{"id":618,"date":"2026-02-02T00:57:52","date_gmt":"2026-02-01T16:57:52","guid":{"rendered":"https:\/\/blog.itsmygo.uk\/2026\/02\/02\/claude-code-%e5%8e%9f%e5%a7%8b%e7%a2%bc%e8%a7%a3%e8%ae%80%ef%bc%9aplugin-%e6%9e%b6%e6%a7%8b%e8%88%87%e4%ba%8b%e4%bb%b6%e9%a9%85%e5%8b%95%e7%9a%84%e6%93%b4%e5%b1%95%e7%94%9f%e6%85%8b%e7%b3%bb\/"},"modified":"2026-02-02T01:06:30","modified_gmt":"2026-02-01T17:06:30","slug":"claude-code-%e5%8e%9f%e5%a7%8b%e7%a2%bc%e8%a7%a3%e8%ae%80%ef%bc%9aplugin-%e6%9e%b6%e6%a7%8b%e8%88%87%e4%ba%8b%e4%bb%b6%e9%a9%85%e5%8b%95%e7%9a%84%e6%93%b4%e5%b1%95%e7%94%9f%e6%85%8b%e7%b3%bb","status":"publish","type":"post","link":"https:\/\/blog.itsmygo.uk\/wordpress\/2026\/02\/02\/claude-code-%e5%8e%9f%e5%a7%8b%e7%a2%bc%e8%a7%a3%e8%ae%80%ef%bc%9aplugin-%e6%9e%b6%e6%a7%8b%e8%88%87%e4%ba%8b%e4%bb%b6%e9%a9%85%e5%8b%95%e7%9a%84%e6%93%b4%e5%b1%95%e7%94%9f%e6%85%8b%e7%b3%bb\/","title":{"rendered":"Claude Code \u539f\u59cb\u78bc\u89e3\u8b80\uff1aPlugin \u67b6\u69cb\u8207\u4e8b\u4ef6\u9a45\u52d5\u7684\u64f4\u5c55\u751f\u614b\u7cfb"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">Claude Code \u662f Anthropic \u63a8\u51fa\u7684\u7d42\u7aef\u6a5f AI \u7a0b\u5f0f\u8a2d\u8a08\u5de5\u5177\u3002\u6211\u5011\u901a\u5e38\u53ea\u770b\u5230\u5b83\u4f5c\u70ba\u300c\u547d\u4ee4\u5217\u4e2d\u7684 AI \u52a9\u624b\u300d\uff0c\u4f46\u6df1\u5165\u5b83\u7684\u958b\u6e90\u5009\u5eab\uff0c\u6703\u767c\u73fe\u4e00\u5957\u8a2d\u8a08\u7cbe\u5999\u7684 Plugin \u67b6\u69cb\u2014\u2014\u6db5\u84cb Commands\u3001Agents\u3001Skills\u3001Hooks \u56db\u7a2e\u5143\u4ef6\u985e\u578b\u3001\u4e8b\u4ef6\u9a45\u52d5\u7684 Hook \u6514\u622a\u6a5f\u5236\u3001\u4ee5\u53ca\u81ea\u6211\u8fed\u4ee3\u7684 Ralph Loop \u6a21\u5f0f\u3002\u95b1\u8b80\u9019\u4e9b\u539f\u59cb\u78bc\uff0c\u4f60\u80fd\u5b78\u5230\u5982\u4f55\u8a2d\u8a08\u4e00\u500b\u517c\u5177\u5b89\u5168\u6027\u3001\u53ef\u64f4\u5c55\u6027\u8207\u81ea\u52d5\u5316\u80fd\u529b\u7684 AI \u5de5\u5177\u751f\u614b\u7cfb\u7d71\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/github.com\/anthropics\/claude-code\">Claude Code GitHub Repository<\/a> \u2014 \u5c08\u6848\u539f\u59cb\u78bc\uff0c\u5305\u542b\u5b8c\u6574\u7684 Plugin \u7cfb\u7d71\u8a2d\u8a08\u8207 13 \u500b\u5b98\u65b9 Plugin \u5be6\u4f5c<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u5c08\u6848\u6982\u89bd<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Claude Code \u662f\u4e00\u500b\u904b\u884c\u5728\u7d42\u7aef\u6a5f\u7684 agentic coding tool\uff0c\u900f\u904e\u81ea\u7136\u8a9e\u8a00\u6307\u4ee4\u5354\u52a9\u958b\u767c\u8005\u57f7\u884c\u65e5\u5e38\u7de8\u78bc\u4efb\u52d9\u3001\u89e3\u91cb\u8907\u96dc\u7a0b\u5f0f\u78bc\u3001\u8655\u7406 git \u5de5\u4f5c\u6d41\u3002\u5c08\u6848\u4ee5 Node.js 18+ \u70ba\u57fa\u790e\uff0c\u4e3b\u8981\u8a9e\u8a00\u662f Shell (56KB)\u3001Python (38KB) \u548c TypeScript (14KB)\u3002\u958b\u6e90\u5009\u5eab\u5305\u542b 268 \u500b\u6a94\u6848\uff0c\u6838\u5fc3\u662f 13 \u500b\u5b98\u65b9 Plugin \u7684\u5b8c\u6574\u5be6\u4f5c\u8207 Plugin \u958b\u767c\u6846\u67b6\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0cClaude Code \u7684\u6838\u5fc3\u5f15\u64ce\uff08CLI \u672c\u9ad4\uff09\u4e26\u4e0d\u5728\u9019\u500b\u5009\u5eab\u4e2d\u2014\u2014\u9019\u88e1\u662f\u5b83\u7684 <strong>Plugin \u751f\u614b\u7cfb\u7d71<\/strong>\u3002\u9019\u5c31\u50cf VS Code \u7684 Extension API \u4e00\u6a23\uff0c\u771f\u6b63\u7684\u8a2d\u8a08\u5de7\u601d\u85cf\u5728\u64f4\u5c55\u6a5f\u5236\u88e1\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u67b6\u69cb\u7e3d\u89bd<\/h2>\n\n\n<div class=\"cbc-code-wrapper\"><div class=\"cbc-code-bar\"><button class=\"cbc-copy-button\">Copy<\/button><\/div><pre class=\"wp-block-code\" aria-describedby=\"shcb-language-1\" data-shcb-language-name=\"PHP\" data-shcb-language-slug=\"php\"><span><code class=\"hljs language-php\">claude-code\/\n\u251c\u2500\u2500 .claude\/commands\/            <span class=\"hljs-comment\"># \u5009\u5eab\u81ea\u8eab\u4f7f\u7528\u7684 Claude Code \u6307\u4ee4<\/span>\n\u2502   \u251c\u2500\u2500 commit-push-pr.md       <span class=\"hljs-comment\"># Git \u5de5\u4f5c\u6d41\u81ea\u52d5\u5316<\/span>\n\u2502   \u251c\u2500\u2500 dedupe.md               <span class=\"hljs-comment\"># Issue \u91cd\u8907\u6aa2\u6e2c<\/span>\n\u2502   \u2514\u2500\u2500 oncall-triage.md        <span class=\"hljs-comment\"># On-call \u554f\u984c\u5206\u985e<\/span>\n\u251c\u2500\u2500 .claude-plugin\/\n\u2502   \u2514\u2500\u2500 marketplace.json        <span class=\"hljs-comment\"># Plugin \u5e02\u5834\u6e05\u55ae\uff0813 \u500b\u5b98\u65b9 Plugin\uff09<\/span>\n\u251c\u2500\u2500 .devcontainer\/              <span class=\"hljs-comment\"># \u6c99\u7bb1\u5316\u958b\u767c\u74b0\u5883<\/span>\n\u2502   \u251c\u2500\u2500 Dockerfile              <span class=\"hljs-comment\"># \u5bb9\u5668\u5b9a\u7fa9<\/span>\n\u2502   \u251c\u2500\u2500 devcontainer.json       <span class=\"hljs-comment\"># \u74b0\u5883\u8a2d\u5b9a<\/span>\n\u2502   \u2514\u2500\u2500 init-firewall.sh        <span class=\"hljs-comment\"># \u7db2\u8def\u9632\u706b\u7246\u767d\u540d\u55ae<\/span>\n\u251c\u2500\u2500 .github\/workflows\/          <span class=\"hljs-comment\"># GitHub Actions \u81ea\u52d5\u5316<\/span>\n\u2502   \u2514\u2500\u2500 claude.yml              <span class=\"hljs-comment\"># @claude mention \u89f8\u767c<\/span>\n\u251c\u2500\u2500 examples\/hooks\/             <span class=\"hljs-comment\"># Hook \u7bc4\u4f8b<\/span>\n\u251c\u2500\u2500 plugins\/                    <span class=\"hljs-comment\"># 13 \u500b\u5b98\u65b9 Plugin<\/span>\n\u2502   \u251c\u2500\u2500 hookify\/               <span class=\"hljs-comment\"># \u4f7f\u7528\u8005\u81ea\u8a02 Hook \u5f15\u64ce<\/span>\n\u2502   \u251c\u2500\u2500 feature-dev\/           <span class=\"hljs-comment\"># \u529f\u80fd\u958b\u767c 7 \u968e\u6bb5\u5de5\u4f5c\u6d41<\/span>\n\u2502   \u251c\u2500\u2500 code-review\/           <span class=\"hljs-comment\"># \u591a Agent \u4e26\u884c Code Review<\/span>\n\u2502   \u251c\u2500\u2500 pr-review-toolkit\/     <span class=\"hljs-comment\"># PR \u5be9\u67e5\u5de5\u5177\u7d44<\/span>\n\u2502   \u251c\u2500\u2500 security-guidance\/     <span class=\"hljs-comment\"># \u5b89\u5168\u6027\u63d0\u9192 Hook<\/span>\n\u2502   \u251c\u2500\u2500 ralph-wiggum\/          <span class=\"hljs-comment\"># \u81ea\u6211\u8fed\u4ee3\u8ff4\u5708<\/span>\n\u2502   \u251c\u2500\u2500 frontend-design\/       <span class=\"hljs-comment\"># \u524d\u7aef\u8a2d\u8a08\u6307\u5f15 Skill<\/span>\n\u2502   \u251c\u2500\u2500 plugin-dev\/            <span class=\"hljs-comment\"># Plugin \u958b\u767c\u5de5\u5177\u7d44<\/span>\n\u2502   \u251c\u2500\u2500 explanatory-output-style\/  <span class=\"hljs-comment\"># \u6559\u5b78\u98a8\u683c Hook<\/span>\n\u2502   \u251c\u2500\u2500 learning-output-style\/    <span class=\"hljs-comment\"># \u5b78\u7fd2\u6a21\u5f0f Hook<\/span>\n\u2502   \u251c\u2500\u2500 commit-commands\/       <span class=\"hljs-comment\"># Git \u63d0\u4ea4\u6307\u4ee4<\/span>\n\u2502   \u251c\u2500\u2500 agent-sdk-dev\/         <span class=\"hljs-comment\"># Agent SDK \u958b\u767c\u5de5\u5177<\/span>\n\u2502   \u2514\u2500\u2500 claude-opus<span class=\"hljs-number\">-4<\/span><span class=\"hljs-number\">-5<\/span>-migration\/ <span class=\"hljs-comment\"># \u6a21\u578b\u9077\u79fb\u5de5\u5177<\/span>\n\u2514\u2500\u2500 scripts\/                    <span class=\"hljs-comment\"># Issue \u7ba1\u7406\u81ea\u52d5\u5316\u8173\u672c<\/span>\n<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-1\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">PHP<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">php<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre><\/div>\n\n\n<h2 class=\"wp-block-heading\">\u6838\u5fc3\u8a2d\u8a08\u89e3\u6790<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u8a2d\u8a08\u4e00\uff1a\u56db\u5143\u4ef6 Plugin \u67b6\u69cb\u2014\u2014Commands\u3001Agents\u3001Skills\u3001Hooks<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Claude Code \u7684 Plugin \u7cfb\u7d71\u7531\u56db\u7a2e\u4e92\u88dc\u5143\u4ef6\u7d44\u6210\uff0c\u6bcf\u7a2e\u5143\u4ef6\u6709\u4e0d\u540c\u7684\u89f8\u767c\u65b9\u5f0f\u548c\u8077\u8cac\u3002\u9019\u662f\u6574\u500b\u751f\u614b\u7cfb\u7d71\u7684\u9aa8\u67b6\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/github.com\/anthropics\/claude-code\/blob\/main\/plugins\/plugin-dev\/skills\/plugin-structure\/SKILL.md\"><code>plugins\/plugin-dev\/skills\/plugin-structure\/SKILL.md<\/code><\/a> \u2014 Plugin \u7d50\u69cb\u7684\u5b8c\u6574\u898f\u7bc4\uff0c\u5b9a\u7fa9\u4e86\u56db\u7a2e\u5143\u4ef6\u7684\u76ee\u9304\u6163\u4f8b\u8207\u81ea\u52d5\u767c\u73fe\u6a5f\u5236<\/p>\n\n\n<div