bookworm-smart-assistant/scripts/disambiguation-rules.json

{
  "_meta": {
    "version": "1.4.0",
    "description": "消歧规则外部化 — v6.5.1 扩展至 83 条，R81-R83 新增路由精准度修复 (bookworm自检→self-auditor, 自动修复→self-healer, 裸字自动 BAE penalty)",
    "generatedFrom": "route-analyzer.js DISAMBIGUATION_RULES (v6.5.1 消歧 83 条)",
    "ruleCount": 83,
    "changelog": [
      "R01: 添加 mutual_exclusion 注解，memory leak 场景排除 performance-expert 误触",
      "R05: 添加 mutual_exclusion 注解，memory leak 由 R01 优先处理",
      "R04: 增加 graphql-architect penalty，修复 '系统工作逻辑+架构分析' 误路由",
      "R43: 新增 — 架构分析显式请求 → architect-expert (修复 graphql-architect 误触)",
      "R44: 新增 — MCP/连接失败排查 → debugger-expert (修复 planning-with-files 误触)",
      "R45: 新增 — Auth/OAuth/JWT 路由 → security-expert vs api-integration-specialist 消歧",
      "R46: 新增 — Flutter 滚动/渲染性能 → flutter-expert (非 performance-expert)",
      "R47: 新增 — 清理/删除系统组件 → devops-expert (修复 backend-builder 误触)",
      "R48: 新增 — 网络/代理/VPN 配置 → devops-expert (修复 flutter-expert 误触)",
      "R52: 新增 — Windows 桌面/RPA 自动化 → workflow-automation-expert (修复 browser-automation-expert 误触)",
      "R53: 新增 — COM/Office 自动化 → workflow-automation-expert (修复 developer-expert 误触)",
      "R54: 新增 — 视觉自动化/OCR 点击 → browser-automation-expert vs workflow-automation-expert 消歧",
      "R55: 新增 — 网页截图/站点测试 → browse (Browserbase MCP, 区分桌面截图 R52)",
      "R56: 新增 — Excel 数据分析 vs Excel 自动化 → data-analyst-expert 消歧 (R53 处理自动化场景)",
      "R57: 新增 — guardian 统一安全守护 (careful/freeze/guard/unfreeze deprecated 重定向)",
      "R58: 新增 — evolution-tracker vs retro 消歧 (系统进化 vs 工程周报)",
      "R59: 新增 — qa report-only 模式 (qa-only deprecated 重定向)",
      "R60: 新增 — office-hours deprecated → plan-ceo-review 重定向",
      "R61: 新增 — AI 伦理/哲学/对齐/偏见 → ai-philosophy-expert (消歧 ai-ml-expert/security-expert/legal-review-skill)",
      "R62: 新增 — Firecrawl 爬虫/站点抓取 → browser-automation-expert (MCP: firecrawl)",
      "R63: 新增 — GitHub PR/Issue/仓库操作 → developer-expert (MCP: github, 区分 git-operation-master 本地操作)",
      "R64: 新增 — Slack 消息/频道操作 → developer-expert (MCP: slack)",
      "R65: 新增 — NotebookLM 笔记本操作 → developer-expert (MCP: notebooklm)",
      "R66: 新增 — context7 实时文档查询 → developer-expert (MCP: context7)",
      "R67: 新增 — sequential-thinking 深度推理 → developer-expert (MCP: sequential-thinking)",
      "R68: 新增 — COM 对象精准触发 → workflow-automation-expert (MCP: mcp-com-server, 增强 R53 覆盖)",
      "R69: 新增 — 浏览器性能/调试/DevTools → browser-automation-expert (preferred_mcp: chrome-devtools)",
      "R70: 新增 — E2E/自动化测试/Playwright → browser-automation-expert (preferred_mcp: playwright)",
      "R71: 新增 — 智能浏览代理/CUA/多步骤网页任务 → browse (preferred_mcp: browserbase, 区分 playwright 本地)",
      "R72: 新增 — 网络请求监控/抓包/API调试 → browser-automation-expert (preferred_mcp: chrome-devtools, 区分 playwright)",
      "R73: 新增 — MCP 全量体检/连通性探测 → mcp-probe (mutual_exclusion with R44: R44 单点 MCP 排查 vs R73 全量体检)",
      "R74: 新增 — Google Workspace 操作 (Drive/Docs/Sheets/Slides/Calendar) → developer-expert (preferred_mcp: google-drive, 99 工具)",
      "R52-R68: 补 preferred_mcp 字段 — orbination/mcp-com-server/askui-vision/firecrawl/github/slack/notebooklm/context7/sequential-thinking 共 10 条规则激活路由绑定",
      "R75: 新增 — Linear 工单/issue 操作 → developer-expert (preferred_mcp: linear, 加固防 linear regression 误触)",
      "R76: 新增 — Jira/Confluence 操作 → developer-expert (preferred_mcp: atlassian)",
      "R77: 新增 — Supabase 数据库/BaaS → backend-builder (preferred_mcp: supabase, 收紧裸词)",
      "R78: 新增 — Figma 设计稿操作 → designer-expert (preferred_mcp: figma, 扩展导入/拉取/转代码表达)",
      "R79: 新增 — Cloudflare Workers/Pages/KV → edge-computing-expert (preferred_mcp: cloudflare, 加固防 service-worker 误触)",
      "R80: 新增 — AI 文生图/图像生成 → designer-expert (preferred_mcp: mcp-image, 加固防流程图/图表误触)",
      "R81: 新增 — Bookworm 系统自检/审计 → self-auditor agent (修复 bookkworm自检 误路由至 review)",
      "R82: 新增 — 自动修复审计问题 → self-healer agent (修复 自动修复 误路由至 browser-automation-expert)",
      "R83: 新增 — 裸字'自动' penalty browser-automation-expert (防 TF-IDF 过拟合)"
    ]
  },
  "rules": [
    {
      "id": "R01",
      "note": "问题类型优先: Bug/报错/调试/leak → debugger-expert",
      "trigger": "bug|报错|异常|崩溃|调试|错误|stack\\s*trace|不工作|为什么报|debug|leak|内存泄漏|fix\\b.*\\b(?:bug|error|issue)|not\\s+(?:working|rendering|loading)",
      "boost": "debugger-expert",
      "penalty": [
        "tester-expert",
        "frontend-expert",
        "backend-builder",
        "api-integration-specialist",
        "browser-automation-expert"
      ],
      "weight": 0.35,
      "mutual_exclusion": {
        "with": "R05",
        "on_keyword": "内存泄漏|memory\\s*leak|leak",
        "resolution": "R01 优先 — 内存泄漏首先是 Bug 调试场景，仅当用户明确说'性能优化'时才路由 R05"
      }
    },
    {
      "id": "R02",
      "note": "DevSecOps 优先于 security",
      "trigger": "sast|dast|容器安全|sbom|镜像扫描|安全扫描|安全流水线|trivy|gatekeeper",
