{"id":103513,"date":"2026-09-10T19:41:22","date_gmt":"2026-09-10T11:41:22","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/103513.html"},"modified":"2026-09-10T19:41:22","modified_gmt":"2026-09-10T11:41:22","slug":"%e7%9c%81token%e5%88%a9%e5%99%a8%e5%ae%9e%e6%b5%8b%ef%bc%9acodegraph%e3%80%81aoci%e4%b8%8eunderstand-anything%e6%80%8e%e4%b9%88%e9%80%89","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/103513.html","title":{"rendered":"\u7701token\u5229\u5668\u5b9e\u6d4b\uff1aCodeGraph\u3001AOCI\u4e0eUnderstand Anything\u600e\u4e48\u9009"},"content":{"rendered":"<p>\u5927\u5bb6\u597d&#xff0c;\u6211\u662f\u90b5\u5948\u4e00&#xff0c;\u4e00\u4e2a\u7231\u6298\u817e\u7684\u5b9e\u6218\u6d3e\u6280\u672f\u535a\u4e3b\u3002<br \/>\n\u6587\u7ae0\u5bf9\u4f60\u6709\u5e2e\u52a9\u662f\u6211\u7684\u8363\u5e78&#xff0c;\u6b22\u8fce\u8bc4\u8bba\u533a\u4ea4\u6d41\u3002<\/p>\n<hr \/>\n<h2>0x00 \u4e3a\u4ec0\u4e48\u4f60\u7684 token \u8d26\u5355\u5728\u6084\u6084\u7206\u70b8<\/h2>\n<p>\u5927\u6a21\u578b\u7f16\u7a0b\u52a9\u624b\u666e\u53ca\u4e4b\u540e&#xff0c;\u5f00\u53d1\u8005\u666e\u904d\u9047\u5230\u4e00\u4e2a\u53cd\u76f4\u89c9\u7684\u73b0\u8c61&#xff1a;\u4ee3\u7801\u6ca1\u591a\u5199\u51e0\u884c&#xff0c;token \u6d88\u8017\u5374\u9010\u6708\u6500\u5347\u3002\u6839\u56e0\u4e0d\u5728\u201c\u6a21\u578b\u7231\u5e9f\u8bdd\u201d&#xff0c;\u800c\u5728\u201c\u4e0a\u4e0b\u6587\u5582\u6cd5\u201d\u4f4e\u6548\u3002<\/p>\n<p>\u4f20\u7edf\u505a\u6cd5\u628a\u6574\u4ed3\u5e93\u585e\u8fdb\u4e0a\u4e0b\u6587&#xff0c;\u6216\u8ba9 Agent \u53cd\u590d grep\u3001\u53cd\u590d\u8bfb\u540c\u4e00\u4e2a\u6587\u4ef6\u3002\u4ed3\u5e93\u8d8a\u5927&#xff0c;\u91cd\u590d\u626b\u63cf\u3001\u91cd\u590d\u52a0\u8f7d\u7684 token \u8d8a\u591a&#xff0c;\u8d26\u5355\u968f\u4e4b\u81a8\u80c0\u3002\u66f4\u9ebb\u70e6\u7684\u662f\u201c\u7b26\u53f7\u2014\u8bed\u4e49\u53cc\u7f16\u7801\u201d\u95ee\u9898&#xff1a;\u4ee3\u7801\u91cc\u53ea\u6709\u7b26\u53f7&#xff08;\u51fd\u6570\u540d\u3001\u7c7b\u578b&#xff09;&#xff0c;Agent \u7f3a\u5c11\u201c\u8fd9\u6bb5\u4e1a\u52a1\u4e3a\u4ec0\u4e48\u8fd9\u4e48\u5199\u201d\u7684\u8bed\u4e49&#xff0c;\u53ea\u80fd\u9760\u53cd\u590d\u8bfb\u6e90\u7801\u53bb\u731c&#xff0c;token \u8fdb\u4e00\u6b65\u6d6a\u8d39\u3002<\/p>\n<p>\u672c\u6587\u6a2a\u8bc4\u4e09\u6b3e\u9762\u5411\u4ee3\u7801\u7684\u201c\u8ba4\u77e5\u5de5\u5177\u201d\u2014\u2014\u5b83\u4eec\u89e3\u51b3\u7684\u662f\u540c\u4e00\u4ef6\u4e8b&#xff1a;\u8ba9 Agent \u4e00\u6b21\u62ff\u5230\u8be5\u62ff\u7684\u77e5\u8bc6&#xff0c;\u5c11\u505a\u65e0\u6548\u626b\u63cf&#xff0c;\u4ece\u800c\u538b\u4f4f token \u8d26\u5355\u3002\u4e09\u8005\u5b9a\u4f4d\u4e0d\u540c\u3001\u914d\u5408\u4f7f\u7528\u6548\u679c\u6700\u4f73&#xff1a;<\/p>\n<ul>\n<li>CodeGraph&#xff1a;\u6309\u9700\u68c0\u7d22\u3002\u628a\u4ed3\u5e93\u5efa\u6210\u77e5\u8bc6\u56fe\u8c31&#xff0c;Agent \u7528 query\/callers\/context \u7cbe\u51c6\u53d6\u76f8\u5173\u4ee3\u7801&#xff0c;\u4e0d\u6574\u5e93\u585e\u4e0a\u4e0b\u6587\u3002<\/li>\n<li>AOCI-CODE&#xff1a;\u6301\u4e45\u8ba4\u77e5\u3002\u628a\u4ee3\u7801\u4e0e\u6570\u636e\u5e93\u77e5\u8bc6\u84b8\u998f\u6210\u201c\u53ef\u7248\u672c\u5316\u3001\u4e00\u6b21\u8bfb\u5168\u201d\u7684\u8ba4\u77e5\u7d22\u5f15&#xff0c;Agent \u8bfb\u7d22\u5f15\u800c\u975e\u9010\u6587\u4ef6\u626b\u6e90\u7801\u3002<\/li>\n<li>Understand Anything&#xff1a;\u53ef\u89c6\u5316\u3002\u591a\u667a\u80fd\u4f53\u6d41\u6c34\u7ebf\u628a\u4ed3\u5e93\u53d8\u6210\u53ef\u4ea4\u4e92\u77e5\u8bc6\u56fe\u8c31\u4eea\u8868\u76d8&#xff0c;\u4eba\u548c Agent \u90fd\u80fd\u5feb\u901f\u5b9a\u4f4d\u3002<\/li>\n<\/ul>\n<p>\u8bf4\u660e&#xff1a;\u672c\u7bc7 CodeGraph \u90e8\u5206\u4e3a\u672c\u673a\u771f\u8dd1&#xff08;&#064;colbymchenry\/codegraph 0.9.6&#xff0c;codegraph &#8211;version \u786e\u8ba4&#xff1b;\u6ce8\u610f npm \u5f53\u524d\u6700\u65b0\u4e3a 1.6.0&#xff0c;0.9.6 \u4e0e 1.x \u884c\u4e3a\u6709\u5dee\u5f02&#xff0c;\u672c\u6587\u6309 0.9.6 \u5b9e\u6d4b\u5e76\u9010\u5904\u6807\u6ce8&#xff1b;npm \u5b89\u88c5\u540d\u4e3a &#064;colbymchenry\/codegraph&#xff0c;\u5e76\u975e\u540c\u540d\u88f8\u5305 codegraph\u2014\u2014\u88f8 codegraph v1.0.0 \u5728 npm \u4e0a\u662f\u53e6\u4e00\u4e2a\u65e0\u4ed3\u5e93\u94fe\u63a5\u7684\u7a7a\u5305&#xff0c;\u907f\u514d\u8bef\u88c5&#xff09;&#xff1b;AOCI-CODE \u4e0e Understand Anything \u56e0\u8fd0\u884c\u5f62\u6001\u6240\u9650&#xff08;\u524d\u8005\u672a\u5728\u672c\u673a\u5b89\u88c5\u3001\u540e\u8005\u662f Claude Code \u7b49 14&#043; \u5e73\u53f0\u63d2\u4ef6&#xff09;&#xff0c;\u6309\u5b98\u65b9 README \/ INSTALLATION_GUIDE \/ USAGE_GUIDE \u9010\u547d\u4ee4\u6838\u5bf9&#xff0c;\u4e0e\u5b98\u65b9\u6587\u6863\u4e0d\u7b26\u3001\u7167\u6284\u4f1a\u62a5\u9519\u7684\u547d\u4ee4\u90fd\u5df2\u5355\u72ec\u6807\u51fa\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260910114115-6aa2975b43880.png\" alt=\"\u4e09\u6b3e\u8ba4\u77e5\u5de5\u5177\u5206\u5de5\u4e0e\u7701 token \u673a\u5236\" \/><\/p>\n<h2>0x01 \u4e09\u6b3e\u5de5\u5177\u5b9a\u4f4d\u4e0e\u5206\u5de5<\/h2>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260910114116-6aa2975c89818.png\" alt=\"\u88681\" \/><\/p>\n<p>AOCI-CODE \u8bba\u6587&#xff08;arXiv:2605.02421&#xff0c;Jinshi Liu \u7b49&#xff09;\u7528\u4e24\u7ec4\u786c\u6570\u636e\u9a8c\u8bc1\u4e86\u201c\u7701 token\u201d\u8fd9\u6761\u8def&#xff1a;\u4e00\u7ec4\u662f 4 \u4e2a\u9879\u76ee \u00d7 3 \u6a21\u578b \u00d7 6 \u4e0a\u4e0b\u6587\u957f\u5ea6&#xff08;\u6bcf\u7ec4\u5408\u518d\u8dd1\u7ea6 30 \u4e2a\u4efb\u52a1&#xff0c;\u5408\u8ba1 2160 \u6b21\u8bc4\u4f30&#xff09;&#xff0c;AOCI \u51c6\u786e\u7387\u4f18\u4e8e\u6240\u6709\u53ef\u90e8\u7f72\u57fa\u7ebf\u3001\u4ec5\u6b21\u4e8e Oracle \u4e0a\u754c&#xff1b;\u53e6\u4e00\u7ec4\u662f\u8de8 5 \u4e2a\u7cfb\u7edf\u7684 19 \u4e2a\u5de5\u4e1a\u4efb\u52a1&#xff0c;AOCI \u5b9e\u73b0\u96f6\u6700\u7ec8\u7f3a\u9677&#xff0c;\u800c\u4e09\u4e2a\u4e3b\u6d41 agent \u5de5\u5177\u5728 12 \u4e2a\u4efb\u52a1\u91cc\u5f15\u5165\u4e86\u7f3a\u9677\u3001\u4e14\u591a\u6d88\u8017 4\u2013130\u00d7 token&#xff08;p&lt;0.001&#xff09;\u3002\u8fd9\u5957\u201c\u7528\u7ed3\u6784\u5316\u8ba4\u77e5\u66ff\u4ee3\u66b4\u529b\u4e0a\u4e0b\u6587\u201d\u7684\u601d\u8def&#xff0c;\u6b63\u662f\u672c\u6587\u4e09\u6b3e\u5de5\u5177\u7684\u5171\u540c\u5e95\u5c42\u903b\u8f91&#xff08;4\u2013130\u00d7 \u7684\u91cf\u5316\u7ed3\u8bba\u6765\u81ea