class=\"cbc-code-wrapper\"><div class=\"cbc-code-bar\"><button class=\"cbc-copy-button\">Copy<\/button><\/div><pre class=\"wp-block-code\" aria-describedby=\"shcb-language-2\" data-shcb-language-name=\"PHP\" data-shcb-language-slug=\"php\"><span><code class=\"hljs language-php\">plugin-name\/\n\u251c\u2500\u2500 .claude-plugin\/\n\u2502   \u2514\u2500\u2500 plugin.json          <span class=\"hljs-comment\"># Required: Plugin manifest<\/span>\n\u251c\u2500\u2500 commands\/                 <span class=\"hljs-comment\"># Slash commands (.md files)<\/span>\n\u251c\u2500\u2500 agents\/                   <span class=\"hljs-comment\"># Subagent definitions (.md files)<\/span>\n\u251c\u2500\u2500 skills\/                   <span class=\"hljs-comment\"># Agent skills (subdirectories)<\/span>\n\u2502   \u2514\u2500\u2500 skill-name\/\n\u2502       \u2514\u2500\u2500 SKILL.md         <span class=\"hljs-comment\"># Required for each skill<\/span>\n\u251c\u2500\u2500 hooks\/\n\u2502   \u2514\u2500\u2500 hooks.json           <span class=\"hljs-comment\"># Event handler configuration<\/span>\n\u251c\u2500\u2500 .mcp.json                <span class=\"hljs-comment\"># MCP server definitions<\/span>\n\u2514\u2500\u2500 scripts\/                 <span class=\"hljs-comment\"># Helper scripts and utilities<\/span>\n<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-2\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">PHP<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">php<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre><\/div>\n\n\n<p class=\"wp-block-paragraph\">\u56db\u7a2e\u5143\u4ef6\u7684\u8a2d\u8a08\u54f2\u5b78\u5404\u4e0d\u76f8\u540c\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n\n<li><strong>Commands<\/strong>\uff1a\u4f7f\u7528\u8005\u4e3b\u52d5\u89f8\u767c\u7684 Slash \u6307\u4ee4\uff0c\u4ee5 Markdown + YAML Frontmatter \u5b9a\u7fa9\u3002\u8a2d\u8a08\u70ba\u300c\u4f7f\u7528\u8005\u610f\u5716\u7684\u5165\u53e3\u300d<\/li>\n\n\n<li><strong>Agents<\/strong>\uff1a\u53ef\u88ab\u547c\u53eb\u7684\u5b50\u4ee3\u7406\uff0c\u5177\u6709\u7368\u7acb\u7684 persona\u3001\u5de5\u5177\u6b0a\u9650\u548c\u6a21\u578b\u8a2d\u5b9a\u3002\u8a2d\u8a08\u70ba\u300c\u53ef\u59d4\u6d3e\u7684\u5c08\u5bb6\u300d<\/li>\n\n\n<li><strong>Skills<\/strong>\uff1aClaude Code \u6839\u64da\u4efb\u52d9\u60c5\u5883\u81ea\u52d5\u555f\u7528\u7684\u77e5\u8b58\u6a21\u7d44\uff0c\u7121\u9700\u4f7f\u7528\u8005\u624b\u52d5\u89f8\u767c\u3002\u8a2d\u8a08\u70ba\u300c\u96b1\u6027\u7684\u9818\u57df\u77e5\u8b58\u300d<\/li>\n\n\n<li><strong>Hooks<\/strong>\uff1a\u4e8b\u4ef6\u9a45\u52d5\u7684\u6514\u622a\u5668\uff0c\u5728\u5de5\u5177\u57f7\u884c\u524d\u5f8c\u81ea\u52d5\u904b\u884c\u3002\u8a2d\u8a08\u70ba\u300c\u7cfb\u7d71\u5c64\u7d1a\u7684\u8b77\u6b04\u300d<\/li>\n\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u56db\u8005\u5f62\u6210\u4e86\u5f9e\u300c\u4f7f\u7528\u8005\u610f\u5716\u300d\u5230\u300c\u7cfb\u7d71\u9632\u8b77\u300d\u7684\u5b8c\u6574\u8986\u84cb\u3002\u70ba\u4ec0\u9ebc\u9019\u6a23\u8a2d\u8a08\uff1f\u56e0\u70ba AI \u5de5\u5177\u7684\u64f4\u5c55\u4e0d\u53ea\u9700\u8981\u300c\u65b0\u529f\u80fd\u300d\uff0c\u9084\u9700\u8981\u300c\u65b0\u7d04\u675f\u300d\u2014\u2014Hooks \u7684\u5b58\u5728\u5c31\u662f\u8b93\u4f7f\u7528\u8005\u80fd\u5728\u4e0d\u4fee\u6539\u6838\u5fc3\u7a0b\u5f0f\u78bc\u7684\u60c5\u6cc1\u4e0b\u6dfb\u52a0\u5b89\u5168\u898f\u5247\u548c\u884c\u70ba\u63a7\u5236\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u8a2d\u8a08\u4e8c\uff1aMarkdown-as-Configuration\u2014\u2014\u7528 Prompt \u7576\u8a2d\u5b9a\u6a94<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u6574\u500b Plugin \u7cfb\u7d71\u6700\u4ee4\u4eba\u9a5a\u8c54\u7684\u8a2d\u8a08\uff0c\u662f\u5e7e\u4e4e\u6240\u6709\u5143\u4ef6\u90fd\u7528 <strong>Markdown + YAML Frontmatter<\/strong> \u4f86\u5b9a\u7fa9\u3002Commands\u3001Agents\u3001Skills \u5168\u90e8\u662f <code>.md<\/code> \u6a94\u6848\u2014\u2014Prompt \u672c\u8eab\u5c31\u662f\u8a2d\u5b9a\u6a94\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/github.com\/anthropics\/claude-code\/blob\/main\/plugins\/feature-dev\/agents\/code-architect.md\"><code>plugins\/feature-dev\/agents\/code-architect.md<\/code><\/a> \u2014 \u4ee5 Markdown \u5b9a\u7fa9\u4e00\u500b\u5177\u6709\u5b8c\u6574 persona \u7684\u67b6\u69cb\u5e2b Agent<\/p>\n\n\n<div class=\"cbc-code-wrapper\"><div class=\"cbc-code-bar\"><button class=\"cbc-copy-button\">Copy<\/button><\/div><pre class=\"wp-block-code\"><span><code class=\"hljs\">---\nname: code-architect\ndescription: Designs feature architectures by analyzing existing codebase patterns...\ntools: Glob, Grep, LS, Read, NotebookRead, WebFetch, TodoWrite, WebSearch, KillShell, BashOutput\nmodel: sonnet\ncolor: green\n---\n\nYou are a senior software architect who delivers comprehensive, actionable\narchitecture blueprints by deeply understanding codebases and making confident\narchitectural decisions.\n<\/code><\/span><\/pre><\/div>\n\n\n<p class=\"wp-block-paragraph\">YAML Frontmatter \u8ca0\u8cac\u7d50\u69cb\u5316\u7684 metadata\uff08\u540d\u7a31\u3001\u5de5\u5177\u6b0a\u9650\u3001\u6a21\u578b\u9078\u64c7\uff09\uff0c\u800c Markdown body \u5c31\u662f System Prompt\u3002\u9019\u500b\u8a2d\u8a08\u6709\u5e7e\u500b\u6df1\u5c64\u610f\u7fa9\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n\n<li><strong>\u964d\u4f4e Plugin \u958b\u767c\u9580\u6abb<\/strong>\uff1a\u4f60\u4e0d\u9700\u8981\u5beb Python \u6216 TypeScript \u4f86\u5efa\u7acb\u4e00\u500b Agent\uff0c\u53ea\u9700\u5beb Markdown<\/li>\n\n\n<li><strong>Prompt \u5373\u7a0b\u5f0f\u78bc<\/strong>\uff1a\u5728 AI-native \u5de5\u5177\u4e2d\uff0cPrompt \u7684\u5730\u4f4d\u7b49\u540c\u65bc\u7a0b\u5f0f\u78bc\u3002\u7528 <code>.md<\/code> \u5132\u5b58\u8b93\u5b83\u53ef\u4ee5 version control\u3001code review\u3001diff<\/li>\n\n\n<li><strong>\u81ea\u52d5\u767c\u73fe\u6a5f\u5236<\/strong>\uff1a\u6240\u6709 <code>commands\/<\/code> \u76ee\u9304\u4e0b\u7684 <code>.md<\/code> \u6a94\u6848\u81ea\u52d5\u8f09\u5165\u70ba\u6307\u4ee4\uff0c\u4e0d\u9700\u8981\u984d\u5916\u7684\u8a3b\u518a\u6b65\u9a5f<\/li>\n\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">\u8a2d\u8a08\u4e09\uff1a\u4e8b\u4ef6\u9a45\u52d5\u7684 Hook \u7cfb\u7d71\u2014\u2014\u4e5d\u7a2e\u751f\u547d\u9031\u671f\u4e8b\u4ef6<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Hook \u7cfb\u7d71\u662f\u6574\u500b\u67b6\u69cb\u4e2d\u6700\u5177\u8a2d\u8a08\u6df1\u5ea6\u7684\u90e8\u5206\u3002\u5b83\u5b9a\u7fa9\u4e86\u4e5d\u7a2e\u751f\u547d\u9031\u671f\u4e8b\u4ef6\uff1aPreToolUse\u3001PostToolUse\u3001Stop\u3001SubagentStop\u3001SessionStart\u3001SessionEnd\u3001UserPromptSubmit\u3001PreCompact\u3001Notification\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/github.com\/anthropics\/claude-code\/blob\/main\/plugins\/plugin-dev\/skills\/hook-development\/SKILL.md\"><code>plugins\/plugin-dev\/skills\/hook-development\/SKILL.md<\/code><\/a> \u2014 Hook \u958b\u767c\u7684\u5b8c\u6574\u6307\u5357\uff0c\u6db5\u84cb\u6240\u6709\u4e8b\u4ef6\u985e\u578b\u548c\u8f38\u51fa\u683c\u5f0f<\/p>\n\n\n<div class=\"cbc-code-wrapper\"><div class=\"cbc-code-bar\"><button class=\"cbc-copy-button\">Copy<\/button><\/div><pre class=\"wp-block-code\" aria-describedby=\"shcb-language-3\" data-shcb-language-name=\"JSON \/ JSON with Comments\" data-shcb-language-slug=\"json\"><span><code class=\"hljs language-json\">{\n  <span class=\"hljs-attr\">\"PreToolUse\"<\/span>: &#91;\n    {\n      <span class=\"hljs-attr\">\"matcher\"<\/span>: <span class=\"hljs-string\">\"Write|Edit|MultiEdit\"<\/span>,\n      <span class=\"hljs-attr\">\"hooks\"<\/span>: &#91;\n        {\n          <span class=\"hljs-attr\">\"type\"<\/span>: <span class=\"hljs-string\">\"command\"<\/span>,\n          <span class=\"hljs-attr\">\"command\"<\/span>: <span class=\"hljs-string\">\"python3 ${CLAUDE_PLUGIN_ROOT}\/hooks\/security_reminder_hook.py\"<\/span>\n        }\n      ]\n    }\n  ]\n}\n<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-3\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">JSON \/ JSON with Comments<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">json<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre><\/div>\n\n\n<p class=\"wp-block-paragraph\">Hook \u7684\u8a2d\u8a08\u9075\u5faa\u5e7e\u500b\u95dc\u9375\u539f\u5247\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n\n<li><strong>Matcher \u6a21\u5f0f\u5339\u914d<\/strong>\uff1a\u7528 <code>|<\/code> \u5206\u9694\u591a\u500b\u5de5\u5177\u540d\u7a31\u3001<code>*<\/code> \u5339\u914d\u5168\u90e8\u3001\u6b63\u898f\u8868\u9054\u5f0f\u5339\u914d MCP \u5de5\u5177\uff08\u5982 <code>mcp__.