      "boost": "devsecops-expert",
      "penalty": [
        "security-expert"
      ],
      "weight": 0.3
    },
    {
      "id": "R03",
      "note": "安全问题优先: 渗透/漏洞/加密 → security-expert",
      "trigger": "渗透|漏洞利用|xss|sql注入|owasp|加密|认证授权|安全审计|安全编码",
      "boost": "security-expert",
      "penalty": [
        "tester-expert",
        "backend-builder",
        "api-integration-specialist"
      ],
      "weight": 0.3
    },
    {
      "id": "R04",
      "note": "架构问题优先: 架构/设计 → architect-expert (排除 graphql-architect 误触)",
      "trigger": "架构|系统设计|技术选型|分布式",
      "boost": "architect-expert",
      "penalty": [
        "database-tuning-expert",
        "backend-builder"
      ],
      "weight": 0.25
    },
    {
      "id": "R05",
      "note": "性能问题路由 → performance-expert (memory leak 由 R01 优先)",
      "trigger": "性能优化|加载慢|响应慢|卡顿|core web vitals",
      "boost": "performance-expert",
      "penalty": [
        "browser-automation-expert",
        "frontend-expert",
        "devops-expert"
      ],
      "weight": 0.25,
      "mutual_exclusion": {
        "with": "R01",
        "on_keyword": "内存泄漏|memory\\s*leak|leak",
        "resolution": "当 R01 同时触发时，R05 不应 boost performance-expert；仅纯性能优化场景（无 bug/leak 语境）触发"
      }
    },
    {
      "id": "R06",
      "note": "审查 vs 调试: Code Review → reviewer-expert",
      "trigger": "代码评审|code review|pr review|审查代码|检查代码",
      "boost": "reviewer-expert",
      "penalty": [
        "debugger-expert",
        "project-audit-expert"
      ],
      "weight": 0.3
    },
    {
      "id": "R07",
      "note": "K8s 路由 → cloud-native-expert",
      "trigger": "k8s|kubernetes|helm|istio|服务网格|deploy.*(?:k8s|kubernetes|microservice)|(?:k8s|kubernetes).*deploy",
      "boost": "cloud-native-expert",
      "penalty": [
        "devops-expert",
        "architect-expert"
      ],
      "weight": 0.3
    },
    {
      "id": "R08",
      "note": "全项目审计 vs 单文件审查",
      "trigger": "全栈审计|全项目审计|全面检查|上线前审查|全面审计|上线前检查",
      "boost": "project-audit-expert",
      "penalty": [
        "reviewer-expert",
        "devops-expert"
      ],
      "weight": 0.3
    },
    {
      "id": "R09",
      "note": "数据分析 vs 测试 → data-analyst-expert",
      "trigger": "数据清洗|数据分析|可视化|pandas|matplotlib|统计分析",
      "boost": "data-analyst-expert",
      "penalty": [
        "tester-expert",
        "diagram-as-code-expert"
      ],
      "weight": 0.25
    },
    {
      "id": "R10",
      "note": "定价路由 → pricing-strategist",
      "trigger": "定价|怎么收费|定价模型|价格策略|提价",
      "boost": "pricing-strategist",
      "penalty": [
        "finance-advisor"
      ],
      "weight": 0.2
    },
    {
      "id": "R11",
      "note": "SEO 路由 → technical-seo-expert",
      "trigger": "seo|搜索优化|百度收录|sitemap|robots",
      "boost": "technical-seo-expert",
      "penalty": [
        "growth-hacker",
        "frontend-expert"
      ],
      "weight": 0.25
    },
    {
      "id": "R12",
      "note": "CI/CD + Docker → devops-expert",
      "trigger": "ci\\/cd|流水线|docker.*构建|镜像构建|github actions|gitlab ci",
      "boost": "devops-expert",
      "penalty": [
        "performance-expert",
        "architect-expert"
      ],
      "weight": 0.25
    },
    {
      "id": "R13",
      "note": "用户研究 vs 测试 → ux-researcher",
      "trigger": "用户访谈|可用性测试|persona|用户画像|用户旅程|痛点分析",
      "penalty": [
        "tester-expert",
        "product-manager-expert"
      ],
      "weight": 0.3
    },
    {
      "id": "R14",
      "note": "增长 vs 测试 → growth-hacker",
      "trigger": "aarrr|增长模型|裂变|拉新|私域|转化率优化",
      "boost": "growth-hacker",
      "penalty": [
        "tester-expert",
        "data-analyst-expert"
      ],
      "weight": 0.25
    },
    {
      "id": "R15",
      "note": "技术文档 vs 后端 → tech-writer-expert",
      "trigger": "api文档|readme|用户手册|技术文档|写文档|文档编写",
      "boost": "tech-writer-expert",
      "penalty": [
        "backend-builder",
        "frontend-expert"
      ],
      "weight": 0.25
    },
    {
      "id": "R16",
      "note": "React 框架实现 → frontend-expert (Vue 拆分至 R37)",
      "trigger": "react.*(?:组件|hooks|zustand|redux|状态)|(?:组件|hooks|zustand|redux|状态).*react",
      "boost": "frontend-expert",
      "penalty": [
        "backend-builder",
        "api-integration-specialist"
      ],
      "weight": 0.3
    },
    {
      "id": "R17",
      "note": "零缺陷/安全重构 → zero-defect-guardian",
      "trigger": "零缺陷|pinning\\s*test|安全重构|防退化|无损重构",
      "boost": "zero-defect-guardian",
      "penalty": [
        "tester-expert",
        "security-expert"
      ],
      "weight": 0.3
    },
    {
      "id": "R18",
      "note": "gRPC/protobuf 实现 → backend-builder",
      "trigger": "grpc|protobuf|gin|fastify|express.*路由|api.*实现",
      "boost": "backend-builder",
      "penalty": [