AOCI \u7684\u8bc4\u4f30&#xff0c;CodeGraph \/ UA \u662f\u673a\u5236\u540c\u6e90\u7684\u8bbe\u8ba1&#xff09;\u3002<\/p>\n<h2>0x02 \u4e09\u6b3e\u5de5\u5177\u5feb\u901f\u4e0a\u624b&#xff08;\u5b89\u88c5 \/ \u914d\u7f6e \/ \u9996\u7528&#xff09;<\/h2>\n<p>\u4e0b\u9762\u7ed9\u4e09\u6b3e\u5de5\u5177\u5404\u5199\u4e00\u6761\u201c\u80fd\u76f4\u63a5\u7167\u6284\u8dd1\u901a\u201d\u7684\u5165\u95e8\u8def\u5f84&#xff0c;\u547d\u4ee4\u5747\u6765\u81ea\u5404\u81ea\u5b98\u65b9 README \/ INSTALLATION_GUIDE&#xff08;colbymchenry\/codegraph\u3001aoci-spec\/aoci-code\u3001Egonex-AI\/Understand-Anything&#xff09;&#xff0c;\u672a\u8131\u79bb\u5b98\u65b9\u6587\u6863\u7f16\u9020\u3002\u5148\u8bb0\u4e00\u6761\u603b\u7eb2&#xff1a;\u8fd9\u4e09\u6b3e\u90fd\u8fed\u4ee3\u6781\u5feb&#xff0c;README \u547d\u4ee4\u53ef\u80fd\u548c\u4f60\u88c5\u5230\u7684\u7248\u672c\u4e0d\u4e00\u81f4&#xff0c;\u88c5\u5b8c\u5148 &#8211;help \u518d\u5199\u547d\u4ee4\u3002<\/p>\n<h3>CodeGraph&#xff1a;\u4e94\u5206\u949f\u7ed9 Agent \u88c5\u4e2a\u5bfc\u822a<\/h3>\n<p>\u524d\u63d0&#xff1a;macOS \/ Linux \u7528\u4e0b\u9762\u547d\u4ee4&#xff1b;Windows \u628a install.sh \u6362\u6210 install.ps1\u3001\u7528 PowerShell\u3002\u88c5\u5b8c\u52a1\u5fc5\u5f00\u4e00\u4e2a\u65b0\u7ec8\u7aef\u2014\u2014\u5b89\u88c5\u5668\u4e0d\u6539\u5f53\u524d shell \u7684 PATH&#xff0c;\u65e7\u7ec8\u7aef\u91cc codegraph \u4ecd\u627e\u4e0d\u5230\u3002<\/p>\n<p><span class=\"token comment\"># 1) \u5b89\u88c5&#xff08;\u4e8c\u9009\u4e00&#xff09;<\/span><br \/>\n<span class=\"token function\">curl<\/span> <span class=\"token parameter variable\">-fsSL<\/span> https:\/\/raw.githubusercontent.com\/colbymchenry\/codegraph\/main\/install.sh <span class=\"token operator\">|<\/span> <span class=\"token function\">sh<\/span>   <span class=\"token comment\"># \u65e0 Node \u4f9d\u8d56&#xff0c;\u81ea\u5305\u542b&#xff08;\u63a8\u8350&#xff09;<\/span><br \/>\n<span class=\"token function\">npm<\/span> i <span class=\"token parameter variable\">-g<\/span> &#064;colbymchenry\/codegraph                                                          <span class=\"token comment\"># \u5df2\u88c5 Node \u5219\u7528 npm<\/span><\/p>\n<p><span class=\"token comment\"># 2) \u63a5\u5165\u7f16\u7801\u52a9\u624b&#xff08;\u81ea\u52a8\u5199\u5bbf\u4e3b MCP \u914d\u7f6e&#xff0c;\u4e0d\u7d22\u5f15\u4ee3\u7801&#xff09;<\/span><br \/>\ncodegraph <span class=\"token function\">install<\/span>        <span class=\"token comment\"># \u81ea\u52a8\u8bc6\u522b Claude Code \/ Cursor \/ Codex CLI \/ opencode \/ Hermes Agent \/ Gemini CLI \/ Kiro \u7b49&#xff08;1.x&#xff09;<\/span><\/p>\n<p><span class=\"token comment\"># 3) \u8fdb\u9879\u76ee\u521d\u59cb\u5316<\/span><br \/>\n<span class=\"token builtin class-name\">cd<\/span> your-project<br \/>\ncodegraph init           <span class=\"token comment\"># \u5b98\u65b9\u65b0\u7248 README&#xff1a;\u4e00\u6b65\u5efa\u597d .codegraph\/ \u5e76\u6784\u5efa\u56fe\u8c31<\/span><br \/>\n                        <span class=\"token comment\"># \u672c\u673a 0.9.6 \u5b9e\u6d4b\u4e3a init \u540e\u518d codegraph index&#xff08;\u89c1 0x03&#xff09;&#xff0c;\u4ee5\u4f60\u88c5\u7684\u7248\u672c &#8211;help \u4e3a\u51c6<\/span><\/p>\n<p><span class=\"token comment\"># 4) \u770b\u6548\u679c<\/span><br \/>\ncodegraph ui            <span class=\"token comment\"># \u6d4f\u89c8\u5668\u5f00 http:\/\/127.0.0.1:4747 \u770b\u56fe\u8c31&#xff08;1.x \u652f\u6301&#xff0c;\u9700\u5148\u5efa\u597d\u7d22\u5f15&#xff1b;0.9.6 \u65e0\u6b64\u5b50\u547d\u4ee4&#xff09;<\/span><br \/>\ncodegraph context <span class=\"token string\">&#034;\u4f60\u8981\u5e72\u5565&#034;<\/span>   <span class=\"token comment\"># \u6309\u9700\u5410\u76f8\u5173\u51fd\u6570&#xff0c;\u7701 token \u5c31\u5728\u8fd9<\/span><\/p>\n<p>\u5168\u7a0b 100% \u672c\u5730\u3001\u65e0 API key\u3001\u7528 better-sqlite3 \u5185\u7f6e\u7684 SQLite&#xff08;WAL&#xff09;&#xff0c;\u4e0d\u4e0a\u4f20\u4efb\u4f55\u4ee3\u7801\u3001\u8def\u5f84\u3001\u7b26\u53f7\u540d\u3001\u67e5\u8be2\u5185\u5bb9&#xff1b;1.x \u53e6\u6709\u4e00\u9879\u53ef\u9009\u7684\u533f\u540d\u4f7f\u7528\u7edf\u8ba1&#xff08;\u5b89\u88c5\u65f6\u8be2\u95ee&#xff0c;\u53ea\u53d1\u672c\u5730\u805a\u5408\u540e\u7684\u65e5\u8ba1\u6570&#xff09;&#xff0c;\u4ecb\u610f\u5c31 codegraph telemetry off\u3002<\/p>\n<h3>AOCI-CODE&#xff1a;\u7ed9 Agent \u4e00\u5957\u53ef\u7248\u672c\u5316\u7684\u8ba4\u77e5\u7d22\u5f15<\/h3>\n<p>\u524d\u63d0&#xff1a;\u5148\u4ece\u5b98\u65b9 Release \u4e0b\u8f7d\u7b7e\u540d\u4e8c\u8fdb\u5236&#xff0c;\u6216\u4ece\u6e90\u7801 make build \u5f97\u5230 aoci&#xff0c;\u653e\u5230\u7a33\u5b9a\u7edd\u5bf9\u8def\u5f84\u3002\u652f\u6301 Codex \/ Claude Code \/ OpenCode \/ Cursor&#xff08;Cursor \u53ea\u56de\u914d\u7f6e\u7247\u6bb5&#xff0c;\u9700\u624b\u8d34&#xff09;\u3002<\/p>\n<p><span class=\"token comment\"># 1) \u53d6\u4e8c\u8fdb\u5236&#xff08;\u4e8c\u9009\u4e00&#xff09;<\/span><br \/>\ngh auth login <span class=\"token operator\">&amp;&amp;<\/span> gh release download v0.1.0-rc10 <span class=\"token parameter variable\">&#8211;repo<\/span> aoci-spec\/aoci-code   <span class=\"token comment\"># \u5b98\u65b9\u7b7e\u540d Release<\/span><br \/>\n<span class=\"token function\">git<\/span> clone https:\/\/github.com\/aoci-spec\/aoci-code.git <span class=\"token operator\">&amp;&amp;<\/span> <span class=\"token builtin class-name\">cd<\/span> aoci-code <span class=\"token operator\">&amp;&amp;<\/span> <span class=\"token function\">make<\/span> build   <span class=\"token comment\"># \u6216\u6e90\u7801\u6784\u5efa<\/span><\/p>\n<p><span class=\"token comment\"># 2) \u521d\u59cb\u5316 &#043; \u626b\u63cf&#xff08;\u5199\u5bbf\u4e3b MCP \u914d\u7f6e&#xff09;<\/span><br \/>\naoci <span class=\"token parameter variable\">&#8211;repo<\/span> <span class=\"token builtin class-name\">.<\/span> init <span class=\"token parameter variable\">&#8211;agent<\/span> codex      <span class=\"token comment\"># \u6216 claude \/ opencode \/ cursor<\/span><br \/>\naoci <span class=\"token parameter variable\">&#8211;repo<\/span> <span class=\"token builtin class-name\">.