9E%E4%BB%A3%E7%A0%81_artifacts\" >2. aios-graph\u2014\u2014\u7528\u4e8e\u975e\u4ee3\u7801 artifacts<\/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:\/\/murilloalves.com.br\/blog\/zh\/knowledge-graph-codebase-grep-cannot-show\/#%E7%AC%AC%E4%B8%80%E5%A4%A9%E5%8F%91%E7%8E%B0%E4%BA%86%E4%BB%80%E4%B9%88\" >\u7b2c\u4e00\u5929\u53d1\u73b0\u4e86\u4ec0\u4e48<\/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:\/\/murilloalves.com.br\/blog\/zh\/knowledge-graph-codebase-grep-cannot-show\/#229%E4%B8%AA%E5%AD%A4%E7%AB%8B_artifacts\" >229\u4e2a\u5b64\u7acb artifacts<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/murilloalves.com.br\/blog\/zh\/knowledge-graph-codebase-grep-cannot-show\/#dev_%E7%9A%84_blast_radius_%E6%98%AF31\" >@dev \u7684 blast radius \u662f31<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/murilloalves.com.br\/blog\/zh\/knowledge-graph-codebase-grep-cannot-show\/#2%E4%B8%AA%E5%B9%BD%E7%81%B5_workflows\" >2\u4e2a\u5e7d\u7075 workflows<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/murilloalves.com.br\/blog\/zh\/knowledge-graph-codebase-grep-cannot-show\/#983%E7%9A%84_minds_%E6%B2%A1%E6%9C%89%E6%8F%90%E5%8F%96_frameworks\" >98.3%\u7684 minds \u6ca1\u6709\u63d0\u53d6 frameworks<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/murilloalves.com.br\/blog\/zh\/knowledge-graph-codebase-grep-cannot-show\/#%E4%B8%8D%E5%8F%AF%E8%A7%81%E7%9A%84%E9%87%8D%E5%A4%8D\" >\u4e0d\u53ef\u89c1\u7684\u91cd\u590d<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/murilloalves.com.br\/blog\/zh\/knowledge-graph-codebase-grep-cannot-show\/#Token_%E7%BB%8F%E6%B5%8E%E8%B4%A6%E2%80%94%E2%80%94%E7%B2%97%E7%AE%97%E4%B8%80%E4%B8%8B\" >Token \u7ecf\u6d4e\u8d26\u2014\u2014\u7c97\u7b97\u4e00\u4e0b<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/murilloalves.com.br\/blog\/zh\/knowledge-graph-codebase-grep-cannot-show\/#%E4%B8%BA%E4%BB%80%E4%B9%88%E9%80%89_CLI_%E4%B8%8D%E9%80%89_MCP\" >\u4e3a\u4ec0\u4e48\u9009 CLI \u4e0d\u9009 MCP<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/murilloalves.com.br\/blog\/zh\/knowledge-graph-codebase-grep-cannot-show\/#%E6%80%8E%E4%B9%88%E8%87%AA%E5%B7%B1%E6%9E%84%E5%BB%BA%E4%B8%80%E4%B8%AA\" >\u600e\u4e48\u81ea\u5df1\u6784\u5efa\u4e00\u4e2a<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/murilloalves.com.br\/blog\/zh\/knowledge-graph-codebase-grep-cannot-show\/#%E6%9C%AA%E6%9D%A5%EF%BC%9A%E6%AF%8F%E4%B8%AA_AI_%E5%B7%A5%E4%BD%9C%E5%8C%BA%E9%83%BD%E5%BA%94%E8%AF%A5%E6%9C%89%E4%B8%80%E4%B8%AA_graph\" >\u672a\u6765\uff1a\u6bcf\u4e2a AI \u5de5\u4f5c\u533a\u90fd\u5e94\u8be5\u6709\u4e00\u4e2a graph<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/murilloalves.com.br\/blog\/zh\/knowledge-graph-codebase-grep-cannot-show\/#FAQ\" >FAQ<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/murilloalves.com.br\/blog\/zh\/knowledge-graph-codebase-grep-cannot-show\/#%E4%BB%80%E4%B9%88%E6%98%AF_codebase_%E7%9A%84_knowledge_graph%EF%BC%9F\" >\u4ec0\u4e48\u662f codebase \u7684 knowledge graph\uff1f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-18\" href=\"https:\/\/murilloalves.com.br\/blog\/zh\/knowledge-graph-codebase-grep-cannot-show\/#%E9%9C%80%E8%A6%81_Neo4j_%E6%88%96%E8%80%85%E4%BB%80%E4%B9%88%E5%9B%BE%E6%95%B0%E6%8D%AE%E5%BA%93%E5%90%97%EF%BC%9F\" >\u9700\u8981 Neo4j \u6216\u8005\u4ec0\u4e48\u56fe\u6570\u636e\u5e93\u5417\uff1f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-19\" href=\"https:\/\/murilloalves.com.br\/blog\/zh\/knowledge-graph-codebase-grep-cannot-show\/#%E6%88%91%E7%9A%84_codebase_%E5%A4%A7%E6%A6%82%E6%9C%89%E5%A4%9A%E5%B0%91%E6%AD%BB%E4%BB%A3%E7%A0%81%EF%BC%9F\" >\u6211\u7684 codebase \u5927\u6982\u6709\u591a\u5c11\u6b7b\u4ee3\u7801\uff1f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-20\" href=\"https:\/\/murilloalves.com.br\/blog\/zh\/knowledge-graph-codebase-grep-cannot-show\/#%E7%BB%99_AI_agent_%E6%9C%8D%E5%8A%A1_graph_%E7%94%A8_MCP_%E8%BF%98%E6%98%AF_CLI%EF%BC%9F\" >\u7ed9 AI agent \u670d\u52a1 graph \u7528 MCP \u8fd8\u662f CLI\uff1f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-21\" href=\"https:\/\/murilloalves.com.br\/blog\/zh\/knowledge-graph-codebase-grep-cannot-show\/#%E8%BF%99%E5%8F%AA%E9%80%82%E7%94%A8%E4%BA%8E%E4%BB%A3%E7%A0%81%EF%BC%8C%E8%BF%98%E6%98%AF%E5%85%B6%E4%BB%96_artifacts_%E4%B9%9F%E8%A1%8C%EF%BC%9F\" >\u8fd9\u53ea\u9002\u7528\u4e8e\u4ee3\u7801\uff0c\u8fd8\u662f\u5176\u4ed6 artifacts \u4e5f\u884c\uff1f<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\" id=\"grep-vs-graph\"><span class=\"ez-toc-section\" id=\"grep_%E8%83%BD%E6%89%BE%E5%88%B0%E4%BB%80%E4%B9%88%EF%BC%8Cgrep_%E6%B0%B8%E8%BF%9C%E6%89%BE%E4%B8%8D%E5%88%B0%E4%BB%80%E4%B9%88\"><\/span>grep \u80fd\u627e\u5230\u4ec0\u4e48\uff0cgrep \u6c38\u8fdc\u627e\u4e0d\u5230\u4ec0\u4e48<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">grep \u662f\u4e00\u4e2a&#8221;\u5b58\u5728\u6027&#8221;\u5de5\u5177\u3002\u4f60\u641c&#8221;parseConfig&#8221;\uff0c\u5b83\u544a\u8bc9\u4f605\u4e2a\u6587\u4ef6\u91cc\u6709\u8fd9\u4e2a\u5b57\u7b26\u4e32\u3002\u5b8c\u7f8e\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f46 grep \u56de\u7b54\u4e0d\u4e86\u8fd9\u4e9b\u95ee\u9898\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6539\u4e86 parseConfig \u4f1a\u53d1\u751f\u4ec0\u4e48\uff1f<\/strong>\u2014\u2014grep \u80fd\u627e\u52305\u4e2a\u76f4\u63a5\u8c03\u7528\u8005\u3002\u4f46\u8fd95\u4e2a\u53c8\u8c03\u7528\u4e86\u53e6\u591623\u4e2a\u6a21\u5757\uff0c\u5b83\u4eec\u4f20\u9012\u4f9d\u8d56\u4e8e\u8fd9\u4e2a\u51fd\u6570\u3002\u771f\u5b9e\u7684 blast radius \u662f28\uff0c\u4e0d\u662f5\u3002<\/li>\n<li><strong>\u54ea\u4e9b\u51fd\u6570\u5b58\u5728\u4f46\u6ca1\u4eba\u8c03\u7528\uff1f<\/strong>\u2014\u2014grep \u627e\u7684\u662f&#8221;\u5b58\u5728&#8221;\u3002\u5b64\u7acb\u4ee3\u7801\u7684\u5b9a\u4e49\u662f<em>\u6ca1\u6709<\/em>\u88ab\u5f15\u7528\u3002\u4f60\u5f97\u628a\u6bcf\u4e2a\u51fd\u6570\u8ddf\u6240\u6709\u5176\u4ed6\u4ee3\u7801\u5bf9\u6bd4\u2014\u2014\u7ec4\u5408\u7206\u70b8\u3002<\/li>\n<li><strong>\u6709\u591a\u5c11\u6a21\u5757\u4f9d\u8d56\u8fd9\u4e2a\uff1f<\/strong>\u2014\u2014\u4f60\u6253\u5f00 <code>auth.js<\/code>\uff0c\u80fd\u770b\u5230\u5b83\u7684 imports\uff08\u5b83\u6d88\u8d39\u4e86\u4ec0\u4e48\uff09\u3002\u4f46\u770b\u4e0d\u5230\u8c01 import \u4e86\u5b83\uff08\u8c01\u4f9d\u8d56\u5b83\uff09\u3002fan-in \u5728\u5355\u4e2a\u6587\u4ef6\u91cc\u662f\u4e0d\u53ef\u89c1\u7684\u3002<\/li>\n<li><strong>\u6709\u6ca1\u6709\u5faa\u73af\u4f9d\u8d56\uff1f<\/strong>\u2014\u2014A\u2192B\u2192C\u2192A\u3002\u6bcf\u4e2a\u6587\u4ef6\u53ea\u663e\u793a\u4e00\u6761\u8fb9\u3002\u5faa\u73af\u53ea\u6709\u5728\u4f60\u62fc\u51fa\u5b8c\u6574\u7684\u56fe\u4e4b\u540e\u624d\u4f1a\u6d6e\u73b0\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u5fae\u8f6f\u7814\u7a76\u9662\u7684\u4e00\u9879\u7814\u7a76\uff08<a href=\"https:\/\/www.microsoft.com\/en-us\/research\/publication\/mining-metrics-to-predict-component-failures\/\">Nagappan et al., ICSE 2006<\/a>\uff09\u8868\u660e\uff0c\u57fa\u4e8e\u4f9d\u8d56\u56fe\u7684\u6307\u6807\u80fd\u9884\u6d4b73%\u7684\u53d8\u66f4\u540e\u7f3a\u9677\u3002\u53ea\u68c0\u67e5\u76f4\u63a5\u8c03\u7528\u8005\uff08grep\u65b9\u5f0f\uff09\u7684\u5f00\u53d1\u8005\uff0c\u4f1a\u6f0f\u638960%\u53d1\u751f\u5728\u4f20\u9012\u4f9d\u8d56\u8005\u8eab\u4e0a\u7684 break\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e5f\u5c31\u662f\u8bf4\uff1agrep \u7ed9\u4f60\u4e00\u5f20\u5feb\u7167\u3002\u56fe\u7ed9\u4f60\u4e00\u5f20\u5730\u56fe\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"camada-invisivel\"><span class=\"ez-toc-section\" id=\"%E6%B2%A1%E4%BA%BA%E7%9C%8B%E5%88%B0%E7%9A%84%E9%82%A3%E4%B8%80%E5%B1%82\"><\/span>\u6ca1\u4eba\u770b\u5230\u7684\u90a3\u4e00\u5c42<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u4efb\u4f55 codebase \u90fd\u67093\u4e2a\u7406\u89e3\u5c42\u6b21\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u5fae\u89c2<\/strong>\uff08\u53ef\u8bfb\uff09\u2014\u2014\u5355\u4e2a\u51fd\u6570\u3001\u7c7b\u3001\u6587\u4ef6\u3002\u6253\u5f00\u5c31\u80fd\u8bfb\u3002<\/li>\n<li><strong>\u5b8f\u89c2<\/strong>\uff08\u6709\u6587\u6863\uff09\u2014\u2014\u7cfb\u7edf\u67b6\u6784\u3001diagram\u3001README\u3002<\/li>\n<li><strong>\u4e2d\u89c2<\/strong>\uff08\u4e0d\u53ef\u89c1\uff09\u2014\u2014\u6587\u4ef6\u4e4b\u95f4\u7684\u771f\u5b9e\u8fde\u63a5\u3002\u8c01\u8c03\u7528\u8c01\uff0c\u8c01\u4f9d\u8d56\u8c01\uff0c\u6539\u8fd9\u91cc\u4f1a\u7834\u574f\u4ec0\u4e48\u3002<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e2d\u89c2\u5c42\u662f\u5206\u6563\u7684\uff1a\u6bcf\u4e2a\u6587\u4ef6\u5305\u542b\u4e00\u4e2a\u7247\u6bb5\uff08\u5b83\u7684 imports\uff09\uff0c\u4f46\u5b8c\u6574\u7684\u56fe\u9700\u8981\u628a\u6240\u6709\u7247\u6bb5\u805a\u5408\u8d77\u6765\u3002\u9762\u5bf9\u51e0\u767e\u4e2a\u6587\u4ef6\uff0c\u8fd9\u5728\u8ba4\u77e5\u4e0a\u662f\u4e0d\u53ef\u80fd\u9760\u8111\u5b50\u7ef4\u6301\u7684\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Fowler \u548c Whitehead \u5728\u300aBuilding Evolutionary Architectures\u300b\u91cc\u8bb0\u5f55\u4e86\u4e00\u4e2a\u5b8c\u7f8e\u8bf4\u660e\u95ee\u9898\u7684\u6848\u4f8b\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\"><p>&#8220;\u6211\u4eec\u628a\u4f9d\u8d56\u56fe\u6295\u5f71\u5230\u5899\u4e0a\u3002CTO\u8bf4\uff1a&#8217;\u8fd9\u4e0d\u662f\u6211\u4eec\u7684\u67b6\u6784\u3002&#8217;\u6211\u4eec\u8bf4\uff1a&#8217;\u8fd9\u5c31\u662f\u4f60\u4eec\u7684\u67b6\u6784\u3002&#8217;\u4ed6\u4eec\u4ee5\u4e3a\u81ea\u5df1\u67098\u4e2a\u6a21\u5757\u7684\u7cfb\u7edf\uff0c\u5b9e\u9645\u4e0a\u662f2\u4e2a\u8d85\u7ea7\u96c6\u7fa4\uff0c\u4e2d\u95f4\u6709\u4e2a\u8def\u7531\u8282\u70b9\u627f\u8f7d\u4e8667%\u7684\u6d41\u91cf\u3002&#8221;<\/p><\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ed6\u4eec\u8bfb\u8fd9\u4efd\u4ee3\u7801\u8bfb\u4e865\u5e74\uff0c\u5bf9\u6b64\u4e00\u65e0\u6240\u77e5\u3002\u56e0\u4e3a\u6ca1\u6709\u56fe\uff0c\u6839\u672c\u770b\u4e0d\u5230\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"dois-grafos\"><span class=\"ez-toc-section\" id=\"%E6%88%91%E4%BB%AC%E5%81%9A%E7%9A%84%EF%BC%9A%E4%B8%A4%E4%B8%AA_graph%EF%BC%8C%E4%B8%80%E4%B8%AA_codebase\"><\/span>\u6211\u4eec\u505a\u7684\uff1a\u4e24\u4e2a graph\uff0c\u4e00\u4e2a codebase<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u6211\u4eec\u5728\u7528 <a href=\"https:\/\/github.com\/murilloimparavel\">AIOS<\/a>\u2014\u2014\u4e00\u4e2a\u7528\u4e8e full stack \u5f00\u53d1\u7684 AI agents \u7f16\u6392\u7cfb\u7edf\u3002\u91cc\u9762\u6709 agents\uff08@dev\u3001@qa\u3001@architect\uff09\u3001tasks\uff08qa-gate\u3001dev-develop-story\uff09\u3001workflows\uff08story-development-cycle\u3001epic-orchestration\uff09\u3001\u4e13\u5bb6 squads\uff0c\u4ee5\u53ca minds\uff08Alex Hormozi\u3001Paul Graham\u3001Seth Godin \u7b49 thought leaders \u7684\u8ba4\u77e5\u514b\u9686\uff09\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u95ee\u9898\u662f\uff1a\u6bcf\u6b21 Claude Code \u9700\u8981\u7406\u89e3\u8fd9\u4e9b artifacts \u4e4b\u95f4\u7684\u5173\u7cfb\uff0c\u5b83\u90fd\u8981\u91cd\u65b0\u8bfb\u6587\u4ef6\u300212\u4e2a agents \u00d7 5,000 tokens \u6bcf\u4e2a = 60,000 tokens \u5c31\u4e3a\u4e86\u56de\u7b54&#8221;@dev \u662f\u5e72\u4ec0\u4e48\u7684\uff1f&#8221;\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e8e\u662f\u6211\u4eec\u6784\u5efa\u4e86<strong>\u4e24\u4e2a\u4e92\u8865\u7684 knowledge graphs<\/strong>\uff1a<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"crg\"><span class=\"ez-toc-section\" id=\"1_code-review-graph%E2%80%94%E2%80%94%E7%94%A8%E4%BA%8E%E4%BB%A3%E7%A0%81\"><\/span>1. code-review-graph\u2014\u2014\u7528\u4e8e\u4ee3\u7801<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/github.com\/murilloimparavel\/code-review-graph\">code-review-graph<\/a>\uff08fork \u81ea <a href=\"https:\/\/github.com\/tirth8205\/code-review-graph\">tirth8205<\/a> \u7684\u539f\u59cb\u9879\u76ee\uff09\u7528 Tree-sitter \u628a\u6e90\u7801\u89e3\u6790\u6210 AST\uff0c\u7136\u540e\u6784\u5efa\u4e00\u4e2a\u5305\u542b\u51fd\u6570\u3001\u7c7b\u3001imports \u548c\u8c03\u7528\u5173\u7cfb\u7684 SQLite graph\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5e73\u5747\u7ed3\u679c\uff1a<a href=\"https:\/\/topaiproduct.com\/2026\/03\/18\/from-739k-to-15k-tokens-how-code-review-graph-slashes-claude-code-costs-with-a-local-knowledge-graph\/\">\u6bcf\u6b21 review \u64cd\u4f5c\u5c11\u75288.2\u500d tokens<\/a>\u3002\u5728\u670927,000\u4e2a\u6587\u4ef6\u7684 monorepo \u91cc\uff0cgraph \u80fd\u8fc7\u6ee4\u5230\u7ea615\u4e2a\u76f8\u5173\u6587\u4ef6\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u6211\u4eec\u7684 fork \u91cc\uff0c\u6211\u4eec\u8d21\u732e\u4e86 <a href=\"https:\/\/github.com\/tirth8205\/code-review-graph\/pull\/95\">PR #95<\/a>\uff0c\u6dfb\u52a0\u4e8610\u4e2a CLI \u5b50\u547d\u4ee4\u548c CommonJS require() \u89e3\u6790\u652f\u6301\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"aios-graph\"><span class=\"ez-toc-section\" id=\"2_aios-graph%E2%80%94%E2%80%94%E7%94%A8%E4%BA%8E%E9%9D%9E%E4%BB%A3%E7%A0%81_artifacts\"><\/span>2. aios-graph\u2014\u2014\u7528\u4e8e\u975e\u4ee3\u7801 artifacts<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f46\u4ee3\u7801\u53ea\u662f\u6545\u4e8b\u7684\u4e00\u534a\u3002\u6211\u4eec\u7684\u7cfb\u7edf\u6709206\u4e2a tasks\u300114\u4e2a workflows\u300113\u4e2a agents\u300193\u4e2a squads \u548c115\u4e2a