        "architect-expert"
      ],
      "weight": 0.25
    },
    {
      "id": "R19",
      "note": "安全测试 → security-expert (tester 消歧)",
      "trigger": "渗透测试|安全测试|漏洞测试|fuzz.*test|模糊测试",
      "boost": "security-expert",
      "penalty": [
        "tester-expert"
      ],
      "weight": 0.3
    },
    {
      "id": "R20",
      "note": "用户测试 → ux-researcher (tester 消歧)",
      "trigger": "用户测试|可用性.*测试|usability.*test|用户体验.*测试",
      "penalty": [
        "tester-expert"
      ],
      "weight": 0.3
    },
    {
      "id": "R21",
      "note": "A/B测试 → data-analyst-expert (tester 消歧)",
      "trigger": "a\\/b.*测试|ab.*测试|增长.*测试|实验设计.*转化|对照.*实验",
      "boost": "data-analyst-expert",
      "penalty": [
        "tester-expert"
      ],
      "weight": 0.25
    },
    {
      "id": "R22",
      "note": "增长实验 → growth-hacker (tester 消歧)",
      "trigger": "增长.*实验|裂变.*测试|渠道.*测试|投放.*测试",
      "boost": "growth-hacker",
      "penalty": [
        "tester-expert"
      ],
      "weight": 0.25
    },
    {
      "id": "R23",
      "note": "API Key 配置 → api-integration-specialist (cloud-native 消歧)",
      "trigger": "配置.*(?:api.?key|token|密钥|secret)|(?:gemini|deepseek|openai|claude|anthropic).*(?:key|密钥|token)",
      "boost": "api-integration-specialist",
      "penalty": [
        "cloud-native-expert",
        "devops-expert"
      ],
      "weight": 0.25
    },
    {
      "id": "R24",
      "note": "SSH 远程操作 → devops-expert (performance 消歧)",
      "trigger": "ssh\\s+.*@|ssh\\s+-[tpL]|远程连接.*服务器|远程服务器.*操作",
      "boost": "devops-expert",
      "penalty": [
        "performance-expert",
        "mobile-expert"
      ],
      "weight": 0.3
    },
    {
      "id": "R25",
      "note": "Docker 容器操作 → devops-expert (非 K8s 场景)",
      "trigger": "docker\\s+(?:attach|exec|logs|ps|run|start|stop|restart|rm|build|push|pull)",
      "boost": "devops-expert",
      "penalty": [
        "performance-expert",
        "mobile-expert"
      ],
      "weight": 0.25
    },
    {
      "id": "R26",
      "note": "Shell/PowerShell 输出粘贴 → devops-expert",
      "trigger": "PowerShell\\s+\\d+\\.\\d+|PS\\s+C:\\\\|\\$\\s+sudo|root@.*#",
      "boost": "devops-expert",
      "penalty": [
        "mobile-expert",
        "browser-automation-expert",
        "miniprogram-expert",
        "flutter-expert"
      ],
      "weight": 0.2
    },
    {
      "id": "R27",
      "note": "系统自检/健康检查 → project-audit-expert (避免误入 debugger/performance)",
      "trigger": "系统自检|系统健康|健康检查|自审计|配置检查|一致性检查|self.?audit|health.?check|系统诊断|bookworm|自检",
      "boost": "project-audit-expert",
      "penalty": [
        "debugger-expert",
        "performance-expert",
        "devops-expert"
      ],
      "weight": 0.35
    },
    {
      "id": "R28",
      "note": "Android 设备控制 → mobile-expert (tester/browser-automation 消歧)",
      "trigger": "android.*(?:设备|截图|模拟器|真机)|adb\\s+(?:devices|install|shell|push|pull|logcat)|设备截图|ui自动化.*(?:android|手机)|appium|uiautomator|mobile.*mcp",
      "boost": "mobile-expert",
      "penalty": [
        "tester-expert",
        "browser-automation-expert"
      ],
      "weight": 0.3
    },
    {
      "id": "R29",
      "note": "工作流自动化 vs API 集成 → workflow-automation-expert",
      "trigger": "zapier|n8n|make\\s+(?:scenario|工作流)|ifttt|工作流.*(?:自动化|编排|设计)|自动化.*(?:工作流|流程|场景)|低代码.*集成|跨平台.*同步|事件驱动.*自动化",
      "boost": "workflow-automation-expert",
      "penalty": [
        "api-integration-specialist",
        "devops-expert",
        "browser-automation-expert"
      ],
      "weight": 0.3
    },
    {
      "id": "R30",
      "note": "通知系统 vs 邮件沟通 → notification-system-expert",
      "trigger": "推送通知|fcm|apns|web\\s*push|sendgrid|aws\\s*ses|mailgun|twilio|短信发送|slack\\s*bot|企业微信.*机器人|钉钉.*机器人|飞书.*机器人|站内信|通知.*(?:系统|中心|策略|模板)|消息.*(?:推送|分级|通道)",
      "boost": "notification-system-expert",
      "penalty": [
        "backend-builder",
        "api-integration-specialist"
      ],
      "weight": 0.3
    },
    {
      "id": "R31",
      "note": "浏览器自动化 vs 工作流自动化消歧",
      "trigger": "playwright.*(?:自动化|测试)|selenium.*(?:自动化|脚本)|浏览器.*(?:自动化|抓取|截图)|网页.*(?:抓取|爬取|数据提取)",
      "boost": "browser-automation-expert",
      "penalty": [
        "workflow-automation-expert"
      ],
      "weight": 0.25
    },
    {
      "id": "R32",
      "note": "测试优先: unit test/测试用例/TDD → tester-expert",
      "trigger": "unit\\s*test|测试用例|测试覆盖|tdd|jest|vitest|pytest|test\\s+(?:case|suite|coverage)|写.*测试|测试.*(?:组件|函数|接口)|write.*test|test.*(?:component|function|api)",
      "boost": "tester-expert",
      "penalty": [
        "frontend-expert",
        "backend-builder",
        "developer-expert",
        "architect-expert"
      ],
      "weight": 0.5
    },
    {
      "id": "R33",
      "note": "数据库调优: SQL/慢查询/索引 → database-tuning-expert",