<\/span> scan<\/p>\n<p><span class=\"token comment\"># 3) \u91cd\u542f Agent \u4f1a\u8bdd&#xff0c;\u8ba9\u5bbf\u4e3b\u52a0\u8f7d\u65b0 MCP&#xff1b;\u7136\u540e\u8ba9 Agent \u5efa\u7d22\u5f15&#xff08;\u628a\u8fd9\u53e5\u8bdd\u76f4\u63a5\u53d1\u7ed9 Agent&#xff09;&#xff1a;<\/span><br \/>\n<span class=\"token comment\">#    &#034;First confirm the AOCI MCP server is connected, then build the AOCI index for this project. When it is complete, give me the AOCI panel link.&#034;<\/span><\/p>\n<p><span class=\"token comment\"># 4) \u6821\u9a8c<\/span><br \/>\naoci <span class=\"token parameter variable\">&#8211;repo<\/span> <span class=\"token builtin class-name\">.<\/span> verify   <span class=\"token comment\"># \u6821\u9a8c\u5bf9\u9f50<\/span><br \/>\naoci <span class=\"token parameter variable\">&#8211;repo<\/span> <span class=\"token builtin class-name\">.<\/span> doctor   <span class=\"token comment\"># \u8bca\u65ad<\/span><\/p>\n<p>\u26a0\ufe0f \u4e00\u4e2a\u53cd\u76f4\u89c9\u7684\u5751&#xff1a;scan \u4ece Git \u53d6\u6587\u4ef6\u6e05\u5355&#xff0c;aoci.txt \/ aoci.meta.txt \/ aoci.code.txt \/ AGENTS.md \u8fd9\u4e9b\u8ba4\u77e5\u8d44\u4ea7\u7edd\u4e0d\u80fd\u52a0\u8fdb .gitignore&#xff0c;\u5426\u5219\u4f1a\u88ab\u9759\u9ed8\u8df3\u8fc7\u3001\u7d22\u5f15\u5efa\u4e0d\u8d77\u6765&#xff1b;\u53ea\u6709\u5bbf\u4e3b\u914d\u7f6e&#xff08;.mcp.json \u7b49&#xff09;\u624d\u8be5 gitignore\u3002<\/p>\n<h3>Understand Anything&#xff1a;\u4e00\u884c\u88c5&#xff0c;\u53ef\u89c6\u5316\u770b\u61c2\u4ed3\u5e93<\/h3>\n<p>\u524d\u63d0&#xff1a;\u5728 Claude Code \/ Codex \/ Cursor \/ Copilot \/ Gemini CLI \u7b49\u4efb\u4e00\u5e73\u53f0\u91cc\u64cd\u4f5c\u3002<\/p>\n<p><span class=\"token comment\"># 1) \u5b89\u88c5<\/span><br \/>\n\/plugin marketplace <span class=\"token function\">add<\/span> Egonex-AI\/Understand-Anything   <span class=\"token comment\"># Claude Code \u539f\u751f<\/span><br \/>\n\/plugin <span class=\"token function\">install<\/span> understand-anything<br \/>\n<span class=\"token comment\"># \u5176\u4ed6\u5e73\u53f0&#xff08;Codex \/ OpenCode \/ Gemini \/ Kiro \/ KIMI CLI \/ Trae \/ Cline \u7b49&#xff09;\u4e00\u884c\u811a\u672c&#xff1a;<\/span><br \/>\n<span class=\"token function\">curl<\/span> <span class=\"token parameter variable\">-fsSL<\/span> https:\/\/raw.githubusercontent.com\/Egonex-AI\/Understand-Anything\/main\/install.sh <span class=\"token operator\">|<\/span> <span class=\"token function\">bash<\/span> <span class=\"token parameter variable\">-s<\/span> codex<br \/>\n<span class=\"token comment\">#   codex \u6362\u6210\u4f60\u7684\u5e73\u53f0&#xff1a;opencode \/ gemini \/ kiro \/ kimi \/ trae \/ cline \/ vibe &#8230;<\/span><br \/>\n<span class=\"token comment\">#   \u6ce8\u610f&#xff1a;Codex \u7528 $understand&#xff08;\u7f8e\u5143\u7b26&#xff09;&#xff0c;\u4e0d\u662f \/understand&#xff1b;\u88c5\u5b8c\u91cd\u542f CLI\/IDE<\/span><\/p>\n<p><span class=\"token comment\"># 2) \u5206\u6790\u4ed3\u5e93&#xff08;\u9996\u6b21\u4f1a\u5403\u8f83\u591a token&#xff0c;\u5efa\u8bae\u6709\u8ba2\u9605\u6216\u7528\u672c\u5730\u6a21\u578b&#xff09;<\/span><br \/>\n\/understand                 <span class=\"token comment\"># \u591a\u667a\u80fd\u4f53\u5206\u6790&#xff0c;\u4ea7\u7269\u5b58 .understand-anything\/knowledge-graph.json<\/span><br \/>\n\/understand <span class=\"token parameter variable\">&#8211;language<\/span> zh   <span class=\"token comment\"># \u751f\u6210\u4e2d\u6587\u8282\u70b9\u4e0e\u4eea\u8868\u76d8<\/span><\/p>\n<p><span class=\"token comment\"># 3) \u770b \/ \u95ee \/ \u6301\u7eed\u66f4\u65b0<\/span><br \/>\n\/understand-dashboard            <span class=\"token comment\"># \u5f00\u53ef\u4ea4\u4e92\u4eea\u8868\u76d8<\/span><br \/>\n\/understand-chat \u652f\u4ed8\u6d41\u7a0b\u600e\u4e48\u8d70&#xff1f;   <span class=\"token comment\"># \u81ea\u7136\u8bed\u8a00\u95ee\u7b54<\/span><br \/>\n\/understand-diff                <span class=\"token comment\"># \u672a\u63d0\u4ea4\u6539\u52a8\u6620\u5c04\u5230\u56fe\u8c31\u770b\u5f71\u54cd\u9762<\/span><br \/>\n\/understand-onboard             <span class=\"token comment\"># \u65b0\u4eba onboarding \u6307\u5357<\/span><br \/>\n\/understand &#8211;auto-update       <span class=\"token comment\"># \u6302 post-commit \u94a9\u5b50\u589e\u91cf\u66f4\u65b0<\/span><\/p>\n<p>\u56fe\u5c31\u662f JSON&#xff0c;\u53ef\u63d0\u4ea4\u8fdb\u4ed3\u5e93\u8ba9\u961f\u53cb\u8df3\u8fc7\u6d41\u6c34\u7ebf\u2014\u2014\u7279\u522b\u9002\u5408 onboarding \u548c PR \u8bc4\u5ba1\u3002<\/p>\n<h2>0x03 CodeGraph \u5168\u94fe\u8def\u5b9e\u6d4b&#xff08;\u672c\u673a 0.9.6&#xff09;<\/h2>\n<p>\u6211\u7528\u4e00\u4e2a 4 \u4e2a\u51fd\u6570\u3001\u5e26\u8c03\u7528\u5173\u7cfb\u7684\u5c0f\u5de5\u7a0b\u505a\u7aef\u5230\u7aef\u9a8c\u8bc1\u3002\u547d\u4ee4\u5168\u90e8\u6765\u81ea\u672c\u673a codegraph &#8211;help&#xff0c;\u8f93\u51fa\u4e3a\u771f\u5b9e\u8fd0\u884c\u7ed3\u679c\u3002<\/p>\n<p>\u521d\u59cb\u5316\u4e0e\u7d22\u5f15&#xff1a;<\/p>\n<p>$ codegraph init .<br \/>\n\u250c  Initializing CodeGraph<br \/>\n\u25c6  Initialized in \/private\/tmp\/cg_demo<br \/>\n\u25cf  Run &#034;codegraph index&#034; to index the project<br \/>\n\u2514  Done<br \/>\n# \u2192 \u751f\u6210 .codegraph\/&#xff08;\u542b .gitignore &#043; codegraph.db&#xff09;<\/p>\n<p>$ codegraph index .<br \/>\n\u25c6  Scanning files \u2014 2 found<br \/>\n\u25c6  Parsing code \u2014 done<br \/>\n\u25c6  Resolving refs \u2014 done<br \/>\n\u25c6  Indexed 2 files<br \/>\n\u25cf  7 nodes in 315ms<\/p>\n<p>\u67e5\u770b\u7d22\u5f15\u72b6\u6001&#xff0c;\u5173\u952e\u770b\u540e\u7aef\u4e0e\u4f53\u79ef&#xff1a;<\/p>\n<p>$ codegraph status .