minds\u2014\u2014\u5168\u90fd\u5b9a\u4e49\u5728 YAML \u548c Markdown \u91cc\uff0c\u8d85\u51fa\u4e86 code-review-graph \u7684\u8986\u76d6\u8303\u56f4\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e8e\u662f\u6211\u4eec\u6784\u5efa\u4e86 <strong>aios-graph<\/strong>\uff1a\u4e00\u4e2a\u672c\u5730 knowledge graph\uff08Python + SQLite + PyYAML\uff09\uff0c\u89e3\u6790\u8fd9\u4e9b artifacts \u5e76\u6620\u5c04 DEPENDS_ON_TASK\u3001ASSIGNED_TO\u3001MIND_IN_SQUAD\u3001DELEGATES_TO \u8fd9\u7c7b\u5173\u7cfb\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5e02\u9762\u4e0a\u6ca1\u6709\u4efb\u4f55\u5de5\u5177\u505a\u8fd9\u4ef6\u4e8b\u3002<a href=\"https:\/\/www.augmentcode.com\/product\/context-engine-mcp\">Augment Code<\/a>\u3001<a href=\"https:\/\/github.com\/DeusData\/codebase-memory-mcp\">codebase-memory-mcp<\/a>\u3001GitHub Stack Graphs\u2014\u2014\u5168\u90fd\u805a\u7126\u4e8e\u4ee3\u7801\u5b9e\u4f53\u3002\u628a agents\u3001tasks \u548c workflows \u505a\u6210\u56fe\u662f\u4e00\u4e2a\u65b0\u7c7b\u522b\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>aios-graph query agent dev          # @dev \u662f\u5e72\u4ec0\u4e48\u7684\uff1f\naios-graph impact agent:dev         # \u6539 @dev \u7684 blast radius\naios-graph who-uses qa-gate         # \u8c01\u4f9d\u8d56 qa-gate\uff1f\naios-graph mind-search --tier S     # \u751f\u4ea7\u5c31\u7eea\u7684 minds\naios-graph dead                     # \u6ca1\u4eba\u5f15\u7528\u7684 artifacts<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u6bcf\u6b21\u67e5\u8be2200 tokens\u3002\u4e4b\u524d\u662f60,000\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"descobertas\"><span class=\"ez-toc-section\" id=\"%E7%AC%AC%E4%B8%80%E5%A4%A9%E5%8F%91%E7%8E%B0%E4%BA%86%E4%BB%80%E4%B9%88\"><\/span>\u7b2c\u4e00\u5929\u53d1\u73b0\u4e86\u4ec0\u4e48<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u6211\u4eec\u8dd1\u4e86 <code>aios-graph build<\/code>\uff0c\u67e5\u8be2\u7ed3\u679c\u63ed\u793a\u4e86\u4efb\u4f55 grep \u90fd\u4e0d\u53ef\u80fd\u53d1\u73b0\u7684\u4e1c\u897f\uff1a<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"229%E4%B8%AA%E5%AD%A4%E7%AB%8B_artifacts\"><\/span>229\u4e2a\u5b64\u7acb artifacts<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">48\u4e2a tasks\uff08\u5360\u603b\u657023.5%\uff09\u5b58\u5728\u4e8e\u4ed3\u5e93\u91cc\uff0c\u4f46\u6ca1\u6709\u4efb\u4f55 agent \u5728\u4f9d\u8d56\u58f0\u660e\u91cc\u5f15\u7528\u5b83\u4eec\u3002\u8fd9\u4e9b\u90fd\u662f\u7f16\u6392\u3001\u5b89\u5168\u548c\u6784\u5efa\u65b9\u9762\u7684 tasks\uff0c\u5b9e\u9645\u4e0a\u5728\u8fd0\u884c\u2014\u2014\u4f46\u7cfb\u7edf\u4e0d\u77e5\u9053\u5b83\u4eec\u7684\u5b58\u5728\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u5f88\u5173\u952e\uff1a\u5982\u679c\u6709\u4eba\u628a\u5b83\u4eec\u5f53&#8221;\u6b7b\u4ee3\u7801&#8221;\u5220\u6389\uff0c\u4f1a\u7834\u574f\u90a3\u4e9b\u9690\u5f0f\u4f9d\u8d56\u5b83\u4eec\u7684 workflows\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728 Instagram \u5173\u6ce8\u6211 <a href=\"https:\/\/instagram.com\/murilloimparavel\">@murilloimparavel<\/a>\u2014\u2014\u6211\u5728\u90a3\u91cc\u4e0d\u52a0\u6ee4\u955c\u5730\u5206\u4eab\u6211\u65e5\u5e38\u7528 AI \u7684\u5e55\u540e\u7ec6\u8282\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"dev_%E7%9A%84_blast_radius_%E6%98%AF31\"><\/span>@dev \u7684 blast radius \u662f31<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">@dev\uff08\u6211\u4eec\u7684\u4e3b\u8981\u5b9e\u73b0 agent\uff09\u670943\u4e2a\u4f9d\u8d56\u548c24\u4e2a\u4f9d\u8d56\u8005\u3002\u6539\u52a8\u5b83\u7684\u63a5\u53e3\u2014\u2014\u4e00\u4e2a\u547d\u4ee4\u3001\u4e00\u4e2a input \u683c\u5f0f\u2014\u2014\u4f1a\u5f71\u54cd<strong>31\u4e2a artifacts<\/strong>\uff0c\u6df1\u5ea6\u4e24\u5c42\uff1a8\u4e2a workflows\u30016\u4e2a rules\u300110\u4e2a agents\u30017\u4e2a\u95f4\u63a5 workflows\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6ca1\u6709 graph\uff0c\u6709\u4eba\u4f1a\u53bb\u7f16\u8f91 @dev \u4ee5\u4e3a&#8221;\u5c31\u662f\u4e00\u4e2a\u6587\u4ef6&#8221;\u3002\u5b9e\u9645\u4e0a\uff0c\u5b83\u662f\u6574\u4e2a\u7cfb\u7edf\u91cc\u8026\u5408\u5ea6\u6700\u9ad8\u7684\u8282\u70b9\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"2%E4%B8%AA%E5%B9%BD%E7%81%B5_workflows\"><\/span>2\u4e2a\u5e7d\u7075 workflows<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><code>epic-orchestration<\/code> \u548c <code>development-cycle<\/code> \u4f5c\u4e3a\u5b8c\u6574\u7684 