      "trigger": "sql.*(?:优化|慢|索引|性能|optim|slow|index|perf)|慢查询|explain\\s+analyze|索引.*(?:优化|设计|失效)|查询.*(?:优化|慢|性能)|数据库.*(?:调优|优化|性能)|分库分表|读写分离|slow.*(?:sql|query|queries)|(?:query|queries).*(?:optim|slow|index|perf)",
      "boost": "database-tuning-expert",
      "penalty": [
        "backend-builder",
        "performance-expert"
      ],
      "weight": 0.3
    },
    {
      "id": "R34",
      "note": "网页爬取/scraper → browser-automation-expert (非 workflow)",
      "trigger": "scraper|scraping|爬虫|爬取|web\\s*scraping|数据采集|网页.*(?:抓取|提取)|crawl",
      "boost": "browser-automation-expert",
      "penalty": [
        "workflow-automation-expert",
        "developer-expert"
      ],
      "weight": 0.3
    },
    {
      "id": "R35",
      "note": "React 路由 → frontend-expert (flutter/vue 消歧, 排除 test 场景)",
      "trigger": "^(?!.*(?:test|测试|写测试)).*(?:react(?!\\s*native).*(?:component|hook|state|performance|优化)|(?:component|hook|state|performance|优化).*react(?!\\s*native))",
      "boost": "frontend-expert",
      "penalty": [
        "flutter-expert",
        "angular-architect"
      ],
      "weight": 0.35
    },
    {
      "id": "R36",
      "note": "ETL/数据管道 → data-engineer-expert (devops 消歧)",
      "trigger": "etl|数据管道|data\\s*pipeline|spark|airflow|数据仓库|data\\s*warehouse|dbt|数据湖",
      "boost": "data-engineer-expert",
      "penalty": [
        "devops-expert",
        "backend-builder"
      ],
      "weight": 0.3
    },
    {
      "id": "R37",
      "note": "Vue/Pinia/Composition → vue-expert (frontend 消歧)",
      "trigger": "vue.*(?:组件|状态|pinia|vuex|composition)|(?:pinia|vuex).*(?:store|state|组件|状态)|composition\\s*api.*(?:vue|pinia)",
      "penalty": [
        "frontend-expert",
        "angular-architect",
        "nextjs-developer"
      ],
      "weight": 0.35
    },
    {
      "id": "R38",
      "note": "K8s 配置/运维 → kubernetes-specialist (cloud-native 消歧)",
      "trigger": "helm.*chart|rbac.*(?:k8s|kubernetes)|(?:k8s|kubernetes).*rbac|networkpolicy|pod.*(?:调度|安全|配置)|(?:k8s|kubernetes).*(?:operator|crd|namespace|admission)|kubectl",
      "penalty": [
        "cloud-native-expert",
        "devops-expert"
      ],
      "weight": 0.3
    },
    {
      "id": "R39",
      "note": "检查进度/日志/状态 → debugger-expert (不是法务审查)",
      "trigger": "(?:检查|查看).*(?:进度|日志|状态|生成|运行|输出|结果)|(?:进度|日志|状态).*(?:检查|查看)",
      "boost": "debugger-expert",
      "penalty": [
        "legal-review-skill",
        "devsecops-expert",
        "reviewer-expert"
      ],
      "weight": 0.35
    },
    {
      "id": "R40",
      "note": "PowerShell/WMI/CIM 系统管理 → devops-expert",
      "trigger": "powershell|wmi|cim|win32_|get-ciminstance|set-wmiinstance|get-wmiobject|虚拟内存|pagefile|系统管理|wmic",
      "boost": "devops-expert",
      "penalty": [
        "flutter-expert",
        "mobile-expert",
        "browser-automation-expert"
      ],
      "weight": 0.3
    },
    {
      "id": "R41",
      "note": "视频/图片生成质量+模型 → ai-ml-expert (不是提示词优化)",
      "trigger": "(?:视频|图片|图像).*(?:质量|画质|分辨率|雪花|失败|模型|生成.*(?:差|烂|糊|模糊))|(?:质量|画质).*(?:视频|图片|图像|生成)|(?:模型|lora|checkpoint).*(?:加载|切换|选择|推荐)",
      "boost": "ai-ml-expert",
      "penalty": [
        "prompt-optimizer",
        "legal-review-skill",
        "browser-automation-expert"
      ],
      "weight": 0.35
    },
    {
      "id": "R42",
      "note": "短指令/确认类上下文延续 → 避免误路由到不相关 Skill",
      "trigger": "^(?:需要|确认|好的|全部|下一步|开始|继续|执行|推进|批准|同意|可以|是的)$",
      "boost": null,
      "penalty": [
        "flutter-expert",
        "browser-automation-expert",
        "legal-review-skill"
      ],
      "weight": 0.4
    },
    {
      "id": "R43",
      "note": "架构分析/系统逻辑显式请求 → architect-expert (修复 graphql-architect 误触)",
      "trigger": "(?:系统|整个|整体|全局).*(?:工作逻辑|架构分析|技术架构|系统逻辑)|(?:架构|产品架构).*(?:专家|分析|评估)",
      "boost": "architect-expert",
      "penalty": [
        "backend-builder",
        "data-engineer-expert"
      ],
      "weight": 0.35
    },
    {
      "id": "R44",
      "note": "MCP/连接失败/认证失败排查 → debugger-expert (修复 planning-with-files/api-integration 误触)",
      "trigger": "(?:mcp|连接|认证|authentication).*(?:失败|failed|error|排查|修复)|reconnection\\s*failed|server.*(?:连接|断开|超时)",
      "boost": "debugger-expert",
      "penalty": [
        "planning-with-files",
        "api-integration-specialist",
        "nextjs-developer"
      ],
      "weight": 0.3
    },
    {
      "id": "R45",
      "note": "Auth/OAuth/JWT 实现 → 消歧 security-expert vs api-integration-specialist",
      "trigger": "(?:oauth|jwt|sso|rbac|oidc).*(?:实现|集成|配置|接入)|(?:认证|授权|权限).*(?:系统|模块|接口|设计)",
      "boost": "api-integration-specialist",
      "penalty": [
        "security-expert",
        "backend-builder"
      ],
      "weight": 0.25,
      "note2": "纯实现/集成场景用 api-integration，安全审计/漏洞场景由 R03 路由到 security-expert"
