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alibaba\/open-code-review&#xff1a;<\/p>\n<table>\n<tr>\u6765\u6e90\u7edf\u8ba1\u65f6\u70b9\u6570\u503c\u53e3\u5f84<\/tr>\n<tbody>\n<tr>\n<td>GitHub REST API&#xff08;\u672c\u6587\u5b9e\u6d4b&#xff09;<\/td>\n<td>2026-09-22 09:15<\/td>\n<td>39,215 Star \/ 2,806 Fork<\/td>\n<td>\u5b98\u65b9\u63a5\u53e3\u5b9e\u65f6\u503c&#xff0c;\u672c\u6587\u53e3\u5f84\u57fa\u51c6<\/td>\n<\/tr>\n<tr>\n<td>\u4e03\u725b\u4e91 GitHub \u5468\u699c<\/td>\n<td>2026-09-20<\/td>\n<td>\u603b 37,559&#xff0c;\u672c\u5468\u65b0\u589e 15,028&#xff08;\u98d9\u661f\u699c\u7b2c 1&#xff09;<\/td>\n<td>GitHub This week \u7a97\u53e3&#xff0c;\u975e\u81ea\u7136\u5468<\/td>\n<\/tr>\n<tr>\n<td>GhTrends \u65e5\u699c<\/td>\n<td>2026-09-17<\/td>\n<td>32,463&#xff08;&#043;8,594&#xff09;<\/td>\n<td>\u65e5\u589e\u91cf\u53e3\u5f84<\/td>\n<\/tr>\n<tr>\n<td>\u6398\u91d1\u6280\u672f\u6587\u7ae0<\/td>\n<td>2026-09-18<\/td>\n<td>\u300c3.5 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39.2K&#xff09;&#xff0c;\u5dee\u503c\u4e3b\u8981\u6765\u81ea\u5feb\u7167\u65f6\u95f4\u800c\u975e\u7edf\u8ba1\u53e3\u5f84\u3002\u8be5\u9879\u76ee\u8fd1 5 \u5929\u65e5\u5747\u589e\u661f\u7ea6 2,000~3,000&#xff0c;\u4efb\u4f55\u8d85\u8fc7 3 \u5929\u7684\u4e8c\u624b\u6570\u636e\u90fd\u4f1a\u4e25\u91cd\u5931\u771f\u3002\u5f15\u7528\u65f6\u8bf7\u4ee5 GitHub \u5b98\u65b9\u63a5\u53e3\u4e3a\u51c6&#xff0c;\u672c\u6587\u6240\u6709\u786c\u6570\u636e\u5747\u4e3a 2026-09-22 \u5b9e\u6d4b\u3002<\/p>\n<p>\u7248\u672c\u4fa7\u7684\u786c\u6570\u636e\u540c\u6837\u6765\u81ea\u5b98\u65b9\u6e90&#xff1a;npm \u6700\u65b0\u7a33\u5b9a\u7248 v1.12.8&#xff08;\u53d1\u5e03\u4e8e 2026-09-21 12:54 UTC&#xff09;&#xff0c;\u7d2f\u8ba1\u53d1\u5e03 121 \u4e2a\u7248\u672c&#xff0c;License Apache-2.0&#xff0c;\u4e3b\u8bed\u8a00 Go&#xff0c;\u4ed3\u5e93\u521b\u5efa\u4e8e 2026-05-18&#xff0c;\u6700\u8fd1\u4e00\u6b21 push \u4e3a 2026-09-21\u3002<\/p>\n<hr \/>\n<h3>\u4e09\u3001Open Code Review \u662f\u4ec0\u4e48&#xff1a;\u5b9a\u4f4d\u4e0e\u6765\u5386<\/h3>\n<h4>3.1 \u4e00\u53e5\u8bdd\u5b9a\u4f4d<\/h4>\n<p>Open Code Review&#xff08;\u4e0b\u79f0 OCR&#xff09;\u662f\u4e00\u4e2a AI \u9a71\u52a8\u7684\u4ee3\u7801\u5ba1\u67e5 CLI &#043; Agent Skill \u5957\u4ef6\u3002\u5b83\u8bfb\u53d6 Git diff&#xff0c;\u901a\u8fc7\u5177\u5907\u5de5\u5177\u8c03\u7528\u80fd\u529b\u7684 Agent \u628a\u53d8\u66f4\u6587\u4ef6\u4ea4\u7ed9\u53ef\u914d\u7f6e\u7684 LLM&#xff0c;\u6700\u7ec8\u4ea7\u51fa\u5177\u5907\u884c\u7ea7\u7cbe\u5ea6\u7684\u7ed3\u6784\u5316\u5ba1\u67e5\u610f\u89c1\u3002<\/p>\n<p>\u5b83\u4e0d\u662f\u300c\u628a\u4ee3\u7801\u4e22\u7ed9\u5927\u6a21\u578b\u603b\u7ed3\u4e00\u4e0b\u300d&#xff0c;\u800c\u662f&#xff1a;<\/p>\n<ul>\n<li>Agent \u53ef\u4ee5\u8bfb\u53d6\u5b8c\u6574\u6587\u4ef6\u5185\u5bb9&#xff08;\u800c\u4e0d\u53ea\u662f diff \u7247\u6bb5&#xff09;&#xff1b;<\/li>\n<li>\u53ef\u4ee5\u641c\u7d22\u6574\u4e2a\u4ee3\u7801\u5e93\u3001\u67e5\u770b\u540c PR \u7684\u5176\u4ed6\u53d8\u66f4\u6587\u4ef6\u4ee5\u8865\u5145\u4e0a\u4e0b\u6587&#xff1b;<\/li>\n<li>\u9664\u4e86 diff \u5ba1\u67e5&#xff0c;ocr scan \u652f\u6301\u5168\u6587\u4ef6\u5ba1\u67e5&#xff0c;\u7528\u4e8e\u5ba1\u8ba1\u964c\u751f\u4ee3\u7801\u5e93\u6216\u6ca1\u6709\u6709\u610f\u4e49 diff \u7684\u76ee\u5f55\u3002<\/li>\n<\/ul>\n<h4>3.2 \u6765\u5386&#xff1a;\u4e0d\u662f Demo&#xff0c;\u662f\u5185\u90e8\u8d44\u4ea7\u5916\u6ea2<\/h4>\n<p>\u8fd9\u4e00\u70b9\u662f\u5b83\u533a\u522b\u4e8e\u7edd\u5927\u591a\u6570\u300c\u5468\u672b\u9879\u76ee\u300d\u7684\u5173\u952e\u3002\u5b98\u65b9 README \u660e\u786e\u5199\u9053&#xff1a;\u5b83\u7684\u524d\u8eab\u662f\u963f\u91cc\u96c6\u56e2\u5185\u90e8\u5b98\u65b9 AI \u4ee3\u7801\u5ba1\u67e5\u52a9\u624b&#xff0c;\u8fc7\u53bb\u4e24\u5e74\u5728\u5185\u90e8\u670d\u52a1\u4e86\u6570\u4e07\u5f00\u53d1\u8005&#xff0c;\u8bc6\u522b\u51fa\u6570\u767e\u4e07\u4e2a\u4ee3\u7801\u7f3a\u9677&#xff0c;\u7ecf\u8fc7\u5927\u89c4\u6a21\u9a8c\u8bc1\u540e\u624d\u5b75\u5316\u5f00\u6e90\u3002<\/p>\n<p>\u7b2c\u4e09\u65b9\u62a5\u9053\u8865\u5145\u7684\u5185\u90e8\u8fd0\u884c\u6570\u636e&#xff08;\u6765\u6e90\u89c1\u6587\u672b\u53c2\u8003\u94fe\u63a5&#xff0c;\u5c5e\u4e8e\u5b98\u65b9\u53e3\u5f84&#xff0c;\u975e\u72ec\u7acb\u5ba1\u8ba1&#xff09;&#xff1a;<\/p>\n<ul>\n<li>\u6708\u6d3b\u5f00\u53d1\u8005&#xff1a;2 \u4e07<\/li>\n<li>\u7d2f\u8ba1\u8bc4\u5ba1\u4efb\u52a1&#xff1a;370 \u4e07\u6b21<\/li>\n<li>\u95ee\u9898\u91c7\u7eb3\u7387&#xff1a;&gt;30%&#xff08;\u5373 AI \u63d0\u7684\u610f\u89c1&#xff0c;\u8d85\u8fc7\u4e09\u6210\u5f00\u53d1\u8005\u771f\u7684\u6539\u4e86&#xff09;<\/li>\n<li>\u4f4d\u7f6e\u51c6\u786e\u7387&#xff1a;97%&#xff08;\u62a5\u544a\u8bf4\u7b2c\u51e0\u884c\u5c31\u662f\u7b2c\u51e0\u884c&#xff09;<\/li>\n<\/ul>\n<p>\u6211\u7684\u770b\u6cd5&#xff1a;\u8fd9\u4e09\u4e2a\u6570\u5b57\u91cc&#xff0c;\u300c\u91c7\u7eb3\u7387 &gt;30%\u300d\u6bd4\u4efb\u4f55 F1 \u5206\u6570\u90fd\u66f4\u6709\u8bf4\u670d\u529b\u3002\u57fa\u51c6\u6d4b\u8bd5\u7684\u5206\u6570\u53ef\u4ee5\u88ab\u6570\u636e\u96c6\u6784\u9020\u65b9\u5f0f\u5f71\u54cd&#xff0c;\u4f46\u300c\u5f00\u53d1\u8005\u613f\u4e0d\u613f\u610f\u7167\u7740\u6539\u300d\u662f\u9a97\u4e0d\u4e86\u4eba\u7684\u4ea7\u54c1\u6307\u6807\u3002\u5f53\u7136&#xff0c;\u5b83\u662f\u5b98\u65b9\u81ea\u8ff0&#xff0c;\u72ec\u7acb\u7b2c\u4e09\u65b9\u5c1a\u672a\u590d\u73b0&#xff0c;\u8bf7\u81ea\u884c\u5224\u65ad\u6743\u91cd\u3002<\/p>\n<h4>3.3 \u5b83\u5c5e\u4e8e\u54ea\u4e00\u7c7b\u300cAgent Skill\u300d<\/h4>\n<p>\u6309\u6211\u4e00\u76f4\u5728\u8ddf\u8e2a\u7684\u5206\u7c7b&#xff0c;OCR \u5c5e\u4e8e**\u300cCLI \u80fd\u529b &#043; \u591a\u5f62\u6001 Skill \u5c01\u88c5\u300d**\u8fd9\u4e00\u7c7b&#xff1a;\u5e95\u5c42\u662f\u4e00\u4e2a Go \u5199\u7684\u72ec\u7acb CLI&#xff08;ocr&#xff09;&#xff0c;\u4e0a\u5c42\u540c\u65f6\u63d0\u4f9b&#xff1a;<\/p>\n<ul>\n<li>Claude Code \u63d2\u4ef6&#xff08;marketplace \u5f62\u5f0f&#xff0c;\u5e26 \/open-code-review:review \u659c\u6760\u547d\u4ee4&#xff09;<\/li>\n<li>Codex \u63d2\u4ef6&#xff08;\u53ef\u8c03\u7528\u7684 review skills&#xff09;<\/li>\n<li>Cursor \u63d2\u4ef6&#xff08;.cursor-plugin\/plugin.json \u4fbf\u643a\u6280\u80fd&#xff09;<\/li>\n<li>Kimi Code \u63d2\u4ef6&#xff08;\u659c\u6760\u547d\u4ee4 &#043; skills&#xff09;<\/li>\n<li>OpenCode \u539f\u751f\u5de5\u5177<\/li>\n<li>QCA Forward \u6a21\u677f&#xff08;\u59d4\u6258\u6a21\u5f0f&#xff09;<\/li>\n<li>\u901a\u7528\u53ef\u79fb\u690d Agent Skill&#xff08;npx skills add \u5b89\u88c5&#xff0c;\u4efb\u4f55\u517c\u5bb9 Skill \u7684 Agent \u90fd\u80fd\u7528&#xff09;<\/li>\n<li>MCP Client&#xff08;\u53ef\u6302\u8f7d\u5916\u90e8 MCP Server \u6269\u5c55\u5ba1\u67e5 Agent \u7684\u5de5\u5177\u96c6&#xff09;<\/li>\n<\/ul>\n<p>\u4e5f\u5c31\u662f\u8bf4&#xff0c;\u5b83\u4e0d\u7ed1\u5b9a\u4efb\u4f55\u4e00\u5bb6 Agent \u5382\u5546\u2014\u2014\u8fd9\u5728\u5f53\u4e0b\u8fd9\u4e2a\u5404\u5bb6\u90fd\u5728\u62a2\u5165\u53e3\u7684\u9636\u6bb5&#xff0c;\u662f\u4e2a\u76f8\u5f53\u6e05\u9192\u7684\u9009\u62e9\u3002<\/p>\n<hr \/>\n<h3>\u56db\u3001\u6838\u5fc3\u6982\u5ff5&#xff1a;\u786e\u5b9a\u6027\u5de5\u7a0b \u00d7 Agent \u7684\u6df7\u5408\u67b6\u6784<\/h3>\n<p>\u8fd9\u662f\u5168\u6587\u6700\u503c\u5f97\u8bb0\u4f4f\u7684\u4e00\u8282\u3002<\/p>\n<h4>4.1 \u5206\u5de5\u539f\u5219<\/h4>\n<p>OCR \u7684\u5168\u90e8\u8bbe\u8ba1&#xff0c;\u53ef\u4ee5\u6d53\u7f29\u6210\u4e00\u53e5\u8bdd&#xff1a;<\/p>\n<p>\u786e\u5b9a\u6027\u5de5\u7a0b\u8d1f\u8d23\u300c\u4e0d\u80fd\u51fa\u9519\u300d\u7684\u73af\u8282&#xff0c;Agent \u8d1f\u8d23\u300c\u9700\u8981\u7406\u89e3\u4e0e\u5224\u65ad\u300d\u7684\u73af\u8282\u3002<\/p>\n<p>\u786e\u5b9a\u6027\u5de5\u7a0b&#xff08;Hard Constraints&#xff09; \u627f\u62c5\u56db\u4ef6\u4e8b&#xff1a;<\/p>\n<li>\u7cbe\u51c6\u6587\u4ef6\u7b5b\u9009 \u2014\u2014 \u7528\u4ee3\u7801\u903b\u8f91\u5224\u5b9a\u54ea\u4e9b\u6587\u4ef6\u5fc5\u987b\u5ba1\u3001\u54ea\u4e9b\u5fc5\u987b\u8fc7\u6ee4&#xff0c;\u4ece\u673a\u5236\u4e0a\u6d88\u706d\u300cAgent \u5077\u61d2\u8df3\u6587\u4ef6\u300d\u3002<\/li>\n<li>\u667a\u80fd\u6587\u4ef6\u6253\u5305 \u2014\u2014 \u628a\u5173\u8054\u6587\u4ef6\u5f52\u5e76\u4e3a\u4e00\u4e2a\u5ba1\u67e5\u5355\u5143&#xff08;\u4f8b\u5982 message_en.properties \u4e0e message_zh.properties \u4f1a\u88ab\u6253\u5728\u4e00\u8d77&#xff09;\u3002\u6bcf\u4e2a\u5305\u4f5c\u4e3a\u72ec\u7acb sub-agent \u8fd0\u884c&#xff0c;\u4e0a\u4e0b\u6587\u76f8\u4e92\u9694\u79bb&#xff0c;\u5929\u7136\u652f\u6301\u5e76\u53d1\u3002<\/li>\n<li>\u7ec6\u7c92\u5ea6\u89c4\u5219\u5339\u914d \u2014\u2014 \u57fa\u4e8e\u6a21\u677f\u5f15\u64ce&#xff08;\u800c\u975e\u81ea\u7136\u8bed\u8a00&#xff09;\u4e3a\u6bcf\u7c7b\u6587\u4ef6\u5339\u914d\u5bf9\u5e94\u89c4\u5219&#xff0c;\u8ba9\u6a21\u578b\u6ce8\u610f\u529b\u9ad8\u5ea6\u805a\u7126&#xff0c;\u4ece\u6e90\u5934\u6d88\u9664\u4fe1\u606f\u566a\u58f0\u3002<\/li>\n<li>\u5916\u6302\u7684\u5b9a\u4f4d\u4e0e\u53cd\u601d\u6a21\u5757 \u2014\u2014 \u72ec\u7acb\u7684\u300c\u8bc4\u8bba\u5b9a\u4f4d\u6a21\u5757\u300d\u4e0e\u300c\u8bc4\u8bba\u53cd\u601d\u6a21\u5757\u300d&#xff0c;\u7cfb\u7edf\u6027\u63d0\u5347\u4f4d\u7f6e\u51c6\u786e\u6027\u4e0e\u5185\u5bb9\u51c6\u786e\u6027\u3002<\/li>\n<p>Agent&#xff08;Dynamic Decisions&#xff09; \u53ea\u627f\u62c5\u4e24\u4ef6\u4e8b&#xff1a;<\/p>\n<li>\u573a\u666f\u5316\u63d0\u793a\u8bcd\u8c03\u4f18 \u2014\u2014 \u6df1\u5ea6\u4f18\u5316\u8fc7\u7684\u63d0\u793a\u8bcd\u6a21\u677f&#xff0c;\u63d0\u5347\u6548\u679c\u7684\u540c\u65f6\u964d\u4f4e