YAML \u6587\u4ef6\u5b58\u5728\uff0c\u5199\u5f97\u5f88\u5de5\u6574\uff0c\u5b9a\u4e49\u4e86\u9636\u6bb5\u548c agents\u3002\u4f46 graph \u663e\u793a0\u6761\u8fb9\u2014\u2014\u6ca1\u6709\u4efb\u4f55\u4e1c\u897f\u5f15\u7528\u5b83\u4eec\uff0c\u6ca1\u6709\u4efb\u4f55\u4e1c\u897f\u628a\u5b83\u4eec\u8fde\u63a5\u5230\u7cfb\u7edf\u7684\u5176\u4f59\u90e8\u5206\u3002\u8fd9\u662f\u6709\u4eba\u521b\u5efa\u3001\u63d0\u4ea4\u3001\u7136\u540e\u5fd8\u4e86\u63a5\u8fdb\u53bb\u7684 workflows\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6211\u4eec\u53d1\u73b0\u662f parser \u4e0d\u7406\u89e3\u5b83\u4eec\u7684 YAML \u683c\u5f0f\uff08\u7528\u7684\u662f <code>phases<\/code> \u4f5c\u4e3a dict\uff0c\u800c\u4e0d\u662f <code>sequence<\/code> \u4f5c\u4e3a list\uff09\u3002\u4fee\u590d parser \u4e4b\u540e\uff0c\u7a81\u7136\u51fa\u73b0\u4e8612\u6761\u65b0\u8fb9\u3002\u8fd9\u4e9b workflows \u590d\u6d3b\u4e86\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"983%E7%9A%84_minds_%E6%B2%A1%E6%9C%89%E6%8F%90%E5%8F%96_frameworks\"><\/span>98.3%\u7684 minds \u6ca1\u6709\u63d0\u53d6 frameworks<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">115\u4e2a minds\uff08thought leaders \u7684\u8ba4\u77e5\u514b\u9686\uff09\u91cc\uff0c\u53ea\u67092\u4e2a\u63d0\u53d6\u4e86\u53ef\u64cd\u4f5c\u7684 frameworks\uff08Gary Vaynerchuk \u548c Pedro Sobral\uff09\u3002\u53e6\u5916113\u4e2a\u662f\u539f\u59cb\u7d20\u6750\u5e93\u2014\u2014agent \u6bcf\u6b21\u90fd\u8981\u91cd\u8bfb\u6240\u6709\u6e90\u6750\u6599\u624d\u80fd\u63a8\u5bfc\u51fa\u539f\u5219\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u5c31\u50cf\u6709\u4e00\u672c\u5305\u542b115\u672c\u4e66\u7684\u83dc\u8c31\u96c6\uff0c\u4f46\u53ea\u67092\u672c\u51c6\u5907\u597d\u4e86\u7d22\u5f15\u3002\u5176\u4ed6\u7684\uff0c\u4f60\u5f97\u628a\u6574\u672c\u4e66\u8bfb\u5b8c\u624d\u80fd\u627e\u5230\u4f60\u8981\u7684\u4e1c\u897f\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E4%B8%8D%E5%8F%AF%E8%A7%81%E7%9A%84%E9%87%8D%E5%A4%8D\"><\/span>\u4e0d\u53ef\u89c1\u7684\u91cd\u590d<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><code>squads\/copy\/<\/code> \u548c <code>squads\/copy-squad\/<\/code> \u6709\u5b57\u8282\u7ea7\u5b8c\u5168\u76f8\u540c\u7684 agents\u3002\u6ca1\u6709 graph\uff0c\u8fd9\u770b\u8d77\u6765\u662f2\u4e2a\u4e0d\u540c\u7684 squads\uff08\u540d\u5b57\u4e0d\u540c\u3001\u76ee\u5f55\u4e0d\u540c\uff09\u3002\u5bf9\u6bd4 CONTAINS_AGENT \u7684\u8fb9\u5173\u7cfb\u540e\u53d1\u73b0\u5b83\u4eec\u662f\u540c\u4e00\u4e2a\u4e1c\u897f\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"economia-tokens\"><span class=\"ez-toc-section\" id=\"Token_%E7%BB%8F%E6%B5%8E%E8%B4%A6%E2%80%94%E2%80%94%E7%B2%97%E7%AE%97%E4%B8%80%E4%B8%8B\"><\/span>Token \u7ecf\u6d4e\u8d26\u2014\u2014\u7c97\u7b97\u4e00\u4e0b<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u6839\u636e <a href=\"https:\/\/arxiv.org\/abs\/2603.27277\">Codebase-Memory \u8bba\u6587<\/a>\uff0c\u4e00\u6b21 graph query \u5927\u7ea6\u8fd4\u56de ~200 tokens \u7684\u7ed3\u679c\u3002\u624b\u52a8\u8bfb\u540c\u6837\u7684\u6587\u4ef6\u8981\u82b18,000\u523060,000 tokens\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6765\u7b97\u4e2a\u8d26\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table><thead><tr><th>\u64cd\u4f5c<\/th><th>\u8bfb\u6587\u4ef6<\/th><th>Graph query<\/th><th>\u8282\u7701<\/th><\/tr><\/thead><tbody><tr><td>&#8220;@dev \u662f\u5e72\u4ec0\u4e48\u7684\uff1f&#8221;<\/td><td>60,000 tokens\uff0812\u4e2a agents\uff09<\/td><td>200 tokens<\/td><td><strong>300x<\/strong><\/td><\/tr><tr><td>&#8220;\u8c01\u7528\u4e86 qa-gate\uff1f&#8221;<\/td><td>15,000 tokens\uff08\u641c\u7d22 tasks\/agents\/rules\uff09<\/td><td>200 tokens<\/td><td><strong>75x<\/strong><\/td><\/tr><tr><td>&#8220;@dev \u7684 blast radius&#8221;<\/td><td>100,000+ tokens\uff08\u624b\u52a8 BFS\uff09<\/td><td>200 tokens<\/td><td><strong>500x<\/strong><\/td><\/tr><tr><td>&#8220;Tier S \u7684 minds&#8221;<\/td><td>50,000 tokens\uff08\u8bfb115\u4e2a minds\uff09<\/td><td>200 tokens<\/td><td><strong>250x<\/strong><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u7528 Claude Opus 4.6\uff0c$9\/1M input tokens\uff0c\u4e00\u6b21\u6d88\u8017500K tokens \u7684\u91cd\u5ea6\u63a2\u7d22 session \u8981\u82b1 $4.50\u3002\u6362\u6210 graph queries\uff0c\u540c\u6837\u7684 session \u82b1 $0.45\u3002\u4e00\u4e2a\u670850\u6b21 session\uff0c$225 vs $22.50\u3002<strong>\u5149\u662f\u4ece grep \u6362\u5230 