<br \/>\n  Edges:     9<br \/>\n  DB Size:   0.14 MB<br \/>\n  Backend:   sqlite \u2014 better-sqlite3 (full WAL)<br \/>\n  Journal:   wal<br \/>\n  Nodes by Kind:  function 4 \/ file 2 \/ import 1<br \/>\n  Files by Language:  python 2<br \/>\n\u2713 Index is up to date<\/p>\n<p>\u6ce8\u610f Backend \u662f better-sqlite3 \u5185\u7f6e\u7684 SQLite&#xff08;\u672c\u5730 .codegraph\/codegraph.db&#xff0c;WAL&#xff09;&#xff0c;\u4e0d\u662f Node \u5185\u7f6e\u7684 node:sqlite \u6a21\u5757\u2014\u2014\u540e\u8005 2024 \u5e74\u624d\u968f Node 22.5 \u4f5c\u4e3a\u5b9e\u9a8c\u7279\u6027\u52a0\u5165&#xff0c;Node 20 \u6839\u672c\u7528\u4e0d\u4e86&#xff0c;\u4e0e\u672c\u6587\u201c\u672c\u673a v20 \u5b9e\u6d4b\u201d\u81ea\u76f8\u77db\u76fe\u3002\u201c\u9700\u8981\u5355\u72ec\u88c5\u5916\u90e8\u6570\u636e\u5e93\u201d\u786e\u5b9e\u662f\u53e6\u4e00\u4e2a\u72ec\u7acb Rust \u5b9e\u73b0&#xff08;Jakedismo\/codegraph-rust&#xff09;\u7684\u67b6\u6784\u2014\u2014\u5b83\u7528 SurrealDB &#043; HNSW \u5411\u91cf\u7d22\u5f15&#xff1b;\u800c\u201cRocksDB \u5b58\u50a8\u201d\u4e0e\u5b98\u65b9\u6587\u6863\u4e0d\u7b26&#xff0c;\u4e24\u4e2a\u9879\u76ee\u90fd\u4e0d\u7528\u3002\u5728 &#064;colbymchenry\/codegraph 0.9.6 \u4e0a&#xff0c;\u672c\u5de5\u5177\u4e0d\u4f9d\u8d56\u4efb\u4f55\u5916\u90e8\u6570\u636e\u5e93&#xff0c;npm \u88c5\u5b8c\u5373\u7528\u3002<\/p>\n<p>\u6309\u9700\u68c0\u7d22\u80fd\u529b&#xff0c;\u662f\u771f\u80fd\u7701 token \u7684\u5730\u65b9\u3002\u53ea\u53d6\u76f8\u5173\u7b26\u53f7&#xff0c;\u4e0d\u52a0\u8f7d\u6574\u5e93&#xff1a;<\/p>\n<p>$ codegraph query foo<br \/>\nfunction    foo           src\/utils.py:4   (a: int) -&gt; int<br \/>\nimport      utils          src\/main.py:1    from utils import foo, bar<\/p>\n<p>$ codegraph callers helper<br \/>\nCallers of &#034;helper&#034; (1):<br \/>\nfunction    foo   src\/utils.py:4<\/p>\n<p>$ codegraph callees foo<br \/>\nCallees of &#034;foo&#034; (1):<br \/>\nfunction    helper   src\/utils.py:1<\/p>\n<p>\u7ed9\u4e00\u4e2a\u4efb\u52a1\u63cf\u8ff0&#xff0c;\u76f4\u63a5\u5410\u51fa\u76f8\u5173\u51fd\u6570\u6e90\u7801&#xff0c;\u7701\u53bb Agent \u81ea\u5df1\u7ffb\u6587\u4ef6&#xff1a;<\/p>\n<p>$ codegraph context &#034;compute total of values&#034;<br \/>\n&#8211; src\/utils.py: foo:4, bar:7<br \/>\n#### run_pipeline (src\/main.py:3)<br \/>\ndef run_pipeline(values):<br \/>\n    total &#061; 0<br \/>\n    for v in values:<br \/>\n        total &#043;&#061; foo(v)<br \/>\n    msg &#061; bar(&#034;world&#034;)<br \/>\n    return total, msg<br \/>\n#### foo (src\/utils.py:4)<br \/>\ndef foo(a: int) -&gt; int:<br \/>\n    return helper(a) &#043; 1<br \/>\n#### bar (src\/utils.py:7)<br \/>\ndef bar(name: str) -&gt; str:<br \/>\n    return f&#034;hello {name}&#034;<\/p>\n<p>\u63a5 MCP&#xff08;\u8ba9\u7f16\u7801\u52a9\u624b\u76f4\u63a5\u8c03\u7528&#xff09;&#xff1a;<\/p>\n<p>CodeGraph \u7684 MCP \u8d70 stdio&#xff08;codegraph serve &#8211;mcp&#xff09;&#xff0c;\u6ca1\u6709 HTTP \u7aef\u53e3&#xff0c;\u6240\u4ee5\u4e0d\u5b58\u5728\u201c\u7528 curl \u6d4b MCP\u201d\u8fd9\u79cd\u8bf4\u6cd5\u2014\u2014\u8fde\u4e0a\u6ca1\u8fde\u4e0a&#xff0c;\u53bb\u5bbf\u4e3b\u7684\u5de5\u5177\u5217\u8868\u91cc\u770b\u3002\u6700\u7701\u4e8b\u7684\u662f\u5b98\u65b9\u4e00\u952e\u88c5&#xff0c;\u5b83\u4f1a\u81ea\u52a8\u8bc6\u522b\u5bbf\u4e3b\u5e76\u5199\u5165\u914d\u7f6e&#xff1a;<\/p>\n<p>codegraph <span class=\"token function\">install<\/span>   <span class=\"token comment\"># \u81ea\u52a8\u8bc6\u522b Claude Code \/ Cursor \/ Codex CLI \/ opencode \/ Hermes Agent \/ Gemini CLI \/ Kiro \u7b49\u5e76\u5199\u5165 MCP<\/span><br \/>\ncodegraph <span class=\"token function\">install<\/span> <span class=\"token parameter variable\">&#8211;target<\/span> claude <span class=\"token parameter variable\">&#8211;location<\/span> global   <span class=\"token comment\"># \u6307\u5b9a\u5bbf\u4e3b\u4e0e\u4f4d\u7f6e&#xff08;&#8211;target\/&#8211;location \u4e3a\u771f\u5b9e\u9009\u9879&#xff09;<\/span><br \/>\ncodegraph <span class=\"token function\">install<\/span> <span class=\"token parameter variable\">-y<\/span>                                  <span class=\"token comment\"># \u975e\u4ea4\u4e92&#xff1a;\u9ed8\u8ba4 &#8211;location&#061;global &#8211;target&#061;auto<\/span><\/p>\n<p>\u8981\u624b\u52a8\u914d&#xff0c;\u628a\u540c\u4e00\u6bb5 JSON \u585e\u8fdb\u5bbf\u4e3b\u7684 MCP \u914d\u7f6e\u6587\u4ef6\u5373\u53ef&#xff08;\u547d\u4ee4\u7edf\u4e00\u662f codegraph serve &#8211;mcp&#xff09;&#xff1a;<\/p>\n<p><span class=\"token punctuation\">{<\/span><br \/>\n  <span class=\"token string-property property\">&#034;mcpServers&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token string-property property\">&#034;codegraph&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n      <span class=\"token string-property property\">&#034;type&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;stdio&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n      <span class=\"token string-property property\">&#034;command&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;codegraph&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n      <span class=\"token string-property property\">&#034;args&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;serve&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;&#8211;mcp&#034;<\/span><span class=\"token punctuation\">]<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><br \/>\n  <span class=\"token punctuation\">}<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p>\u8fde\u4e0a\u540e\u770b\u5bbf\u4e3b\u7684\u5de5\u5177\u5217\u8868\u5373\u53ef\u786e\u8ba4&#xff1a;0.9.6 \u7684 MCP \u66b4\u9732 10 \u4e2a codegraph_* \u5de5\u5177&#xff08;search \/ context \/ callers \/ callees \/ impact \/ node \/ explore \/ status \/ files \/ trace&#xff09;&#xff1b;1.6.0 \u8d77\u6536\u655b\u4e3a\u5355\u4e00 codegraph_explore\u3002<\/p>\n<p>\u5404\u5bbf\u4e3b\u914d\u7f6e\u6587\u4ef6\u4f4d\u7f6e&#xff08;\u56fd\u5185\u5de5\u5177\u5df2\u5355\u5217&#xff1b;\u540c\u6b3e JSON \u5957\u8fdb mcpServers \u5b57\u6bb5\u5373\u53ef&#xff09;&#xff1a;<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260910114117-6aa2975d6d6d9.png\" alt=\"\u88682\" \/><\/p>\n<p>\u8def\u5f84\u4ee5\u5404\u5bbf\u4e3b\u6700\u65b0\u6587\u6863\u4e3a\u51c6\u2014\u2014\u8fd9\u4e9b\u5de5\u5177\u8fed\u4ee3\u90fd\u5feb&#xff0c;\u914d\u7f6e\u6587\u4ef6\u540d\u4e5f\u53ef\u80fd\u53d8\u3002<\/p>\n<h2>0x04 AOCI-CODE&#xff1a;\u7167\u5b98\u65b9\u6587\u6863\u843d\u5730<\/h2>\n<p>AOCI-CODE \u7684\u547d\u4ee4\u4ee5\u5b98\u65b9 README \/ INSTALLATION_GUIDE \u4e3a\u51c6&#xff08;GitHub \u4ed3\u5e93 aoci-spec\/aoci-code&#xff09;\u3002\u4e0b\u9762\u628a\u771f\u5b9e\u7528\u6cd5\u548c\u51e0\u4e2a\u5173\u952e\u70b9\u4e00\u6b21\u8bf4\u6e05&#xff0c;\u547d\u4ee4\u9010\u6761\u5bf9\u5f97\u4e0a\u5b98\u65b9\u6587\u6863&#xff0c;\u4e0d\u778e\u7f16\u3002<\/p>\n<ul>\n<li>MCP \u662f\u539f\u751f stdio&#xff0c;\u4e0d\u7528\u81ea\u5df1\u5305\u3002\u5b98\u65b9 aoci &#8211;repo . mcp \u76f4\u63a5\u542f\u52a8 stdio MCP Server&#xff0c;\u66b4\u9732 9 \u4e2a\u5de5\u5177&#xff08;aoci_rules \/ aoci_overview \/ aoci_get_entries \/ aoci_search \/ aoci_maintain \/ aoci_update_entry \/ aoci_remove_entry \/ aoci_header \/ aoci_report&#xff09;&#xff0c;aoci &#8211;repo . init &#8211;agent &lt;name&gt; \u4f1a\u628a\u5bbf\u4e3b\u914d\u7f6e\u4e00\u8d77\u5199\u8fdb\u53bb\u3002<\/li>\n<li>\u8bed\u4e49\u7531\u6a21\u578b\u5199&#xff0c;\u4e0d\u662f ADR \u624b\u5199\u3002\u5b98\u65b9\u539f\u8bdd \u201cthe model owns semantics\u201d&#xff1a;FRAS&#xff08;Function \/ Relations \/ API \/ \u975e\u663e\u6027\u7ea6\u675f&#xff09;\u6bcf\u6761\u8ba4\u77e5\u7531\u5bbf\u4e3b\u5927\u6a21\u578b\u57fa\u4e8e\u6e90\u7801\u4e0e\u8bc1\u636e\u521b\u4f5c&#xff0c;\u6587\u6863\u91cc\u6ca1\u6709 ADR \u8fd9\u4e2a\u8bcd&#xff1b;\u8ba4\u77e5\u8d44\u4ea7\u843d\u5728\u4ed3\u5e93\u6839\u7684 aoci.txt \/ aoci.meta.txt \/ aoci.code.txt&#xff08;\u6570\u636e\u5e93\u5377\u53ef\u9009 aoci.database.txt&#xff09;&#xff0c;.aoci\/ \u53ea\u653e\u914d\u7f6e&#xff08;config.json \/ baseline.json \/ curation.json&#xff09;\u3002<\/li>\n<\/ul>\n<p>\u771f\u5b9e\u547d\u4ee4\u96c6&#xff08;\u5b98\u65b9\u6587\u6863\u9010\u5b57\u6838\u5bf9&#xff1b;\u6ce8\u610f build \/ sync \/ serve \/ export \/ entry \u90fd\u4e0d\u662f aoci \u5b50\u547d\u4ee4&#xff0c;\u6e90\u7801\u6784\u5efa\u8d70 make build&#xff09;&#xff1a;<\/p>\n<p>aoci <span class=\"token parameter variable\">&#8211;repo<\/span> <span class=\"token builtin class-name\">.<\/span> init                          <span class=\"token comment\"># \u521d\u59cb\u5316 &#043; \u96c6\u6210\u5bbf\u4e3b MCP<\/span><br \/>\naoci <span class=\"token parameter variable\">&#8211;repo<\/span> <span class=\"token builtin class-name\">.<\/span> init <span class=\"token parameter variable\">&#8211;agent<\/span> <span class=\"token operator\">&lt;<\/span>codex<span class=\"token operator\">|<\/span>claude<span class=\"token operator\">|<\/span>cursor<span class=\"token operator\">|<\/span>opencode<span class=\"token operator\">&gt;<\/span>   <span class=\"token comment\"># \u81ea\u52a8\u5199\u5bbf\u4e3b\u914d\u7f6e<\/span><br \/>\naoci <span class=\"token parameter variable\">&#8211;repo<\/span> <span class=\"token builtin class-name\">.<\/span> scan                          <span class=\"token comment\"># \u4ece Git \u53d6\u6587\u4ef6\u6e05\u5355\u505a\u7d22\u5f15<\/span><br \/>\naoci <span class=\"token parameter variable\">&#8211;repo<\/span> <span class=\"token builtin class-name\">.<\/span> verify \/ aoci <span class=\"token parameter variable\">&#8211;repo<\/span> <span class=\"token builtin class-name\">.<\/span> check \/ aoci <span class=\"token parameter variable\">&#8211;repo<\/span> <span class=\"token builtin class-name\">.<\/span> doctor   <span class=\"token comment\"># \u6821\u9a8c \/ \u68c0\u67e5 \/ \u8bca\u65ad<\/span><br \/>\naoci <span class=\"token parameter variable\">&#8211;repo<\/span> <span class=\"token builtin class-name\">.<\/span> mcp                           <span class=\"token comment\"># \u542f\u52a8\u539f\u751f stdio MCP Server<\/span><br \/>\naoci <span class=\"token parameter variable\">&#8211;repo<\/span> <span class=\"token builtin class-name\">.<\/span> cognition plan \/ bootstrap \/ migration   <span class=\"token comment\"># \u8ba4\u77e5\u89c4\u5212<\/span><br \/>\naoci <span class=\"token parameter variable\">&#8211;repo<\/span> <span class=\"token builtin class-name\">.<\/span> status                        <span class=\"token comment\"># \u770b\u7d22\u5f15\u72b6\u6001<\/span><br \/>\naoci <span class=\"token parameter variable\">&#8211;repo<\/span> <span class=\"token builtin class-name\">.<\/span> ui <span class=\"token parameter variable\">&#8211;detach<\/span> <span class=\"token parameter variable\">&#8211;json<\/span>            <span class=\"token comment\"># \u540e\u53f0\u8d77\u672c\u5730\u53ea\u8bfb\u9762\u677f\u5e76\u56de\u94fe\u63a5&#xff08;0x02 \u91cc Agent \u7ed9\u7684 panel link \u5c31\u662f\u5b83&#xff09;<\/span><\/p>\n<p>\u7248\u672c\u65b9\u9762&#xff0c;\u5f53\u524d\u6700\u65b0\u4e3a v0.1.0-rc10&#xff1b;\u6388\u6743\u662f Fair Source&#xff08;FSL-1.1-MIT&#xff09;&#xff0c;\u5199&#034;\u5f00\u6e90&#034;\u4e0d\u591f\u51c6\u786e&#xff0c;\u5e94\u8bf4&#034;\u6e90\u7801\u53ef\u89c1&#034;\u3002<\/p>\n<h2>0x05 Understand Anything&#xff1a;14&#043; \u5e73\u53f0\u7684\u4ed3\u5e93\u4eea\u8868\u76d8<\/h2>\n<p>Understand Anything \u662f TypeScript \u5199\u7684\u591a\u667a\u80fd\u4f53\u5de5\u5177&#xff0c;\u628a\u4ed3\u5e93\u53d8\u6210\u53ef\u4ea4\u4e92\u77e5\u8bc6\u56fe\u8c31\u4eea\u8868\u76d8\u3002\u5b83\u7684 star \u6570&#xff08;\u5b9e\u6d4b 81,831&#xff09;\u5728\u4e09\u8005\u91cc\u6700\u9ad8&#xff0c;\u4f46\u6709\u4e24\u5904\u547d\u4ee4\u5bb9\u6613\u8e29\u5751&#xff0c;\u4e0b\u9762\u8bf4\u6e05\u3002<\/p>\n<p>\u7b2c\u4e00\u5904&#xff1a;\u5b89\u88c5\u547d\u4ee4\u5199\u6210 npx -y tokrepo&#064;latest install &lt;UUID&gt; &#8211;target claude-code\u3002\u8fd9\u4e2a tokrepo &#043; UUID \u7684\u5b89\u88c5\u65b9\u5f0f&#xff0c;\u5728\u4efb\u4f55\u5b98\u65b9\u6587\u6863\u91cc\u90fd\u67e5\u4e0d\u5230\u3002\u5b98\u65b9\u4e3b\u63a8\u7684\u662f\u63d2\u4ef6\u5e02\u573a&#xff1a;<\/p>\n<p><span class=\"token comment\"># Claude Code \u5185\u6267\u884c<\/span><br \/>\n\/plugin marketplace <span class=\"token function\">add<\/span> Egonex-AI\/Understand-Anything<br \/>\n\/plugin <span class=\"token function\">install<\/span> understand-anything<\/p>\n<p><span class=\"token comment\"># \u6216\u4e00\u952e\u811a\u672c&#xff08;\u652f\u6301 Codex \/ OpenCode \/ Trae \/ VS Code Copilot \/ Cline \/ KIMI CLI \/ Gemini CLI \/ Kiro \u7b49&#xff09;<\/span><br \/>\n<span class=\"token function\">curl<\/span> <span class=\"token parameter variable\">-fsSL<\/span> https:\/\/raw.githubusercontent.com\/Egonex-AI\/Understand-Anything\/main\/install.sh <span class=\"token operator\">|<\/span> <span class=\"token function\">bash<\/span> <span class=\"token parameter variable\">-s<\/span> codex   <span class=\"token comment\"># codex \u6362\u6210\u4f60\u7684\u5e73\u53f0&#xff1b;\u4e0d\u7ed9\u4f1a\u8fdb\u4ea4\u4e92\u5f0f\u9009\u62e9<\/span><\/p>\n<p>\u7b2c\u4e8c\u5904&#xff1a;\/understand-tour \u8fd9\u4e2a\u547d\u4ee4\u5e76\u4e0d\u5b58\u5728&#xff0c;\u6b63\u786e\u7684\u662f \/understand-onboard&#xff08;\u751f\u6210\u65b0\u4eba onboarding \u6307\u5357&#xff0c;\u4eea\u8868\u76d8\u81ea\u5e26 guided tour&#xff09;\u3002<\/p>\n<p>\u771f\u5b9e\u547d\u4ee4\u8868&#xff08;\u6838\u5fc3\u51e0\u6761&#xff0c;\u5176\u4f59\u4ee5\u5b98\u65b9 USAGE_GUIDE \u4e3a\u51c6&#xff09;&#xff1a;<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260910114118-6aa2975e3048e.png\" alt=\"\u88683\" \/><\/p>\n<p>\u5b83\u4e0d\u662f Claude Code \u4e13\u5c5e\u2014\u2014\u652f\u6301 14&#043; \u5e73\u53f0&#xff08;Trae \/ Cline \/ KIMI CLI \/ VS Code Copilot \/ Cursor \/ Codex \u7b49&#xff09;&#xff0c;\u8fd9\u6b63\u662f\u5b83\u80fd\u538b\u4f4f token \u8d26\u5355\u7684\u5ef6\u5c55\u6027&#xff1a;\u4f60\u5728\u54ea\u4e2a\u7f16\u8f91\u5668\u5199\u4ee3\u7801&#xff0c;\u5b83\u5c31\u5728\u54ea\u751f\u6548\u3002<\/p>\n<h2>0x06 \u6a2a\u5411\u5bf9\u6bd4&#xff1a;\u8fd9\u4e09\u8005\u5230\u5e95\u8c01\u66f4\u5f3a\u3001\u600e\u4e48\u9009<\/h2>\n<p>\u5148\u7ed9\u7ed3\u8bba&#xff1a;\u6ca1\u6709\u201c\u6700\u5f3a\u201d&#xff0c;\u5b83\u4eec\u662f\u4e09\u9053\u9632\u7ebf&#xff0c;\u4e0d\u662f\u4e09\u4e2a\u5bf9\u624b\u3002\u5355\u6bd4\u67d0\u4e00\u7ef4\u5ea6\u5404\u6709\u80dc\u8d1f&#xff0c;\u4e0b\u9762\u8fd9\u5f20\u56fe\u76f4\u63a5\u628a\u5f3a\u5f31\u6446\u51fa\u6765\u3002<\/p>\n<h3>\u4e09\u7ef4\u5ea6\u4f18\u52bf\u5bf9\u6bd4&#xff08;\u76f4\u63a5\u770b\u7ed3\u8bba&#xff09;<\/h3>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260910114118-6aa2975ea3aef.png\" alt=\"\u4e09\u6b3e\u5de5\u5177\u4f18\u52bf\u5bf9\u6bd4\u4e0e\u9009\u578b\u77e9\u9635\" \/><\/p>\n<h3>\u6309\u8bc9\u6c42\u4e00\u53e5\u8bdd\u9009\u578b<\/h3>\n<ul>\n<li>\u60f3\u7acb\u523b\u7ed9 Agent\u201c\u88c5\u4e2a\u5bfc\u822a\u201d\u3001\u5c11\u6389\u53cd\u590d grep \u2192 CodeGraph&#xff08;\u95e8\u69db\u6700\u4f4e\u3001\u89c1\u6548\u6700\u5feb&#xff0c;\u672c\u673a\u5b9e\u6d4b context \u53ea\u5410\u76f8\u5173\u51fd\u6570&#xff09;\u3002<\/li>\n<li>\u60f3\u8ba9\u56e2\u961f\u5171\u4eab\u4e00\u4efd\u201c\u4ee3\u7801\u8ba4\u77e5\u201d\u3001\u8de8\u4f1a\u8bdd\u4e0d\u91cd\u7b97 \u2192 AOCI-CODE&#xff08;\u7701 token \u6700\u5f7b\u5e95&#xff0c;\u7d22\u5f15\u53ef\u7248\u672c\u5316\u63d0\u4ea4&#xff09;\u3002<\/li>\n<li>\u60f3\u4eba\u548c Agent \u4e00\u8d77\u770b\u61c2\u964c\u751f\u5927\u4ed3\u3001\u8981\u53ef\u89c6\u5316 \u2192 Understand Anything&#xff08;\u7406\u89e3\u6700\u5f3a&#xff0c;\u4f46\u9996\u6b21\u5206\u6790\u4f1a\u5403\u8f83\u591a token&#xff0c;\u5efa\u8bae\u6709\u8ba2\u9605\u6216\u672c\u5730\u6a21\u578b&#xff09;\u3002<\/li>\n<\/ul>\n<h3>\u573a\u666f\u5bf9\u7167\u8868<\/h3>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260910114120-6aa29760ac2d2.png\" alt=\"\u88684\" \/><\/p>\n<p>\u4e09\u8005\u7684\u201c\u7701 token\u201d\u4e0d\u662f\u4e92\u65a5&#xff0c;\u800c\u662f\u5206\u5c42&#xff1a;CodeGraph \u7ba1\u201c\u68c0\u7d22\u65f6\u522b\u591a\u62ff\u201d&#xff0c;AOCI \u7ba1\u201c\u8ba4\u77e5\u8981\u6301\u4e45\u522b\u91cd\u7b97\u201d&#xff0c;UA \u7ba1\u201c\u7406\u89e3\u8981\u53ef\u89c6\u522b\u778e\u7ffb\u201d\u3002\u7ec4\u5408\u4f7f\u7528&#xff0c;token \u8d26\u5355\u7684\u81a8\u80c0\u70b9\u88ab\u4e09\u5c42\u540c\u65f6\u5835\u4f4f\u3002<\/p>\n<p>\u9700\u8981\u63d0\u9192&#xff1a;\u8fd9\u4e09\u6b3e\u90fd\u8fed\u4ee3\u5f88\u5feb&#xff0c;README \u63cf\u8ff0\u7684\u547d\u4ee4\u53ef\u80fd\u4e0e\u4f60 npm \/ brew \u88c5\u5230\u7684\u7a33\u5b9a\u7248\u4e0d\u4e00\u81f4\u3002\u51e1\u662f\u5e26 rc \/ beta \u7684\u9879\u76ee&#xff0c;\u88c5\u5b8c\u5148\u8dd1 &#8211;help \u518d\u5199\u547d\u4ee4&#xff0c;\u6bd4\u6284\u6559\u7a0b\u7a33\u3002<\/p>\n<h2>0x07 \u6211\u4eec\u7684\u5efa\u8bae&#xff1a;\u57fa\u4e8e\u5b9e\u6d4b&#xff0c;\u600e\u4e48\u843d\u5730\u6700\u5212\u7b97<\/h2>\n<p>\u5148\u628a\u7ed3\u8bba\u6446\u524d\u9762\u3002\u672c\u6587\u4e24\u8def\u8bc1\u636e\u652f\u6491\u540c\u4e00\u4e2a\u5224\u65ad&#xff1a;\u4e0e\u5176\u8ba9 Agent \u66b4\u529b\u585e\u6574\u5e93\u4e0a\u4e0b\u6587&#xff0c;\u4e0d\u5982\u7528\u201c\u7ed3\u6784\u5316\u8ba4\u77e5\u201d\u6309\u9700\u4f9b\u7ed9\u3002\u4e00\u8def\u662f\u672c\u673a\u771f\u8dd1 CodeGraph 0.9.6\u2014\u2014context \u53ea\u5410\u76f8\u5173\u51fd\u6570\u3001\u4e0d\u52a0\u8f7d\u6574\u5e93&#xff0c;\u673a\u5236\u8dd1\u5f97\u901a\u3001\u8f93\u51fa\u53ef\u590d\u73b0&#xff08;\u89c1 0x03&#xff09;&#xff1b;\u53e6\u4e00\u8def\u662f AOCI \u8bba\u6587\u7684\u786c\u6570\u636e\u2014\u2014\u5728\u8de8 5 \u4e2a\u7cfb\u7edf\u7684 19 \u4e2a\u5de5\u4e1a\u4efb\u52a1\u4e0a\u5b9e\u73b0\u96f6\u6700\u7ec8\u7f3a\u9677&#xff0c;\u800c\u4e09\u4e2a\u4e3b\u6d41 agent \u5de5\u5177\u5728 12 \u4e2a\u4efb\u52a1\u5f15\u5165\u7f3a\u9677\u3001\u4e14\u591a\u6d88\u8017 4\u2013130\u00d7 token&#xff08;p&lt;0.001&#xff0c;\u89c1 0x01&#xff09;\u3002\u4e09\u6b3e\u5de5\u5177\u4e0d\u662f\u53d6\u4ee3\u5173\u7cfb&#xff0c;\u662f\u4e09\u9053\u4e92\u8865\u7684\u9632\u7ebf\u3002<\/p>\n<p>\u843d\u5230\u4f60\u624b\u4e0a&#xff0c;\u5efa\u8bae\u6309\u8fd9\u4e2a\u987a\u5e8f\u5e72&#xff1a;<\/p>\n<ul>\n<li>\u7b2c\u4e00\u6b65&#xff0c;\u5148\u7528 CodeGraph \u8dd1\u901a\u4e00\u4e2a\u81ea\u5df1\u7684\u4e2d\u7b49\u4ed3\u5e93&#xff0c;\u91cf\u4e00\u4e0b\u201cAgent \u8bfb\u6574\u5e93\u201d\u4e0e\u201c\u6309\u9700 context\u201d\u7684 token \u5dee&#xff0c;\u5efa\u7acb\u57fa\u7ebf\u2014\u2014\u95e8\u69db\u6700\u4f4e\u3001\u5f53\u5929\u5c31\u80fd\u89c1\u6548&#xff0c;\u5148\u62ff\u5230\u201c\u7701 token \u771f\u7684\u53d1\u751f\u4e86\u201d\u7684\u4f53\u611f\u3002<\/li>\n<li>\u7b2c\u4e8c\u6b65&#xff0c;\u56e2\u961f\u573a\u666f\u4e0a AOCI-CODE&#xff0c;\u628a aoci &#8211;repo . init \u63a5\u5165\u5bbf\u4e3b\u540e&#xff0c;\u628a\u8ba4\u77e5\u8d44\u4ea7&#xff08;aoci.txt \/ aoci.meta.txt \/ aoci.code.txt \u4e0e AGENTS.md&#xff09;\u5168\u90e8\u63d0\u4ea4\u8fdb\u4ed3\u5e93\u2014\u2014\u7d22\u5f15\u672c\u4f53\u662f\u90a3\u51e0\u4e2a aoci.