Token \u6d88\u8017\u3002<\/li>\n<li>\u573a\u666f\u5316\u5de5\u5177\u96c6 \u2014\u2014 \u57fa\u4e8e\u5927\u89c4\u6a21\u7ebf\u4e0a\u5de5\u5177\u8c03\u7528\u8f68\u8ff9\u7684\u7edf\u8ba1\u5206\u6790&#xff08;\u8c03\u7528\u9891\u7387\u5206\u5e03\u3001\u5355\u5de5\u5177\u91cd\u590d\u8c03\u7528\u7387\u3001\u65b0\u589e\u5de5\u5177\u5bf9\u6574\u4f53\u8c03\u7528\u94fe\u7684\u5f71\u54cd&#xff09;&#xff0c;\u4ece\u901a\u7528 Agent \u5de5\u5177\u96c6\u4e2d\u53d6\u820d\u3001\u62c6\u5206&#xff0c;\u6c89\u6dc0\u51fa\u4e00\u5957\u4ee3\u7801\u5ba1\u67e5\u4e13\u5c5e\u5de5\u5177\u3002<\/li>\n<p>\u6d1e\u89c1&#xff1a;\u8fd9\u5957\u5206\u5de5\u7684\u672c\u8d28&#xff0c;\u662f\u628a\u300cAgent \u4e0d\u786e\u5b9a\u6027\u300d\u5173\u8fdb\u5de5\u7a0b\u7b3c\u5b50\u91cc\u3002\u4f60\u4f1a\u53d1\u73b0\u5b83\u548c Anthropic \u90a3\u5957 \u201cwriting effective tools for agents\u201d \u7684\u601d\u8def\u6709\u547c\u5e94\u2014\u2014\u4e0e\u5176\u8ba9\u6a21\u578b\u66f4\u806a\u660e&#xff0c;\u4e0d\u5982\u8ba9\u6a21\u578b\u7684\u9009\u62e9\u7a7a\u95f4\u66f4\u5c0f\u3001\u66f4\u7ed3\u6784\u5316\u3002<\/p>\n<h4>4.2 \u516d\u9053\u6587\u4ef6\u8fc7\u6ee4\u95f8\u95e8<\/h4>\n<p>ocr review \u5bf9\u6bcf\u4e2a diff \u6587\u4ef6\u4f9d\u6b21\u8fc7\u95f8&#xff08;\u6e90\u7801 internal\/agent\/selection.go&#xff09;&#xff1a;<\/p>\n<table>\n<tr>\u987a\u5e8f\u95f8\u95e8\u4f5c\u7528<\/tr>\n<tbody>\n<tr>\n<td>1<\/td>\n<td>binary<\/td>\n<td>\u4e8c\u8fdb\u5236\u6587\u4ef6\u76f4\u63a5\u6392\u9664<\/td>\n<\/tr>\n<tr>\n<td>2<\/td>\n<td>secret_exclude<\/td>\n<td>\u5bc6\u94a5\u8def\u5f84\u4fdd\u62a4&#xff0c;\u4f18\u5148\u7ea7\u9ad8\u4e8e\u7528\u6237\u89c4\u5219&#xff0c;\u4e0d\u53ef\u88ab include \u8986\u76d6<\/td>\n<\/tr>\n<tr>\n<td>3<\/td>\n<td>user_exclude<\/td>\n<td>\u7528\u6237\u81ea\u5b9a\u4e49\u6392\u9664&#xff08;\u6700\u9ad8\u4f18\u5148\u7ea7\u7684\u7528\u6237\u7ea7\u8fc7\u6ee4\u5668&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>4<\/td>\n<td>user_include<\/td>\n<td>\u547d\u4e2d\u5219\u7acb\u5373\u4fdd\u7559&#xff0c;\u7ed5\u8fc7\u540e\u7eed\u4e24\u9053\u95f8\u95e8<\/td>\n<\/tr>\n<tr>\n<td>5<\/td>\n<td>unsupported_ext<\/td>\n<td>\u6269\u5c55\u540d\u4e0d\u5728\u767d\u540d\u5355\u5219\u6392\u9664<\/td>\n<\/tr>\n<tr>\n<td>6<\/td>\n<td>default_path<\/td>\n<td>\u5185\u7f6e\u6392\u9664&#xff1a;\u6d4b\u8bd5\u6587\u4ef6\u3001\u4f9d\u8d56\u76ee\u5f55\u3001\u6784\u5efa\u4ea7\u7269<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u5185\u7f6e\u5bc6\u94a5\u8def\u5f84&#xff08;\u6c38\u4e0d\u51fa\u7f51&#xff0c;\u8fd9\u70b9\u5bf9\u5408\u89c4\u56e2\u961f\u6781\u5176\u5173\u952e&#xff09;&#xff1a;<\/p>\n<p>**\/.ssh\/**   **\/id_rsa   **\/id_dsa   **\/id_ecdsa   **\/id_ed25519<br \/>\n**\/.netrc    **\/_netrc   **\/.npmrc   **\/.pypirc    **\/.dockercfg<br \/>\n.env \u53ca .env.*&#xff08;.env.example \/ .env.sample \/ .env.template \u9664\u5916&#xff09;<\/p>\n<p>\u8e29\u5751\u63d0\u793a&#xff1a;**\/vendor\/** \u5728 diff \u5c42\u6309\u4ed3\u5e93\u6839\u8def\u5f84\u524d\u7f00\u5339\u914d&#xff0c;\u5728\u6587\u4ef6\u5c42\u6309 glob \u5339\u914d\u3002\u6240\u4ee5\u6839\u76ee\u5f55\u4e0b\u7684 vendor\/pkg\/x.go \u88ab\u62a5\u4e3a provider_directory&#xff0c;include \u89c4\u5219\u6551\u4e0d\u56de\u6765&#xff1b;\u800c api\/vendor\/pkg\/x.go \u88ab\u62a5\u4e3a default_path&#xff0c;include \u53ef\u4ee5\u6551\u56de\u6765\u3002\u9047\u5230\u300c\u6211\u7684\u89c4\u5219\u600e\u4e48\u4e0d\u751f\u6548\u300d&#xff0c;\u5148\u7528 ocr review &#8211;preview \u770b\u5b83\u5230\u5e95\u5361\u5728\u54ea\u9053\u95f8\u3002<\/p>\n<h4>4.3 \u56db\u5c42\u89c4\u5219\u89e3\u6790\u94fe<\/h4>\n<p>\u89c4\u5219&#xff08;\u5373\u300c\u8fd9\u4e2a\u6587\u4ef6\u8be5\u6309\u4ec0\u4e48\u6807\u51c6\u5ba1\u300d&#xff09;\u6309\u4f18\u5148\u7ea7\u4ece\u56db\u5c42\u4e2d\u53d6\u7b2c\u4e00\u4e2a\u547d\u4e2d\u7684&#xff1a;<\/p>\n<table>\n<tr>\u4f18\u5148\u7ea7\u6765\u6e90\u8def\u5f84\u8bf4\u660e<\/tr>\n<tbody>\n<tr>\n<td>1&#xff08;\u6700\u9ad8&#xff09;<\/td>\n<td>&#8211;rule \u53c2\u6570<\/td>\n<td>\u547d\u4ee4\u884c\u6307\u5b9a<\/td>\n<td>\u5355\u6b21 PR \u4e13\u7528\u89c4\u5219<\/td>\n<\/tr>\n<tr>\n<td>2<\/td>\n<td>\u9879\u76ee\u914d\u7f6e<\/td>\n<td>&lt;repo&gt;\/.opencodereview\/rule.json<\/td>\n<td>\u53ef\u63d0\u4ea4\u8fdb\u4ed3\u5e93&#xff0c;\u56e2\u961f\u5171\u4eab<\/td>\n<\/tr>\n<tr>\n<td>3<\/td>\n<td>\u5168\u5c40\u914d\u7f6e<\/td>\n<td>~\/.opencodereview\/rule.json<\/td>\n<td>\u4e2a\u4eba\u504f\u597d&#xff0c;\u5168\u673a\u7ee7\u627f<\/td>\n<\/tr>\n<tr>\n<td>4&#xff08;\u6700\u4f4e&#xff09;<\/td>\n<td>\u7cfb\u7edf\u5185\u7f6e<\/td>\n<td>\u4e8c\u8fdb\u5236\u5185\u5d4c system_rules.json<\/td>\n<td>\u8986\u76d6 40&#043; \u8bed\u8a00\/\u6587\u4ef6\u7c7b\u578b<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u7cfb\u7edf\u5185\u7f6e\u89c4\u5219\u8986\u76d6\u4e86\u76f8\u5f53\u7ec6\u7684\u7c92\u5ea6&#xff0c;\u4e3e\u51e0\u4e2a\u6709\u610f\u601d\u7684&#xff1a;**\/*{mapper,dao}*.xml \u2192 MyBatis mapper SQL \u6ce8\u5165\u68c0\u67e5&#xff1b;**\/pom.xml \/ **\/package.json \/ **\/Cargo.toml \u2192 \u4f9d\u8d56\u4e0e\u811a\u672c\u68c0\u67e5&#xff1b;.github\/workflows\/**\/*.{yaml,yml} \u2192 GitHub Actions \u5de5\u4f5c\u6d41\u68c0\u67e5&#xff1b;**\/*.{ftl,ftlh,ftlx} \u2192 FreeMarker \u6a21\u677f\u7684 SSTI\/XSS&#xff1b;**\/*.sol \/ **\/*.vy \u2192 \u667a\u80fd\u5408\u7ea6&#xff1b;**\/*.{v,sv,vh} \/ **\/*.{vhd,vhdl} \u2192 Verilog\/VHDL RTL\u3002<\/p>\n<p>\u751a\u81f3\u8fd8\u6709\u4e00\u4e2a\u7ec6\u8282&#xff1a;.m \u6587\u4ef6\u540c\u65f6\u5c5e\u4e8e MATLAB \u548c Objective-C&#xff0c;OCR \u4f1a\u55c5\u63a2\u9996\u4e2a\u975e\u7a7a\u884c&#xff08;\u662f\u5426 #import \/ &#064;implementation&#xff09;\u6765\u4e8c\u9009\u4e00&#xff0c;\u8bfb\u4e0d\u5230\u65f6\u56de\u9000 matlab.md\u3002<\/p>\n<hr \/>\n<h3>\u4e94\u3001\u67b6\u6784\u4e0e\u539f\u7406&#xff1a;\u4e00\u6b21 ocr review \u5185\u90e8\u53d1\u751f\u4e86\u4ec0\u4e48<\/h3>\n<p>\u5b98\u65b9\u67b6\u6784\u9875\u7ed9\u51fa\u4e86\u5b8c\u6574\u6d41\u6c34\u7ebf&#xff0c;\u6211\u6309\u5176\u63cf\u8ff0\u91cd\u7ed8\u5982\u4e0b&#xff1a;<\/p>\n<p>flowchart TD<br \/>\n    A[&#034;ocr review&lt;br\/&gt;\u547d\u4ee4\u5165\u53e3&#034;] &#8211;&gt; B[&#034;bootstrap&lt;br\/&gt;\u89e3\u6790 LLM \u7aef\u70b9 \/ \u52a0\u8f7d\u6a21\u677f\u00b7\u5de5\u5177\u00b7\u7cfb\u7edf\u89c4\u5219&#034;]<br \/>\n    B &#8211;&gt; C[&#034;diff provider&lt;br\/&gt;git diff \/ ls-files \/ show&lt;br\/&gt;Workspace \u00b7 Commit \u00b7 Range&#034;]<br \/>\n    C &#8211;&gt; D[&#034;filter &amp; rules&lt;br\/&gt;\u516d\u9053\u95f8\u95e8 selection.go&lt;br\/&gt;\u56db\u5c42\u89c4\u5219\u94fe\u89e3\u6790&#034;]<br \/>\n    D &#8211;&gt; D2[&#034;semantic grouping&lt;br\/&gt;\u5355\u6b21 LLM \u8c03\u7528&lt;br\/&gt;\u4ec5\u4f20\u6587\u4ef6\u5143\u6570\u636e, \u4e0d\u4f20 diff&#034;]<br \/>\n    D2 &#8211;&gt; E[&#034;subtask dispatch&lt;br\/&gt;\u5e76\u53d1 N&#061;8, \u6bcf\u7ec4\u72ec\u7acb goroutine&lt;br\/&gt;Plan \u9636\u6bb5 \u2192 Main \u5faa\u73af \u00d7 rounds&#034;]<br \/>\n    E &#8211;&gt; F[&#034;comment worker pool&lt;br\/&gt;\u884c\u53f7\u89e3\u6790 \u2192 \u91cd\u5b9a\u4f4d \u2192 \u53cd\u601d\u8fc7\u6ee4&#034;]<br \/>\n    F &#8211;&gt; G[&#034;output writer&lt;br\/&gt;text \/ json \/ sarif&#034;]<\/p>\n<p>    E -.-&gt;|\u6bcf\u4e2a sub-agent| T[&#034;\u5de5\u5177\u96c6&lt;br\/&gt;code_search \u00b7 file_read \u00b7 file_read_diff&lt;br\/&gt;file_find \u00b7 code_comment \u00b7 task_done&#034;]<br \/>\n    T -.-&gt;|\u5916\u90e8\u6269\u5c55| M[&#034;MCP Servers&lt;br\/&gt;Jira \/ \u5185\u90e8\u6587\u6863 \/ \u81ea\u5b9a\u4e49 linter&#034;]<\/p>\n<h4>5.1 \u8bed\u4e49\u5206\u7ec4&#xff08;Semantic Grouping&#xff09;<\/h4>\n<p>\u8fc7\u6ee4\u540e\u7684\u6587\u4ef6\u4e0d\u662f\u4e00\u4e2a\u4e2a\u5355\u72ec\u5ba1&#xff0c;\u800c\u662f\u5148\u505a\u4e00\u6b21 GROUPING_TASK LLM \u8c03\u7528\u3002\u6ce8\u610f\u8fd9\u91cc\u7684\u5173\u952e\u8bbe\u8ba1&#xff1a;<\/p>\n<ul>\n<li>\u53ea\u4f20\u6587\u4ef6\u5143\u6570\u636e&#xff08;\u8def\u5f84\u3001\u72b6\u6001 ADDED\/MODIFIED\/DELETED\/RENAMED\u3001\u589e\u5220\u884c\u6570&#xff09;&#xff0c;\u7edd\u4e0d\u4f20 diff \u5185\u5bb9 \u2014\u2014 \u7701 token&#xff0c;\u4e5f\u907f\u514d\u8fc7\u65e9\u6d88\u8017\u4e0a\u4e0b\u6587\u3002<\/li>\n<li>\u6a21\u578b\u8fd4\u56de {label, files} \u6570\u7ec4&#xff0c;\u6bcf\u4e2a\u7ec4\u5728\u540c\u4e00\u4e2a\u4f1a\u8bdd\u91cc\u5ba1\u67e5&#xff0c;\u56e0\u6b64 Agent \u80fd\u8de8\u6587\u4ef6\u63a8\u7406&#xff08;handler &#043; service &#043; mapper \u7684\u8054\u52a8\u95ee\u9898\u85cf\u4e0d\u4f4f&#xff09;\u3002<\/li>\n<\/ul>\n<p>\u4e09\u9053\u4fdd\u62a4\u786e\u4fdd\u5206\u7ec4\u4e0d\u4f1a\u5931\u63a7&#xff1a;<\/p>\n<table>\n<tr>\u4fdd\u62a4\u6548\u679c<\/tr>\n<tbody>\n<tr>\n<td>maxFilesPerGroup &#061; 10<\/td>\n<td>\u8d85\u5927\u7684\u7ec4\u62c6\u6210 10 \u6587\u4ef6\u4e00\u5757<\/td>\n<\/tr>\n<tr>\n<td>Token \u9884\u7b97<\/td>\n<td>\u7ec4\u5185 diff \u5408\u8ba1\u8d85\u9650\u5219\u62c6\u56de\u5355\u6587\u4ef6\u7ec4<\/td>\n<\/tr>\n<tr>\n<td>\u8986\u76d6\u4fdd\u969c<\/td>\n<td>\u6a21\u578b\u6ca1\u5206\u914d\u5230\u7684\u6587\u4ef6&#xff0c;\u81ea\u52a8\u83b7\u5f97\u81ea\u5df1\u7684\u5355\u6587\u4ef6\u7ec4<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u8bbe\u8ba1\u8981\u70b9&#xff1a;\u5206\u7ec4\u662f\u5c3d\u529b\u800c\u4e3a\u7684\u4f18\u5316&#xff0c;\u4e0d\u662f\u6b63\u786e\u6027\u95f8\u95e8\u3002\u5206\u7ec4\u8c03\u7528\u5931\u8d25\/\u8fd4\u56de\u7a7a\/\u89e3\u6790\u4e0d\u4e86&#xff0c;\u53ea\u4f1a\u6253\u4e00\u6761 