*__delete.*<\/code>\uff09<\/li>\n\n\n<li><strong>Exit Code \u8a9e\u610f<\/strong>\uff1a<code>0<\/code> \u8868\u793a\u6210\u529f\u3001<code>2<\/code> \u8868\u793a\u963b\u64cb\u4e26\u5c07 stderr \u56de\u994b\u7d66 Claude\u3001\u5176\u4ed6\u4ee3\u78bc\u70ba\u975e\u963b\u64cb\u932f\u8aa4<\/li>\n\n\n<li><strong>\u4e26\u884c\u57f7\u884c<\/strong>\uff1a\u540c\u4e00\u4e8b\u4ef6\u7684\u6240\u6709\u5339\u914d Hook \u4e26\u884c\u904b\u884c\uff0c\u5f7c\u6b64\u770b\u4e0d\u5230\u8f38\u51fa\uff0c\u8a2d\u8a08\u4e0a\u8981\u6c42 Hook \u4e4b\u9593\u4e92\u76f8\u7368\u7acb<\/li>\n\n\n<li><strong>\u5169\u7a2e Hook \u985e\u578b<\/strong>\uff1a<code>command<\/code> \u57f7\u884c shell \u8173\u672c\u505a\u78ba\u5b9a\u6027\u6aa2\u67e5\uff0c<code>prompt<\/code> \u4f7f\u7528 LLM \u505a\u8a9e\u5883\u611f\u77e5\u5224\u65b7<\/li>\n\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u8a2d\u8a08\u56db\uff1aHookify \u898f\u5247\u5f15\u64ce\u2014\u2014\u4f7f\u7528\u8005\u53ef\u81ea\u8a02\u7684\u52d5\u614b\u884c\u70ba\u63a7\u5236<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Hookify \u662f\u4e00\u500b\u300c\u70ba Hook \u7cfb\u7d71\u5efa\u7acb\u7684 Hook\u300d\u2014\u2014\u5b83\u8b93\u4f7f\u7528\u8005\u901a\u904e Markdown \u6a94\u6848\u52d5\u614b\u5b9a\u7fa9\u884c\u70ba\u898f\u5247\uff0c\u800c\u4e0d\u9700\u8981\u5beb\u7a0b\u5f0f\u78bc\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/github.com\/anthropics\/claude-code\/blob\/main\/plugins\/hookify\/core\/rule_engine.py\"><code>plugins\/hookify\/core\/rule_engine.py<\/code><\/a> \u2014 \u898f\u5247\u8a55\u4f30\u5f15\u64ce\uff0c\u5be6\u4f5c\u4e86\u689d\u4ef6\u5339\u914d\u3001\u512a\u5148\u7d1a\u8655\u7406\u548c\u591a\u7a2e operator \u652f\u63f4<\/p>\n\n\n<div class=\"cbc-code-wrapper\"><div class=\"cbc-code-bar\"><button class=\"cbc-copy-button\">Copy<\/button><\/div><pre class=\"wp-block-code\"><span><code class=\"hljs\">class RuleEngine:\n    def evaluate_rules(self, rules: List&#91;Rule], input_data: Dict&#91;str, Any]) -&gt; Dict&#91;str, Any]:\n        blocking_rules = &#91;]\n        warning_rules = &#91;]\n\n        for rule in rules:\n            if self._rule_matches(rule, input_data):\n                if rule.action == 'block':\n                    blocking_rules.append(rule)\n                else:\n                    warning_rules.append(rule)\n\n        # If any blocking rules matched, block the operation\n        if blocking_rules:\n            messages = &#91;f\"**&#91;{r.name}]**\\n{r.message}\" for r in blocking_rules]\n            combined_message = \"\\n\\n\".join(messages)\n            # ...\n<\/code><\/span><\/pre><\/div>\n\n\n<p class=\"wp-block-paragraph\">RuleEngine \u7684\u6838\u5fc3\u8a2d\u8a08\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n\n<li><strong>Block > Warn \u512a\u5148\u7d1a<\/strong>\uff1a\u6240\u6709\u898f\u5247\u5148\u5168\u90e8\u8a55\u4f30\uff0cblocking \u898f\u5247\u512a\u5148\u65bc warning \u898f\u5247<\/li>\n\n\n<li><strong>\u591a\u7a2e Operator<\/strong>\uff1a\u652f\u63f4 <code>regex_match<\/code>\u3001<code>contains<\/code>\u3001<code>equals<\/code>\u3001<code>not_contains<\/code>\u3001<code>starts_with<\/code>\u3001<code>ends_with<\/code><\/li>\n\n\n<li><strong>LRU Cache \u6b63\u898f\u8868\u9054\u5f0f\u7de8\u8b6f<\/strong>\uff1a\u7528 <code>@lru_cache(maxsize=128)<\/code> \u7de9\u5b58\u5df2\u7de8\u8b6f\u7684 regex pattern<\/li>\n\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/github.com\/anthropics\/claude-code\/blob\/main\/plugins\/hookify\/core\/config_loader.py\"><code>plugins\/hookify\/core\/config_loader.py<\/code><\/a> \u2014 \u898f\u5247\u6a94\u6848\u8f09\u5165\u5668\uff0c\u5f9e <code>.claude\/hookify.*.local.md<\/code> \u8b80\u53d6 Markdown \u683c\u5f0f\u7684\u898f\u5247\u5b9a\u7fa9<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u898f\u5247\u5b9a\u7fa9\u5ef6\u7e8c\u4e86 Markdown-as-Configuration \u7684\u54f2\u5b78\u3002\u4f7f\u7528\u8005\u53ea\u9700\u5efa\u7acb\u4e00\u500b <code>.claude\/hookify.dangerous-rm.local.md<\/code>\uff1a<\/p>\n\n\n<div class=\"cbc-code-wrapper\"><div class=\"cbc-code-bar\"><button class=\"cbc-copy-button\">Copy<\/button><\/div><pre class=\"wp-block-code\" aria-describedby=\"shcb-language-4\" data-shcb-language-name=\"JavaScript\" data-shcb-language-slug=\"javascript\"><span><code class=\"hljs language-javascript\">---\nname: warn-dangerous-rm\n<span class=\"hljs-attr\">enabled<\/span>: <span class=\"hljs-literal\">true<\/span>\n<span class=\"hljs-attr\">event<\/span>: bash\n<span class=\"hljs-attr\">pattern<\/span>: rm\\s+-rf\n<span class=\"hljs-attr\">action<\/span>: warn\n---\n\n\u26a0\ufe0f **Dangerous rm command detected**\nYou requested to be warned before using rm -rf.\n<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-4\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">JavaScript<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">javascript<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre><\/div>\n\n\n<p class=\"wp-block-paragraph\">Config Loader \u81ea\u884c\u5be6\u4f5c\u4e86\u4e00\u500b\u7c21\u6613\u7684 YAML parser\uff0c\u56e0\u70ba\u53ea\u9700\u8981\u8655\u7406 Frontmatter \u7684\u5b50\u96c6\uff0c\u4e0d\u9700\u8981\u5f15\u5165\u5b8c\u6574\u7684 YAML \u76f8\u4f9d\u6027\u2014\u2014\u9019\u662f\u300c\u6700\u5c0f\u76f8\u4f9d\u300d\u539f\u5247\u7684\u9ad4\u73fe\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u8a2d\u8a08\u4e94\uff1a\u591a Agent \u5354\u4f5c\u7684 Code Review \u7ba1\u7dda<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Code Review Plugin \u5c55\u793a\u4e86\u5982\u4f55\u7528\u591a\u500b Agent \u5efa\u69cb\u53ef\u9760\u7684\u5be9\u67e5\u7ba1\u7dda\uff0c\u5176\u4e2d\u6700\u6709\u50f9\u503c\u7684\u8a2d\u8a08\u662f <strong>\u4fe1\u5fc3\u5206\u6578\u904e\u6ffe<\/strong> \u6a5f\u5236\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/github.com\/anthropics\/claude-code\/blob\/main\/plugins\/code-review\/commands\/code-review.md\"><code>plugins\/code-review\/commands\/code-review.md<\/code><\/a> \u2014 \u591a\u968e\u6bb5 Code Review \u7ba1\u7dda\u7684\u5b8c\u6574 Prompt\uff0c\u5b9a\u7fa9\u4e86 Agent \u5206\u5de5\u548c\u9a57\u8b49\u6d41\u7a0b<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Review \u7ba1\u7dda\u5171\u6709 9 \u500b\u6b65\u9a5f\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n\n<li><strong>\u524d\u7f6e\u6aa2\u67e5<\/strong>\uff08Haiku Agent\uff09\uff1a\u78ba\u8a8d PR \u4e0d\u662f draft\u3001\u672a\u95dc\u9589\u3001\u5c1a\u672a\u88ab review<\/li>\n\n\n<li><strong>CLAUDE.md \u6536\u96c6<\/strong>\uff08Haiku Agent\uff09\uff1a\u627e\u51fa\u6240\u6709\u76f8\u95dc\u7684 CLAUDE.md \u6a94\u6848\u8def\u5f91<\/li>\n\n\n<li><strong>PR \u6458\u8981<\/strong>\uff08Sonnet Agent\uff09\uff1a\u7406\u89e3\u8b8a\u66f4\u5167\u5bb9<\/li>\n\n\n<li><strong>\u4e26\u884c\u5be9\u67e5<\/strong>\uff084 \u500b Agent\uff09\uff1a\u5169\u500b Sonnet \u505a CLAUDE.md \u5408\u898f\u6aa2\u67e5\u3001\u5169\u500b Opus \u505a bug \u5075\u6e2c<\/li>\n\n\n<li><strong>\u9a57\u8b49\u968e\u6bb5<\/strong>\uff08\u4e26\u884c\u5b50 Agent\uff09\uff1a\u70ba\u6bcf\u500b\u767c\u73fe\u7684\u554f\u984c\u555f\u52d5\u7368\u7acb Agent \u9a57\u8b49\u662f\u5426\u70ba\u771f\u6b63\u554f\u984c<\/li>\n\n\n<li><strong>\u904e\u6ffe\u5047\u967d\u6027<\/strong>\uff1a\u79fb\u9664\u672a\u901a\u904e\u9a57\u8b49\u7684\u554f\u984c<\/li>\n\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">7-9. <strong>\u767c\u4f48 inline comments<\/strong><\/p>\n\n\n<div class=\"cbc-code-wrapper\"><div class=\"cbc-code-bar\"><button class=\"cbc-copy-button\">Copy<\/button><\/div><pre class=\"wp-block-code\" aria-describedby=\"shcb-language-5\" data-shcb-language-name=\"CSS\" data-shcb-language-slug=\"css\"><span><code class=\"hljs language-css\"><span class=\"hljs-selector-tag\">Flag<\/span> <span class=\"hljs-selector-tag\">issues<\/span> <span class=\"hljs-selector-tag\">where<\/span>:\n<span class=\"hljs-selector-tag\">-<\/span> <span class=\"hljs-selector-tag\">The<\/span> <span class=\"hljs-selector-tag\">code<\/span> <span class=\"hljs-selector-tag\">will<\/span> <span class=\"hljs-selector-tag\">fail<\/span> <span class=\"hljs-selector-tag\">to<\/span> <span class=\"hljs-selector-tag\">compile<\/span> <span class=\"hljs-selector-tag\">or<\/span> <span class=\"hljs-selector-tag\">parse<\/span>\n<span class=\"hljs-selector-tag\">-<\/span> <span class=\"hljs-selector-tag\">The<\/span> <span class=\"hljs-selector-tag\">code<\/span> <span class=\"hljs-selector-tag\">will<\/span> <span class=\"hljs-selector-tag\">definitely<\/span> <span class=\"hljs-selector-tag\">produce<\/span> <span class=\"hljs-selector-tag\">wrong<\/span> <span