*.txt&#xff0c;AGENTS.md \u53ea\u662f init \u5199\u5165\u7684\u89c4\u5219\u5757&#xff0c;\u5c11\u4e86\u524d\u8005\u7b49\u4e8e\u6ca1\u5171\u4eab\u5230\u8ba4\u77e5\u3002\u8fd9\u6837\u56e2\u961f\u5171\u7528\u4e00\u4efd\u7d22\u5f15\u3001\u8de8\u4f1a\u8bdd\u4e0d\u91cd\u7b97&#xff0c;\u7701 token \u6700\u5f7b\u5e95\u3002<\/li>\n<li>\u7b2c\u4e09\u6b65&#xff0c;\u964c\u751f\u5927\u4ed3 \/ \u4ea4\u63a5\u573a\u666f\u4e0a Understand Anything&#xff0c;\u628a \/understand-diff \u63a5\u8fdb PR \u6d41\u7a0b&#xff0c;\u6539\u52a8\u5f71\u54cd\u9762\u4e00\u773c\u53ef\u89c1&#xff0c;\u51cf\u5c11\u6765\u56de\u786e\u8ba4\u3002<\/li>\n<li>\u8d2f\u7a7f\u5168\u7a0b\u7684\u4e00\u6761\u7eaa\u5f8b&#xff1a;\u6559\u7a0b\u91cc\u7684\u547d\u4ee4\u5148 &#8211;help \u9a8c\u8bc1\u518d\u843d\u7b14\u2014\u2014\u672c\u6587\u5df2\u66ff\u4f60\u628a\u201c\u81ea\u5efa MCP\u201d\u201c\u624b\u5199 ADR\u201d\u201ctokrepo \u88c5 UUID\u201d\u201cRocksDB \u5b58\u50a8\u201d\u7b49\u4e0d\u5b9e\u547d\u4ee4\u6807\u4e86\u51fa\u6765&#xff0c;\u4f46\u5de5\u5177\u8fed\u4ee3\u5feb&#xff0c;\u81ea\u5df1\u73af\u5883\u4ecd\u4ee5 &#8211;help \u4e3a\u51c6\u3002<\/li>\n<\/ul>\n<h2>0x08 \u88c5\u5b8c\u5230\u5e95\u600e\u4e48\u7528&#xff1a;\u4e09\u4e2a\u5de5\u5177\u7684\u771f\u5b9e\u4e0a\u624b\u59ff\u52bf<\/h2>\n<p>\u5148\u6cfc\u76c6\u51b7\u6c34&#xff1a;\u8fd9\u4e09\u4e2a\u90fd\u4e0d\u662f&#034;\u88c5\u5b8c\u5f39\u4e2a\u754c\u9762\u8ba9\u4f60\u70b9&#034;\u7684\u72ec\u7acb App\u3002\u5b83\u4eec\u7684\u5171\u540c\u8eab\u4efd\u662f&#034;\u7ed9\u4f60\u7684\u7f16\u7a0b Agent \u88c5\u5916\u6302&#034;\u2014\u2014\u628a\u80fd\u529b\u6ce8\u8fdb\u4f60\u5df2\u7ecf\u5728\u7528\u7684 Claude Code \/ Cursor \/ Codex \u91cc\u3002\u6240\u4ee5&#034;\u88c5\u597d\u4e86\u5c31\u76f4\u63a5\u7528\u5417&#xff1f;\u201c\u7b54\u6848\u662f&#xff1a;\u88c5\u597d\u53ea\u662f\u7b2c\u4e00\u6b65&#xff1b;\u771f\u6b63\u7684&#034;\u7528&#034;&#xff0c;\u662f\u4f60\u7167\u5e38\u8ddf Agent \u8bf4\u8bdd&#xff0c;\u5b83\u5728\u540e\u53f0\u66ff\u4f60\u8c03\u8fd9\u4e9b\u5de5\u5177\u3002 0x02 \u8bb2\u7684\u662f&#034;\u88c5\u201d&#xff0c;\u4e0b\u9762\u8bb2&#034;\u7528&#034;&#xff0c;\u628a\u4e09\u6b3e\u5404\u81ea\u7684&#034;\u4f60\u6bcf\u5929\u5b9e\u9645\u6572\u4ec0\u4e48&#034;\u8bb2\u6e05\u695a\u3002<\/p>\n<h3>CodeGraph&#xff1a;\u5efa\u5b8c\u7d22\u5f15&#xff0c;\u4e4b\u540e\u4f60\u5565\u90fd\u4e0d\u7528\u6572<\/h3>\n<p>codegraph <span class=\"token function\">install<\/span>     <span class=\"token comment\"># \u5199\u5bbf\u4e3b MCP \u914d\u7f6e&#xff08;Claude Code \/ Cursor \/ Codex \/ opencode \u2026&#xff09;<\/span><br \/>\n<span class=\"token builtin class-name\">cd<\/span> your-project<br \/>\ncodegraph init        <span class=\"token comment\"># \u5efa .codegraph\/<\/span><br \/>\ncodegraph index       <span class=\"token comment\"># \u6784\u5efa\u56fe\u8c31&#xff08;1.x \u4e00\u6b65\u5230\u4f4d&#xff1b;0.9.6 \u662f init \u540e\u518d index&#xff09;<\/span><\/p>\n<p>\u7d22\u5f15\u5efa\u597d\u4e4b\u540e&#xff0c;\u65e5\u5e38\u4f60\u5b8c\u5168\u4e0d\u7528\u78b0 codegraph \u547d\u4ee4\u3002\u6b63\u5e38\u5728\u7f16\u8f91\u5668\u91cc\u8ba9 Agent \u6539\u4ee3\u7801\u5373\u53ef\u2014\u2014\u5b83\u81ea\u52a8\u901a\u8fc7 MCP \u8c03 codegraph_explore&#xff08;1.x&#xff09;\u8fd9\u7c7b\u5de5\u5177\u53d6\u76f8\u5173\u4ee3\u7801&#xff0c;\u4f60\u4f53\u611f\u5230\u7684\u53ea\u662f&#034;\u5b83\u731c\u5f97\u66f4\u51c6\u3001\u8bfb\u6587\u4ef6\u66f4\u5c11&#034;\u3002\u60f3\u4eb2\u773c\u9a8c\u8bc1\u7701 token&#xff0c;\u81ea\u5df1\u6572\u4e00\u53e5&#xff1a;<\/p>\n<p>codegraph context <span class=\"token string\">&#034;\u5b9e\u73b0\u767b\u5f55\u91cd\u8bd5\u903b\u8f91&#034;<\/span>   <span class=\"token comment\"># \u53ea\u5410\u76f8\u5173\u51fd\u6570&#xff0c;\u4e0d\u52a0\u8f7d\u6574\u5e93<\/span><br \/>\ncodegraph ui                          <span class=\"token comment\"># \u6d4f\u89c8\u5668\u5f00 localhost:4747 \u770b\u56fe\u8c31&#xff08;1.x&#xff09;<\/span><\/p>\n<p>\u4e00\u53e5\u8bdd&#xff1a;CodeGraph \u7684&#034;\u7528&#034;&#xff0c;\u7528\u5728\u4f60\u5df2\u6709\u7684 Agent \u4e0a&#xff0c;\u4e0d\u5728 codegraph \u547d\u4ee4\u4e0a\u3002<\/p>\n<h3>AOCI-CODE&#xff1a;\u88c5\u597d\u4e8c\u8fdb\u5236\u540e&#xff0c;\u5148\u8ba9 Agent \u5efa\u4e00\u6b21\u7d22\u5f15<\/h3>\n<p><span class=\"token comment\"># \u62ff\u5230 aoci \u4e8c\u8fdb\u5236&#xff08;\u5b98\u65b9\u7b7e\u540d Release \u6216 make build&#xff09;&#xff0c;\u653e\u5230\u7a33\u5b9a\u7edd\u5bf9\u8def\u5f84<\/span><br \/>\naoci <span class=\"token parameter variable\">&#8211;repo<\/span> <span class=\"token builtin class-name\">.<\/span> init <span class=\"token parameter variable\">&#8211;agent<\/span> codex   <span class=\"token comment\"># \u5199\u5bbf\u4e3b MCP \u914d\u7f6e<\/span><br \/>\naoci <span class=\"token parameter variable\">&#8211;repo<\/span> <span class=\"token builtin class-name\">.<\/span> scan                 <span class=\"token comment\"># \u4ece Git \u53d6\u6e05\u5355\u5efa\u57fa\u7ebf<\/span><br \/>\n<span class=\"token comment\"># \u91cd\u542f Agent \u4f1a\u8bdd&#xff0c;\u8ba9\u5bbf\u4e3b\u52a0\u8f7d\u65b0 MCP<\/span><\/p>\n<p>\u5173\u952e\u4e00\u6b65&#xff0c;\u5f88\u591a\u4eba\u5361\u5728\u8fd9&#xff1a;\u88c5\u597d\u5343\u4e07\u522b\u4ee5\u4e3a\u80fd\u76f4\u63a5\u53d7\u76ca\u3002\u4f60\u8981\u628a\u8fd9\u53e5\u8bdd\u76f4\u63a5\u53d1\u7ed9 Agent&#xff0c;\u8ba9\u5b83\u628a\u8bed\u4e49\u7d22\u5f15\u5efa\u51fa\u6765&#xff1a;<\/p>\n<p>First confirm the AOCI MCP server is connected, then build the AOCI index for this project. When it is complete, give me the AOCI panel link.<\/p>\n<p>\u5efa\u5b8c\u4e4b\u540e&#xff0c;\u65e5\u5e38\u4f60\u53ea\u7ba1\u8ba9 Agent \u5e72\u6d3b&#xff0c;\u5b83\u8bfb aoci.txt \/ aoci.meta.txt \/ aoci.code.txt \u8fd9\u51e0\u4e2a\u8ba4\u77e5\u6587\u4ef6&#xff0c;\u800c\u4e0d\u662f\u9010\u6587\u4ef6\u626b\u6e90\u7801\u3002\u4f60\u624b\u52a8\u6572\u7684\u547d\u4ee4\u57fa\u672c\u53ea\u5269\u5065\u5eb7\u5de1\u68c0&#xff1a;<\/p>\n<p>aoci <span class=\"token parameter variable\">&#8211;repo<\/span> <span class=\"token builtin class-name\">.<\/span> verify   <span class=\"token comment\"># \u6821\u9a8c\u5bf9\u9f50<\/span><br \/>\naoci <span class=\"token parameter variable\">&#8211;repo<\/span> <span class=\"token builtin class-name\">.