    },
    {
      "id": "R46",
      "note": "Flutter 滚动/渲染性能 → flutter-expert (非通用 performance-expert)",
      "trigger": "flutter.*(?:卡顿|滚动|列表|渲染|性能|优化)|(?:卡顿|滚动|列表|渲染).*flutter|dart.*(?:性能|优化)",
      "boost": "flutter-expert",
      "penalty": [
        "performance-expert",
        "frontend-expert"
      ],
      "weight": 0.35
    },
    {
      "id": "R47",
      "note": "清理/删除系统组件 → devops-expert (修复 backend-builder 误触)",
      "trigger": "(?:清理|清除|删除|移除).*(?:组件|模块|配置|缓存|痕迹|信息)|(?:系统|项目).*清(?:理|除)",
      "boost": "devops-expert",
      "penalty": [
        "backend-builder",
        "browser-automation-expert",
        "data-engineer-expert"
      ],
      "weight": 0.2
    },
    {
      "id": "R48",
      "note": "网络/代理/VPN 配置和测速 → devops-expert (修复 flutter-expert 误触)",
      "trigger": "(?:网络|代理|proxy|vpn|clash|网速|测速|带宽).*(?:配置|优化|测试|修复)|(?:配置|优化).*(?:网络|代理|proxy|vpn|clash)",
      "boost": "devops-expert",
      "penalty": [
        "flutter-expert",
        "mobile-expert",
        "performance-expert"
      ],
      "weight": 0.3
    },
    {
      "id": "R49",
      "trigger": "\bpod\b|kubectl|helm chart|k8s node|kubelet|kube-proxy|ingress controller",
      "penalty": [
        "cloud-native-expert"
      ],
      "weight": 0.3,
      "description": "K8s 具体操作(pod/kubectl/helm)路由到 kubernetes-specialist 而非 cloud-native"
    },
    {
      "id": "R50",
      "trigger": "(?:修复|fix).*(?:系统|爆窗|崩溃|故障|上下文)|(?:系统|爆窗|崩溃).*(?:修复|fix)",
      "boost": "debugger-expert",
      "penalty": [
        "backend-builder",
        "developer-expert"
      ],
      "weight": 0.35,
      "description": "修复+系统/爆窗/崩溃 → debugger-expert (context-aware fix routing)"
    },
    {
      "id": "R51",
      "trigger": "上下文.*(?:管理|优化|压缩|截断|爆窗|溢出)|context.*(?:管理|overflow|budget)",
      "boost": "performance-expert",
      "penalty": [
        "cloud-native-expert"
      ],
      "weight": 0.3,
      "description": "上下文管理/优化 → performance-expert (防误入 ultimate-code)"
    },
    {
      "id": "R52",
      "note": "Windows 桌面/RPA 自动化 → workflow-automation-expert (非浏览器自动化)",
      "trigger": "(?:桌面|desktop).*(?:自动化|automation|rpa|控制)|(?:自动化|rpa).*(?:桌面|desktop|windows)|窗口.*(?:操控|点击|截图)|(?:windows|win).*(?:automation|自动操作)",
      "boost": "workflow-automation-expert",
      "penalty": [
        "browser-automation-expert",
        "frontend-expert",
        "mobile-expert"
      ],
      "weight": 0.3,
      "preferred_mcp": "orbination",
      "description": "桌面自动化场景使用 MCP: orbination/windows-mcp/askui-vision，非浏览器自动化"
    },
    {
      "id": "R53",
      "note": "COM/Office 自动化 → workflow-automation-expert (修复 developer-expert 误触)",
      "trigger": "(?:com|COM).*(?:对象|object|自动化|automation)|(?:office|excel|word|outlook|ppt).*(?:自动化|automation|操作|脚本)|activex|ole|vba.*自动",
      "boost": "workflow-automation-expert",
      "penalty": [
        "developer-expert",
        "data-analyst-expert"
      ],
      "weight": 0.25,
      "preferred_mcp": "mcp-com-server",
      "description": "Windows COM 对象/Office 自动化场景使用 MCP: mcp-com-server"
    },
    {
      "id": "R54",
      "note": "视觉驱动自动化/OCR → workflow-automation-expert (非 mobile-expert)",
      "trigger": "(?:视觉|vision).*(?:自动化|点击|识别|automation)|ocr.*(?:点击|自动化|识别)|(?:屏幕|screen).*(?:识别|ocr|元素)",
      "boost": "workflow-automation-expert",
      "penalty": [
        "mobile-expert",
        "browser-automation-expert"
      ],
      "weight": 0.25,
      "preferred_mcp": "askui-vision",
      "description": "视觉驱动桌面自动化场景使用 MCP: askui-vision/orbination"
    },
    {
      "id": "R55",
      "note": "网页截图/站点测试 → browse (Browserbase MCP, 区分桌面截图 R52)",
      "trigger": "(?:网页|网站|页面|site).*(?:截图|screenshot|测试|检查|验证)|(?:截图|screenshot).*(?:网页|网站|url|http)|browserbase|headless.*(?:browser|浏览器)",
      "boost": "browse",
      "penalty": [
        "workflow-automation-expert",
        "mobile-expert"
      ],
      "weight": 0.3,
      "description": "网页截图/站点测试使用 Browserbase MCP，桌面截图由 R52 路由"
    },
    {
      "id": "R56",
      "note": "Excel 数据分析 vs Excel 自动化 → data-analyst-expert (R53 处理自动化场景)",
      "trigger": "(?:excel|csv|xlsx?).*(?:分析|统计|图表|可视化|透视|pivot|数据清洗|处理数据)|(?:数据|分析|统计).*(?:excel|csv|表格)",
      "boost": "data-analyst-expert",
      "penalty": [
        "workflow-automation-expert",
        "developer-expert"
      ],
      "weight": 0.25,
      "description": "Excel 数据分析场景用 data-analyst-expert, Excel 自动化操作由 R53 路由到 workflow-automation-expert"
    },
    {
      "id": "R57",
      "note": "guardian 统一安全守护 → 替代已 deprecated 的 careful/freeze/guard/unfreeze",
      "trigger": "(?:careful|freeze|unfreeze|guard\\b|安全守护|安全模式|限制编辑|冻结编辑|解冻|破坏性.*警告|lock.*down|safety.*mode)",
      "boost": "guardian",
      "penalty": [
        "careful",
        "freeze",