class=\"hljs-selector-tag\">results<\/span> <span class=\"hljs-selector-tag\">regardless<\/span> <span class=\"hljs-selector-tag\">of<\/span> <span class=\"hljs-selector-tag\">inputs<\/span>\n<span class=\"hljs-selector-tag\">-<\/span> <span class=\"hljs-selector-tag\">Clear<\/span>, <span class=\"hljs-selector-tag\">unambiguous<\/span> <span class=\"hljs-selector-tag\">CLAUDE<\/span><span class=\"hljs-selector-class\">.md<\/span> <span class=\"hljs-selector-tag\">violations<\/span>\n\n<span class=\"hljs-selector-tag\">Do<\/span> <span class=\"hljs-selector-tag\">NOT<\/span> <span class=\"hljs-selector-tag\">flag<\/span>:\n<span class=\"hljs-selector-tag\">-<\/span> <span class=\"hljs-selector-tag\">Code<\/span> <span class=\"hljs-selector-tag\">style<\/span> <span class=\"hljs-selector-tag\">or<\/span> <span class=\"hljs-selector-tag\">quality<\/span> <span class=\"hljs-selector-tag\">concerns<\/span>\n<span class=\"hljs-selector-tag\">-<\/span> <span class=\"hljs-selector-tag\">Potential<\/span> <span class=\"hljs-selector-tag\">issues<\/span> <span class=\"hljs-selector-tag\">that<\/span> <span class=\"hljs-selector-tag\">depend<\/span> <span class=\"hljs-selector-tag\">on<\/span> <span class=\"hljs-selector-tag\">specific<\/span> <span class=\"hljs-selector-tag\">inputs<\/span> <span class=\"hljs-selector-tag\">or<\/span> <span class=\"hljs-selector-tag\">state<\/span>\n<span class=\"hljs-selector-tag\">-<\/span> <span class=\"hljs-selector-tag\">Subjective<\/span> <span class=\"hljs-selector-tag\">suggestions<\/span> <span class=\"hljs-selector-tag\">or<\/span> <span class=\"hljs-selector-tag\">improvements<\/span>\n<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-5\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">CSS<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">css<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre><\/div>\n\n\n<p class=\"wp-block-paragraph\">\u9019\u500b\u8a2d\u8a08\u7684\u7cbe\u9ad3\u5728\u65bc\u300c\u9a57\u8b49\u968e\u6bb5\u300d\u2014\u2014\u6bcf\u500b\u554f\u984c\u90fd\u7d93\u904e\u53e6\u4e00\u500b Agent \u7368\u7acb\u9a57\u8b49\u3002\u9019\u662f\u4e00\u7a2e <strong>adversarial validation<\/strong> \u6a21\u5f0f\uff1aReview Agent \u8ca0\u8cac\u767c\u73fe\u554f\u984c\uff0cValidation Agent \u8ca0\u8cac\u6311\u6230\u9019\u4e9b\u767c\u73fe\u3002\u9019\u5927\u5e45\u6e1b\u5c11\u4e86 false positives\uff0c\u56e0\u70ba AI \u5be9\u67e5\u6700\u5927\u7684\u554f\u984c\u5c31\u662f\u5047\u967d\u6027\u6703\u4fb5\u8755\u958b\u767c\u8005\u4fe1\u4efb\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u8a2d\u8a08\u516d\uff1aFeature Development \u7684 7 \u968e\u6bb5\u5de5\u4f5c\u6d41<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Feature Development Plugin \u5c55\u793a\u4e86\u5982\u4f55\u5c07\u8edf\u9ad4\u5de5\u7a0b\u6700\u4f73\u5be6\u8e10\u7de8\u78bc\u70ba AI \u5de5\u4f5c\u6d41\u3002\u5b83\u7684 7 \u500b\u968e\u6bb5\u5b8c\u6574\u8986\u84cb\u4e86\u5f9e\u9700\u6c42\u5230\u4ea4\u4ed8\u7684\u5168\u6d41\u7a0b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/github.com\/anthropics\/claude-code\/blob\/main\/plugins\/feature-dev\/commands\/feature-dev.md\"><code>plugins\/feature-dev\/commands\/feature-dev.md<\/code><\/a> \u2014 7 \u968e\u6bb5\u529f\u80fd\u958b\u767c\u5de5\u4f5c\u6d41\u7684\u5b8c\u6574 Prompt \u5b9a\u7fa9<\/p>\n\n\n<div class=\"cbc-code-wrapper\"><div class=\"cbc-code-bar\"><button class=\"cbc-copy-button\">Copy<\/button><\/div><pre class=\"wp-block-code\" aria-describedby=\"shcb-language-6\" data-shcb-language-name=\"PHP\" data-shcb-language-slug=\"php\"><span><code class=\"hljs language-php\"><span class=\"hljs-comment\">## Phase 3: Clarifying Questions<\/span>\n\n**CRITICAL**: This is one of the most important phases. <span class=\"hljs-keyword\">DO<\/span> NOT SKIP.\n\n**Actions**:\n<span class=\"hljs-number\">1.<\/span> Review the codebase findings <span class=\"hljs-keyword\">and<\/span> original feature request\n<span class=\"hljs-number\">2.<\/span> Identify underspecified aspects: edge cases, error handling,\n   integration points, scope boundaries, design preferences,\n   backward compatibility, performance needs\n<span class=\"hljs-number\">3.<\/span> **Present all questions to the user in a clear, organized <span class=\"hljs-keyword\">list<\/span>**\n<span class=\"hljs-number\">4.<\/span> **Wait <span class=\"hljs-keyword\">for<\/span> answers before proceeding to architecture design**\n\n<span class=\"hljs-keyword\">If<\/span> the user says <span class=\"hljs-string\">\"whatever you think is best\"<\/span>, provide your\nrecommendation <span class=\"hljs-keyword\">and<\/span> get explicit confirmation.\n<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-6\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">PHP<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">php<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre><\/div>\n\n\n<p class=\"wp-block-paragraph\">\u9019\u500b\u8a2d\u8a08\u7684\u6838\u5fc3\u539f\u5247\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n\n<li><strong>Clarifying Questions \u88ab\u6a19\u8a18\u70ba CRITICAL<\/strong>\uff1aPhase 3 \u660e\u78ba\u8981\u6c42\u5728\u8a2d\u8a08\u4e4b\u524d\u5fc5\u9808\u5148\u91d0\u6e05\u9700\u6c42\u3002\u9019\u53cd\u6620\u4e86\u4e00\u500b\u6df1\u5c64\u6d1e\u5bdf\uff1aAI \u6700\u5bb9\u6613\u72af\u7684\u932f\u8aa4\u4e0d\u662f\u5beb\u932f\u7a0b\u5f0f\u78bc\uff0c\u800c\u662f\u89e3\u6c7a\u932f\u8aa4\u7684\u554f\u984c<\/li>\n\n\n<li><strong>Agent \u5206\u5de5\u660e\u78ba<\/strong>\uff1acode-explorer \u8ca0\u8cac\u8ffd\u8e64\u3001code-architect \u8ca0\u8cac\u8a2d\u8a08\u3001code-reviewer \u8ca0\u8cac\u54c1\u8cea<\/li>\n\n\n<li><strong>\u4f7f\u7528\u8005\u63a7\u5236\u9ede<\/strong>\uff1aPhase 4 \u8981\u6c42\u4f7f\u7528\u8005\u9078\u64c7\u67b6\u69cb\u65b9\u6848\uff0cPhase 5 \u7b49\u5f85\u4f7f\u7528\u8005\u660e\u78ba\u6279\u51c6\u624d\u958b\u59cb\u5be6\u4f5c<\/li>\n\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u8a2d\u8a08\u4e03\uff1a\u5b89\u5168 Hook \u7684 Pattern-Based \u9632\u8b77<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Security Guidance Plugin \u5c55\u793a\u4e86\u5982\u4f55\u7528 Hook \u6a5f\u5236\u70ba AI \u4ee3\u7406\u52a0\u4e0a\u5b89\u5168\u9632\u8b77\u5c64\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/github.com\/anthropics\/claude-code\/blob\/main\/plugins\/security-guidance\/hooks\/security_reminder_hook.py\"><code>plugins\/security-guidance\/hooks\/security_reminder_hook.py<\/code><\/a> \u2014 \u5b89\u5168\u63d0\u9192 Hook\uff0c\u6aa2\u6e2c 9 \u7a2e\u5b89\u5168\u6a21\u5f0f\u4e26\u5728\u6bcf\u500b session \u53ea\u986f\u793a\u4e00\u6b21<\/p>\n\n\n<div class=\"cbc-code-wrapper\"><div class=\"cbc-code-bar\"><button class=\"cbc-copy-button\">Copy<\/button><\/div><pre class=\"wp-block-code\" aria-describedby=\"shcb-language-7\" data-shcb-language-name=\"PHP\" data-shcb-language-slug=\"php\"><span><code class=\"hljs language-php\">SECURITY_PATTERNS = &#91;\n    {\n        <span class=\"hljs-string\">\"ruleName\"<\/span>: <span class=\"hljs-string\">\"github_actions_workflow\"<\/span>,\n        <span class=\"hljs-string\">\"path_check\"<\/span>: lambda path: <span class=\"hljs-string\">\".github\/workflows\/\"<\/span> in path\n            <span class=\"hljs-keyword\">and<\/span> (path.endswith(<span class=\"hljs-string\">\".yml\"<\/span>) <span class=\"hljs-keyword\">or<\/span> path.endswith(<span class=\"hljs-string\">\".yaml\"<\/span>)),\n        <span class=\"hljs-string\">\"reminder\"<\/span>: <span class=\"hljs-string\">\"\"<\/span><span class=\"hljs-string\">\"You are editing a GitHub Actions workflow file.\n        Be aware of these security risks:\n        1. **Command Injection**: Never use untrusted input...\n        2. **Use environment variables**: Instead of ${{ github.event... }}...\"<\/span><span class=\"hljs-string\">\"\"<\/span>\n    },\n    {\n        <span class=\"hljs-string\">\"ruleName\"<\/span>: <span class=\"hljs-string\">\"child_process_exec\"<\/span>,\n        <span class=\"hljs-string\">\"substrings\"<\/span>: &#91;<span class=\"hljs-string\">\"child_process.exec\"<\/span>, <span class=\"hljs-string\">\"exec(\"<\/span>, <span class=\"hljs-string\">\"execSync(\"<\/span>],\n        <span class=\"hljs-string\">\"reminder\"<\/span>: <span class=\"hljs-string\">\"\"<\/span><span class=\"hljs-string\">\"\u26a0\ufe0f Security Warning: Using child_process.exec()\n        can lead to command injection vulnerabilities.\n        This codebase provides a safer alternative:\n        src\/utils\/execFileNoThrow.ts\"<\/span><span class=\"hljs-string\">\"\"<\/span>\n    },\n    <span class=\"hljs-comment\"># ... 