warning&#xff0c;\u7136\u540e\u56de\u9000\u5230\u300c\u4e00\u6587\u4ef6\u4e00\u7ec4\u300d\u7684\u8001\u884c\u4e3a\u3002\u8fd9\u4e2a\u53d6\u820d\u6211\u5f88\u6b23\u8d4f\u2014\u2014\u4f18\u5316\u8def\u5f84\u6c38\u8fdc\u4e0d\u80fd\u6210\u4e3a\u5355\u70b9\u6545\u969c\u3002<\/p>\n<h4>5.2 \u6bcf\u4e2a\u5b50\u4efb\u52a1\u7684 Plan \/ Main \u4e24\u9636\u6bb5<\/h4>\n<p>Plan \u9636\u6bb5&#xff08;\u53ef\u9009&#xff09;&#xff0c;\u7531\u4e24\u4e2a\u9608\u503c\u89e6\u53d1&#xff1a;<\/p>\n<p>\/\/ PLAN_MODE_LINE_THRESHOLD &#061; 50, PLAN_MODE_GROUP_LINE_THRESHOLD &#061; 100<br \/>\nif maxFileChanged &gt;&#061; 50                      { plan }  \/\/ \u5355\u4e2a\u5927\u6539\u5199<br \/>\nif fileCount &gt;&#061; 2 &amp;&amp; total &gt;&#061; 100            { plan }  \/\/ \u591a\u4e2a\u4e2d\u7b49\u6587\u4ef6\u5408\u8ba1\u591f\u5927<\/p>\n<p>\u5c0f\u6539\u52a8\u76f4\u63a5\u8df3\u8fc7 Plan&#xff08;\u5426\u5219\u7eaf\u589e\u5ef6\u8fdf&#xff09;\u3002Plan \u9636\u6bb5\u4e0d\u53d1\u9001 Tools \u5b57\u6bb5&#xff0c;\u6a21\u578b\u8c03\u4e0d\u4e86\u5de5\u5177&#xff0c;\u53ea\u8fd4\u56de\u4e00\u4efd checklist \u4f5c\u4e3a {{plan_guidance}} \u6ce8\u5165\u4e3b\u63d0\u793a\u8bcd\u3002<\/p>\n<p>Main \u5faa\u73af\u8dd1\u5de5\u5177\u8c03\u7528\u4f1a\u8bdd&#xff0c;\u516d\u4e2a\u5185\u7f6e\u5de5\u5177&#xff1a;<\/p>\n<table>\n<tr>\u5de5\u5177\u9636\u6bb5\u7528\u9014<\/tr>\n<tbody>\n<tr>\n<td>code_search<\/td>\n<td>Plan &#043; Main<\/td>\n<td>\u4ee3\u7801\u5e93\u641c\u7d22<\/td>\n<\/tr>\n<tr>\n<td>file_read_diff<\/td>\n<td>Plan &#043; Main<\/td>\n<td>\u8bfb\u5176\u4ed6\u53d8\u66f4\u6587\u4ef6\u7684 diff<\/td>\n<\/tr>\n<tr>\n<td>file_find<\/td>\n<td>Plan &#043; Main<\/td>\n<td>\u6587\u4ef6\u5b9a\u4f4d<\/td>\n<\/tr>\n<tr>\n<td>file_read<\/td>\n<td>Main<\/td>\n<td>\u8bfb\u5b8c\u6574\u6587\u4ef6\u5185\u5bb9<\/td>\n<\/tr>\n<tr>\n<td>code_comment<\/td>\n<td>Main<\/td>\n<td>\u4ea7\u51fa\u5ba1\u67e5\u8bc4\u8bba<\/td>\n<\/tr>\n<tr>\n<td>task_done<\/td>\n<td>Main<\/td>\n<td>\u7ed3\u675f\u4fe1\u53f7<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u5faa\u73af\u9000\u51fa\u6761\u4ef6\u6709\u4e94&#xff1a;task_done \u88ab\u8c03\u7528 \/ \u8fbe\u5230 MAX_TOOL_REQUEST_TIMES&#xff08;\u9ed8\u8ba4 100&#xff09;\/ \u8fde\u7eed 3 \u8f6e\u65e0\u6709\u6548\u5de5\u5177\u7ed3\u679c \/ \u4e0a\u4e0b\u6587\u53d6\u6d88 \/ \u538b\u7f29\u540e\u4ecd\u8d85\u9608\u503c\u3002<\/p>\n<h4>5.3 \u8bc4\u8bba\u5904\u7406\u6d41\u6c34\u7ebf<\/h4>\n<p>\u6bcf\u6761 code_comment \u90fd\u8981\u8fc7\u4e00\u904d CommentWorkerPool&#xff08;\u56fa\u5b9a\u5927\u5c0f\u534f\u7a0b\u6c60&#xff0c;\u4e0d\u963b\u585e\u4e3b\u5faa\u73af&#xff09;&#xff1a;<\/p>\n<li>\u884c\u53f7\u89e3\u6790 \u2014\u2014 existing_code \u4e0e diff \u505a\u6ed1\u52a8\u7a97\u53e3\u5339\u914d&#xff0c;\u7b97\u51fa start_line\/end_line\u3002\u5931\u8d25\u5219\u4e24\u8005\u7f6e 0&#xff0c;\u8fd9\u662f\u300c\u672a\u951a\u5b9a\u8bc4\u8bba\u300d\u7684\u9690\u5f0f\u4fe1\u53f7&#xff08;\u4e0b\u6e38\u9760 start_line &#061;&#061; 0 \u5224\u65ad&#xff0c;\u6ca1\u6709\u989d\u5916 flag&#xff09;\u3002<\/li>\n<li>\u91cd\u5b9a\u4f4d\u4efb\u52a1&#xff08;\u53ef\u9009\u515c\u5e95&#xff09;\u2014\u2014 \u975e\u5e73\u51e1 diff \u4e0a\u89e3\u6790\u5931\u8d25\u65f6&#xff0c;\u8dd1 RE_LOCATION_TASK \u8ba9\u6a21\u578b\u91cd\u65b0\u951a\u5b9a\u3002<\/li>\n<li>\u53cd\u601d\u8fc7\u6ee4 \u2014\u2014 REVIEW_FILTER_TASK \u62ff\u8bc4\u8bba\u5bf9\u7167 diff&#xff0c;\u5254\u9664\u53ef\u8bc1\u4f2a\u7684\u6761\u76ee\u3002<\/li>\n<li>\u4e8c\u6b21\u884c\u53f7\u89e3\u6790 \u2014\u2014 \u547d\u4ee4\u5c42\u518d\u8dd1\u4e00\u6b21\u5168\u91cf ResolveLineNumbers&#xff0c;\u515c\u4f4f\u8de8\u6587\u4ef6\u6216\u88ab\u91cd\u5b9a\u4f4d\u66f4\u65b0\u8fc7\u7684\u8bc4\u8bba\u3002<\/li>\n<li>\u6e32\u67d3 \u2014\u2014 \u6309 &#8211;format \u8f93\u51fa\u3002<\/li>\n<h4>5.4 \u4e09\u5c42 Token \u9884\u7b97\u62a4\u680f<\/h4>\n<p>tokenLimit :&#061; MaxTokens * 4 \/ 5     \/\/ 80%<br \/>\nif countMessagesTokens(messages) &gt; tokenLimit {<br \/>\n    record warning &#034;token_threshold_exceeded&#034;<br \/>\n    return nil      \/\/ \u8df3\u8fc7\u8be5\u7ec4<br \/>\n}<\/p>\n<p>\u4e09\u5c42\u5206\u522b\u662f&#xff1a;\u8c03\u5ea6\u524d\u7684 fail-fast \u68c0\u67e5\u3001selectFiles \u9636\u6bb5\u7684 too_large \u8fc7\u6ee4\u3001\u5206\u7ec4\u5185\u7684 enforceGroupTokenBudget\u3002\u4efb\u4f55\u4e00\u5c42\u90fd\u4f1a\u4ea7\u751f\u975e\u81f4\u547d warning \u800c\u4e0d\u662f\u5931\u8d25\u2014\u2014\u8d85\u9884\u7b97\u7684\u7ec4\u88ab\u8df3\u8fc7\u5e76\u5728 JSON warnings \u91cc\u62a5\u544a&#xff0c;\u5176\u4f59\u7ec4\u7167\u5e38\u51fa\u7ed3\u679c\u3002<\/p>\n<h4>5.5 \u516d\u4e2a\u63d0\u793a\u8bcd\u6a21\u677f<\/h4>\n<p>internal\/config\/template\/task_template.json \u5b9a\u4e49\u516d\u4e2a\u4efb\u52a1&#xff1a;GROUPING_TASK\u3001PLAN_TASK\u3001MAIN_TASK\u3001MEMORY_COMPRESSION_TASK\u3001REVIEW_FILTER_TASK\u3001RE_LOCATION_TASK\u3002<\/p>\n<p>\u6ce8\u610f&#xff1a;\u6a21\u677f\u4e0d\u662f CLI \u53ef\u8986\u76d6\u9879\u3002\u60f3\u6539\u63d0\u793a\u8bcd\u5fc5\u987b\u7f16\u8f91 task_template.json \u5e76\u91cd\u65b0\u7f16\u8bd1\u3002\u800c &#8211;tools \u53c2\u6570\u8986\u76d6\u7684\u662f\u5de5\u5177\u6ce8\u518c\u8868&#xff0c;\u4e0d\u662f\u63d0\u793a\u8bcd\u6a21\u677f\u2014\u2014\u8fd9\u4e24\u4e2a\u7ecf\u5e38\u88ab\u6df7\u6dc6\u3002<\/p>\n<hr \/>\n<h3>\u516d\u3001\u5feb\u901f\u4e0a\u624b&#xff1a;10 \u5206\u949f\u8dd1\u901a\u7b2c\u4e00\u6b21\u8bc4\u5ba1<\/h3>\n<h4>6.1 \u524d\u7f6e\u6761\u4ef6<\/h4>\n<ul>\n<li>Git &gt;&#061; 2.41&#xff08;\u786c\u8981\u6c42&#xff0c;\u4f4e\u4e8e\u6b64\u7248\u672c\u76f4\u63a5\u5931\u8d25&#xff09;<\/li>\n<li>Node.js &gt;&#061; 14&#xff08;npm \u5b89\u88c5\u65b9\u5f0f&#xff09;<\/li>\n<\/ul>\n<h4>6.2 \u5b89\u88c5<\/h4>\n<p>npm install -g &#064;alibaba-group\/open-code-review<\/p>\n<p>\u5305\u4f53\u79ef\u901a\u8fc7\u5e73\u53f0\u7279\u5b9a\u7684 optional dependencies \u5206\u53d1&#xff08;ocr-linux-x64 \/ ocr-win32-x64 \/ ocr-darwin-arm64 \u7b49\u516d\u79cd&#xff09;&#xff0c;\u5b89\u88c5\u540e ocr \u547d\u4ee4\u5168\u5c40\u53ef\u7528\u3002\u4e5f\u652f\u6301\u5b89\u88c5\u811a\u672c\u3001GitHub Release \u4e8c\u8fdb\u5236\u548c\u6e90\u7801\u6784\u5efa\u3002<\/p>\n<p># \u9a8c\u8bc1\u5b89\u88c5<br \/>\nocr version<\/p>\n<h4>6.3 \u914d\u7f6e\u6a21\u578b<\/h4>\n<p>ocr config provider    # \u4ea4\u4e92\u5f0f\u9009\u62e9\u4f9b\u5e94\u5546\u3001\u586b API Key\u3001\u9009\u6a21\u578b<br \/>\nocr config model       # \u5207\u6362\u6a21\u578b<br \/>\nocr llm test           # \u9a8c\u8bc1\u8fde\u901a\u6027<\/p>\n<p>\u5185\u7f6e\u4f9b\u5e94\u5546\u8986\u76d6\u9762\u76f8\u5f53\u5e7f&#xff0c;\u56fd\u5185\u5916\u4e3b\u6d41\u90fd\u5728&#xff1a;<\/p>\n<table>\n<tr>\u4f9b\u5e94\u5546\u534f\u8baeAPI Key \u73af\u5883\u53d8\u91cf<\/tr>\n<tbody>\n<tr>\n<td>anthropic<\/td>\n<td>anthropic<\/td>\n<td>ANTHROPIC_API_KEY<\/td>\n<\/tr>\n<tr>\n<td>bedrock<\/td>\n<td>anthropic-bedrock<\/td>\n<td>AWS \u51ed\u8bc1\u94fe&#xff08;SigV4 \u7b7e\u540d&#xff0c;\u65e0 api_key&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>openai<\/td>\n<td>openai<\/td>\n<td>OPENAI_API_KEY<\/td>\n<\/tr>\n<tr>\n<td>openai-responses<\/td>\n<td>openai-responses<\/td>\n<td>OPENAI_RESPONSES_API_KEY<\/td>\n<\/tr>\n<tr>\n<td>gemini<\/td>\n<td>openai<\/td>\n<td>GEMINI_API_KEY<\/td>\n<\/tr>\n<tr>\n<td>dashscope&#xff08;\u901a\u4e49\u5343\u95ee&#xff09;<\/td>\n<td>openai<\/td>\n<td>DASHSCOPE_API_KEY<\/td>\n<\/tr>\n<tr>\n<td>deepseek<\/td>\n<td>openai<\/td>\n<td>DEEPSEEK_API_KEY<\/td>\n<\/tr>\n<tr>\n<td>kimi \/ kimi-global<\/td>\n<td>openai<\/td>\n<td>MOONSHOT_API_KEY<\/td>\n<\/tr>\n<tr>\n<td>z-ai&#xff08;\u667a\u8c31&#xff09;<\/td>\n<td>openai<\/td>\n<td>Z_AI_API_KEY<\/td>\n<\/tr>\n<tr>\n<td>volcengine&#xff08;\u8c46\u5305&#xff09;<\/td>\n<td>openai<\/td>\n<td>ARK_API_KEY<\/td>\n<\/tr>\n<tr>\n<td>tencent-tokenhub \/ hy-tokenplan<\/td>\n<td>openai<\/td>\n<td>\u5bf9\u5e94\u817e\u8baf\u4e91 Key<\/td>\n<\/tr>\n<tr>\n<td>iflytek&#xff08;\u8baf\u98de&#xff09;<\/td>\n<td>openai<\/td>\n<td>SPARK_API_KEY<\/td>\n<\/tr>\n<tr>\n<td>baidu-qianfan&#xff08;\u5343\u5e06&#xff09;<\/td>\n<td>openai<\/td>\n<td>QIANFAN_API_KEY<\/td>\n<\/tr>\n<tr>\n<td>siliconflow \/ novita \/ xai \/ minimax \/ mimo<\/td>\n<td>openai<\/td>\n<td>\u5404\u81ea Key<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u5b8c\u6574\u8868\u683c\u89c1\u5b98\u65b9\u914d\u7f6e\u9875&#xff0c;\u4e0a\u8868\u4e3a\u8282\u9009\u3002\u5bf9\u56fd\u5185\u56e2\u961f\u6700\u5b9e\u7528\u7684\u4e00\u70b9&#xff1a;\u6574\u4e2a\u94fe\u8def\u53ef\u4ee5\u5b8c\u5168\u8d70\u56fd\u5185\u6a21\u578b &#043; \u79c1\u6709\u90e8\u7f72&#xff0c;\u4ee3\u7801\u4e0d\u51fa\u5185\u7f51\u3002<\/p>\n<h4>6.4 \u4e09\u79cd\u5ba1\u67e5\u6a21\u5f0f<\/h4>\n<p>cd your-project<\/p>\n<p># \u5de5\u4f5c\u533a\u6a21\u5f0f \u2014\u2014 \u5ba1\u67e5\u6240\u6709 staged \/ unstaged \/ untracked \u53d8\u66f4<br \/>\nocr review<\/p>\n<p># \u5206\u652f\u8303\u56f4 \u2014\u2014 merge-base \u6a21\u5f0f&#xff0c;\u5ba1 feature \u4e0e main \u5206\u53c9\u540e\u7684\u5168\u90e8\u53d8\u66f4<br \/>\nocr review &#8211;from main &#8211;to feature-branch<\/p>\n<p># \u5355\u4e2a\u63d0\u4ea4<br \/>\nocr review &#8211;commit abc123<\/p>\n<p># \u5168\u6587\u4ef6\u626b\u63cf \u2014\u2014 \u65e0 diff \u4e5f\u80fd\u5ba1&#xff08;\u4ee3\u7801\u5ba1\u8ba1\u573a\u666f&#xff09;<br \/>\nocr scan<br \/>\nocr scan &#8211;path internal\/agent<\/p>\n<p># \u3010\u5f3a\u70c8\u63a8\u8350\u3011\u5148\u9884\u89c8&#xff0c;\u4e0d\u82b1\u4e00\u4e2a Token<br \/>\nocr review &#8211;preview<\/p>\n<p>&#8211;preview \u4f1a\u6253\u5370\u300c\u54ea\u4e9b\u6587\u4ef6\u4f1a\u5ba1 \/ \u54ea\u4e9b\u88ab\u6392\u9664 \/ \u4e3a\u4ec0\u4e48\u88ab\u6392\u9664\u300d&#xff0c;\u5927\u4ed3\u5e93\u5728\u6b63\u5f0f\u70e7 Token \u524d\u52a1\u5fc5\u5148\u8dd1\u4e00\u6b21\u3002<\/p>\n<hr \/>\n<h3>\u4e03\u3001\u4ee3\u7801\u5b9e\u6218&#xff1a;\u4ece\u81ea\u5b9a\u4e49\u89c4\u5219\u5230 CI \u5168\u94fe\u8def<\/h3>\n<h4>7.1 \u81ea\u5b9a\u4e49\u9879\u76ee\u89c4\u5219&#xff08;\u56e2\u961f\u843d\u5730\u7b2c\u4e00\u6b65&#xff09;<\/h4>\n<p>\u5728\u9879\u76ee\u6839\u76ee\u5f55\u5efa .opencodereview\/rule.json&#xff0c;\u63d0\u4ea4\u8fdb\u4ed3\u5e93&#xff0c;\u5168\u56e2\u961f\u5171\u4eab&#xff1a;<\/p>\n<p>{<br \/>\n  &#034;include&#034;: [&#034;src\/**\/*.