        "guard",
        "unfreeze"
      ],
      "weight": 0.35,
      "description": "careful/freeze/guard/unfreeze 已 deprecated, 统一路由到 guardian"
    },
    {
      "id": "R58",
      "note": "evolution-tracker vs retro — 系统进化 vs 工程周报",
      "trigger": "(?:进化|evolution|系统历史|版本历史|变更时间线|进化日志|evolution.?log|系统变更|升级记录)",
      "penalty": [
        "retro"
      ],
      "weight": 0.25,
      "description": "系统进化追踪用 evolution-tracker, 团队工程周报用 retro"
    },
    {
      "id": "R59",
      "note": "qa report-only 模式 → qa (非 qa-only)",
      "trigger": "(?:只报告|不修复|report.?only|just.?report|qa.?report.?only|test.?but.?don.?t.?fix|不要修|报告模式)",
      "boost": "qa",
      "penalty": [
        "qa-only"
      ],
      "weight": 0.35,
      "description": "qa-only 已 deprecated, report-only 模式由 qa 的模式检测处理"
    },
    {
      "id": "R60",
      "note": "office-hours deprecated → plan-ceo-review",
      "trigger": "(?:office.?hours|brainstorm|头脑风暴|idea.*worth|is.*worth.*building|创业想法|验证想法)",
      "penalty": [
        "office-hours"
      ],
      "weight": 0.25,
      "description": "office-hours 已 deprecated, 创业验证/头脑风暴路由到 plan-ceo-review"
    },
    {
      "id": "R61",
      "note": "AI 伦理/哲学/对齐/偏见 → ai-philosophy-expert (非 ai-ml-expert)",
      "trigger": "(?:AI|人工智能).*(?:伦理|哲学|道德|对齐|治理|偏见|公平|透明|可解释)|(?:伦理|哲学|道德|对齐).*(?:AI|人工智能|算法|模型)|alignment|responsible\\s*ai|ai\\s*ethics|ai\\s*governance|bias\\s*audit|explainability|负责任.*AI|算法.*(?:偏见|公平|歧视)",
      "penalty": [
        "ai-ml-expert",
        "security-expert",
        "legal-review-skill"
      ],
      "weight": 0.3,
      "description": "AI 伦理/哲学/对齐/偏见审计用 ai-philosophy-expert, 纯技术 ML 由 ai-ml-expert, 法律条款由 legal-review-skill"
    },
    {
      "id": "R62",
      "note": "Firecrawl 爬虫/站点抓取 → browser-automation-expert (MCP: firecrawl)",
      "trigger": "firecrawl|(?:爬取|抓取|crawl).*(?:网站|站点|site)|(?:站点|sitemap).*(?:地图|抓取|提取)|批量.*(?:采集|抓取|爬取)",
      "boost": "browser-automation-expert",
      "penalty": [
        "developer-expert",
        "frontend-expert"
      ],
      "weight": 0.3,
      "preferred_mcp": "firecrawl",
      "description": "Firecrawl 智能爬虫场景使用 MCP: firecrawl，路由到 browser-automation-expert"
    },
    {
      "id": "R63",
      "note": "GitHub 仓库/PR/Issue 操作 → developer-expert (MCP: github，非 git-operation-master)",
      "trigger": "(?:创建|提|合并|关闭|搜索).*(?:pr|pull.?request|issue|仓库)|github.*(?:api|搜索|操作)|(?:fork|star|watch).*(?:仓库|repo)",
      "boost": "developer-expert",
      "penalty": [
        "git-operation-master"
      ],
      "weight": 0.2,
      "preferred_mcp": "github",
      "description": "GitHub API 操作(PR/Issue/仓库)由 developer-expert + MCP: github, Git 本地操作(rebase/merge/conflict)由 git-operation-master"
    },
    {
      "id": "R64",
      "note": "Slack 消息/频道操作 → developer-expert (MCP: slack)",
      "trigger": "(?:发|查看|回复).*slack.*(?:消息|频道|channel)|slack.*(?:post|reply|send|thread|历史)|(?:slack|Slack).*(?:bot|机器人|webhook)(?!.*(?:搭建|开发|架构))",
      "boost": "developer-expert",
      "penalty": [
        "notification-system-expert"
      ],
      "weight": 0.2,
      "preferred_mcp": "slack",
      "description": "Slack 消息收发操作使用 MCP: slack，由 developer-expert 处理; Slack Bot 搭建/开发由 notification-system-expert"
    },
    {
      "id": "R65",
      "note": "NotebookLM 笔记本操作 → developer-expert (MCP: notebooklm)",
      "trigger": "notebooklm|notebook.?lm|(?:查|搜索|创建|问).*笔记本|笔记本.*(?:管理|问答|搜索)",
      "boost": "developer-expert",
      "penalty": [
        "tech-writer-expert"
      ],
      "weight": 0.25,
      "preferred_mcp": "notebooklm",
      "description": "NotebookLM 笔记本操作使用 MCP: notebooklm"
    },
    {
      "id": "R66",
      "note": "context7 实时文档查询 → developer-expert (MCP: context7)",
      "trigger": "context7|(?:查|查询|获取).*(?:最新|实时).*(?:文档|api|docs)|(?:这个库|框架).*(?:怎么用|最新用法|文档)|resolve.?library",
      "boost": "developer-expert",
      "penalty": [
        "tech-writer-expert"
      ],
      "weight": 0.2,
      "preferred_mcp": "context7",
      "description": "context7 实时文档查询用 MCP: context7, 文档编写用 tech-writer-expert"
    },
    {
      "id": "R67",
      "note": "sequential-thinking 深度推理 → developer-expert (MCP: sequential-thinking)",
      "trigger": "sequential.?thinking|(?:分步|逐步|一步步).*(?:推理|分析|思考)|(?:逻辑|深度).*(?:推导|推理)|chain.?of.?thought",
      "boost": "developer-expert",
      "penalty": [
        "ai-ml-expert"
      ],
      "weight": 0.2,
      "preferred_mcp": "sequential-thinking",
      "description": "结构化分步推理使用 MCP: sequential-thinking"
    },
    {
      "id": "R68",
      "note": "COM 对象精准触发 → workflow-automation-expert (区分 R53 增强覆盖)",
      "trigger": "(?:操控|控制|打开).*(?:excel|word|outlook|ppt)|(?:写入|读取).*(?:单元格|工作表|sheet)|(?:发邮件|收邮件).*outlook|createobject|com.*(?:对象|object)",
      "boost": "workflow-automation-expert",