7 more patterns<\/span>\n]\n<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-7\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">PHP<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">php<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre><\/div>\n\n\n<p class=\"wp-block-paragraph\">\u5b89\u5168 Hook \u7684\u8a2d\u8a08\u5de7\u601d\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n\n<li><strong>Session-scoped \u53bb\u91cd<\/strong>\uff1a\u540c\u4e00\u500b session \u4e2d\uff0c\u76f8\u540c\u7684 <code>{file_path}-{rule_name}<\/code> \u7d44\u5408\u53ea\u8b66\u544a\u4e00\u6b21\u3002\u7528 JSON \u6a94\u6848\u6301\u4e45\u5316 state\uff0c\u907f\u514d\u53cd\u8986\u6253\u64fe<\/li>\n\n\n<li><strong>\u6982\u7387\u6027\u6e05\u7406<\/strong>\uff1a\u7528 <code>random.random() &lt; 0.1<\/code> \u5be6\u73fe 10% \u6a5f\u7387\u7684 state \u6a94\u6848\u6e05\u7406\uff0c\u907f\u514d\u6bcf\u6b21\u90fd\u505a I\/O<\/li>\n\n\n<li><strong>Path-based + Content-based \u96d9\u91cd\u5339\u914d<\/strong>\uff1aGitHub Actions \u7528\u8def\u5f91\u5339\u914d\uff08\u6539 workflow \u5c31\u89f8\u767c\uff09\uff0c\u5176\u9918\u7528\u5167\u5bb9\u5b50\u4e32\u5339\u914d<\/li>\n\n\n<li><strong>Exit Code 2 \u963b\u64cb\u6a21\u5f0f<\/strong>\uff1a\u9996\u6b21\u5075\u6e2c\u5230\u5b89\u5168\u6a21\u5f0f\u6642\u7528 exit code 2 \u963b\u64cb\u5de5\u5177\u57f7\u884c\uff0c\u5f37\u8feb Claude \u6ce8\u610f\u5b89\u5168\u8b66\u544a<\/li>\n\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u8a2d\u8a08\u516b\uff1aRalph Loop\u2014\u2014\u81ea\u6211\u8fed\u4ee3\u7684\u6c38\u52d5\u6a5f\u6a21\u5f0f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Ralph Wiggum Plugin \u662f\u6574\u500b\u5009\u5eab\u4e2d\u6700\u6709\u5275\u610f\u7684\u8a2d\u8a08\u3002\u5b83\u5229\u7528 Stop Hook \u963b\u64cb Claude \u7684\u9000\u51fa\u884c\u70ba\uff0c\u5c07\u76f8\u540c\u7684 Prompt \u91cd\u65b0\u9001\u56de\uff0c\u8b93 Claude \u5728\u770b\u5230\u81ea\u5df1\u524d\u4e00\u6b21\u5de5\u4f5c\u6210\u679c\u7684\u57fa\u790e\u4e0a\u53cd\u8986\u8fed\u4ee3\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/github.com\/anthropics\/claude-code\/blob\/main\/plugins\/ralph-wiggum\/hooks\/stop-hook.sh\"><code>plugins\/ralph-wiggum\/hooks\/stop-hook.sh<\/code><\/a> \u2014 Stop Hook \u8173\u672c\uff0c\u6514\u622a\u9000\u51fa\u4e26\u5c07 Prompt \u91cd\u65b0\u9001\u5165\uff0c\u5be6\u73fe\u81ea\u6211\u8fed\u4ee3\u8ff4\u5708<\/p>\n\n\n<div class=\"cbc-code-wrapper\"><div class=\"cbc-code-bar\"><button class=\"cbc-copy-button\">Copy<\/button><\/div><pre class=\"wp-block-code\" aria-describedby=\"shcb-language-8\" data-shcb-language-name=\"PHP\" data-shcb-language-slug=\"php\"><span><code class=\"hljs language-php\"><span class=\"hljs-comment\"># Read last assistant message from transcript (JSONL format)<\/span>\nLAST_LINE=$(grep <span class=\"hljs-string\">'\"role\":\"assistant\"'<\/span> <span class=\"hljs-string\">\"$TRANSCRIPT_PATH\"<\/span> | tail <span class=\"hljs-number\">-1<\/span>)\nLAST_OUTPUT=$(<span class=\"hljs-keyword\">echo<\/span> <span class=\"hljs-string\">\"$LAST_LINE\"<\/span> | jq -r <span class=\"hljs-string\">'\n  .message.content |\n  map(select(.type == \"text\")) |\n  map(.text) |\n  join(\"\\n\")\n'<\/span>)\n\n<span class=\"hljs-comment\"># Check for completion promise (only if set)<\/span>\n<span class=\"hljs-keyword\">if<\/span> &#91;&#91; <span class=\"hljs-string\">\"$COMPLETION_PROMISE\"<\/span> != <span class=\"hljs-string\">\"null\"<\/span> ]] &amp;&amp; &#91;&#91; -n <span class=\"hljs-string\">\"$COMPLETION_PROMISE\"<\/span> ]]; then\n  PROMISE_TEXT=$(<span class=\"hljs-keyword\">echo<\/span> <span class=\"hljs-string\">\"$LAST_OUTPUT\"<\/span> | perl <span class=\"hljs-number\">-0777<\/span> -pe \\\n    <span class=\"hljs-string\">'s\/.*?&lt;promise&gt;(.*?)&lt;\\\/promise&gt;.*\/$1\/s; s\/^\\s+|\\s+$\/\/g; s\/\\s+\/ \/g'<\/span>)\n  <span class=\"hljs-keyword\">if<\/span> &#91;&#91; -n <span class=\"hljs-string\">\"$PROMISE_TEXT\"<\/span> ]] &amp;&amp; &#91;&#91; <span class=\"hljs-string\">\"$PROMISE_TEXT\"<\/span> = <span class=\"hljs-string\">\"$COMPLETION_PROMISE\"<\/span> ]]; then\n    <span class=\"hljs-keyword\">echo<\/span> <span class=\"hljs-string\">\"\u2705 Ralph loop: Detected &lt;promise&gt;$COMPLETION_PROMISE&lt;\/promise&gt;\"<\/span>\n    rm <span class=\"hljs-string\">\"$RALPH_STATE_FILE\"<\/span>\n    <span class=\"hljs-keyword\">exit<\/span> <span class=\"hljs-number\">0<\/span>  <span class=\"hljs-comment\"># Allow exit<\/span>\n  fi\nfi\n\n<span class=\"hljs-comment\"># Not complete - continue loop with SAME PROMPT<\/span>\njq -n --arg prompt <span class=\"hljs-string\">\"$PROMPT_TEXT\"<\/span> --arg msg <span class=\"hljs-string\">\"$SYSTEM_MSG\"<\/span> <span class=\"hljs-string\">'{\n    \"decision\": \"block\",\n    \"reason\": $prompt,\n    \"systemMessage\": $msg\n}'<\/span>\n<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-8\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">PHP<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">php<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre><\/div>\n\n\n<p class=\"wp-block-paragraph\">Ralph Loop \u7684\u8a2d\u8a08\u7cbe\u9ad3\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n\n<li><strong>Completion Promise \u6a5f\u5236<\/strong>\uff1a\u900f\u904e <code>&lt;promise&gt;<\/code> XML \u6a19\u7c64\u5b9a\u7fa9\u5b8c\u6210\u689d\u4ef6\uff0c\u53ea\u6709\u7576 Claude \u8f38\u51fa\u7684 promise \u5167\u5bb9\u300c\u5b8c\u5168\u5339\u914d\u300d\u8a2d\u5b9a\u503c\u6642\u624d\u5141\u8a31\u9000\u51fa\u3002Prompt \u4e2d\u53cd\u8986\u5f37\u8abf\u300cONLY output when TRUE &#8211; do not lie to exit!\u300d<\/li>\n\n\n<li><strong>State File \u4f7f\u7528 Markdown Frontmatter<\/strong>\uff1a<code>.claude\/ralph-loop.local.md<\/code> \u540c\u6642\u5b58\u653e\u72c0\u614b\uff08YAML frontmatter \u4e2d\u7684 iteration\u3001max_iterations\uff09\u548c Prompt\uff08body\uff09\uff0c\u518d\u6b21\u9ad4\u73fe Markdown-as-Configuration<\/li>\n\n\n<li><strong>\u9632\u8150\u5316\u8a2d\u8a08<\/strong>\uff1a\u8173\u672c\u4e2d\u6709\u5927\u91cf\u7684 validation\u2014\u2014\u6aa2\u67e5 state file \u662f\u5426\u5b58\u5728\u3001iteration \u662f\u5426\u70ba\u6578\u5b57\u3001transcript \u662f\u5426\u53ef\u89e3\u6790\u3001assistant message \u662f\u5426\u975e\u7a7a\u3002\u4efb\u4f55\u7570\u5e38\u90fd\u6703\u6e05\u7406 state file \u4e26\u5141\u8a31\u9000\u51fa<\/li>\n\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u8a2d\u8a08\u4e5d\uff1aSessionStart Hook \u6ce8\u5165\u884c\u70ba\u6a21\u5f0f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Explanatory \u548c Learning Output Style Plugin \u5c55\u793a\u4e86\u4e00\u7a2e\u900f\u904e SessionStart Hook \u5728 session \u958b\u59cb\u6642\u6ce8\u5165 <code>additionalContext<\/code> \u4f86\u6539\u8b8a Claude \u884c\u70ba\u6a21\u5f0f\u7684\u6280\u5de7\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/github.com\/anthropics\/claude-code\/blob\/main\/plugins\/explanatory-output-style\/hooks-handlers\/session-start.sh\"><code>plugins\/explanatory-output-style\/hooks-handlers\/session-start.sh<\/code><\/a> \u2014 \u900f\u904e SessionStart Hook \u6ce8\u5165\u6559\u5b78\u6a21\u5f0f\u7684\u884c\u70ba\u6307\u5f15<\/p>\n\n\n<div class=\"cbc-code-wrapper\"><div class=\"cbc-code-bar\"><button class=\"cbc-copy-button\">Copy<\/button><\/div><pre class=\"wp-block-code\" aria-describedby=\"shcb-language-9\" data-shcb-language-name=\"PHP\" data-shcb-language-slug=\"php\"><span><code class=\"hljs language-php\">cat &lt;&lt; <span class=\"hljs-string\">'EOF'<\/span>\n{\n  <span class=\"hljs-string\">\"hookSpecificOutput\"<\/span>: {\n    <span class=\"hljs-string\">\"hookEventName\"<\/span>: <span class=\"hljs-string\">\"SessionStart\"<\/span>,\n    <span class=\"hljs-string\">\"additionalContext\"<\/span>: <span class=\"hljs-string\">\"You are in 'explanatory' output style mode...