<\/span> doctor   <span class=\"token comment\"># \u8bca\u65ad<\/span><\/p>\n<p>\u5982\u679c Agent \u6ca1\u81ea\u52a8\u56de\u9762\u677f\u94fe\u63a5&#xff0c;\u624b\u52a8\u8dd1 aoci &#8211;repo . ui &#8211;detach &#8211;json \u4e5f\u80fd\u5f00\u672c\u5730\u53ea\u8bfb\u9762\u677f\u3002<\/p>\n<p>\u4e00\u53e5\u8bdd&#xff1a;AOCI \u4e0d\u662f&#034;\u88c5\u5b8c\u5373\u7528&#034;&#xff0c;\u662f&#034;\u88c5\u5b8c \u2192 \u8ba9 Agent \u5efa\u4e00\u6b21\u7d22\u5f15 \u2192 \u4e4b\u540e\u81ea\u52a8\u7528&#034;\u3002 \u8bed\u4e49\u662f\u6a21\u578b\u5199\u7684&#xff0c;\u7b2c\u4e00\u6b21\u5fc5\u987b\u8dd1\u3002<\/p>\n<h3>Understand Anything&#xff1a;\u552f\u4e00\u8981\u4f60\u4e3b\u52a8\u6572\u547d\u4ee4\u7684&#xff0c;\u8dd1\u4e00\u6b21 \/understand<\/h3>\n<p>\/plugin marketplace <span class=\"token function\">add<\/span> Egonex-AI\/Understand-Anything   <span class=\"token comment\"># Claude Code \u5185<\/span><br \/>\n\/plugin <span class=\"token function\">install<\/span> understand-anything<br \/>\n<span class=\"token comment\"># \u5176\u4ed6\u5e73\u53f0\u4e00\u884c\u811a\u672c&#xff1a;curl -fsSL &#8230;\/install.sh | bash -s codex&#xff1b;\u88c5\u5b8c\u91cd\u542f CLI\/IDE<\/span><\/p>\n<p>\u7136\u540e\u5728 Agent \u4f1a\u8bdd\u91cc\u4e3b\u52a8\u89e6\u53d1\u5206\u6790&#xff08;\u8fd9\u662f\u5b83\u548c\u524d\u4e24\u6b3e\u6700\u5927\u7684\u4e0d\u540c\u2014\u2014\u4f60\u8981\u4eb2\u624b\u53d1\u4ee4&#xff09;&#xff1a;<\/p>\n<p>\/understand                 <span class=\"token comment\"># \u591a\u667a\u80fd\u4f53\u5206\u6790&#xff0c;\u4ea7\u7269\u843d .understand-anything\/knowledge-graph.json<\/span><br \/>\n\/understand <span class=\"token parameter variable\">&#8211;language<\/span> zh   <span class=\"token comment\"># \u4e2d\u6587\u8282\u70b9\u4e0e\u4eea\u8868\u76d8<\/span><br \/>\n\/understand-dashboard       <span class=\"token comment\"># \u5f00\u53ef\u4ea4\u4e92\u4eea\u8868\u76d8<\/span><br \/>\n\/understand-chat \u652f\u4ed8\u6d41\u7a0b\u600e\u4e48\u8d70&#xff1f;   <span class=\"token comment\"># \u81ea\u7136\u8bed\u8a00\u95ee\u7b54<\/span><br \/>\n\/understand-diff            <span class=\"token comment\"># \u672a\u63d0\u4ea4\u6539\u52a8\u6620\u5c04\u5230\u56fe\u8c31\u770b\u5f71\u54cd\u9762<\/span><\/p>\n<p>\u6ce8\u610f\u5e73\u53f0\u524d\u7f00&#xff1a;Claude Code \/ Cursor \u7b49\u7528\u659c\u6760 \/understand&#xff1b;Codex \u7528\u7f8e\u5143\u7b26 $understand&#xff0c;\u4e0d\u662f\u659c\u6760\u3002\u88c5\u5b8c\u7b2c\u4e00\u6b21\u5206\u6790\u4f1a\u5403\u8f83\u591a token&#xff08;\u5efa\u8bae\u6709\u8ba2\u9605\u6216\u672c\u5730\u6a21\u578b&#xff09;&#xff0c;\u4e4b\u540e\u4eea\u8868\u76d8\u548c\u95ee\u7b54\u968f\u65f6\u8c03\u7528\u3002<\/p>\n<p>\u4e00\u53e5\u8bdd&#xff1a;UA \u7684&#034;\u7528&#034; &#061; \u88c5\u5b8c\u624b\u52a8\u8dd1\u4e00\u6b21 \/understand&#xff0c;\u540e\u9762\u770b\u677f \/ \u95ee\u7b54\u968f\u7528\u968f\u53d6\u3002<\/p>\n<h3>\u4e09\u6b3e\u65e5\u5e38\u7528\u6cd5\u4e00\u53e5\u8bdd\u5bf9\u7167<\/h3>\n<ul>\n<li>CodeGraph&#xff1a;\u5efa\u7d22\u5f15\u540e\u8eba\u5e73&#xff0c;Agent \u540e\u53f0\u81ea\u52a8\u8c03&#xff1b;\u4f60\u60f3\u770b\u5c31 codegraph ui\u3002<\/li>\n<li>AOCI-CODE&#xff1a;\u88c5\u5b8c\u5148\u8ba9 Agent \u5efa\u4e00\u6b21\u7d22\u5f15&#xff0c;\u4e4b\u540e\u81ea\u52a8\u8bfb&#xff0c;\u4f60\u53ea\u505a verify \/ doctor \u5de1\u68c0\u3002<\/li>\n<li>Understand Anything&#xff1a;\u88c5\u5b8c\u4e3b\u52a8\u6572 \/understand \u5206\u6790\u4e00\u6b21&#xff0c;\u4eea\u8868\u76d8\u548c\u95ee\u7b54\u5c31\u6d3b\u4e86\u3002<\/li>\n<\/ul>\n<p>\u5171\u6027&#xff1a;\u5b83\u4eec\u90fd\u4e0d\u662f\u4f60\u7684\u65b0\u5de5\u4f5c\u53f0&#xff0c;\u662f\u4f60\u73b0\u6709 Agent \u7684&#034;\u5916\u6302\u5185\u5b58&#034;\u3002 \u522b\u6307\u671b\u88c5\u5b8c\u6709\u4e2a App \u5f39\u51fa\u6765\u2014\u2014\u5b83\u6d3b\u5728\u4f60\u7684\u7f16\u8f91\u5668\u91cc\u3002<\/p>\n<h2>0xFF \u603b\u7ed3<\/h2>\n<p>token \u8d26\u5355\u7206\u70b8&#xff0c;\u6839\u5b50\u5728\u201c\u4e0a\u4e0b\u6587\u5582\u6cd5\u201d\u3002CodeGraph\u3001AOCI-CODE\u3001Understand Anything \u5206\u522b\u7528\u201c\u6309\u9700\u68c0\u7d22 \/ \u6301\u4e45\u8ba4\u77e5 \/ \u53ef\u89c6\u5316\u201d\u4e09\u5957\u673a\u5236\u628a\u65e0\u6548 token \u538b\u4e0b\u53bb\u3002\u672c\u6587\u91cc CodeGraph \u662f\u5168\u94fe\u8def\u771f\u8dd1&#xff08;0.9.6 \u5b9e\u6d4b\u8f93\u51fa\u53ef\u590d\u73b0&#xff09;&#xff0c;AOCI \u4e0e UA \u7684\u547d\u4ee4\u5747\u6309\u5b98\u65b9\u6587\u6863\u9010\u6761\u6838\u5bf9\u2014\u2014\u7f51\u4e0a\u6d41\u4f20\u7684\u201c\u81ea\u5efa MCP\u201d\u201c\u624b\u5199 ADR\u201d\u201ctokrepo \u88c5 UUID\u201d\u201cRocksDB \u5b58\u50a8\u201d\u7b49\u8bf4\u6cd5&#xff0c;\u7167\u505a\u5fc5\u9519\u3002<\/p>\n<p>\u5de5\u5177\u5728\u8fdb\u5316&#xff0c;\u547d\u4ee4\u4e5f\u5728\u53d8\u3002\u628a\u201c\u5148 &#8211;help\u3001\u518d\u843d\u7b14\u201d\u523b\u8fdb\u5de5\u4f5c\u6d41&#xff0c;\u6bd4\u8bb0\u4f4f\u4efb\u4f55\u4e00\u6761\u5177\u4f53\u547d\u4ee4\u90fd\u7ba1\u7528\u3002<\/p>\n<p>\u90b5\u5948\u4e00 \u4e09\u767e\u7bc7\u539f\u521b\u6c89\u6dc0&#xff0c;\u5341\u4e07&#043;\u8bfb\u8005\u540c\u884c\u3002\u611f\u8c22\u4f60\u7684\u9605\u8bfb&#xff0c;\u54b1\u4eec\u4e0b\u7bc7\u63a5\u7740\u804a\u3002<\/p>\n<hr \/>\n","protected":false},"excerpt":{"rendered":"<p>\u5927\u5bb6\u597d&#xff0c;\u6211\u662f\u90b5\u5948\u4e00&#xff0c;\u4e00\u4e2a\u7231\u6298\u817e\u7684\u5b9e\u6218\u6d3e\u6280\u672f\u535a\u4e3b\u3002<br \/>\n\u6587\u7ae0\u5bf9\u4f60\u6709\u5e2e\u52a9\u662f\u6211\u7684\u8363\u5e78&#xff0c;\u6b22\u8fce\u8bc4\u8bba\u533a\u4ea4\u6d41\u30020x00 \u4e3a\u4ec0\u4e48\u4f60\u7684 token \u8d26\u5355\u5728\u6084\u6084\u7206\u70b8<br \/>\n\u5927\u6a21\u578b\u7f16\u7a0b\u52a9\u624b\u666e\u53ca\u4e4b\u540e&#xff0c;\u5f00\u53d1\u8005\u666e\u904d\u9047\u5230\u4e00\u4e2a\u53cd\u76f4\u89c9\u7684\u73b0\u8c61&#xff1a;\u4ee3\u7801\u6ca1\u591a\u5199\u51e0\u884c&#xff0c;token \u6d88\u8017\u5374\u9010\u6708\u6500\u5347\u3002\u6839\u56e0\u4e0d\u5728\u201c\u6a21\u578b\u7231\u5e9f\u8bdd\u201d&#xff0c;\u800c\u5728\u201c\u4e0a\u4e0b\u6587\u5582\u6cd5\u201d\u4f4e\u6548\u3002<br \/>\n\u4f20\u7edf\u505a\u6cd5\u628a\u6574\u4ed3\u5e93\u585e\u8fdb\u4e0a\u4e0b\u6587&#xff0c;\u6216\u8ba9 Agent \u53cd\u590d grep\u3001\u53cd\u590d\u8bfb\u540c\u4e00\u4e2a\u6587<\/p>\n","protected":false},"author":2,"featured_media":103507,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[1717,50,132],"topic":[],"class_list":["post-103513","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-server","tag-token","tag-50","tag-132"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u7701token\u5229\u5668\u5b9e\u6d4b\uff1aCodeGraph\u3001AOCI\u4e0eUnderstand 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