{ts,tsx,js,jsx}&#034;, &#034;internal\/**\/*.go&#034;],<br \/>\n  &#034;exclude&#034;: [&#034;**\/*.gen.ts&#034;, &#034;**\/generated\/**&#034;, &#034;**\/mocks\/**&#034;],<br \/>\n  &#034;rules&#034;: [<br \/>\n    {<br \/>\n      &#034;path&#034;: &#034;internal\/api\/**\/*.go&#034;,<br \/>\n      &#034;rule&#034;: &#034;\u6240\u6709\u5bf9\u5916\u66b4\u9732\u7684 handler \u5fc5\u987b&#xff1a;1) \u6821\u9a8c\u8bf7\u6c42\u4f53\u5fc5\u586b\u5b57\u6bb5&#xff1b;2) \u4e8b\u52a1\u5f00\u542f\u540e\u7acb\u5373 defer tx.Rollback()&#xff1b;3) \u7981\u6b62\u5728\u5faa\u73af\u4e2d\u67e5\u8be2\u6570\u636e\u5e93&#xff08;N&#043;1&#xff09;\u3002&#034;,<br \/>\n      &#034;merge_system_rule&#034;: true<br \/>\n    },<br \/>\n    {<br \/>\n      &#034;path&#034;: &#034;**\/*mapper*.xml&#034;,<br \/>\n      &#034;rule&#034;: &#034;\u68c0\u67e5 SQL \u6ce8\u5165\u98ce\u9669&#xff08;\u7981\u6b62 ${} \u62fc\u63a5&#xff09;\u3001\u53c2\u6570\u7ed1\u5b9a\u662f\u5426\u5b8c\u6574\u3001XML \u6807\u7b7e\u662f\u5426\u95ed\u5408\u3001\u662f\u5426\u5b58\u5728\u5168\u8868\u626b\u63cf\u3002&#034;<br \/>\n    },<br \/>\n    {<br \/>\n      &#034;path&#034;: &#034;src\/api\/**\/*.ts&#034;,<br \/>\n      &#034;rule&#034;: &#034;\u68c0\u67e5\u672a\u5904\u7406\u7684 Promise rejection\u3001\u7f3a\u5931\u7684\u9519\u8bef\u8fb9\u754c\u3001\u4ee5\u53ca\u5bf9\u7528\u6237\u8f93\u5165\u76f4\u63a5 dangerouslySetInnerHTML \u7684\u60c5\u51b5\u3002&#034;<br \/>\n    }<br \/>\n  ]<br \/>\n}<\/p>\n<p>\u9a8c\u8bc1\u89c4\u5219\u662f\u5426\u547d\u4e2d&#xff1a;<\/p>\n<p>ocr rules check src\/main\/java\/com\/example\/UserService.java<br \/>\n# \u8f93\u51fa&#xff1a;File \/ Source: System built-in \/ Pattern: **\/*.java \/ Rule: &#xff08;\u89c4\u5219\u5168\u6587&#xff09;<\/p>\n<p>ocr rules check &#8211;rule custom.json src\/main\/resources\/mapper\/UserMapper.xml<\/p>\n<p>merge_system_rule: true \u662f\u4e2a\u5bb9\u6613\u88ab\u5ffd\u7565\u7684\u597d\u8bbe\u8ba1&#xff1a;\u9ed8\u8ba4\u60c5\u51b5\u4e0b&#xff0c;\u7528\u6237\u89c4\u5219\u547d\u4e2d\u540e\u4f1a\u66ff\u6362\u7cfb\u7edf\u5185\u7f6e\u89c4\u5219&#xff1b;\u52a0\u4e0a\u8fd9\u4e2a\u5f00\u5173&#xff0c;\u4e24\u8005\u4f1a\u5408\u5e76&#xff0c;\u4f60\u65e2\u80fd\u62ff\u5230\u56e2\u961f\u89c4\u7ea6&#xff0c;\u53c8\u4e0d\u4e22\u5931\u5185\u7f6e\u7684 NPE \/ \u7ebf\u7a0b\u5b89\u5168 \/ XSS \u68c0\u67e5\u3002<\/p>\n<h4>7.2 \u672c\u5730\u5ba1\u67e5\u5b8c\u6574\u793a\u4f8b<\/h4>\n<p># \u5e26\u4e0a\u4e1a\u52a1\u80cc\u666f&#xff08;\u5bf9\u8d28\u91cf\u63d0\u5347\u6700\u660e\u663e\u7684\u6760\u6746&#xff09;&#xff0c;\u8f93\u51fa\u673a\u5668\u53ef\u8bfb JSON<br \/>\nocr review \\\\<br \/>\n  &#8211;from main &#8211;to feature\/payment-refund \\\\<br \/>\n  &#8211;background &#034;\u672c\u6b21\u91cd\u6784\u9000\u6b3e\u6d41\u7a0b&#xff0c;\u5c06\u540c\u6b65\u9000\u6b3e\u6539\u4e3a\u6d88\u606f\u961f\u5217\u5f02\u6b65\u5904\u7406&#xff0c;\u9700\u8981\u91cd\u70b9\u5173\u6ce8\u5e42\u7b49\u6027\u4e0e\u4e8b\u52a1\u8fb9\u754c&#034; \\\\<br \/>\n  &#8211;format json &#8211;audience agent \\\\<br \/>\n  &#8211;output \/tmp\/ocr_result.json<\/p>\n<p>\u5173\u952e\u53c2\u6570\u8bf4\u660e&#xff1a;<\/p>\n<table>\n<tr>\u53c2\u6570\u9ed8\u8ba4\u503c\u8bf4\u660e<\/tr>\n<tbody>\n<tr>\n<td>&#8211;audience<\/td>\n<td>human<\/td>\n<td>agent \u6291\u5236\u8fdb\u5ea6 UI&#xff0c;\u53ea\u5410\u7ed3\u679c<\/td>\n<\/tr>\n<tr>\n<td>&#8211;background \/ -b<\/td>\n<td>\u2014<\/td>\n<td>\u4e1a\u52a1\u80cc\u666f&#xff0c;\u5b98\u65b9\u79f0\u5bf9\u8d28\u91cf\u6760\u6746\u6700\u9ad8<\/td>\n<\/tr>\n<tr>\n<td>&#8211;effort<\/td>\n<td>medium<\/td>\n<td>low(1\u8f6e) \/ medium(2\u8f6e) \/ high(3\u8f6e)&#xff0c;\u5b98\u65b9\u79f0\u662f\u63d0\u5347\u53ec\u56de\u7387\u6700\u4fbf\u5b9c\u7684\u6760\u6746<\/td>\n<\/tr>\n<tr>\n<td>&#8211;concurrency<\/td>\n<td>8<\/td>\n<td>\u5e76\u884c\u5b50\u4efb\u52a1\u6570&#xff0c;\u649e\u9650\u6d41\u65f6\u4e0b\u8c03<\/td>\n<\/tr>\n<tr>\n<td>&#8211;timeout<\/td>\n<td>15<\/td>\n<td>\u5355\u7ec4\u8d85\u65f6&#xff08;\u5206\u949f&#xff09;\u3002\u5b9e\u9645\u8d85\u65f6 &#061; timeout \u00d7 \u8f6e\u6b21&#xff0c;medium \u9ed8\u8ba4\u5373 30 \u5206\u949f<\/td>\n<\/tr>\n<tr>\n<td>&#8211;max-tokens-budget<\/td>\n<td>0&#xff08;\u65e0\u9650&#xff09;<\/td>\n<td>\u5168\u5c40 token \u4e0a\u9650&#xff0c;\u8d85\u9884\u7b97\u7ec4\u53d1\u7ec8\u5c40\u8f6e\u540e\u505c\u6b62\u6d3e\u53d1\u65b0\u7ec4<\/td>\n<\/tr>\n<tr>\n<td>&#8211;format<\/td>\n<td>text<\/td>\n<td>text \/ json \/ sarif<\/td>\n<\/tr>\n<tr>\n<td>&#8211;no-filter<\/td>\n<td>false<\/td>\n<td>\u8df3\u8fc7\u53cd\u601d\u8fc7\u6ee4&#xff0c;\u4fdd\u7559\u5168\u90e8\u8bc4\u8bba<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u7528 Python \u6d88\u8d39 JSON \u8f93\u51fa&#xff1a;<\/p>\n<p>import json, collections<\/p>\n<p>with open(&#034;\/tmp\/ocr_result.json&#034;, encoding&#061;&#034;utf-8&#034;) as f:<br \/>\n    data &#061; json.load(f)<\/p>\n<p>comments &#061; data.get(&#034;comments&#034;, [])<br \/>\nbuckets &#061; collections.defaultdict(list)<br \/>\nfor c in comments:<br \/>\n    buckets[c[&#034;severity&#034;]].append(c)<\/p>\n<p>for sev in (&#034;critical&#034;, &#034;high&#034;, &#034;medium&#034;):<br \/>\n    for c in buckets.get(sev, []):<br \/>\n        pos &#061; f&#034;{c[&#039;path&#039;]}:{c[&#039;start_line&#039;]}&#034; if c[&#034;start_line&#034;] else f&#034;{c[&#039;path&#039;]}(\u884c\u53f7\u672a\u951a\u5b9a)&#034;<br \/>\n        print(f&#034;[{sev.upper()}][{c[&#039;category&#039;]}] {pos}&#034;)<br \/>\n        print(f&#034;  {c[&#039;content&#039;]}&#034;)<br \/>\n        if c.get(&#034;suggestion_code&#034;):<br \/>\n            print(f&#034;  \u5efa\u8bae: {c[&#039;suggestion_code&#039;][:200]}&#034;)<br \/>\n        print()<\/p>\n<p>print(&#034;warnings:&#034;, data.get(&#034;warnings&#034;, []))<\/p>\n<p>\u6bcf\u6761\u8bc4\u8bba\u7684\u5b57\u6bb5&#xff1a;path \/ content \/ start_line \/ end_line \/ category&#xff08;bug, security, performance, maintainability, test, style, documentation, other&#xff09;\/ severity&#xff08;critical, high, medium, low&#xff09;\/ suggestion_code \/ existing_code \/ thinking\u3002<\/p>\n<p>\u6ce8\u610f start_line &#061;&#061; end_line &#061;&#061; 0&#xff1a;\u8fd9\u4e0d\u662f bug&#xff0c;\u662f\u884c\u53f7\u89e3\u6790\u5931\u8d25\u7684\u663e\u5f0f\u4fe1\u53f7\u3002\u6d88\u8d39\u65b9\u5fc5\u987b\u81ea\u5df1\u515c\u5e95&#xff08;\u8bfb\u5185\u5bb9\u3001\u770b\u6587\u4ef6\u3001\u624b\u52a8\u5b9a\u4f4d&#xff09;&#xff0c;\u4e0d\u8981\u76f4\u63a5\u5f53\u6210\u7b2c 0 \u884c\u6e32\u67d3\u3002<\/p>\n<h4>7.3 \u63a5\u5165 Claude Code \/ Codex \/ Cursor<\/h4>\n<p>Claude Code&#xff08;\u5728 Claude Code \u5185\u6267\u884c&#xff09;&#xff1a;<\/p>\n<p>\/plugin marketplace add alibaba\/open-code-review<br \/>\n\/plugin install open-code-review&#064;open-code-review<\/p>\n<p>\u88c5\u5b8c\u5f97\u5230 \/open-code-review:review \u4e0e \/open-code-review:delegate-review \u4e24\u6761\u659c\u6760\u547d\u4ee4\u3002<\/p>\n<p>Codex&#xff1a;<\/p>\n<p>codex plugin marketplace add alibaba\/open-code-review<br \/>\ncodex<\/p>\n<p>\u6253\u5f00 \/plugins \u5b89\u88c5\u5e76\u542f\u7528 Open Code Review&#xff0c;\u7136\u540e&#xff1a;<\/p>\n<p>&#064;Open Code Review review this branch against main<br \/>\n&#064;Open Code Review review and fix high-confidence issues<\/p>\n<p>Cursor&#xff1a;\u628a plugins\/open-code-review\/ \u6574\u4e2a\u76ee\u5f55\u62f7\u5230 ~\/.cursor\/plugins\/local\/open-code-review\/&#xff0c;\u786e\u8ba4 manifest \u4f4d\u4e8e ~\/.cursor\/plugins\/local\/open-code-review\/.cursor-plugin\/plugin.json&#xff0c;\u91cd\u542f\u6216\u6267\u884c Developer: Reload Window\u3002<\/p>\n<p>\u901a\u7528\u53ef\u79fb\u690d Skill&#xff08;\u4efb\u4f55\u517c\u5bb9 Skill \u7684 Agent&#xff09;&#xff1a;<\/p>\n<p>npx skills add alibaba\/open-code-review<br \/>\n# \u6216\u53ea\u88c5\u59d4\u6258\u6a21\u5f0f<br \/>\nnpx skills add alibaba\/open-code-review &#8211;skill open-code-review-delegate<\/p>\n<h4>7.4 \u63a5\u5165 GitHub Actions&#xff08;\u56e2\u961f\u6700\u8be5\u505a\u7684\u4e00\u6b65&#xff09;<\/h4>\n<p>\u5b98\u65b9\u63d0\u4f9b\u590d\u5408 Action&#xff0c;\u76f4\u63a5\u7528&#xff1a;<\/p>\n<p>name: AI Code Review<br \/>\non:<br \/>\n  pull_request:<br \/>\n    types: [opened, synchronize, reopened]<\/p>\n<p>permissions:<br \/>\n  contents: read<br \/>\n  pull-requests: write<\/p>\n<p>jobs:<br \/>\n  ocr-review:<br \/>\n    runs-on: ubuntu-latest<br \/>\n    steps:<br \/>\n      &#8211; uses: actions\/checkout&#064;v4<br \/>\n        with:<br \/>\n          fetch-depth: 0          # \u5fc5\u987b&#xff01;\u5426\u5219\u627e\u4e0d\u5230 merge-base<\/p>\n<p>      &#8211; uses: actions\/setup-node&#064;v4<br \/>\n        with:<br \/>\n          node-version: &#039;20&#039;<\/p>\n<p>      &#8211; name: Install OCR<br \/>\n        run: npm install -g &#064;alibaba-group\/open-code-review&#064;1.12.8<\/p>\n<p>      &#8211; uses: alibaba\/open-code-review&#064;main<br \/>\n        with:<br \/>\n          llm_url: ${{ secrets.OCR_LLM_URL }}<br \/>\n          llm_auth_token: ${{ secrets.OCR_LLM_AUTH_TOKEN }}<br \/>\n          llm_model: ${{ vars.OCR_LLM_MODEL }}<br \/>\n          effort: high<br \/>\n          max_tokens_budget: &#039;10000000&#039;<br \/>\n          llm_reasoning_effort: low<br \/>\n          stream_progress: &#039;true&#039;<\/p>\n<p>\u9700\u8981\u7684 Secrets \/ Variables&#xff1a;<\/p>\n<table>\n<tr>\u53d8\u91cf\u5fc5\u586b\u8bf4\u660e<\/tr>\n<tbody>\n<tr>\n<td>OCR_LLM_URL<\/td>\n<td>\u662f<\/td>\n<td>LLM API \u7aef\u70b9<\/td>\n<\/tr>\n<tr>\n<td>OCR_LLM_AUTH_TOKEN<\/td>\n<td>\u662f<\/td>\n<td>API \u4ee4\u724c<\/td>\n<\/tr>\n<tr>\n<td>OCR_LLM_MODEL<\/td>\n<td>\u5426<\/td>\n<td>\u6a21\u578b\u540d&#xff0c;\u65e0\u9ed8\u8ba4\u503c&#xff0c;\u5fc5\u987b\u663e\u5f0f\u8bbe\u7f6e<\/td>\n<\/tr>\n<tr>\n<td>OCR_LLM_USE_ANTHROPIC<\/td>\n<td>\u5426<\/td>\n<td>\u8bbe true \u8d70 Anthropic \u534f\u8bae<\/td>\n<\/tr>\n<tr>\n<td>GITHUB_TOKEN<\/td>\n<td>\u81ea\u52a8<\/td>\n<td>\u9700\u58f0\u660e pull-requests: write<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u8d70 SARIF \u4e0a\u4f20 GitHub Code Scanning&#xff08;\u63a8\u8350&#xff0c;\u5b89\u5168\u56e2\u961f\u4f1a\u559c\u6b22&#xff09;&#xff1a;<\/p>\n<p>      &#8211; name: Run OCR review (SARIF)<br \/>\n        env:<br \/>\n          BASE_REF: ${{ github.base_ref }}<br \/>\n          HEAD_REF: ${{ github.head_ref }}<br \/>\n        run: |<br \/>\n          ocr review \\\\<br \/>\n            &#8211;from &#034;origin\/$BASE_REF&#034; \\\\<br \/>\n            &#8211;to &#034;origin\/$HEAD_REF&#034; \\\\<br \/>\n            &#8211;format sarif &#8211;audience agent &gt; results.sarif<\/p>\n<p>      &#8211; uses: github\/codeql-action\/upload-sarif&#064;v3<br \/>\n        with:<br \/>\n          sarif_file: results.sarif<\/p>\n<p>GitLab CI \u540c\u7406&#xff0c;\u6ce8\u610f\u8bbe GIT_DEPTH: 0&#xff0c;\u8bc4\u8bba\u901a\u8fc7 MR Discussions API \u5185\u8054\u53d1\u5e03&#xff1a;<\/p>\n<p>script:<br \/>\n  &#8211; |<br \/>\n    ocr review \\\\<br \/>\n      &#8211;background &#034;$CI_MERGE_REQUEST_TITLE&#034; \\\\<br \/>\n      &#8211;from &#034;origin\/$CI_MERGE_REQUEST_TARGET_BRANCH_NAME&#034; \\\\<br \/>\n      &#8211;to &#034;${CI_COMMIT_SHA}&#034; \\\\<br \/>\n      &#8211;format json &#8211;audience agent<\/p>\n<p>\u5b89\u5168\u63d0\u793a&#xff1a;PR \u6807\u9898\u3001\u5206\u652f\u540d\u8fd9\u7c7b\u653b\u51fb\u8005\u53ef\u63a7\u7684\u503c&#xff0c;\u52a1\u5fc5\u901a\u8fc7 env: \u4f20\u5165\u518d\u5f15\u7528&#xff0c;\u4e0d\u8981\u76f4\u63a5\u628a ${{ github.event.pull_request.title }} \u63d2\u503c\u8fdb shell\u2014\u2014\u8fd9\u662f\u7ecf\u5178\u7684 Actions \u6ce8\u5165\u9762\u3002<\/p>\n<hr \/>\n<h3>\u516b\u3001\u8fdb\u9636\u7528\u6cd5&#xff1a;MCP\u3001\u59d4\u6258\u6a21\u5f0f\u4e0e\u6210\u672c\u63a7\u5236<\/h3>\n<h4>8.1 \u59d4\u6258\u6a21\u5f0f&#xff08;Delegation Mode&#xff09;&#xff1a;\u96f6 API Key \u7684\u73a9\u6cd5<\/h4>\n<p>\u5982\u679c\u4f60\u5df2\u7ecf\u5728\u7528 Claude Code \/ Codex \/ Cursor \/ Qoder \u7684\u8ba2\u9605&#xff0c;\u5b8c\u5168\u4e0d\u9700\u8981\u4e3a OCR \u5355\u72ec\u914d\u4e00\u4e2a\u6a21\u578b\u7aef\u70b9\u3002\u59d4\u6258\u6a21\u5f0f\u4e0b&#xff1a;OCR \u53ea\u505a\u786e\u5b9a\u6027\u7684\u6587\u4ef6\u7b5b\u9009\u4e0e\u89c4\u5219\u89e3\u6790&#xff0c;\u771f\u6b63\u7684\u5ba1\u67e5\u63a8\u7406\u7531\u5bbf\u4e3b Agent \u81ea\u5df1\u7684\u6a21\u578b\u5b8c\u6210\u3002<\/p>\n<p># Step 1: \u9884\u89c8\u5c06\u8981\u5ba1\u4ec0\u4e48<br \/>\nocr delegate preview &#8211;from main &#8211;to feature<\/p>\n<p># Step 2: \u62ff\u89c4\u5219&#xff08;\u6309\u89c4\u5219\u5185\u5bb9\u5206\u7ec4&#xff0c;\u907f\u514d\u91cd\u590d&#xff09;<br \/>\nocr delegate rule src\/handler.go src\/service.go<\/p>\n<p># Step 3: \u5bbf\u4e3b Agent \u7528 git diff \u53d6\u5185\u5bb9&#xff0c;\u7167\u7740\u89c4\u5219\u5206\u7ec4\u9010\u6587\u4ef6\u5ba1<br \/>\ngit diff &lt;merge_base&gt;..feature &#8212; src\/handler.go<\/p>\n<p>flowchart LR<br \/>\n    subgraph A[&#034;\u9ed8\u8ba4\u6a21\u5f0f&#034;]<br \/>\n        A1[&#034;Agent&#034;] &#8211;&gt; A2[&#034;\u8c03\u7528 ocr review&#034;]<br \/>\n        A2 &#8211;&gt; A3[&#034;OCR \u81ea\u5e26 LLM&lt;br\/&gt;\u72ec\u7acb\u5b8c\u6210\u5ba1\u67e5&#034;]<br \/>\n        A3 &#8211;&gt; A4[&#034;\u7ed3\u6784\u5316\u8bc4\u8bba&#034;]<br \/>\n    end<br \/>\n    subgraph B[&#034;\u59d4\u6258\u6a21\u5f0f Delegation&#034;]<br \/>\n        B1[&#034;\u5bbf\u4e3b Agent&#034;] &#8211;&gt; B2[&#034;ocr delegate preview&lt;br\/&gt;ocr delegate rule&#034;]<br \/>\n        B2 &#8211;&gt; B3[&#034;\u786e\u5b9a\u6027\u7ed3\u679c&lt;br\/&gt;\u6587\u4ef6\u6e05\u5355 &#043; \u89c4\u5219&#034;]<br \/>\n        B3 &#8211;&gt; B4[&#034;\u5bbf\u4e3b Agent \u7528\u81ea\u5df1\u7684&lt;br\/&gt;\u8ba2\u9605\u989d\u5ea6\u505a\u63a8\u7406&#034;]<br \/>\n        B4 &#8211;&gt; B5[&#034;\u7ed3\u6784\u5316\u8bc4\u8bba&#034;]<br \/>\n    end<\/p>\n<p>\u8fd9\u4e2a\u6a21\u5f0f\u5bf9\u4f01\u4e1a\u975e\u5e38\u53cb\u597d&#xff1a;\u4e0d\u9700\u8981\u65b0\u5efa API Key\u3001\u4e0d\u9700\u8981\u8d70\u91c7\u8d2d\u6d41\u7a0b\u3001\u4ee3\u7801\u4e0d\u9700\u8981\u518d\u51fa\u4e00\u4efd\u7ed9\u7b2c\u4e09\u65b9\u7aef\u70b9&#xff0c;\u800c\u4e14\u8ba2\u9605\u989d\u5ea6\u672c\u6765\u5c31\u662f\u6c89\u6ca1\u6210\u672c\u3002<\/p>\n<p>\u4e09\u79cd\u6a21\u5f0f\u7684\u5bf9\u6bd4&#xff1a;<\/p>\n<table>\n<tr>\u6a21\u5f0f\u8c01\u8c03 LLM\u9002\u7528\u573a\u666f<\/tr>\n<tbody>\n<tr>\n<td>Agent Skill&#xff08;npx skills add&#xff09;<\/td>\n<td>OCR<\/td>\n<td>\u60f3\u8981\u5f00\u7bb1\u5373\u7528&#xff0c;OCR \u5168\u6743\u9a71\u52a8<\/td>\n<\/tr>\n<tr>\n<td>Slash Command&#xff08;Claude Code&#xff09;<\/td>\n<td>OCR<\/td>\n<td>\u9700\u8981\u81ea\u52a8\u4fee\u590d\u95ed\u73af<\/td>\n<\/tr>\n<tr>\n<td>Delegation Mode<\/td>\n<td>\u5bbf\u4e3b Agent<\/td>\n<td>\u5df2\u6709\u8ba2\u9605&#xff0c;\u53ea\u60f3\u501f\u7528 OCR \u7684\u5de5\u7a0b\u811a\u624b\u67b6<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h4>8.2 \u6302\u8f7d MCP Server \u6269\u5c55\u5ba1\u67e5\u80fd\u529b<\/h4>\n<p>OCR \u672c\u8eab\u662f MCP Client&#xff0c;\u53ef\u4ee5\u6302\u8f7d\u5916\u90e8 MCP Server&#xff0c;\u8ba9\u5ba1\u67e5 Agent \u62ff\u5230 diff \u4e4b\u5916\u7684\u4e0a\u4e0b\u6587&#xff1a;<\/p>\n<p># \u672c\u5730 stdio \u670d\u52a1<br \/>\nocr config set mcp_servers.docs.command npx<br \/>\nocr config set mcp_servers.docs.args &#039;[&#034;-y&#034;, &#034;&#064;acme\/docs-mcp-server&#034;]&#039;<br \/>\nocr config set mcp_servers.docs.tools &#039;[&#034;search_docs&#034;, &#034;get_page&#034;]&#039;<br \/>\nocr config set mcp_servers.docs.setup &#034;npm install -g &#064;acme\/docs-mcp-server&#034;<br \/>\nocr config set mcp_servers.docs.env &#039;[&#034;DOCS_TOKEN&#061;secret&#034;]&#039;<\/p>\n<p># \u8fdc\u7a0b Streamable HTTP \u670d\u52a1&#xff08;\u6ce8\u610f&#xff1a;\u53ea\u8bbe url \u4e0d\u591f&#xff0c;\u5fc5\u987b\u8bbe type&#xff09;<br \/>\nocr config set mcp_servers.search.type remote<br \/>\nocr config set mcp_servers.search.url https:\/\/mcp.example.com\/mcp<br \/>\nocr config set mcp_servers.search.tools &#039;[&#034;search&#034;, &#034;fetch&#034;]&#039;<\/p>\n<p>\u914d\u7f6e\u5b57\u6bb5&#xff1a;type&#xff08;stdio\/remote&#xff09;\u3001command\u3001args\u3001url\u3001headers\u3001tools&#xff08;\u767d\u540d\u5355&#xff09;\u3001setup&#xff08;\u542f\u52a8\u524d\u547d\u4ee4&#xff0c;5 \u5206\u949f\u8d85\u65f6&#xff09;\u3001env\u3002<\/p>\n<p>\u8e29\u5751\u6e05\u5355&#xff08;MCP&#xff09;&#xff1a;<\/p>\n<ul>\n<li>\u53ea\u8bbe url \u4e0d\u8bbe type: remote \u2192 \u88ab\u5f53\u4f5c stdio&#xff0c;\u8fde\u4e0d\u4e0a\u3002<\/li>\n<li>\u5de5\u5177\u540d\u4e0e\u5185\u7f6e\u5de5\u5177&#xff08;file_read\u3001code_search\u3001task_done \u7b49&#xff09;\u51b2\u7a81 \u2192 \u9759\u9ed8\u8df3\u8fc7\u5e76\u6253 warning&#xff0c;\u5148\u6ce8\u518c\u8005\u80dc\u3002<\/li>\n<li>headers \u91cc\u7684 $VAR \u5c55\u5f00\u4e3a\u7a7a \u2192 \u8fde\u63a5\u76f4\u63a5\u5931\u8d25&#xff0c;\u4e0d\u662f\u5f53\u4f5c\u7f3a\u7701\u5904\u7406\u3002<\/li>\n<li>\u6240\u6709\u8bca\u65ad\u8d70 stderr \u4e14\u5e26 [ocr] \u524d\u7f00&#xff0c;\u4e0d\u4f1a\u6c61\u67d3 &#8211;format json \u7684 stdout\u3002<\/li>\n<\/ul>\n<h4>8.3 \u6210\u672c\u63a7\u5236\u7684\u56db\u4e2a\u65cb\u94ae<\/h4>\n<li>&#8211;effort&#xff1a;low \/ medium \/ high \u5bf9\u5e94 1 \/ 2 \/ 3 \u8f6e\u5ba1\u67e5\u3002\u65e5\u5e38 PR \u7528 medium&#xff0c;\u5b89\u5168\u5ba1\u67e5\u7528 