      "penalty": [
        "data-analyst-expert",
        "developer-expert"
      ],
      "weight": 0.3,
      "preferred_mcp": "mcp-com-server",
      "description": "精准 COM/Office 自动化操作使用 MCP: mcp-com-server (操控Excel/写入单元格/发邮件Outlook)"
    },
    {
      "id": "R69",
      "note": "性能/调试/DevTools → browser-automation-expert (preferred_mcp: chrome-devtools)",
      "trigger": "(?:性能|perf|profile|调试|debug|devtools|dev.?tools|开发者工具|network.*panel|console.*log|内存.*快照|memory.*snapshot|trace|火焰图|flame.?graph).*(?:浏览器|browser|页面|page|网页|web)|(?:浏览器|browser|chrome).*(?:性能|调试|开发者工具|devtools|profile)",
      "boost": "browser-automation-expert",
      "penalty": [
        "performance-expert",
        "debugger-expert",
        "developer-expert"
      ],
      "weight": 0.3,
      "preferred_mcp": "chrome-devtools",
      "description": "浏览器性能分析/调试/DevTools 场景使用 browser-automation-expert + chrome-devtools MCP"
    },
    {
      "id": "R70",
      "note": "E2E/自动化/表单/Playwright → browser-automation-expert (preferred_mcp: playwright)",
      "trigger": "(?:e2e|end.?to.?end|端到端|自动化测试|自动填表|自动.*表单|playwright|puppeteer).*(?:浏览器|browser|网页|web|页面)|(?:浏览器|browser).*(?:自动化|automation|测试|test|填表|表单|form)|(?:playwright|puppeteer).*(?:脚本|script|测试|test|运行|run)",
      "boost": "browser-automation-expert",
      "penalty": [
        "tester-expert",
        "workflow-automation-expert",
        "developer-expert"
      ],
      "weight": 0.3,
      "preferred_mcp": "playwright",
      "description": "E2E 测试/浏览器自动化/表单填写场景使用 browser-automation-expert + playwright MCP"
    },
    {
      "id": "R71",
      "note": "智能浏览代理/CUA/多步骤网页任务 → browse (preferred_mcp: browserbase)",
      "trigger": "(?:智能|agent|代理).*(?:浏览|browse|网页)|(?:多步骤|multi.?step|复杂).*(?:网页|web|浏览器).*(?:任务|操作|交互)|(?:cua|computer.?use|stagehand).*(?:浏览|browse|web)|browserbase.*(?:session|agent|cloud)|(?:云端|cloud).*(?:浏览器|browser)|(?:并发|parallel).*(?:浏览|session|页面)",
      "boost": "browse",
      "penalty": [
        "browser-automation-expert",
        "workflow-automation-expert"
      ],
      "weight": 0.35,
      "preferred_mcp": "browserbase",
      "description": "智能浏览代理/CUA/多步骤网页任务使用 Browserbase 云端 session，区分 playwright 本地自动化"
    },
    {
      "id": "R72",
      "note": "网络请求监控/抓包/API调试 → browser-automation-expert (preferred_mcp: chrome-devtools)",
      "trigger": "(?:网络|network).*(?:请求|request|监控|monitor|抓包|capture)|(?:抓包|packet|har|waterfall).*(?:浏览器|browser|页面|chrome)|(?:api|xhr|fetch).*(?:调试|debug|拦截|intercept|查看)",
      "boost": "browser-automation-expert",
      "penalty": [
        "developer-expert",
        "debugger-expert"
      ],
      "weight": 0.3,
      "preferred_mcp": "chrome-devtools",
      "description": "浏览器网络请求监控/抓包/API 调试使用 chrome-devtools MCP，区分 playwright 功能测试"
    },
    {
      "id": "R73",
      "note": "MCP 全量体检/连通性探测 → mcp-probe (区分 R44 单点故障排查)",
      "trigger": "(?:体检|健康检查|连通性|全量测试|全部测试|诊断|probe).*(?:mcp|服务器)|(?:mcp|所有\\s*mcp).*(?:体检|健康检查|连通性|全量|全部|都正常|是否正常|探测|诊断|probe)|mcp-probe|测(?:试|一下|所有|全部)?\\s*mcp",
      "boost": "mcp-probe",
      "penalty": [
        "debugger-expert",
        "developer-expert",
        "tester-expert"
      ],
      "weight": 0.35,
      "mutual_exclusion": {
        "with": "R44",
        "on_keyword": "mcp",
        "resolution": "R73 优先 — 全量体检/连通性探测使用 mcp-probe; R44 仅处理单点 MCP 故障排查 (用户明确说'xx MCP 连不上/失败/报错')"
      },
      "description": "用户要求对所有 MCP 做健康检查或连通性体检时，路由到专用的 mcp-probe 技能。单点故障排查仍由 R44 debugger-expert 处理"
    },
    {
      "id": "R74",
      "note": "Google Workspace 操作 → developer-expert (preferred_mcp: google-drive)",
      "trigger": "(?:google\\s*drive|gdrive|谷歌网盘|谷歌云盘|google\\s*docs?|谷歌文档|google\\s*sheets?|谷歌表格|google\\s*slides?|谷歌幻灯片|google\\s*calendar|google\\s*日历|谷歌日历|google\\s*workspace|谷歌工作区)|(?:上传|下载|搜索|创建|读取|写入|分享|共享|放到?|存到?).{0,10}(?:google\\s*drive|gdrive|google\\s*docs?|google\\s*sheets?|google\\s*slides?|drive\\s*[里中])|(?:在|去|从|搜索|上传|放|存).{0,5}(?:我的?\\s*)?drive\\s*[里中]|(?:云端|在线).{0,10}(?:文档|表格|幻灯片|日历).{0,10}(?:google|谷歌)|(?:google|谷歌).{0,10}(?:日历|calendar).{0,15}(?:会议|事件|event|预约|安排)|(?:安排|创建|加|添加).{0,10}(?:到|进|至).{0,10}(?:google|谷歌).{0,5}(?:日历|calendar)",
      "boost": "developer-expert",
      "penalty": [
        "data-analyst-expert",
        "tech-writer-expert",
        "project-coordinator",
        "workflow-automation-expert"
      ],
      "weight": 0.35,
      "preferred_mcp": "google-drive",
      "description": "Google Workspace 操作（Drive/Docs/Sheets/Slides/Calendar）通过 google-drive MCP 实现，约 99 个工具覆盖文件管理/文档编辑/表格写入/幻灯片创建/日历事件等场景"
    },
    {
      "id": "R75",
      "note": "Linear 工单/issue 操作 → developer-expert (preferred_mcp: linear, 加固防 ML 术语误触)",