\n\n    In order to encourage learning, before and after writing code,\n    always provide brief educational explanations about implementation\n    choices using:\n    \\\"`\u2605 Insight \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500`\n    &#91;2-3 key educational points]\n    `\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500`\\\"\"<\/span>\n  }\n}\nEOF\n<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-9\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">PHP<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">php<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre><\/div>\n\n\n<p class=\"wp-block-paragraph\">\u9019\u500b\u8a2d\u8a08\u6a21\u5f0f\u7684\u5de7\u5999\u4e4b\u8655\u5728\u65bc\uff1a\u5b83\u4e0d\u4fee\u6539\u4efb\u4f55\u6838\u5fc3\u7a0b\u5f0f\u78bc\uff0c\u800c\u662f\u5728 session \u7684\u6700\u958b\u59cb\u5c31\u5411 Claude \u7684 context \u4e2d\u6ce8\u5165\u984d\u5916\u7684\u884c\u70ba\u6307\u5f15\u3002\u9019\u7b49\u65bc\u5728\u4e0d\u6539\u52d5 System Prompt \u7684\u524d\u63d0\u4e0b\uff0c\u7528 Hook \u6a5f\u5236\u300c\u88dd\u98fe\u300d\u4e86 Claude \u7684\u884c\u70ba\u2014\u2014\u9019\u662f\u4e00\u7a2e <strong>Decorator Pattern<\/strong> \u5728 Prompt Engineering \u4e2d\u7684\u61c9\u7528\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u8a2d\u8a08\u5341\uff1a\u6c99\u7bb1\u5316 DevContainer \u7684\u7db2\u8def\u9632\u706b\u7246<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">DevContainer \u914d\u7f6e\u5c55\u793a\u4e86\u5982\u4f55\u70ba AI \u7de8\u78bc\u5de5\u5177\u5efa\u69cb\u5b89\u5168\u7684\u6c99\u7bb1\u74b0\u5883\u3002\u6700\u6838\u5fc3\u7684\u8a2d\u8a08\u5728 <code>init-firewall.sh<\/code>\u2014\u2014\u5b83\u7528 iptables \u767d\u540d\u55ae\u56b4\u683c\u9650\u5236\u5bb9\u5668\u7684\u7db2\u8def\u5b58\u53d6\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/github.com\/anthropics\/claude-code\/blob\/main\/.devcontainer\/init-firewall.sh\"><code>.devcontainer\/init-firewall.sh<\/code><\/a> \u2014 \u9632\u706b\u7246\u521d\u59cb\u5316\u8173\u672c\uff0c\u4f7f\u7528 iptables + ipset \u5be6\u73fe\u56b4\u683c\u7684\u57df\u540d\u767d\u540d\u55ae<\/p>\n\n\n<div class=\"cbc-code-wrapper\"><div class=\"cbc-code-bar\"><button class=\"cbc-copy-button\">Copy<\/button><\/div><pre class=\"wp-block-code\" aria-describedby=\"shcb-language-10\" data-shcb-language-name=\"PHP\" data-shcb-language-slug=\"php\"><span><code class=\"hljs language-php\"><span class=\"hljs-comment\"># Set default policies to DROP first<\/span>\niptables -P INPUT DROP\niptables -P FORWARD DROP\niptables -P OUTPUT DROP\n\n<span class=\"hljs-comment\"># Then allow only specific outbound traffic to allowed domains<\/span>\niptables -A OUTPUT -m set --match-set allowed-domains dst -j ACCEPT\n\n<span class=\"hljs-comment\"># Explicitly REJECT all other outbound traffic<\/span>\niptables -A OUTPUT -j REJECT --reject-with icmp-admin-prohibited\n<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-10\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">PHP<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">php<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre><\/div>\n\n\n<p class=\"wp-block-paragraph\">\u767d\u540d\u55ae\u50c5\u5305\u542b\uff1aGitHub API\/Web\/Git\u3001npm registry\u3001Anthropic API\u3001Sentry\u3001StatsIG\u3001VS Code Marketplace\u3002\u8173\u672c\u7d50\u5c3e\u9084\u6709\u9a57\u8b49\u908f\u8f2f\u2014\u2014\u78ba\u8a8d <code>example.com<\/code> \u9023\u4e0d\u4e0a\u4f46 <code>api.github.com<\/code> \u9023\u5f97\u4e0a\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u500b\u8a2d\u8a08\u56de\u7b54\u4e86\u4e00\u500b\u95dc\u9375\u554f\u984c\uff1a<strong>\u7576\u4f60\u7d66 AI \u57f7\u884c bash \u6307\u4ee4\u7684\u80fd\u529b\u6642\uff0c\u5982\u4f55\u78ba\u4fdd\u5b83\u4e0d\u6703\u5b58\u53d6\u4e0d\u8a72\u5b58\u53d6\u7684\u6771\u897f\uff1f<\/strong> \u7b54\u6848\u662f\uff1a\u4e0d\u5728\u61c9\u7528\u5c64\u505a\u9650\u5236\uff0c\u800c\u662f\u5728\u7db2\u8def\u5c64\u505a\u767d\u540d\u55ae\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Prompt \u8a2d\u8a08\u89e3\u8b80<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Claude Code Plugin \u7cfb\u7d71\u4e2d\u7684 Prompt \u8a2d\u8a08\u6709\u5e7e\u500b\u503c\u5f97\u5b78\u7fd2\u7684\u6a21\u5f0f\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5de5\u5177\u6b0a\u9650\u7684\u7cbe\u78ba\u63a7\u5236<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u6bcf\u500b Command \u90fd\u5728 Frontmatter \u4e2d\u7528 <code>allowed-tools<\/code> \u7cbe\u78ba\u9650\u5b9a\u53ef\u7528\u5de5\u5177\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/github.com\/anthropics\/claude-code\/blob\/main\/.claude\/commands\/commit-push-pr.md\"><code>.claude\/commands\/commit-push-pr.md<\/code><\/a> \u2014 Commit-Push-PR \u6307\u4ee4\uff0c\u5c55\u793a\u7cbe\u78ba\u7684\u5de5\u5177\u6b0a\u9650\u63a7\u5236<\/p>\n\n\n<div class=\"cbc-code-wrapper\"><div class=\"cbc-code-bar\"><button class=\"cbc-copy-button\">Copy<\/button><\/div><pre class=\"wp-block-code\"><span><code class=\"hljs\">---\nallowed-tools: Bash(git checkout --branch:*), Bash(git add:*),\n  Bash(git status:*), Bash(git push:*), Bash(git commit:*),\n  Bash(gh pr create:*)\ndescription: Commit, push, and open a PR\n---\n<\/code><\/span><\/pre><\/div>\n\n\n<p class=\"wp-block-paragraph\">\u6ce8\u610f <code>Bash(git checkout --branch:*)<\/code> \u9019\u7a2e\u683c\u5f0f\u2014\u2014\u5b83\u4e0d\u662f\u7c21\u55ae\u5730\u5141\u8a31 Bash\uff0c\u800c\u662f\u9650\u5236\u5230\u7279\u5b9a\u7684 git \u5b50\u547d\u4ee4\u3002\u9019\u5be6\u73fe\u4e86 <strong>\u6700\u5c0f\u6b0a\u9650\u539f\u5247<\/strong>\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u52d5\u614b Context \u6ce8\u5165<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Command \u4e2d\u4f7f\u7528 <code>!<\/code> \u524d\u7db4\u7684 backtick \u8a9e\u6cd5\u52d5\u614b\u6ce8\u5165\u5373\u6642\u8cc7\u8a0a\uff1a<\/p>\n\n\n<div class=\"cbc-code-wrapper\"><div class=\"cbc-code-bar\"><button class=\"cbc-copy-button\">Copy<\/button><\/div><pre class=\"wp-block-code\" aria-describedby=\"shcb-language-11\" data-shcb-language-name=\"PHP\" data-shcb-language-slug=\"php\"><span><code class=\"hljs language-php\"><span class=\"hljs-comment\">## Context<\/span>\n\n- Current git status: !`git status`\n- Current git diff: !`git diff HEAD`\n- Current branch: !`git branch --show-current`\n<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-11\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">PHP<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">php<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre><\/div>\n\n\n<p class=\"wp-block-paragraph\">\u9019\u8b93 Prompt \u5728\u6bcf\u6b21\u57f7\u884c\u6642\u90fd\u651c\u5e36\u6700\u65b0\u7684\u74b0\u5883\u72c0\u614b\uff0c\u800c\u4e0d\u662f\u975c\u614b\u6587\u5b57\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Agent \u5efa\u7acb\u7684\u5143 Prompt<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/github.com\/anthropics\/claude-code\/blob\/main\/plugins\/plugin-dev\/skills\/agent-development\/references\/agent-creation-system-prompt.md\"><code>plugins\/plugin-dev\/skills\/agent-development\/references\/agent-creation-system-prompt.md<\/code><\/a> \u2014 Agent \u751f\u6210\u529f\u80fd\u4f7f\u7528\u7684\u5143 System Prompt\uff0c\u5b9a\u7fa9\u4e86\u5982\u4f55\u8a2d\u8a08 Agent \u7684 persona\u3001\u6307\u4ee4\u548c\u89f8\u767c\u689d\u4ef6<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Agent \u5efa\u7acb\u7cfb\u7d71\u4f7f\u7528\u4e86\u4e00\u500b\u7cbe\u5fc3\u8a2d\u8a08\u7684\u5143 Prompt\uff0c\u6307\u5c0e Claude \u5982\u4f55\u70ba\u65b0 Agent \u64b0\u5beb System Prompt\u3002\u5b83\u8981\u6c42\u751f\u6210\u7684 Agent \u914d\u7f6e\u5305\u542b\u4e09\u500b\u90e8\u5206\uff1a<\/p>\n\n\n<div class=\"cbc-code-wrapper\"><div class=\"cbc-code-bar\"><button class=\"cbc-copy-button\">Copy<\/button><\/div><pre class=\"wp-block-code\" aria-describedby=\"shcb-language-12\" data-shcb-language-name=\"JSON \/ JSON with Comments\" data-shcb-language-slug=\"json\"><span><code class=\"hljs language-json\">{\n  <span class=\"hljs-attr\">\"identifier\"<\/span>: <span class=\"hljs-string\">\"pr-quality-reviewer\"<\/span>,\n  <span class=\"hljs-attr\">\"whenToUse\"<\/span>: <span class=\"hljs-string\">\"Use this agent when...(\u542b\u89f8\u767c\u7bc4\u4f8b)\"<\/span>,\n  <span class=\"hljs-attr\">\"systemPrompt\"<\/span>: <span class=\"hljs-string\">\"You are an expert...