graph\uff0c\u6bcf\u6708\u8282\u7701 $200<\/strong>\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u8fd8\u6ca1\u7b97\u5b9a\u6027\u6536\u76ca\uff1acontext \u8d8a\u5c11\uff0c\u6a21\u578b\u8868\u73b0\u8d8a\u597d\u3002<a href=\"https:\/\/factory.ai\/news\/context-window-problem\">Factory.ai<\/a> \u8bc1\u660e\u65e0\u5173 context \u4f1a<strong>\u964d\u4f4e<\/strong>\u6a21\u578b\u6027\u80fd\u2014\u2014\u4e0d\u53ea\u662f\u66f4\u8d35\uff0c\u8fd8\u4f1a\u8ba9\u6a21\u578b\u8868\u73b0\u53d8\u5dee\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"cli-vs-mcp\"><span class=\"ez-toc-section\" id=\"%E4%B8%BA%E4%BB%80%E4%B9%88%E9%80%89_CLI_%E4%B8%8D%E9%80%89_MCP\"><\/span>\u4e3a\u4ec0\u4e48\u9009 CLI \u4e0d\u9009 MCP<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u8bf4\u70b9\u6709\u70b9\u4e89\u8bae\u7684\u3002\u6574\u4e2a\u751f\u6001\u90fd\u5728\u63a8 MCP\uff08Model Context Protocol\uff09\u4f5c\u4e3a\u8fde\u63a5 AI agents \u548c\u5de5\u5177\u7684\u65b9\u5f0f\u3002\u6211\u4eec\u6700\u521d\u4e5f\u7528 MCP server\uff08FastMCP\uff09\u6784\u5efa\u4e86 aios-graph\u3002\u540e\u6765\u5220\u4e86\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6570\u636e\u5f88\u6e05\u695a\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table><thead><tr><th>\u7ef4\u5ea6<\/th><th>CLI\uff08<code>--json<\/code>\uff09<\/th><th>MCP Server<\/th><\/tr><\/thead><tbody><tr><td>\u6bcf\u6b21\u8c03\u7528 tokens<\/td><td>~200\uff08\u4ec5 stdout\uff09<\/td><td>~6,500+\uff08schema overhead\uff09<\/td><\/tr><tr><td>\u6bcf\u4e2a task \u6210\u672c<\/td><td>1x<\/td><td><a href=\"https:\/\/www.scalekit.com\/blog\/mcp-vs-cli-use\">32x\uff08ScaleKit 2026\uff09<\/a><\/td><\/tr><tr><td>\u53ef\u9760\u6027<\/td><td>100%<\/td><td><a href=\"https:\/\/www.scalekit.com\/blog\/mcp-vs-cli-use\">72%\uff08ScaleKit\uff09<\/a><\/td><\/tr><tr><td>\u8fd0\u884c\u4e2d\u7684\u8fdb\u7a0b<\/td><td>0\uff08\u6309\u9700 spawn\uff09<\/td><td>1\u4e2a\u6301\u4e45\u8fdb\u7a0b<\/td><\/tr><tr><td>\u6240\u9700\u914d\u7f6e<\/td><td>\u65e0<\/td><td>settings.json + env vars<\/td><\/tr><tr><td>\u5d29\u6e83\u6062\u590d<\/td><td>\u6bcf\u6b21\u8c03\u7528\u72ec\u7acb<\/td><td>server \u5d29\u4e86 = \u5168\u6302<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">aios-graph \u5bf9 SQLite \u505a stateless \u67e5\u8be2\u3002\u6ca1\u6709 connection pooling\uff0c\u6ca1\u6709 streaming\uff0c\u6ca1\u6709\u53cc\u5411\u901a\u4fe1\u2014\u2014\u8fd9\u4e9b\u624d\u662f MCP \u771f\u6b63\u6709\u4ef7\u503c\u7684\u573a\u666f\u3002\u5176\u4ed6\u60c5\u51b5\uff0c\u4e00\u4e2a\u5e26 <code>--json<\/code> \u7684 CLI \u5c31\u591f\u4e86\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/nx.dev\/blog\/why-we-deleted-most-of-our-mcp-tools\">Nx \u4e5f\u4ee5\u540c\u6837\u7684\u539f\u56e0\u5220\u6389\u4e86\u5927\u90e8\u5206 MCP tools<\/a>\u3002Perplexity \u7684 CTO <a href=\"https:\/\/blogs.versalence.ai\/mcp-model-context-protocol-evolution-2026\">\u5728\u5185\u90e8\u653e\u5f03\u4e86 MCP<\/a>\u3002\u8d8b\u52bf\u5f88\u660e\u663e\uff1a\u5f00\u53d1\u5de5\u5177\u7528 CLI\uff0c\u9700\u8981 auth \u7684\u5916\u90e8\u96c6\u6210\u624d\u7528 MCP\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"como-construir\"><span class=\"ez-toc-section\" id=\"%E6%80%8E%E4%B9%88%E8%87%AA%E5%B7%B1%E6%9E%84%E5%BB%BA%E4%B8%80%E4%B8%AA\"><\/span>\u600e\u4e48\u81ea\u5df1\u6784\u5efa\u4e00\u4e2a<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">aios-graph \u5927\u6982\u7528\u4e86\u4e24\u5c0f\u65f6\u6784\u5efa\uff0c\u67b6\u6784\u662f\u8fd9\u6837\u7684\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>aios_graph\/\n  graph.py    \u2014 SQLite store\uff08WAL mode\uff0c\u53c2\u6570\u5316\u67e5\u8be2\uff09\n  parser.py   \u2014 7\u4e2a parsers\uff08agent\u3001task\u3001workflow\u3001squad\u3001mind\u3001rule\u3001framework\uff09\n  tools.py    \u2014 \u6838\u5fc3\u51fd\u6570\uff08stateless \u67e5\u8be2\uff09\n  cli.py      \u2014 \u5165\u53e3\uff0c\u5e26\u5168\u5c40 --json flag<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f9d\u8d56\uff1a<code>pyyaml<\/code>\u3002\u5c31\u8fd9\u4e00\u4e2a\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">pipeline \u5f88\u7b80\u5355\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u53d1\u73b0<\/strong>\u2014\u2014\u5bf9 artifacts \u76ee\u5f55\u505a <code>rglob<\/code><\/li>\n<li><strong>\u89e3\u6790<\/strong>\u2014\u2014\u4ece markdown \u91cc\u63d0\u53d6 YAML blocks\uff0c\u52a0\u8f7d\u7eaf