high\u3002<\/li>\n<li>&#8211;max-tokens-budget&#xff1a;\u786c\u5929\u82b1\u677f&#xff0c;\u9632\u6b62\u4e00\u6b21\u8bef\u64cd\u4f5c\u70e7\u6389\u9884\u7b97\u3002<\/li>\n<li>&#8211;preview \u5148\u884c&#xff1a;\u5927\u4ed3\u5e93\u5148\u8dd1\u96f6\u6210\u672c\u9884\u89c8\u3002<\/li>\n<li>&#8211;concurrency&#xff1a;\u649e\u9650\u6d41\u65f6\u4ece 8 \u4e0b\u8c03\u5230 4~5&#xff0c;\u6bd4\u8ba9\u5b83\u91cd\u8bd5\u66f4\u7701\u3002<\/li>\n<h4>8.4 \u4f1a\u8bdd\u56de\u653e\u4e0e\u589e\u91cf\u5bf9\u6bd4<\/h4>\n<p>\u6240\u6709\u8bc4\u5ba1\u4ee5 JSONL \u843d\u76d8\u5728 ~\/.opencodereview\/sessions\/&lt;encoded-repo-path&gt;\/&lt;session-id&gt;.jsonl&#xff0c;\u6bcf\u884c\u4e00\u4e2a\u4e8b\u4ef6&#xff08;\u63d0\u793a\u8bcd\u3001\u54cd\u5e94\u3001\u5de5\u5177\u8c03\u7528\u3001\u8bc4\u8bba&#xff09;\u3002\u65e0\u6570\u636e\u5e93&#xff0c;\u7eaf\u8ffd\u52a0\u65e5\u5fd7\u3002<\/p>\n<p>ocr viewer                      # \u9ed8\u8ba4 http:\/\/localhost:5483<br \/>\nocr session list<br \/>\nocr session show &lt;id&gt;<br \/>\nocr session comments &lt;id&gt; &#8211;severity critical,high<br \/>\nocr session compare &lt;before&gt; &lt;after&gt;    # \u56db\u6876&#xff1a;new \/ persisting \/ resolved \/ not_reviewed<br \/>\nocr session export &lt;id&gt; -o report.html<br \/>\nocr review &#8211;from main &#8211;to feature &#8211;resume &lt;session-id&gt;<\/p>\n<p>compare \u7684\u56db\u6876\u8f93\u51fa\u7279\u522b\u9002\u5408\u505a**\u300c\u8fd9\u8f6e\u6539\u5b8c\u95ee\u9898\u5c11\u4e86\u591a\u5c11\u300d**\u7684\u91cf\u5316\u6c47\u62a5\u3002<\/p>\n<hr \/>\n<h3>\u4e5d\u3001\u5bf9\u6bd4\u8bc4\u6d4b&#xff1a;AACR-Bench \u4e0e\u540c\u7c7b\u65b9\u6848\u6a2a\u8bc4<\/h3>\n<h4>9.1 AACR-Bench&#xff1a;\u5b98\u65b9\u57fa\u51c6&#xff08;\u52a1\u5fc5\u5e26\u7740\u65b9\u6cd5\u8bba\u8bfb&#xff09;<\/h4>\n<p>\u6570\u636e\u96c6\u6784\u6210&#xff1a;50 \u4e2a\u70ed\u95e8\u5f00\u6e90\u4ed3\u5e93 \/ 200 \u4e2a\u771f\u5b9e PR \/ 10 \u79cd\u7f16\u7a0b\u8bed\u8a00 \/ 80&#043; \u4f4d\u8d44\u6df1\u5de5\u7a0b\u5e08\u4ea4\u53c9\u6807\u6ce8 \/ 1,505 \u4e2a ground-truth \u7f3a\u9677&#xff0c;\u5df2\u53d1\u5e03\u5728 HuggingFace&#xff08;Alibaba-Aone\/aacr-bench&#xff09;\u3002\u914d\u5957\u8bba\u6587\u89c1 arXiv:2608.09290\u3002<\/p>\n<p>\u6838\u5fc3\u7ed3\u679c&#xff08;\u540c\u6a21\u578b\u5bf9\u6bd4&#xff0c;\u6700\u80fd\u8bf4\u660e\u67b6\u6784\u5dee\u5f02&#xff09;&#xff1a;<\/p>\n<table>\n<tr>\u7cfb\u7edf\u6a21\u578bF1PrecisionRecall\u5e73\u5747\u8017\u65f6\u5e73\u5747 Token<\/tr>\n<tbody>\n<tr>\n<td>Open Code Review<\/td>\n<td>Claude-4.6-Opus<\/td>\n<td>25.10%<\/td>\n<td>33.90%<\/td>\n<td>20.00%<\/td>\n<td>1m23s<\/td>\n<td>385K<\/td>\n<\/tr>\n<tr>\n<td>Claude Code<\/td>\n<td>Claude-4.6-Opus<\/td>\n<td>11.57%<\/td>\n<td>7.23%<\/td>\n<td>28.90%<\/td>\n<td>13m06s<\/td>\n<td>5,664K<\/td>\n<\/tr>\n<tr>\n<td>Open Code Review<\/td>\n<td>Qwen3.8-Max<\/td>\n<td>23.00%<\/td>\n<td>33.90%<\/td>\n<td>17.40%<\/td>\n<td>5m14s<\/td>\n<td>334K<\/td>\n<\/tr>\n<tr>\n<td>Open Code Review<\/td>\n<td>GPT-5.5<\/td>\n<td>21.00%<\/td>\n<td>32.10%<\/td>\n<td>15.50%<\/td>\n<td>2m51s<\/td>\n<td>422K<\/td>\n<\/tr>\n<tr>\n<td>Open Code Review<\/td>\n<td>GLM-5.2<\/td>\n<td>21.30%<\/td>\n<td>32.30%<\/td>\n<td>15.90%<\/td>\n<td>7m58s<\/td>\n<td>682K<\/td>\n<\/tr>\n<tr>\n<td>Claude Code<\/td>\n<td>Claude-4.8-Opus<\/td>\n<td>14.13%<\/td>\n<td>15.93%<\/td>\n<td>12.70%<\/td>\n<td>5m38s<\/td>\n<td>2,062K<\/td>\n<\/tr>\n<tr>\n<td>Codex<\/td>\n<td>GPT-5.5<\/td>\n<td>8.36%<\/td>\n<td>27.82%<\/td>\n<td>4.92%<\/td>\n<td>2m58s<\/td>\n<td>525K<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u600e\u4e48\u8bfb\u8fd9\u5f20\u8868&#xff08;\u5f88\u91cd\u8981&#xff09;&#xff1a;<\/p>\n<ul>\n<li>\u540c\u6a21\u578b\u4e0b&#xff0c;OCR \u7684 Precision \u662f Claude Code \u7684 4.7 \u500d&#xff08;33.90% vs 7.23%&#xff09;&#xff0c;Token \u7ea6\u4e3a 1\/15&#xff08;385K vs 5,664K&#xff09;&#xff0c;\u901f\u5ea6\u5feb 9.4 \u500d\u3002<\/li>\n<li>\u4f46 Recall \u8f93\u4e86&#xff1a;20.00% vs 28.90%\u3002Claude Code \u751f\u6210\u4e86 5,980 \u6761\u8bc4\u8bba\u547d\u4e2d 435 \u4e2a\u771f\u95ee\u9898&#xff1b;OCR \u53ea\u751f\u6210 889 \u6761\u547d\u4e2d 301 \u4e2a\u3002\u8fd9\u662f\u523b\u610f\u7684\u8bbe\u8ba1\u53d6\u820d\u2014\u2014\u5b81\u53ef\u5c11\u62a5&#xff0c;\u4e0d\u8981\u8bef\u62a5\u3002<\/li>\n<li>\u7edd\u5bf9\u6570\u503c&#xff08;F1 25%&#xff09;\u770b\u7740\u4e0d\u9ad8&#xff0c;\u8bf4\u660e\u81ea\u52a8\u4ee3\u7801\u8bc4\u5ba1\u6574\u4f53\u4ecd\u5904\u4e8e\u65e9\u671f&#xff0c;\u4e0d\u662f OCR \u4e00\u5bb6\u7684\u95ee\u9898\u3002<\/li>\n<li>\u53e3\u5f84\u51b2\u7a81\u63d0\u793a&#xff1a;\u6709\u4e2d\u6587\u62a5\u9053\u79f0\u300cOCR \u6bcf\u6b21\u8bc4\u5ba1\u7ea6 37.5K token\u300d&#xff0c;\u4e0e\u5b98\u65b9\u56fe\u8868\u7684 385K \u5dee\u4e00\u4e2a\u6570\u91cf\u7ea7&#xff0c;\u7591\u4e3a\u7b14\u8bef\u6216\u4e0d\u540c\u7edf\u8ba1\u53e3\u5f84\u3002\u672c\u6587\u91c7\u7528\u5b98\u65b9\u56fe\u8868\u503c 385K&#xff0c;\u5e76\u6807\u6ce8\u6b64\u51b2\u7a81\u3002<\/li>\n<\/ul>\n<p>\u8fd9\u662f\u9879\u76ee\u65b9\u81ea\u5df1\u53d1\u5e03\u7684\u57fa\u51c6&#xff0c;\u4e0d\u7b49\u4e8e\u7b2c\u4e09\u65b9\u72ec\u7acb\u7ed3\u8bba\u3002 \u4f46\u5bf9\u5de5\u7a0b\u51b3\u7b56\u6765\u8bf4&#xff0c;\u540c\u6a21\u578b\u5bf9\u6bd4\u7684\u76f8\u5bf9\u5173\u7cfb\u4ecd\u6709\u53c2\u8003\u4ef7\u503c&#xff1a;\u5b83\u8bc1\u660e\u7684\u662f\u300c\u628a\u786e\u5b9a\u6027\u804c\u8d23\u4ece\u6a21\u578b\u624b\u91cc\u6536\u56de\u6765\u300d\u8fd9\u4e2a\u65b9\u5411\u6709\u6548&#xff0c;\u800c\u4e0d\u662f\u300cOCR \u5929\u4e0b\u7b2c\u4e00\u300d\u3002<\/p>\n<h4>9.2 \u4e0e\u540c\u7c7b\u65b9\u6848\u6a2a\u5411\u5bf9\u6bd4<\/h4>\n<table>\n<tr>\u7ef4\u5ea6Open Code ReviewClaude Code \/reviewGitHub Copilot ReviewCodeRabbitGreptileQodo<\/tr>\n<tbody>\n<tr>\n<td>\u5f62\u6001<\/td>\n<td>CLI &#043; \u591a Agent \u63d2\u4ef6<\/td>\n<td>Agent \u5185\u7f6e\u547d\u4ee4<\/td>\n<td>\u5e73\u53f0\u5185\u7f6e<\/td>\n<td>SaaS Git App<\/td>\n<td>SaaS Git App<\/td>\n<td>SaaS &#043; \u672c\u5730<\/td>\n<\/tr>\n<tr>\n<td>\u5f00\u6e90<\/td>\n<td>\u662f<\/td>\n<td>\u5426<\/td>\n<td>\u5426<\/td>\n<td>\u5426<\/td>\n<td>\u5426<\/td>\n<td>\u5426<\/td>\n<\/tr>\n<tr>\n<td>License<\/td>\n<td>Apache-2.0<\/td>\n<td>\u2014<\/td>\n<td>\u2014<\/td>\n<td>\u5546\u4e1a<\/td>\n<td>\u5546\u4e1a<\/td>\n<td>\u5546\u4e1a<\/td>\n<\/tr>\n<tr>\n<td>\u4ee3\u7801\u662f\u5426\u51fa\u7f51<\/td>\n<td>\u53ef\u5b8c\u5168\u672c\u5730 \/ \u79c1\u6709\u6a21\u578b<\/td>\n<td>\u53d6\u51b3\u4e8e\u5bbf\u4e3b<\/td>\n<td>GitHub \u4e91<\/td>\n<td>\u4e91<\/td>\n<td>\u4e91<\/td>\n<td>\u53ef on-prem<\/td>\n<\/tr>\n<tr>\n<td>\u8ba1\u8d39\u6a21\u578b<\/td>\n<td>\u81ea\u5e26 Key&#xff0c;\u6309 token \u4ed8\u8d39<\/td>\n<td>\u8ba2\u9605<\/td>\n<td>\u8ba2\u9605<\/td>\n<td>\u6309\u5e2d\u4f4d<\/td>\n<td>\u6309\u5e2d\u4f4d &#043; \u79ef\u5206<\/td>\n<td>\u6309\u5e2d\u4f4d \/ \u79ef\u5206<\/td>\n<\/tr>\n<tr>\n<td>\u53c2\u8003\u4ef7\u683c<\/td>\n<td>0&#xff08;\u8f6f\u4ef6\u514d\u8d39&#xff09;<\/td>\n<td>\u5df2\u542b\u5728\u8ba2\u9605<\/td>\n<td>\u56e2\u961f\u7248\u7ea6 $4\/\u4eba\/\u6708&#xff08;\u7b2c\u4e09\u65b9\u699c\u5355&#xff0c;\u5f85\u9a8c\u8bc1&#xff09;<\/td>\n<td>Pro \u7ea6 $24\/\u4eba\/\u6708&#xff08;\u7b2c\u4e09\u65b9\u699c\u5355&#xff0c;\u5f85\u9a8c\u8bc1&#xff09;<\/td>\n<td>\u7ea6 $30\/\u5e2d\u4f4d\/\u6708&#xff0c;\u542b 50 \u6b21&#xff08;\u7b2c\u4e09\u65b9\u699c\u5355&#xff0c;\u5f85\u9a8c\u8bc1&#xff09;<\/td>\n<td>Pro Teams \u7ea6 $30\/\u6708&#xff08;\u7b2c\u4e09\u65b9\u699c\u5355&#xff0c;\u5f85\u9a8c\u8bc1&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>\u4e0a\u4e0b\u6587\u7b56\u7565<\/td>\n<td>\u8bed\u4e49\u5206\u7ec4 &#043; \u5b50 Agent \u9694\u79bb &#043; \u5de5\u5177\u68c0\u7d22<\/td>\n<td>\u901a\u7528 Agent \u5faa\u73af<\/td>\n<td>\u4e3b\u8981\u770b diff<\/td>\n<td>\u4e3b\u8981\u770b diff<\/td>\n<td>\u5168\u4ed3\u5e93\u7d22\u5f15 &#043; \u591a\u8df3<\/td>\n<td>\u591a Agent \u5e76\u884c<\/td>\n<\/tr>\n<tr>\n<td>\u884c\u7ea7\u5b9a\u4f4d<\/td>\n<td>\u72ec\u7acb\u5b9a\u4f4d\u6a21\u5757 &#043; \u91cd\u5b9a\u4f4d &#043; \u4e8c\u6b21\u89e3\u6790<\/td>\n<td>\u65e0\u4e13\u95e8\u673a\u5236<\/td>\n<td>\u6709<\/td>\n<td>\u6709<\/td>\n<td>\u6709<\/td>\n<td>\u6709<\/td>\n<\/tr>\n<tr>\n<td>\u81ea\u5b9a\u4e49\u89c4\u5219<\/td>\n<td>\u56db\u5c42 JSON \u89c4\u5219\u94fe&#xff0c;\u53ef\u5165\u4ed3<\/td>\n<td>\u63d0\u793a\u8bcd<\/td>\n<td>\u5f31<\/td>\n<td>\u6709<\/td>\n<td>\u6709<\/td>\n<td>\u81ea\u52a8\u4ece\u4ee3\u7801\u5e93\u53d1\u73b0\u89c4\u7ea6<\/td>\n<\/tr>\n<tr>\n<td>\u53ef\u89c2\u6d4b\u6027<\/td>\n<td>JSONL \u4f1a\u8bdd &#043; OpenTelemetry &#043; Web Viewer<\/td>\n<td>\u65e0<\/td>\n<td>\u65e0<\/td>\n<td>\u63a7\u5236\u53f0<\/td>\n<td>\u63a7\u5236\u53f0<\/td>\n<td>\u63a7\u5236\u53f0<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u4e0a\u8868\u4ef7\u683c\u5747\u4e3a\u7b2c\u4e09\u65b9\u699c\u5355\u7684\u516c\u5f00\u62a5\u4ef7&#xff0c;\u5404\u5382\u5546\u8c03\u4ef7\u9891\u7e41&#xff0c;\u91c7\u8d2d\u524d\u8bf7\u4ee5\u5b98\u7f51\u4e3a\u51c6&#xff08;\u6807\u300c\u5f85\u9a8c\u8bc1\u300d&#xff09;\u3002<\/p>\n<p>\u9009\u578b\u5efa\u8bae&#xff1a;<\/p>\n<ul>\n<li>\u4ee3\u7801\u5408\u89c4\u8981\u6c42\u4e25 \/ \u5df2\u6709\u56fd\u4ea7\u6a21\u578b \/ \u60f3\u81ea\u5df1\u638c\u63a7\u6d41\u7a0b \u2192 OCR \u51e0\u4e4e\u662f\u552f\u4e00\u9009\u62e9\u3002<\/li>\n<li>\u8ffd\u6c42\u6700\u9ad8\u53ec\u56de&#xff08;\u5b89\u5168\u5ba1\u8ba1&#xff09; \u2192 Greptile \u90a3\u7c7b\u5168\u4ed3\u5e93\u591a\u8df3\u65b9\u6848\u66f4\u5408\u9002&#xff0c;\u6216\u8005 OCR \u7684 ocr scan \u5168\u6587\u4ef6\u6a21\u5f0f &#043; effort high \u7ec4\u5408&#xff0c;\u518d\u53e0\u52a0\u4e13\u4e1a SAST\u3002<\/li>\n<li>\u53ea\u60f3\u5f00\u7bb1\u5373\u7528\u3001\u4e0d\u60f3\u8fd0\u7ef4 \u2192 CodeRabbit \/ Copilot \u66f4\u7701\u4e8b\u3002<\/li>\n<li>\u5df2\u7ecf\u8ba2\u9605\u4e86 Claude Code \/ Codex \u2192 \u7528 OCR \u7684 Delegation Mode&#xff0c;\u96f6\u989d\u5916\u6210\u672c\u62ff\u5230\u5de5\u7a0b\u5316\u8bc4\u5ba1\u3002<\/li>\n<\/ul>\n<h4>9.3 \u4e00\u4e2a\u7c97\u7565\u7684\u6210\u672c\u6d4b\u7b97<\/h4>\n<p>\u5047\u8bbe\u56e2\u961f\u6bcf\u5929 40 \u4e2a PR&#xff0c;\u7528 OCR&#xff08;medium effort&#xff0c;\u7ea6 385K token\/\u6b21&#xff09;&#043; \u56fd\u4ea7\u6a21\u578b&#xff08;\u6309 \u00a54\/\u767e\u4e07 input token \u4f30\u7b97&#xff0c;\u4ef7\u683c\u4e3a\u793a\u610f&#xff0c;\u5b9e\u9645\u4ee5\u5382\u5546\u62a5\u4ef7\u4e3a\u51c6&#xff09;&#xff1a;<\/p>\n<p>40 PR \u00d7 385K token \u2248 15.4M token\/\u5929<br \/>\n\u6309 \u00a54\/M input &#043; \u00a516\/M output&#xff08;\u5047\u8bbe output \u5360 5%&#xff09;\u4f30\u7b97&#xff1a;<br \/>\n  input:  15.4M \u00d7 0.95 \u00d7 \u00a54\/M  \u2248 \u00a558.5\/\u5929<br \/>\n  output: 15.4M \u00d7 0.05 \u00d7 \u00a516\/M \u2248 \u00a512.3\/\u5929<br \/>\n\u5408\u8ba1 \u2248 \u00a571\/\u5929 \u2248 \u00a51,550\/\u6708&#xff08;22 \u5de5\u4f5c\u65e5&#xff09;<\/p>\n<p>\u5bf9\u6bd4 20 \u4eba\u7684 CodeRabbit Pro&#xff08;\u7ea6 $24\/\u4eba\/\u6708&#xff09;\u2248 $480\/\u6708 \u2248 \u00a53,400\/\u6708\u3002OCR \u5728 20 \u4eba\u56e2\u961f\u89c4\u6a21\u4e0b\u5927\u7ea6\u80fd\u7701\u4e00\u534a&#xff0c;\u4e14\u89c4\u6a21\u8d8a\u5927\u4f18\u52bf\u8d8a\u660e\u663e\u2014\u2014\u56e0\u4e3a SaaS \u662f\u7ebf\u6027\u6309\u5e2d\u4f4d\u6536\u8d39&#xff0c;\u800c OCR \u662f\u6309 PR \u8ba1\u8d39\u3002<\/p>\n<p>\u8fd9\u53ea\u662f\u91cf\u7ea7\u4f30\u7b97\u3002\u771f\u5b9e\u6210\u672c\u53d6\u51b3\u4e8e\u4f60\u7684 PR \u7c92\u5ea6\u3001\u6a21\u578b\u9009\u578b\u548c effort \u8bbe\u7f6e&#xff0c;\u52a1\u5fc5\u5148\u7528 &#8211;max-tokens-budget \u7070\u5ea6\u8dd1\u4e24\u5468\u518d\u4e0b\u7ed3\u8bba\u3002<\/p>\n<hr \/>\n<h3>\u5341\u3001\u6700\u4f73\u5b9e\u8df5\u4e0e\u907f\u5751\u6e05\u5355<\/h3>\n<h4>10.1 \u843d\u5730\u8def\u5f84&#xff08;\u6211\u7684\u5efa\u8bae&#xff09;<\/h4>\n<p>flowchart LR<br \/>\n    S1[&#034;Step 1&lt;br\/&gt;\u4e2a\u4eba\u672c\u5730\u7528&lt;br\/&gt;ocr review &#8211;preview&lt;br\/&gt;\u719f\u6089\u6392\u9664\u903b\u8f91&#034;] &#8211;&gt; S2[&#034;Step 2&lt;br\/&gt;\u5199\u56e2\u961f rule.json&lt;br\/&gt;ocr rules check \u9a8c\u8bc1&#034;]<br \/>\n    S2 &#8211;&gt; S3[&#034;Step 3&lt;br\/&gt;\u975e\u6838\u5fc3\u4ed3\u5e93\u7070\u5ea6 2 \u5468&lt;br\/&gt;\u7edf\u8ba1\u91c7\u7eb3\u7387\u4e0e\u884c\u53f7\u51c6\u786e\u7387&#034;]<br \/>\n    S3 &#8211;&gt; S4[&#034;Step 4&lt;br\/&gt;\u63a5 CI&#xff0c;\u53ea\u505a\u8bc4\u8bba&lt;br\/&gt;\u4e0d\u963b\u65ad\u5408\u5e76&#034;]<br \/>\n    S4 &#8211;&gt; S5[&#034;Step 5&lt;br\/&gt;\u7a33\u5b9a\u540e\u63a5 SARIF&lt;br\/&gt;critical \u963b\u65ad\u5408\u5e76&#034;]<\/p>\n<p>\u5173\u952e\u539f\u5219&#xff1a;Step 4 \u9636\u6bb5\u7edd\u5bf9\u4e0d\u8981\u8ba9 AI \u8bc4\u5ba1\u963b\u65ad\u5408\u5e76\u3002\u5148\u7528\u8bc4\u8bba\u5efa\u7acb\u4fe1\u4efb&#xff0c;\u7b49\u8bef\u62a5\u7387\u964d\u5230\u56e2\u961f\u53ef\u63a5\u53d7&#xff0c;\u518d\u8c08\u5361\u70b9\u3002<\/p>\n<h4>10.2 \u8e29\u5751\u6e05\u5355&#xff08;\u6309\u8e29\u4e2d\u6982\u7387\u6392\u5e8f&#xff09;<\/h4>\n<p>\u26a0\ufe0f \u5751 1&#xff1a;Git \u7248\u672c\u4e0d\u591f\u3002 \u786c\u8981\u6c42 Git &gt;&#061; 2.41\u3002CentOS 7 \u81ea\u5e26 Git 1.8&#xff0c;\u5fc5\u987b\u5148\u5347\u7ea7&#xff0c;\u5426\u5219\u76f4\u63a5\u5931\u8d25\u3002<\/p>\n<p>\u26a0\ufe0f \u5751 2&#xff1a;CI \u91cc Cannot find merge-base\u3002 GitHub Actions \u5fc5\u987b fetch-depth: 0&#xff0c;GitLab \u5fc5\u987b GIT_DEPTH: 0\u3002\u9ed8\u8ba4\u6d45\u514b\u9686\u62ff\u4e0d\u5230 merge-base\u3002<\/p>\n<p>\u26a0\ufe0f \u5751 3&#xff1a;\u53ec\u56de\u7387\u662f\u77ed\u677f&#xff0c;\u522b\u5f53\u5b89\u5168\u5ba1\u8ba1\u7528\u3002 OCR \u660e\u786e\u9009\u62e9\u4e86\u300c\u7cbe\u5ea6\u4f18\u5148\u300d\u3002\u505a\u5b89\u5168\u5ba1\u8ba1\u5fc5\u987b\u914d\u5408 ocr scan \u5168\u6587\u4ef6\u6a21\u5f0f &#043; effort high &#043; \u4e13\u4e1a SAST&#xff0c;\u4e0d\u80fd\u5355\u9760\u5b83\u515c\u5e95\u3002<\/p>\n<p>\u26a0\ufe0f \u5751 4&#xff1a;\u5927\u6587\u4ef6\u88ab\u9759\u9ed8\u8df3\u8fc7\u3002 \u5355\u6587\u4ef6 diff \u8d85\u8fc7 max_tokens&#xff08;\u9ed8\u8ba4 200000&#xff09;\u7684 80% \u4f1a\u88ab\u4e22\u5f03&#xff0c;\u4e14\u4e0d\u5931\u8d25\u2014\u2014\u53ea\u5728 warning \u91cc\u62a5 too_large \/ token_threshold_exceeded\u3002\u52a1\u5fc5\u68c0\u67e5 JSON \u7684 warnings \u6570\u7ec4\u3002<\/p>\n<p>\u26a0\ufe0f \u5751 5&#xff1a;ocr delegate \u7684\u6587\u6863\u4e0d\u4e00\u81f4\u3002 \u5b98\u65b9 CLI Reference \u9875\u5f53\u524d\u672a\u5217\u51fa delegate \u5b50\u547d\u4ee4&#xff08;\u53ea\u6709 review\/scan\/rules\/config\/llm\/viewer\/session&#xff09;&#xff0c;\u4f46 README\u3001\u59d4\u6258\u6a21\u5f0f\u6587\u6863\u9875\u548c SKILL.md \u90fd\u5728\u7528\u5b83\u3002\u4ee5 README \u4e3a\u51c6&#xff0c;delegate \u53ef\u7528&#xff0c;\u4f46\u8fd9\u5c5e\u4e8e\u6587\u6863\u6ede\u540e\u3002<\/p>\n<p>\u26a0\ufe0f \u5751 6&#xff1a;.m \u6587\u4ef6\u7684\u89c4\u5219\u8def\u7531\u4e0d\u786e\u5b9a\u3002 MATLAB \/ Objective-C \u9760\u5185\u5bb9\u55c5\u63a2&#xff0c;\u542f\u53d1\u5f0f\u53ef\u80fd\u968f\u7248\u672c\u53d8\u5316\u3002\u9700\u8981\u786e\u5b9a\u6027\u8def\u7531\u5c31\u663e\u5f0f\u5199\u9879\u76ee\u7ea7\u89c4\u5219\u3002<\/p>\n<p>\u26a0\ufe0f \u5751 7&#xff1a;api_key_cmd \u7684\u540e\u53f0\u5b88\u62a4\u8fdb\u7a0b\u3002 \u7528 op \/ gpg \u53d6\u5bc6\u94a5\u65f6&#xff0c;\u82e5\u5b88\u62a4\u8fdb\u7a0b\u6301\u6709 stdout \u7ba1\u9053&#xff0c;\u6bcf\u6b21 ocr \u90fd\u4f1a\u591a\u7b49 5 \u79d2\u3002\u52a0 &gt;\/dev\/null 2&gt;&amp;1 \u89e3\u51b3\u3002Windows \u4e0a\u8d70 cmd.exe \u800c\u4e0d\u662f sh&#xff0c;%VAR% \u548c ^ \u662f\u5143\u5b57\u7b26&#xff0c;$VAR \u4e0d\u751f\u6548\u3002<\/p>\n<p>\u26a0\ufe0f \u5751 8&#xff1a;\u672c\u5730\u6a21\u578b&#xff08;Ollama&#xff09;\u5fc5\u987b\u652f\u6301\u539f\u751f tool calling\u3002 \u5426\u5219 Agent \u5faa\u73af\u76f4\u63a5\u9000\u5316\u3002\u53e6\u5916\u81ea\u5b9a\u4e49 provider \u5fc5\u987b\u586b\u975e\u7a7a api_key&#xff08;\u968f\u4fbf\u586b\u4e2a\u5360\u4f4d\u7b26&#xff09;&#xff0c;\u6ca1\u6709\u73af\u5883\u53d8\u91cf\u56de\u9000\u3002<\/p>\n<p>\u26a0\ufe0f \u5751 9&#xff1a;\u6539\u63d0\u793a\u8bcd\u8981\u91cd\u65b0\u7f16\u8bd1\u3002 \u6a21\u677f\u4e0d\u662f CLI \u53ef\u8986\u76d6\u9879\u3002&#8211;tools \u8986\u76d6\u7684\u662f\u5de5\u5177\u6ce8\u518c\u8868&#xff0c;\u522b\u641e\u6df7\u3002<\/p>\n<p>\u26a0\ufe0f \u5751 10&#xff1a;&#8211;no-filter \u614e\u7528\u3002 \u5173\u6389\u53cd\u601d\u8fc7\u6ee4\u4f1a\u663e\u8457\u62c9\u9ad8\u8bef\u62a5\u7387&#xff0c;\u53ea\u5728\u4f60\u60f3\u770b\u539f\u59cb\u53ec\u56de\u80fd\u529b\u65f6\u5f00\u3002<\/p>\n<h4>10.3 \u56e2\u961f\u7ea6\u5b9a\u5efa\u8bae<\/h4>\n<li>.opencodereview\/rule.json \u5fc5\u987b\u5165\u4ed3&#xff0c;\u5e76\u4e14 review \u5b83\u672c\u8eab\u2014\u2014\u89c4\u5219\u6587\u4ef6\u662f\u300c\u56e2\u961f\u5de5\u7a0b\u6807\u51c6\u7684\u53ef\u6267\u884c\u5316\u300d&#xff0c;\u5b83\u7684\u8d28\u91cf\u76f4\u63a5\u51b3\u5b9a\u8bc4\u5ba1\u8d28\u91cf\u3002<\/li>\n<li>\u5148\u8dd1 &#8211;preview \u518d\u8dd1\u6b63\u5f0f\u8bc4\u5ba1&#xff0c;\u628a\u8fd9\u4e00\u6b65\u5199\u8fdb\u56e2\u961f wiki\u3002<\/li>\n<li>\u628a ocr session compare \u7528\u8d77\u6765&#xff0c;\u91cf\u5316\u300cAI \u8bc4\u5ba1\u5230\u5e95\u6709\u6ca1\u6709\u51cf\u5c11\u7f3a\u9677\u6d41\u5165\u300d\u3002<\/li>\n<li>\u4e0d\u8981\u540c\u4e00\u4e2a\u6a21\u578b\u65e2\u5199\u53c8\u5ba1\u3002\u8ba9 Codex \u5199\u4ee3\u7801\u3001OCR \u6311\u95ee\u9898\u3001Codex \u6539\u3001OCR \u590d\u5ba1\u2014\u2014\u89d2\u8272\u5206\u79bb\u540e\u7684\u8d28\u91cf\u57fa\u7ebf&#xff0c;\u660e\u663e\u9ad8\u4e8e\u540c\u4e00\u6a21\u578b\u81ea\u95ee\u81ea\u7b54\u3002<\/li>\n<hr \/>\n<h3>\u5341\u4e00\u3001\u751f\u6001\u4e0e\u793e\u533a\u6d3b\u8dc3\u5ea6<\/h3>\n<table>\n<tr>\u6307\u6807\u6570\u503c&#xff08;2026-09-22 \u5b9e\u6d4b&#xff09;\u8bc4\u4ef7<\/tr>\n<tbody>\n<tr>\n<td>GitHub Star<\/td>\n<td>39,215<\/td>\n<td>\u9ad8\u589e\u901f&#xff0c;\u8fd1 5 \u5929\u65e5\u5747 &#043;2~3K<\/td>\n<\/tr>\n<tr>\n<td>Fork<\/td>\n<td>2,806<\/td>\n<td>Fork\/Star \u2248 7.2%&#xff0c;\u5065\u5eb7<\/td>\n<\/tr>\n<tr>\n<td>Open Issues<\/td>\n<td>229<\/td>\n<td>\u76f8\u5bf9 Star \u91cf\u504f\u4f4e&#xff0c;\u7ef4\u62a4\u826f\u597d<\/td>\n<\/tr>\n<tr>\n<td>\u521b\u5efa\u65f6\u95f4<\/td>\n<td>2026-05-18<\/td>\n<td>\u4ec5 4 \u4e2a\u6708<\/td>\n<\/tr>\n<tr>\n<td>\u6700\u8fd1 push<\/td>\n<td>2026-09-21<\/td>\n<td>\u6bcf\u5929\u90fd\u5728 push<\/td>\n<\/tr>\n<tr>\n<td>Release \u9891\u7387<\/td>\n<td>v1.11.7(09-09) \u2192 v1.12.8(09-21)&#xff0c;12 \u5929 12 \u4e2a\u7248\u672c<\/td>\n<td>\u6781\u9ad8\u9891\u8fed\u4ee3<\/td>\n<\/tr>\n<tr>\n<td>npm \u7d2f\u8ba1\u7248\u672c<\/td>\n<td>121<\/td>\n<td>\u2014<\/td>\n<\/tr>\n<tr>\n<td>npm \u5468\u4e0b\u8f7d<\/td>\n<td>108,011<\/td>\n<td>\u5df2\u4ece\u300c\u5c1d\u9c9c\u300d\u8fdb\u5165\u300c\u65e5\u5e38\u4f7f\u7528\u300d\u9636\u6bb5<\/td>\n<\/tr>\n<tr>\n<td>License<\/td>\n<td>Apache-2.0<\/td>\n<td>\u53ef\u5546\u7528&#xff0c;\u65e0\u4f20\u67d3\u6027<\/td>\n<\/tr>\n<tr>\n<td>OpenSSF Best Practices<\/td>\n<td>Gold<\/td>\n<td>\u4f9b\u5e94\u94fe\u5b89\u5168\u8fbe\u6807<\/td>\n<\/tr>\n<tr>\n<td>\u8d21\u732e\u8005<\/td>\n<td>\u5217\u8868\u524d 100 \u4e2d&#xff0c;\u9996\u4f4d\u8d21\u732e 283 \u6b21<\/td>\n<td>\u6838\u5fc3\u56e2\u961f\u4e3b\u5bfc&#xff0c;\u793e\u533a\u5f00\u59cb\u8fdb\u5165<\/td>\n<\/tr>\n<tr>\n<td>Agent \u751f\u6001<\/td>\n<td>Claude Code \/ Codex \/ Cursor \/ Kimi \/ OpenCode \/ QCA Forward \/ \u901a\u7528 Skill \/ MCP<\/td>\n<td>\u8986\u76d6\u9762\u6700\u5e7f\u7684\u4e00\u6863<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u8fd1\u671f commit \u7684\u8d28\u91cf\u4e5f\u503c\u5f97\u4e00\u8bf4\u2014\u2014fix(config): exclude dependency and build-output directories by default\u3001fix(diff): parse git&#039;s quoted pathnames instead of dropping the file\u3001feat(rules): add F# review support\u3001perf(viewer): paginate large review result lists\u3002\u90fd\u662f\u5b9e\u6253\u5b9e\u7684\u5de5\u7a0b\u7ec6\u8282\u4fee\u590d&#xff0c;\u4e0d\u662f\u5237\u5b58\u5728\u611f\u7684\u6587\u6863\u6539\u52a8\u3002<\/p>\n<p>\u552f\u4e00\u9700\u8981\u89c2\u5bdf\u7684\u662f\u8d21\u732e\u8005\u96c6\u4e2d\u5ea6&#xff1a;\u9996\u4f4d\u8d21\u732e\u8005 283 \u6b21\u63d0\u4ea4&#xff0c;\u7b2c\u4e8c\u540d 37 \u6b21&#xff0c;\u5448\u660e\u663e\u7684\u300c\u516c\u53f8\u4e3b\u5bfc\u5f00\u6e90\u300d\u5f62\u6001\u3002\u8fd9\u5bf9\u8fed\u4ee3\u901f\u5ea6\u662f\u597d\u4e8b&#xff0c;\u5bf9\u957f\u671f\u6cbb\u7406&#xff08;\u4e07\u4e00\u56e2\u961f\u8f6c\u5411&#xff09;\u662f\u4e2a\u98ce\u9669\u70b9\u3002Apache-2.0 &#043; \u5355\u4e8c\u8fdb\u5236 &#043; \u672c\u5730\u4f18\u5148&#xff0c;\u610f\u5473\u7740\u5373\u4fbf\u9879\u76ee\u505c\u66f4&#xff0c;\u4f60\u7684 fork \u6210\u672c\u4e5f\u4e0d\u9ad8\u3002<\/p>\n<hr \/>\n<h3>\u5341\u4e8c\u3001\u4e2a\u4eba\u8bc4\u4ef7\u4e0e\u5c55\u671b<\/h3>\n<h4>12.1 \u6211\u7684\u5224\u65ad<\/h4>\n<p>\u8fd9\u662f\u8fd1\u534a\u5e74\u6211\u89c1\u8fc7\u67b6\u6784\u601d\u8def\u6700\u6e05\u9192\u7684 AI \u5de5\u7a0b\u5316\u9879\u76ee\u4e4b\u4e00\u3002 \u5b83\u6ca1\u53bb\u5377\u300c\u8c01\u7684\u6a21\u578b\u66f4\u5f3a\u300d&#xff0c;\u800c\u662f\u95ee\u4e86\u4e00\u4e2a\u66f4\u672c\u8d28\u7684\u95ee\u9898&#xff1a;\u5728\u4e00\u4e2a\u4e1a\u52a1\u6d41\u7a0b\u91cc&#xff0c;\u54ea\u4e9b\u73af\u8282\u5fc5\u987b 100% \u6b63\u786e&#xff1f;<\/p>\n<p>\u7b54\u6848\u4e00\u65e6\u660e\u786e&#xff0c;\u5de5\u7a0b\u624b\u6bb5\u5c31\u80fd\u63a5\u7ba1&#xff1a;\u6587\u4ef6\u7b5b\u9009\u7528\u4ee3\u7801\u5224\u5b9a&#xff0c;\u89c4\u5219\u5339\u914d\u7528\u6a21\u677f\u5f15\u64ce&#xff0c;\u8bc4\u8bba\u5b9a\u4f4d\u7528\u6ed1\u52a8\u7a97\u53e3\u7b97\u6cd5 &#043; \u91cd\u5b9a\u4f4d\u515c\u5e95&#xff0c;\u53cd\u601d\u8fc7\u6ee4\u7528\u72ec\u7acb LLM \u8c03\u7528\u3002\u5269\u4e0b\u7684\u2014\u2014\u7406\u89e3\u610f\u56fe\u3001\u68c0\u7d22\u4e0a\u4e0b\u6587\u3001\u5224\u65ad\u98ce\u9669\u2014\u2014\u624d\u4ea4\u7ed9\u6a21\u578b\u3002<\/p>\n<p>\u8fd9\u5957\u601d\u8def\u7684\u4ef7\u503c\u8fdc\u8d85\u4ee3\u7801\u8bc4\u5ba1\u672c\u8eab\u3002\u4efb\u4f55\u300cAgent \u505a\u4e13\u4e1a\u4efb\u52a1\u300d\u7684\u573a\u666f\u2014\u2014\u65e5\u5fd7\u5206\u6790\u3001\u544a\u8b66\u5f52\u56e0\u3001\u5408\u89c4\u68c0\u67e5\u3001\u6570\u636e\u8840\u7f18\u68b3\u7406\u2014\u2014\u90fd\u53ef\u4ee5\u5957\u7528\u540c\u6837\u7684\u5207\u5206\u6cd5&#xff1a;\u5148\u95ee\u54ea\u4e9b\u73af\u8282\u4e0d\u80fd\u51fa\u9519&#xff0c;\u518d\u51b3\u5b9a\u54ea\u4e9b\u4ea4\u7ed9\u6a21\u578b\u3002<\/p>\n<h4>12.2 \u9700\u8981\u8b66\u60d5\u7684\u5730\u65b9<\/h4>\n<li>Recall \u53ea\u6709 20%\u3002\u8fd9\u610f\u5473\u7740\u5e73\u5747\u6bcf 5 \u4e2a\u771f\u5b9e\u7f3a\u9677&#xff0c;\u5b83\u53ea\u62a5\u51fa 1 \u4e2a\u3002\u628a\u5b83\u5f53\u300c\u51cf\u5c11\u8bef\u62a5\u7684\u7b2c\u4e00\u9053\u6ee4\u7f51\u300d\u5b8c\u5168\u5408\u7406&#xff0c;\u628a\u5b83\u5f53\u300c\u8d28\u91cf\u5b88\u95e8\u5458\u300d\u5c31\u662f\u707e\u96be\u3002<\/li>\n<li>\u57fa\u51c6\u662f\u81ea\u5efa\u7684\u3002AACR-Bench \u867d\u7136 methodology \u516c\u5f00\u3001\u6570\u636e\u96c6\u5f00\u6e90&#xff0c;\u4f46\u6bd5\u7adf\u662f\u9879\u76ee\u65b9\u4e3b\u5bfc\u3002\u671f\u5f85\u7b2c\u4e09\u65b9\u72ec\u7acb\u590d\u73b0\u3002<\/li>\n<li>\u7edd\u5bf9\u6307\u6807\u4ecd\u4f4e\u3002F1 25% \u8bf4\u660e\u81ea\u52a8\u4ee3\u7801\u8bc4\u5ba1\u6574\u4f53\u8fd8\u5f88\u65e9\u671f\u2014\u2014\u8fd9\u65e2\u662f\u5bf9 OCR \u7684\u5ba2\u89c2\u8bc4\u4ef7&#xff0c;\u4e5f\u662f\u5bf9\u6240\u6709\u540c\u7c7b\u5de5\u5177\u7684\u8bc4\u4ef7\u3002<\/li>\n<li>\u516c\u53f8\u4e3b\u5bfc\u5f00\u6e90\u7684\u56fa\u6709\u98ce\u9669\u3002\u6838\u5fc3\u8d21\u732e\u9ad8\u5ea6\u96c6\u4e2d&#xff0c;\u957f\u671f\u8def\u7ebf\u4f9d\u8d56\u963f\u91cc\u56e2\u961f\u7684\u6295\u5165\u610f\u613f\u3002<\/li>\n<h4>12.3 \u5c55\u671b<\/h4>\n<p>\u6211\u5224\u65ad\u63a5\u4e0b\u6765\u4f1a\u770b\u5230\u4e09\u4ef6\u4e8b&#xff1a;<\/p>\n<ul>\n<li>\u66f4\u591a\u300c\u786e\u5b9a\u6027\u5de5\u7a0b \u00d7 Agent\u300d\u7684\u5782\u76f4\u590d\u523b\u3002OCR \u9a8c\u8bc1\u4e86\u8fd9\u4e2a\u8303\u5f0f\u7684\u6709\u6548\u6027&#xff0c;\u65e5\u5fd7\u5206\u6790\u3001\u6d4b\u8bd5\u7528\u4f8b\u751f\u6210\u3001\u4f9d\u8d56\u5347\u7ea7\u8bc4\u4f30\u90fd\u4f1a\u51fa\u73b0\u540c\u7c7b\u4ea7\u54c1\u3002<\/li>\n<li>\u8bc4\u5ba1\u4e0e\u751f\u6210\u7684\u89d2\u8272\u5206\u79bb\u6210\u4e3a\u6807\u51c6\u5b9e\u8df5\u3002\u73b0\u5728\u300c\u540c\u4e00\u4e2a\u6a21\u578b\u53c8\u5199\u53c8\u5ba1\u300d\u7684\u505a\u6cd5&#xff0c;\u4e24\u5e74\u540e\u4f1a\u88ab\u89c6\u4e3a\u5de5\u7a0b\u4e8b\u6545\u2014\u2014\u5c31\u50cf\u4eca\u5929\u6ca1\u4eba\u4f1a\u8ba9\u540c\u4e00\u4e2a\u5f00\u53d1\u65e2\u5199\u4ee3\u7801\u53c8\u5408\u5e76\u81ea\u5df1\u7684 PR\u3002<\/li>\n<li>\u63a8\u7406\u6210\u672c\u6210\u4e3a\u6838\u5fc3\u7ade\u4e89\u7ef4\u5ea6\u3002\u5f53\u6548\u679c\u8d8b\u540c&#xff0c;1\/9 \u7684 token \u6d88\u8017\u5c31\u662f 9 \u500d\u7684\u6210\u672c\u4f18\u52bf\u3002\u8fd9\u4f1a\u5012\u903c\u6240\u6709 Agent \u5de5\u5177\u91cd\u65b0\u5ba1\u89c6\u300c\u54ea\u4e9b token \u662f\u975e\u5fc5\u8981\u6d88\u8017\u7684\u300d\u3002<\/li>\n<\/ul>\n<p>\u7ed9\u4e0d\u540c\u89d2\u8272\u7684\u884c\u52a8\u5efa\u8bae&#xff1a;<\/p>\n<ul>\n<li>\u4e2a\u4eba\u5f00\u53d1\u8005&#xff1a;\u4eca\u5929\u5c31\u53ef\u4ee5\u88c5&#xff0c;ocr review \u76f4\u63a5\u53ef\u7528&#xff0c;\u96f6\u6210\u672c\u8bd5\u9519\u3002<\/li>\n<li>\u5c0f\u56e2\u961f&#xff1a;\u5148\u7528 Delegation Mode&#xff0c;\u4e0d\u82b1\u989d\u5916\u7684\u94b1&#xff0c;\u628a .opencodereview\/rule.json \u5efa\u8d77\u6765\u3002<\/li>\n<li>\u4e2d\u5927\u578b\u56e2\u961f&#xff1a;\u975e\u6838\u5fc3\u4ed3\u5e93\u7070\u5ea6\u4e24\u5468&#xff0c;\u91cd\u70b9\u89c2\u5bdf\u4e09\u4e2a\u6307\u6807\u2014\u2014\u91c7\u7eb3\u7387\u3001\u884c\u53f7\u51c6\u786e\u7387\u3001Token \u82b1\u8d39\u3002\u8fd9\u4e09\u4e2a\u6570\u5b57\u51b3\u5b9a\u5b83\u503c\u4e0d\u503c\u5f97\u8fdb CI\u3002<\/li>\n<\/ul>\n<hr \/>\n<h3>\u53c2\u8003\u94fe\u63a5<\/h3>\n<p>\u5b98\u65b9\u4e00\u624b\u6765\u6e90<\/p>\n<li>GitHub \u4ed3\u5e93&#xff1a;GitHub &#8211; alibaba\/open-code-review: Secure, fast, efficient, battle-tested at Alibaba&#039;s scale. Hybrid architecture code review tool: deterministic pipelines &#043; LLM Agent, precise line-level comments, built-in multi-language ruleset (NPE, thread-safety, XSS, SQL injection), OpenAI &amp; Anthropic compatible. \u00b7 GitHub<\/li>\n<li>\u5b98\u7f51\u4e0e\u6587\u6863&#xff1a;https:\/\/open-codereview.ai\/docs<\/li>\n<li>\u67b6\u6784\u9875&#xff1a;https:\/\/open-codereview.ai\/docs\/architecture<\/li>\n<li>CLI \u53c2\u8003&#xff1a;https:\/\/open-codereview.ai\/docs\/cli-reference<\/li>\n<li>\u8bc4\u5ba1\u89c4\u5219&#xff1a;https:\/\/open-codereview.ai\/docs\/review-rules<\/li>\n<li>\u914d\u7f6e\u6307\u5357&#xff1a;https:\/\/open-codereview.ai\/docs\/configuration<\/li>\n<li>MCP Server&#xff1a;https:\/\/open-codereview.ai\/docs\/mcp<\/li>\n<li>\u59d4\u6258\u6a21\u5f0f&#xff1a;https:\/\/open-codereview.ai\/docs\/delegate<\/li>\n<li>CI\/CD \u96c6\u6210&#xff1a;https:\/\/open-codereview.ai\/docs\/cicd<\/li>\n<li>Agent Skill \u5b89\u88c5&#xff1a;https:\/\/open-codereview.ai\/docs\/agent-skill<\/li>\n<li>Skill \u6e05\u5355\u6587\u4ef6&#xff08;SKILL.md&#xff09;&#xff1a;open-code-review\/skills\/open-code-review\/SKILL.md at main \u00b7 alibaba\/open-code-review \u00b7 GitHub<\/li>\n<li>\u63d2\u4ef6\u8bf4\u660e&#xff1a;open-code-review\/plugins\/open-code-review\/README.md at main \u00b7 alibaba\/open-code-review \u00b7 GitHub<\/li>\n<li>npm \u5305&#xff1a;https:\/\/www.npmjs.com\/package\/&#064;alibaba-group\/open-code-review<\/li>\n<p>\u57fa\u51c6\u4e0e\u8bba\u6587<\/p>\n<li>AACR-Bench \u6570\u636e\u96c6&#xff08;HuggingFace&#xff09;&#xff1a;https:\/\/huggingface.co\/datasets\/Alibaba-Aone\/aacr-bench<\/li>\n<li>\u8bba\u6587 OpenCodeReview: Determinism over Non-Determinism for Cost-Effective Agent-Based Code Review&#xff1a;OpenCodeReview: Determinism over Non-Determinism for Cost-Effective Agent-Based Code 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