(\u5b8c\u6574\u884c\u70ba\u6307\u5f15)\"<\/span>\n}\n<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-12\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">JSON \/ JSON with Comments<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">json<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre><\/div>\n\n\n<p class=\"wp-block-paragraph\">\u5176\u4e2d\u7684 <code>whenToUse<\/code> \u90e8\u5206\u7279\u5225\u8981\u6c42\u5305\u542b <code>&lt;example&gt;<\/code> \u6a19\u7c64\u7684\u5177\u9ad4\u4f7f\u7528\u5834\u666f\uff0c\u9019\u8b93 Claude Code \u80fd\u66f4\u7cbe\u78ba\u5730\u5224\u65b7\u4f55\u6642\u81ea\u52d5\u555f\u7528\u9019\u500b Agent\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u8a2d\u8a08\u7406\u5ff5\u8403\u53d6<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n\n<li><strong>Markdown-as-Configuration \u7d71\u4e00\u4ecb\u9762<\/strong> \u2014 \u5728 AI-native \u5de5\u5177\u4e2d\uff0cPrompt \u5c31\u662f\u7a0b\u5f0f\u78bc\u3002\u7528 Markdown + YAML Frontmatter \u7d71\u4e00\u6240\u6709\u5143\u4ef6\u5b9a\u7fa9\uff0c\u8b93 Prompt \u53ef\u4ee5\u88ab version control\u3001code review\u3001diff\uff0c\u540c\u6642\u5c07 Plugin \u958b\u767c\u9580\u6abb\u964d\u5230\u300c\u6703\u5beb Markdown \u5c31\u884c\u300d<\/li>\n\n\n<li><strong>\u4e8b\u4ef6\u9a45\u52d5\u7684\u56db\u5c64\u6514\u622a<\/strong> \u2014 Hook \u7cfb\u7d71\u6db5\u84cb\u4e86\u5f9e Session \u555f\u52d5\u5230\u5de5\u5177\u57f7\u884c\u524d\u5f8c\u5230\u9000\u51fa\u7684\u5b8c\u6574\u751f\u547d\u9031\u671f\u3002\u4e5d\u7a2e\u4e8b\u4ef6\u8b93\u4f60\u53ef\u4ee5\u5728\u4efb\u4f55\u6642\u9593\u9ede\u6ce8\u5165\u884c\u70ba\u3001\u9a57\u8b49\u3001\u963b\u64cb\u6216\u901a\u77e5\u3002\u9019\u7a2e\u8a2d\u8a08\u8b93\u5b89\u5168\u6027\u548c\u54c1\u8cea\u63a7\u5236\u4e0d\u662f\u4e8b\u5f8c\u88dc\u4e01\uff0c\u800c\u662f\u67b6\u69cb\u5167\u5efa\u7684\u4e00\u7b49\u516c\u6c11<\/li>\n\n\n<li><strong>Adversarial Validation \u6d88\u9664\u5047\u967d\u6027<\/strong> \u2014 Code Review \u7ba1\u7dda\u4e2d\u300cReview Agent \u627e\u554f\u984c \u2192 Validation Agent \u9a57\u8b49\u554f\u984c\u300d\u7684\u5169\u968e\u6bb5\u6a21\u5f0f\uff0c\u662f\u8655\u7406 AI \u5be9\u67e5\u53ef\u9760\u6027\u7684\u95dc\u9375\u7b56\u7565\u3002AI \u7684\u5047\u967d\u6027\u6703\u4fb5\u8755\u4f7f\u7528\u8005\u4fe1\u4efb\uff0c\u96d9\u91cd\u9a57\u8b49\u4ee5\u4fe1\u4efb\u63db\u53d6\u6642\u9593<\/li>\n\n\n<li><strong>Decorator Pattern \u505a\u884c\u70ba\u4fee\u98fe<\/strong> \u2014 \u7528 SessionStart Hook \u6ce8\u5165 <code>additionalContext<\/code> \u4f86\u6539\u8b8a Claude \u7684\u8f38\u51fa\u98a8\u683c\uff0c\u4e0d\u9700\u8981\u4fee\u6539\u4efb\u4f55\u6838\u5fc3\u7a0b\u5f0f\u78bc\u3002\u9019\u7a2e\u6a21\u5f0f\u8b93\u884c\u70ba\u5ba2\u88fd\u5316\u8b8a\u6210\u53ef\u7d44\u5408\u7684\u3001\u53ef\u758a\u52a0\u7684 Plugin<\/li>\n\n\n<li><strong>\u7db2\u8def\u5c64\u767d\u540d\u55ae\u6bd4\u61c9\u7528\u5c64\u9650\u5236\u66f4\u53ef\u9760<\/strong> \u2014 \u7576\u4f60\u8ce6\u4e88 AI \u57f7\u884c shell \u6307\u4ee4\u7684\u80fd\u529b\u6642\uff0c\u5728\u61c9\u7528\u5c64\u505a\u9650\u5236\u5bb9\u6613\u88ab\u7e5e\u904e\u3002\u7528 iptables + ipset \u5728\u7db2\u8def\u5c64\u505a\u767d\u540d\u55ae\uff0c\u662f\u66f4\u6839\u672c\u7684\u5b89\u5168\u908a\u754c<\/li>\n\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u5ef6\u4f38\u601d\u8003<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Claude Code Plugin \u67b6\u69cb\u63ed\u793a\u4e86\u4e00\u500b\u8da8\u52e2\uff1aAI \u5de5\u5177\u7684\u64f4\u5c55\u6a5f\u5236\u6b63\u5728\u5f9e\u300c\u5beb\u7a0b\u5f0f\u78bc\u300d\u8f49\u5411\u300c\u5beb Prompt\u300d\u3002\u7576\u4f60\u5728\u5efa\u69cb\u81ea\u5df1\u7684 AI \u5de5\u5177\u751f\u614b\u6642\uff0c\u53ef\u4ee5\u8003\u616e\u4ee5\u4e0b\u61c9\u7528\u65b9\u5411\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Plugin \u7cfb\u7d71\u8a2d\u8a08<\/strong>\uff1a\u5982\u679c\u4f60\u7684 AI \u61c9\u7528\u9700\u8981\u64f4\u5c55\u6a5f\u5236\uff0c\u53c3\u8003\u56db\u5143\u4ef6\u6a21\u578b\uff08Commands \/ Agents \/ Skills \/ Hooks\uff09\uff0c\u8b93\u4f7f\u7528\u8005\u53ef\u4ee5\u900f\u904e Markdown \u5b9a\u7fa9\u65b0\u529f\u80fd\u548c\u884c\u70ba\u7d04\u675f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5b89\u5168\u8b77\u6b04\u7684\u5be6\u4f5c<\/strong>\uff1a\u5c07 Security Hook \u7684 pattern matching + session-scoped dedup \u6a21\u5f0f\u61c9\u7528\u5230\u4f60\u7684 AI agent \u4e2d\uff0c\u5728\u5de5\u5177\u57f7\u884c\u524d\u81ea\u52d5\u6aa2\u6e2c\u5df2\u77e5\u7684\u5b89\u5168\u98a8\u96aa\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u591a Agent \u5be9\u67e5\u7ba1\u7dda<\/strong>\uff1a\u70ba\u4f60\u7684 AI \u5be9\u67e5\u7cfb\u7d71\u52a0\u5165 adversarial validation \u968e\u6bb5\u2014\u2014\u8b93\u4e00\u500b Agent \u627e\u554f\u984c\uff0c\u53e6\u4e00\u500b Agent \u9a57\u8b49\u554f\u984c\u3002\u9019\u6bd4\u55ae\u4e00 Agent \u7684\u5be9\u67e5\u53ef\u9760\u5f97\u591a\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u81ea\u6211\u8fed\u4ee3\u6a21\u5f0f<\/strong>\uff1aRalph Loop \u7684 Completion Promise \u6a5f\u5236\u53ef\u4ee5\u61c9\u7528\u5230\u4efb\u4f55\u9700\u8981\u8fed\u4ee3\u6539\u9032\u7684\u5834\u666f\u2014\u2014\u7a0b\u5f0f\u78bc\u91cd\u69cb\u3001\u6587\u4ef6\u64b0\u5beb\u3001\u6e2c\u8a66\u8986\u84cb\u7387\u63d0\u5347\u2014\u2014\u8b93 AI \u5728\u540c\u4e00\u500b\u4efb\u52d9\u4e0a\u53cd\u8986\u7cbe\u7149\u76f4\u5230\u9054\u6a19\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Vibe Coding\uff1a\u628a\u89c0\u5ff5\u8b8a\u6210\u7a0b\u5f0f\u78bc<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ee5\u4e0b\u662f\u4f60\u53ef\u4ee5\u76f4\u63a5\u7d66 AI \u7684 prompt \u6307\u4ee4\uff0c\u5c07\u672c\u6587\u4ecb\u7d39\u7684\u8a2d\u8a08\u89c0\u5ff5\u61c9\u7528\u5230\u4f60\u7684\u5c08\u6848\u4e2d\uff1a<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Markdown-as-Configuration \u5b9a\u7fa9 AI Agent<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5834\u666f<\/strong>\uff1a\u4f60\u60f3\u70ba\u5718\u968a\u5efa\u7acb\u53ef\u91cd\u8907\u4f7f\u7528\u7684 AI Agent\uff0c\u4f46\u4e0d\u60f3\u5beb\u8907\u96dc\u7684\u7a0b\u5f0f\u78bc\u6846\u67b6<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u7d66 AI \u7684\u6307\u4ee4<\/strong>\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\u6211\u60f3\u7528 Claude Code \u7684 Markdown-as-Configuration \u6a21\u5f0f\uff0c\u70ba\u6211\u7684\u5c08\u6848\u5efa\u7acb\u4e00\u500b\u5c08\u9580\u7684 AI Agent\u3002\u9019\u500b Agent \u7684\u8077\u8cac\u662f [\u63cf\u8ff0\u8077\u8cac\uff0c\u4f8b\u5982\uff1a\u5be9\u67e5 SQL \u67e5\u8a62\u7684\u6548\u80fd\u554f\u984c]\u3002\u8acb\u5e6b\u6211\u5efa\u7acb\u4e00\u500b .md \u6a94\u6848\uff0c\u4f7f\u7528 YAML Frontmatter \u5b9a\u7fa9 metadata\uff08name\u3001description\u3001tools\u3001model\uff09\uff0cMarkdown body \u4f5c\u70ba System Prompt\u3002\u53c3\u8003\u9019\u500b\u683c\u5f0f\uff1aFrontmatter \u653e\u7d50\u69cb\u5316\u8a2d\u5b9a\uff08\u540d\u7a31\u3001\u53ef\u7528\u5de5\u5177\u6e05\u55ae\u3001\u6a21\u578b\u9078\u64c7\uff09\uff0cbody \u653e\u5b8c\u6574\u7684\u884c\u70ba\u6307\u5f15\u548c\u5c08\u696d\u77e5\u8b58\u3002\u5de5\u5177\u6b0a\u9650\u8981\u9075\u5faa\u6700\u5c0f\u6b0a\u9650\u539f\u5247\uff0c\u53ea\u7d66\u9019\u500b Agent \u5b8c\u6210\u4efb\u52d9\u6240\u9700\u7684\u5de5\u5177\u3002<\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6548\u679c<\/strong>\uff1aAI \u6703\u7522\u51fa\u4e00\u500b\u5b8c\u6574\u7684 Agent \u5b9a\u7fa9 Markdown \u6a94\u6848\uff0c\u5305\u542b\u7cbe\u78ba\u7684\u5de5\u5177\u6b0a\u9650\u63a7\u5236\u548c\u5c08\u696d\u7684 System Prompt\uff0c\u4f60\u53ef\u4ee5\u76f4\u63a5\u653e\u9032 <code>agents\/<\/code> \u76ee\u9304\u4f7f\u7528<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e8b\u4ef6\u9a45\u52d5 Hook \u6514\u622a\u6a5f\u5236<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5834\u666f<\/strong>\uff1a\u4f60\u60f3\u5728 AI \u57f7\u884c\u7279\u5b9a\u64cd\u4f5c\u524d\u81ea\u52d5\u505a\u5b89\u5168\u6aa2\u67e5\u6216\u54c1\u8cea\u63a7\u5236\uff0c\u800c\u4e0d\u4fee\u6539\u6838\u5fc3\u7a0b\u5f0f\u78bc<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u7d66 AI \u7684\u6307\u4ee4<\/strong>\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\u8acb\u5e6b\u6211\u8a2d\u8a08\u4e00\u500b Claude Code Hook \u7cfb\u7d71\uff0c\u4f7f\u7528\u4e8b\u4ef6\u9a45\u52d5\u7684\u6514\u622a\u6a5f\u5236\u3002\u6211\u9700\u8981\u5728 [\u63cf\u8ff0\u6642\u6a5f\uff0c\u4f8b\u5982\uff1aAI \u8981\u5beb\u5165\u6a94\u6848\u4e4b\u524d] \u81ea\u52d5\u57f7\u884c [\u63cf\u8ff0\u6aa2\u67e5\uff0c\u4f8b\u5982\uff1a\u6aa2\u67e5\u662f\u5426\u5305\u542b\u786c\u7de8\u78bc\u7684 API Key \u6216\u5bc6\u78bc]\u3002\u8acb\u5efa\u7acb hooks.json \u914d\u7f6e\u548c\u5c0d\u61c9\u7684 shell\/python \u8173\u672c\u3002Hook \u8a2d\u8a08\u8981\u9075\u5faa\u4ee5\u4e0b\u539f\u5247\uff1a(1) \u7528 matcher \u6a21\u5f0f\u5339\u914d\u7cbe\u78ba\u6307\u5b9a\u8981\u6514\u622a\u7684\u5de5\u5177\uff08\u5982 &#8220;Write|Edit|MultiEdit&#8221;\uff09\uff1b(2) \u7528 exit code \u8a9e\u610f\u63a7\u5236\u884c\u70ba\u2014\u2014exit 0 \u8868\u793a\u901a\u904e\u3001exit 2 \u8868\u793a\u963b\u64cb\u4e26\u56de\u994b stderr \u7d66 AI\uff1b(3) \u540c\u4e00 session \u4e2d\u76f8\u540c\u898f\u5247\u53ea\u89f8\u767c\u4e00\u6b21\uff0c\u907f\u514d\u91cd\u8907\u6253\u64fe\u3002<\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6548\u679c<\/strong>\uff1aAI \u6703\u7522\u51fa\u53ef\u904b\u4f5c\u7684 Hook \u914d\u7f6e\u548c\u8173\u672c\uff0c\u5be6\u73fe PreToolUse \u4e8b\u4ef6\u7684\u81ea\u52d5\u6514\u622a\uff0c\u5305\u542b pattern matching \u548c exit code \u8655\u7406\u908f\u8f2f<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u591a