YAML<\/li>\n<li><strong>\u7d22\u5f15<\/strong>\u2014\u2014\u7528 SHA-256 \u505a\u53d8\u66f4\u68c0\u6d4b\uff0cupsert nodes + edges \u5230 SQLite<\/li>\n<li><strong>\u67e5\u8be2<\/strong>\u2014\u2014BFS \u505a impact\u3001in-degree=0 \u627e\u5b64\u7acb\u8282\u70b9\u3001LIKE \u505a\u641c\u7d22<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b8c\u6574\u6784\u5efa\uff1a420\u4e2a\u8282\u70b9\uff0c993\u6761\u8fb9\uff0c\u4e0d\u523015\u79d2\u3002\u589e\u91cf\u66f4\u65b0\uff1a\u4e0d\u52302\u79d2\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ee3\u7801\u662f\u5f00\u6e90\u7684\u3002<a href=\"https:\/\/github.com\/murilloimparavel\/code-review-graph\">code-review-graph \u7684 fork<\/a> \u5728\u6211\u7684 GitHub \u4e0a\uff0c\u5e26\u7740 PR #95\uff08CLI-first \u6269\u5c55\uff09\u3002aios-graph \u5728 <a href=\"https:\/\/github.com\/murilloimparavel\/mvp-system\/tree\/master\/aios-graph\">mvp-system<\/a> \u91cc\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"futuro\"><span class=\"ez-toc-section\" id=\"%E6%9C%AA%E6%9D%A5%EF%BC%9A%E6%AF%8F%E4%B8%AA_AI_%E5%B7%A5%E4%BD%9C%E5%8C%BA%E9%83%BD%E5%BA%94%E8%AF%A5%E6%9C%89%E4%B8%80%E4%B8%AA_graph\"><\/span>\u672a\u6765\uff1a\u6bcf\u4e2a AI \u5de5\u4f5c\u533a\u90fd\u5e94\u8be5\u6709\u4e00\u4e2a graph<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b66\u672f\u7814\u7a76\u6b63\u5728\u5f80\u8fd9\u4e2a\u65b9\u5411\u6536\u655b\u30022024-2026\u5e74\uff0c\u81f3\u5c11\u53d1\u8868\u4e867\u7bc7\u5173\u4e8e graphs + AI agents \u7684\u8bba\u6587\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/aclanthology.org\/2025.naacl-long.7\/\">CodeXGraph<\/a>\uff08NAACL 2025\uff09\u2014\u2014LLM agents \u5bf9\u4ee3\u7801\u56fe\u5199 Cypher \u67e5\u8be2<\/li>\n<li><a href=\"https:\/\/arxiv.org\/abs\/2504.10046\">GraphCodeAgent<\/a>\u2014\u2014GPT-4o \u7528 dual graph\uff0cpass rate \u63d0\u534743.8%<\/li>\n<li><a href=\"https:\/\/arxiv.org\/abs\/2603.27277\">Codebase-Memory<\/a>\u2014\u2014\u752810\u500d\u5c11\u7684 tokens \u8fbe\u523083%\u7684\u8d28\u91cf<\/li>\n<li><a href=\"https:\/\/www.augmentcode.com\/product\/context-engine-mcp\">Augment Code<\/a>\u2014\u2014graph context \u5e26\u6765+70%\u8d28\u91cf\u63d0\u5347<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u6b63\u5728\u6d6e\u73b0\u7684\u6807\u51c6\u6a21\u5f0f\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table><thead><tr><th>\u5c42\u7ea7<\/th><th>\u5de5\u5177<\/th><th>\u6355\u83b7\u7684\u5185\u5bb9<\/th><\/tr><\/thead><tbody><tr><td>L0\uff1a\u4ec0\u4e48\u90fd\u6ca1\u6709<\/td><td>Claude Code vanilla<\/td><td>\u6bcf\u6b21 session \u9760 Grep\/Read<\/td><\/tr><tr><td>L1\uff1a\u6458\u8981<\/td><td>Aider repo-map<\/td><td>\u6bcf\u4e2a\u6587\u4ef6\u7684\u7b26\u53f7\uff0cPageRank<\/td><\/tr><tr><td>L2\uff1aEmbeddings<\/td><td>Cursor<\/td><td>\u8bed\u4e49\u76f8\u4f3c\u5ea6<\/td><\/tr><tr><td><strong>L3\uff1a\u7ed3\u6784\u5316 graph<\/strong><\/td><td><strong>code-review-graph\uff0caios-graph<\/strong><\/td><td><strong>\u5b9e\u4f53\u4e4b\u95f4\u7684\u771f\u5b9e\u5173\u7cfb<\/strong><\/td><\/tr><tr><td>L4\uff1a\u8bed\u4e49 + \u7ed3\u6784<\/td><td>Augment Context Engine<\/td><td>Graph + embeddings<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u6211\u4eec\u7528 $0 \u57fa\u7840\u8bbe\u65bd\u6295\u5165\u8dd1\u5728 L3\u3002\u96f6\u670d\u52a1\u5668\uff0c\u96f6 embedding model\uff0c\u96f6 API key\u3002SQLite + Tree-sitter + PyYAML\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p class=\"wp-block-paragraph\">\u5982\u679c\u8fd9\u7bc7\u6587\u7ae0\u5bf9\u4f60\u6709\u7528\uff0c\u628a\u5b83\u5206\u4eab\u7ed9\u9700\u8981\u770b\u7684\u4eba\u3002\u5982\u679c\u60f3\u804a knowledge graphs\u3001AI agents\uff0c\u6216\u8005\u600e\u4e48\u628a\u8fd9\u4e9b\u6574\u5408\u8d77\u6765\uff0c\u6765 <a href=\"https:\/\/instagram.com\/murilloimparavel\">Instagram<\/a> \u627e\u6211\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"faq\"><span class=\"ez-toc-section\" id=\"FAQ\"><\/span>FAQ<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E4%BB%80%E4%B9%88%E6%98%AF_codebase_%E7%9A%84_knowledge_graph%EF%BC%9F\"><\/span>\u4ec0\u4e48\u662f codebase \u7684 knowledge graph\uff1f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5c31\u662f\u4e00\u4e2a\u56fe\u6570\u636e\u5e93\uff08\u8282\u70b9 + \u8fb9\uff09\uff0c\u6620\u5c04\u4f60\u4ee3\u7801\u91cc\u7684\u5b9e\u4f53\uff08\u51fd\u6570\u3001\u7c7b\u3001\u6a21\u5757\uff09\u4ee5\u53ca\u5b83\u4eec\u4e4b\u95f4\u7684\u5173\u7cfb\uff08\u8c01\u8c03\u7528\u8c01\uff0c\u8c01 import \u8c01\uff0c\u8c01\u6d4b\u8bd5\u8c01\uff09\u3002\u548c\u641c\u7d22\u7d22\u5f15\u4e0d\u540c\uff0c\u5b83\u652f\u6301\u5173\u7cfb\u67e5\u8be2\uff1a&#8221;\u6539\u4e86 X \u4f1a\u7834\u574f\u4ec0\u4e48\uff1f&#8221;\u6216\u8005&#8221;\u54ea\u4e9b\u51fd\u6570\u6ca1\u4eba\u7528\uff1f&#8221;\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E9%9C%80%E8%A6%81_Neo4j_%E6%88%96%E8%80%85%E4%BB%80%E4%B9%88%E5%9B%BE%E6%95%B0%E6%8D%AE%E5%BA%93%E5%90%97%EF%BC%9F\"><\/span>\u9700\u8981 Neo4j \u6216\u8005\u4ec0\u4e48\u56fe\u6570\u636e\u5e93\u5417\uff1f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0d\u9700\u8981\u3002code-review-graph \u548c aios-graph \u90fd\u7528\u7eaf SQLite\u3002\u4e24\u5f20\u8868\uff08nodes \u548c edges\uff09\u52a0\u4e0a\u7d22\u5f15\uff0c\u5bf9\u5927\u591a\u6570\u573a\u666f\u591f\u7528\u4e86\u3002Neo4j \u5728\u4f60\u9700\u8981\u590d\u6742 Cypher \u67e5\u8be2\u6216\u8005\u5343\u4e07\u7ea7\u8282\u70b9\u89c4\u6a21\u65f6\u624d\u6709\u610f\u4e49\u3002\u5bf9\u4e00\u822c\u7684 codebase\uff08&lt;100K \u6587\u4ef6\uff09\uff0cSQLite \u641e\u5b9a\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E6%88%91%E7%9A%84_codebase_%E5%A4%A7%E6%A6%82%E6%9C%89%E5%A4%9A%E5%B0%91%E6%AD%BB%E4%BB%A3%E7%A0%81%EF%BC%9F\"><\/span>\u6211\u7684 codebase \u5927\u6982\u6709\u591a\u5c11\u6b7b\u4ee3\u7801\uff1f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u6839\u636e <a href=\"https:\/\/flagshark.com\/blog\/dead-code-detection-codebase-more-than-you-think\/\">FlagShark<\/a>\uff0c\u5178\u578b\u4ed3\u5e93\u670910-30%\u7684\u6b7b\u4ee3\u7801\u3002\u5b58\u6d3b5\u5e74\u4ee5\u4e0a\u7684 enterprise codebase \u53ef\u4ee5\u523020-35%\u3002\u5e76\u8d2d\u540e\u53ef\u80fd\u523050%\u3002\u4e00\u5bb6 SaaS \u516c\u53f8<a href=\"https:\/\/www.azul.com\/blog\/how-one-saas-giant-solved-dead-and-unused-code\/\">\u53d1\u73b0\u5927\u7ea650%\u7684\u4ee3\u7801\u4ece\u6ca1\u88ab\u7528\u8fc7<\/a>\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E7%BB%99_AI_agent_%E6%9C%8D%E5%8A%A1_graph_%E7%94%A8_MCP_%E8%BF%98%E6%98%AF_CLI%EF%BC%9F\"><\/span>\u7ed9 AI agent \u670d\u52a1 graph \u7528 MCP \u8fd8\u662f CLI\uff1f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">CLI \u52a0 <code>--json<\/code>\u3002benchmark \u663e\u793a <a href=\"https:\/\/www.scalekit.com\/blog\/mcp-vs-cli-use\">MCP \u6d88\u8017\u591a32\u500d tokens<\/a>\uff0c\u53ef\u9760\u602772% vs CLI \u7684100%\u3002MCP \u9002\u5408\u6570\u636e\u5e93\u8fde\u63a5\uff08connection pooling\uff09\u3001\u6d4f\u89c8\u5668\u81ea\u52a8\u5316\uff08\u6301\u4e45\u72b6\u6001\uff09\u548c OAuth delegation\u3002\u5bf9 SQLite \u7684 stateless \u67e5\u8be2\uff0cCLI \u662f\u4e25\u683c\u610f\u4e49\u4e0a\u7684\u66f4\u4f18\u9009\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E8%BF%99%E5%8F%AA%E9%80%82%E7%94%A8%E4%BA%8E%E4%BB%A3%E7%A0%81%EF%BC%8C%E8%BF%98%E6%98%AF%E5%85%B6%E4%BB%96_artifacts_%E4%B9%9F%E8%A1%8C%EF%BC%9F\"><\/span>\u8fd9\u53ea\u9002\u7528\u4e8e\u4ee3\u7801\uff0c\u8fd8\u662f\u5176\u4ed6 artifacts \u4e5f\u884c\uff1f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u9002\u7528\u4e8e\u4efb\u4f55\u6709\u7ed3\u6784\u5316\u5173\u7cfb\u7684\u4e1c\u897f\u3002aios-graph \u89e3\u6790 YAML \u548c Markdown\u2014\u2014agents\u3001tasks\u3001workflows\u3001squads\u3001minds\u3002\u540c\u6837\u7684\u6a21\u5f0f\u53ef\u4ee5\u7528\u4e8e Terraform modules\u3001Kubernetes manifests\u3001GitHub Actions workflows\uff0c\u6216\u8005\u4efb\u4f55\u5f15\u7528\u5176\u4ed6\u914d\u7f6e\u7684\u58f0\u660e\u5f0f\u914d\u7f6e\u3002<\/p>\n\n","protected":false},"excerpt":{"rendered":"<p>\u5f00\u53d1\u800570%\u7684\u65f6\u95f4\u7528\u4e8e\u7406\u89e3\u4ee3\u7801\u3002Knowledge graph\u80fd\u63ed\u793a\u9690\u85cf\u7684\u4f9d\u8d56\u5173\u7cfb\u3001\u6b7b\u4ee3\u7801\u548cgrep\u6c38\u8fdc\u627e\u4e0d\u5230\u7684\u4e0d\u53ef\u89c1\u8026\u5408\u3002<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[],"class_list":["post-37","post","type-post","status-publish","format-standard","hentry","category-tecnologia"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.2 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>\u4f60\u7684\u4ee3\u7801\u5e93\u6709\u4f60\u770b\u4e0d\u5230\u7684\u95ee\u9898\u2014\u2014knowledge graph\u5982\u4f55\u63ed\u793agrep\u65e0\u6cd5\u53d1\u73b0\u7684\u5185\u5bb9 - Murillo Alves<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" 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