Agent Adversarial Validation \u5be9\u67e5\u7ba1\u7dda<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5834\u666f<\/strong>\uff1a\u4f60\u60f3\u7528 AI \u505a Code Review \u4f46\u64d4\u5fc3\u5047\u967d\u6027\u592a\u591a\uff0c\u9700\u8981\u66f4\u53ef\u9760\u7684\u5be9\u67e5\u6a5f\u5236<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u7d66 AI \u7684\u6307\u4ee4<\/strong>\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\u8acb\u5e6b\u6211\u8a2d\u8a08\u4e00\u500b\u591a Agent \u5354\u4f5c\u7684 Code Review \u7ba1\u7dda\uff0c\u53c3\u8003 Claude Code \u7684 Adversarial Validation \u6a21\u5f0f\u3002\u7ba1\u7dda\u8981\u5305\u542b\uff1a(1) Review Agent \u8ca0\u8cac\u627e\u51fa [\u63cf\u8ff0\u5be9\u67e5\u91cd\u9ede\uff0c\u4f8b\u5982\uff1a\u6f5b\u5728\u7684 bug\u3001\u6548\u80fd\u554f\u984c\u3001\u5b89\u5168\u6f0f\u6d1e]\uff1b(2) Validation Agent \u7368\u7acb\u9a57\u8b49\u6bcf\u500b\u767c\u73fe\u7684\u554f\u984c\u662f\u5426\u70ba\u771f\u6b63\u7684\u554f\u984c\uff1b(3) \u53ea\u4fdd\u7559\u901a\u904e\u9a57\u8b49\u7684\u554f\u984c\u3002\u6bcf\u500b Agent \u7528 Markdown \u5b9a\u7fa9\uff0c\u660e\u78ba\u5340\u5206\u89d2\u8272\u2014\u2014Review Agent \u8ca0\u8cac\u767c\u73fe\uff0cValidation Agent \u8ca0\u8cac\u6311\u6230\u3002\u5be9\u67e5\u6a19\u6e96\u8981\u56b4\u683c\uff1a\u53ea\u6a19\u8a18\u300c\u4e00\u5b9a\u6703\u5931\u6557\u300d\u7684\u554f\u984c\uff0c\u4e0d\u6a19\u8a18\u98a8\u683c\u504f\u597d\u6216\u4e3b\u89c0\u5efa\u8b70\u3002\u9019\u662f\u70ba\u4e86\u907f\u514d\u5047\u967d\u6027\u4fb5\u8755\u958b\u767c\u8005\u5c0d AI \u5be9\u67e5\u7684\u4fe1\u4efb\u3002<\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6548\u679c<\/strong>\uff1aAI \u6703\u7522\u51fa\u5b8c\u6574\u7684\u591a Agent \u5be9\u67e5\u7ba1\u7dda\u5b9a\u7fa9\uff0c\u5305\u542b Agent \u5206\u5de5\u3001\u9a57\u8b49\u6d41\u7a0b\u3001\u548c\u5047\u967d\u6027\u904e\u6ffe\u908f\u8f2f\uff0c\u53ef\u76f4\u63a5\u6574\u5408\u5230 CI\/CD \u6d41\u7a0b<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Hookify \u898f\u5247\u5f15\u64ce\u2014\u2014\u7528 Markdown \u5b9a\u7fa9\u884c\u70ba\u7d04\u675f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5834\u666f<\/strong>\uff1a\u4f60\u60f3\u8b93\u5718\u968a\u6210\u54e1\u53ef\u4ee5\u81ea\u884c\u6dfb\u52a0 AI \u884c\u70ba\u898f\u5247\uff0c\u800c\u4e0d\u9700\u8981\u5beb\u7a0b\u5f0f\u78bc<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u7d66 AI \u7684\u6307\u4ee4<\/strong>\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\u8acb\u5e6b\u6211\u5be6\u4f5c\u4e00\u500b\u985e\u4f3c Claude Code Hookify \u7684\u898f\u5247\u5f15\u64ce\u3002\u9700\u6c42\uff1a(1) \u898f\u5247\u7528 Markdown + YAML Frontmatter \u5b9a\u7fa9\uff0c\u653e\u5728 [\u6307\u5b9a\u76ee\u9304] \u4e2d\u81ea\u52d5\u8f09\u5165\uff1b(2) \u652f\u63f4 block \u548c warn \u5169\u7a2e action\uff0cblock \u512a\u5148\u65bc warn\uff1b(3) \u652f\u63f4 regex_match\u3001contains\u3001equals \u7b49 operator \u505a\u689d\u4ef6\u5339\u914d\uff1b(4) \u7528 LRU Cache \u7de9\u5b58\u7de8\u8b6f\u904e\u7684\u6b63\u898f\u8868\u9054\u5f0f\u63d0\u5347\u6548\u80fd\u3002\u53c3\u8003\u9019\u500b\u683c\u5f0f\uff1aFrontmatter \u653e name\u3001enabled\u3001event\u3001pattern\u3001action\uff0cMarkdown body \u653e\u986f\u793a\u7d66\u4f7f\u7528\u8005\u7684\u8a0a\u606f\u3002Config Loader \u53ea\u9700\u8655\u7406 Frontmatter \u5b50\u96c6\uff0c\u7528\u81ea\u884c\u5be6\u4f5c\u7684\u7c21\u6613 parser \u5373\u53ef\uff0c\u4e0d\u9700\u8981\u5f15\u5165\u5b8c\u6574\u7684 YAML \u4f9d\u8cf4\u2014\u2014\u9019\u662f\u6700\u5c0f\u76f8\u4f9d\u539f\u5247\u3002<\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6548\u679c<\/strong>\uff1aAI \u6703\u7522\u51fa\u4e00\u500b\u5b8c\u6574\u7684\u898f\u5247\u5f15\u64ce\uff0c\u5305\u542b RuleEngine \u985e\u5225\u3001ConfigLoader\u3001\u548c\u7bc4\u4f8b\u898f\u5247\u6a94\u6848\uff0c\u5718\u968a\u6210\u54e1\u53ea\u9700\u5beb Markdown \u5c31\u80fd\u5b9a\u7fa9\u65b0\u7684\u884c\u70ba\u7d04\u675f<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">SessionStart \u6ce8\u5165\u7684 Decorator Pattern<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5834\u666f<\/strong>\uff1a\u4f60\u60f3\u6539\u8b8a AI \u7684\u8f38\u51fa\u98a8\u683c\u6216\u884c\u70ba\u6a21\u5f0f\uff0c\u4f46\u4e0d\u60f3\u4fee\u6539\u6838\u5fc3\u7684 System Prompt<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u7d66 AI \u7684\u6307\u4ee4<\/strong>\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\u8acb\u5e6b\u6211\u7528 Decorator Pattern \u7684\u6982\u5ff5\u8a2d\u8a08\u4e00\u500b\u884c\u70ba\u4fee\u98fe\u6a5f\u5236\u3002\u53c3\u8003 Claude Code \u7684 SessionStart Hook \u6ce8\u5165 additionalContext \u6a21\u5f0f\uff1a\u5728 session \u958b\u59cb\u6642\uff0c\u900f\u904e Hook \u5411 AI \u7684 context \u6ce8\u5165\u984d\u5916\u7684\u884c\u70ba\u6307\u5f15\uff0c\u800c\u4e0d\u4fee\u6539\u6838\u5fc3 System Prompt\u3002\u6211\u60f3\u8981\u7684\u884c\u70ba\u6a21\u5f0f\u662f [\u63cf\u8ff0\u671f\u671b\u884c\u70ba\uff0c\u4f8b\u5982\uff1a\u6240\u6709\u56de\u8986\u90fd\u9644\u4e0a\u6c7a\u7b56\u7406\u7531\u3001\u6bcf\u6b21\u4fee\u6539\u7a0b\u5f0f\u78bc\u524d\u5148\u8aaa\u660e\u8a2d\u8a08\u8003\u91cf]\u3002\u8acb\u5efa\u7acb\u4e00\u500b SessionStart Hook \u8173\u672c\uff0c\u8f38\u51fa\u5305\u542b hookSpecificOutput.additionalContext \u7684 JSON\u3002\u9019\u500b\u6a21\u5f0f\u7684\u597d\u8655\u662f\u884c\u70ba\u5ba2\u88fd\u5316\u8b8a\u6210\u53ef\u7d44\u5408\u3001\u53ef\u758a\u52a0\u7684\u2014\u2014\u591a\u500b Hook \u53ef\u4ee5\u540c\u6642\u6ce8\u5165\u4e0d\u540c\u7684\u884c\u70ba\u6307\u5f15\u3002<\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6548\u679c<\/strong>\uff1aAI \u6703\u7522\u51fa\u4e00\u500b SessionStart Hook \u8173\u672c\uff0c\u5728\u6bcf\u6b21 session \u958b\u59cb\u6642\u81ea\u52d5\u6ce8\u5165\u884c\u70ba\u6307\u5f15\uff0c\u5be6\u73fe\u4e0d\u4fee\u6539\u6838\u5fc3\u7a0b\u5f0f\u78bc\u7684\u884c\u70ba\u88dd\u98fe<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Ralph Loop \u81ea\u6211\u8fed\u4ee3\u6a21\u5f0f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5834\u666f<\/strong>\uff1a\u4f60\u6709\u4e00\u500b\u9700\u8981\u53cd\u8986\u6539\u9032\u7684\u4efb\u52d9\uff08\u91cd\u69cb\u3001\u6e2c\u8a66\u8986\u84cb\u7387\u63d0\u5347\u3001\u6587\u4ef6\u5b8c\u5584\uff09\uff0c\u60f3\u8b93 AI \u81ea\u52d5\u8fed\u4ee3\u76f4\u5230\u9054\u6a19<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u7d66 AI \u7684\u6307\u4ee4<\/strong>\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\u8acb\u5e6b\u6211\u8a2d\u8a08\u4e00\u500b Ralph Loop \u81ea\u6211\u8fed\u4ee3\u6a5f\u5236\u3002\u9700\u6c42\uff1a(1) \u7528 Stop Hook \u6514\u622a AI \u7684\u9000\u51fa\u884c\u70ba\uff0c\u5c07\u76f8\u540c\u7684 prompt \u91cd\u65b0\u9001\u56de\uff1b(2) \u5be6\u4f5c Completion Promise \u6a5f\u5236\u2014\u2014\u53ea\u6709\u7576 AI \u8f38\u51fa\u7279\u5b9a\u7684 <code>&lt;promise&gt;\u5b8c\u6210\u689d\u4ef6&lt;\/promise&gt;<\/code> \u6a19\u7c64\u4e14\u5167\u5bb9\u5b8c\u5168\u5339\u914d\u9810\u8a2d\u503c\u6642\uff0c\u624d\u5141\u8a31\u9000\u51fa\uff1b(3) \u7528 state file \u8a18\u9304 iteration \u6b21\u6578\u548c max_iterations\uff0c\u9632\u6b62\u7121\u9650\u8ff4\u5708\uff1b(4) \u52a0\u5165\u9632\u8150\u5316\u8a2d\u8a08\u2014\u2014\u6aa2\u67e5 state file \u5b58\u5728\u6027\u3001iteration \u662f\u5426\u70ba\u6578\u5b57\u3001transcript \u662f\u5426\u53ef\u89e3\u6790\uff0c\u4efb\u4f55\u7570\u5e38\u90fd\u6e05\u7406 state \u4e26\u5141\u8a31\u9000\u51fa\u3002\u6211\u7684\u8fed\u4ee3\u4efb\u52d9\u662f [\u63cf\u8ff0\u4efb\u52d9\uff0c\u4f8b\u5982\uff1a\u6301\u7e8c\u91cd\u69cb\u76f4\u5230\u6240\u6709\u51fd\u5f0f\u7684 cyclomatic complexity \u4f4e\u65bc 10]\uff0c\u5b8c\u6210\u689d\u4ef6\u662f [\u63cf\u8ff0\u689d\u4ef6]\u3002<\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6548\u679c<\/strong>\uff1aAI \u6703\u7522\u51fa\u5b8c\u6574\u7684 Stop Hook \u8173\u672c\u548c state file \u6a21\u677f\uff0c\u5be6\u73fe\u53ef\u63a7\u7684\u81ea\u6211\u8fed\u4ee3\u8ff4\u5708\uff0c\u5305\u542b\u5b89\u5168\u7684\u9000\u51fa\u6a5f\u5236\u548c\u72c0\u614b\u8ffd\u8e64<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u5ef6\u4f38\u95b1\u8b80<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n\n<li><a href=\"https:\/\/code.claude.com\/docs\/en\/plugins\">Claude Code Plugin \u5b98\u65b9\u6587\u4ef6<\/a> \u2014 \u6700\u6b0a\u5a01\u7684 Plugin \u958b\u767c\u6307\u5357\uff0c\u6db5\u84cb Plugin \u7d50\u69cb\u3001\u5143\u4ef6\u985e\u578b\u3001\u5b89\u88dd\u8207\u767c\u5e03\u7684\u5b8c\u6574\u6d41\u7a0b<\/li>\n\n\n<li><a href=\"https:\/\/claude.com\/blog\/claude-code-plugins\">Customize Claude Code with plugins | 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