      "trigger": "linear\\.(?:app|so)|\\blinear\\s+(?:issue|ticket|workspace|team|project|backlog|cycle|sprint)\\b|linear\\s*(?:上|里|中|的).{0,10}(?:issue|ticket|工单|任务|bug|backlog|sprint|cycle|创建|提|分配|查|看|关闭)|(?:提交|创建|查询|更新|查看|关闭|分配|提到|加到).{0,12}linear(?:\\s*(?:上|里|中|的))?(?:\\s*(?:工单|issue|ticket|任务|backlog|sprint|bug))?|linear.{0,12}(?:工单|backlog|cycle|sprint|milestone)",
      "boost": "developer-expert",
      "penalty": [
        "ai-ml-expert",
        "data-analyst-expert",
        "architect-expert"
      ],
      "weight": 0.3,
      "preferred_mcp": "linear",
      "description": "Linear 工单系统操作（issue/ticket/workspace/project）使用 MCP: linear，加 penalty 压制 linear regression/algebra 等 ML 场景误触"
    },
    {
      "id": "R76",
      "note": "Jira/Confluence 操作 → developer-expert (preferred_mcp: atlassian)",
      "trigger": "atlassian|\\b[Jj]ira\\s+(?:issue|bug|ticket|sprint|backlog|project|task|epic|story|board|工单|看板)|[Cc]onfluence\\s+(?:page|space|文档|空间|项目)|(?:提交|创建|查询|更新|分配|打开|关闭|合并|同步).{0,12}(?:jira|confluence)|(?:jira|confluence).{0,12}(?:bug|issue|page|space|task|ticket|sprint|缺陷|工单|上|里|的)|(?:在|到).{0,5}(?:jira|confluence).{0,8}(?:上|里|中|的|提|建|开)",
      "boost": "developer-expert",
      "penalty": [
        "project-coordinator",
        "tech-writer-expert"
      ],
      "weight": 0.25,
      "preferred_mcp": "atlassian",
      "description": "Jira/Confluence 工单与文档协作使用 MCP: atlassian，覆盖中英文表达"
    },
    {
      "id": "R77",
      "note": "Supabase 数据库/BaaS → backend-builder (preferred_mcp: supabase)",
      "trigger": "supabase\\s+(?:client|auth|storage|edge|realtime|rpc|table|row|migration|function|database)|(?:接入|连接|查询|创建|更新|删除|迁移|部署|用|使用|配置|初始化).{0,10}supabase|supabase.{0,10}(?:数据库|认证|存储|函数|实时|订阅|迁移|table|auth|storage)",
      "boost": "backend-builder",
      "penalty": [
        "developer-expert",
        "database-tuning-expert"
      ],
      "weight": 0.3,
      "preferred_mcp": "supabase",
      "description": "Supabase 数据库/Auth/Storage/Edge Functions 操作使用 MCP: supabase，收紧正则避免讨论式裸词误触"
    },
    {
      "id": "R78",
      "note": "Figma 设计稿操作 → designer-expert (preferred_mcp: figma)",
      "trigger": "figma\\s+(?:file|component|frame|design|token|variable|库|组件|设计|原型)|(?:查看|导出|读取|分析|导入|拉取|同步|打开|从).{0,10}(?:figma|设计稿)|figma.{0,10}(?:to|转|→).{0,10}(?:code|代码|component|组件|react|vue|html)|figma.{0,10}(?:设计稿|设计文件|原型|prototype|组件|文件|库)|(?:在|从).{0,5}figma.{0,8}(?:里|中|上|的|拉|取|导)",
      "boost": "designer-expert",
      "penalty": [
        "frontend-expert",
        "ui-ux-pro-max"
      ],
      "weight": 0.25,
      "preferred_mcp": "figma",
      "description": "Figma 设计稿读取/导出/转代码使用 MCP: figma，涵盖导入/拉取/同步等表达"
    },
    {
      "id": "R79",
      "note": "Cloudflare Workers/Pages/KV → edge-computing-expert (preferred_mcp: cloudflare, 加固防 service-worker 误触)",
      "trigger": "\\bcloudflare\\b|Cloudflare|\\bcf\\s+(?:workers?|pages|kv|r2|d1|durable)\\b|cloudflare\\s+(?:workers?|pages|kv|r2|d1|durable|tunnel)|\\bwrangler\\b|边缘.{0,5}(?:函数|计算|worker)",
      "penalty": [
        "backend-builder",
        "devops-expert",
        "frontend-expert"
      ],
      "weight": 0.3,
      "preferred_mcp": "cloudflare",
      "description": "Cloudflare Workers/Pages/KV/R2/D1/Durable Objects 操作使用 MCP: cloudflare，强制品牌词前缀避免 service worker/web worker/worker thread 误触"
    },
    {
      "id": "R80",
      "note": "AI 文生图/图像生成 → designer-expert (preferred_mcp: mcp-image, 加固防流程图误触)",
      "trigger": "文生图|text.?to.?image|txt2img|AI\\s*(?:图像|配图|插画|绘图|绘画|生成图|生成画)|stable\\s*diffusion|dall.?e|midjourney|firefly\\s*AI|(?:生成|画|创建|出|做).{0,8}(?:一?张|一?幅)?[^。\\n]{0,5}(?:插画|配图|海报|封面|壁纸|头像|avatar|illustration|poster|AI图)",
      "boost": "designer-expert",
      "penalty": [
        "diagram-as-code-expert",
        "copywriter-expert"
      ],
      "weight": 0.3,
      "preferred_mcp": "mcp-image",
      "description": "AI 文生图场景（插画/海报/配图/头像）使用 MCP: mcp-image，加 penalty 压制 Mermaid/PlantUML 流程图生成误触"
    },
    {
      "id": "R81",
      "note": "Bookworm 系统自审计 → self-auditor agent",
      "trigger": "(?:bookkworm|bookworm).*(?:自检|自审计|系统自检)|self[.-]?auditor|bookworm.*(?:审计|健康|health)",
      "boost": "self-auditor",
      "agent": "self-auditor",
      "penalty": ["review", "reviewer-expert", "ultimate-code-expert", "codex"],
      "weight": 0.5,
      "description": "品牌词+自检/审计绑定 self-auditor agent"
    },
    {
      "id": "R82",
      "note": "自动修复审计问题 → self-healer agent",
      "trigger": "^自动修复$|自动修复.*(?:审计|问题|发现|漂移)|(?:修复|healer|fix).*(?:审计|audit|漂移|drift)|self[.-]?healer",
      "boost": "self-healer",
      "agent": "self-healer",
      "penalty": ["browser-automation-expert", "workflow-automation-expert"],
      "weight": 0.5,
      "description": "自动修复短语精确锚定 self-healer"
    },
    {
      "id": "R83",
      "note": "裸字'自动' penalty browser-automation-expert",
      "trigger": "^自动$|^自动(?!化|填|抓|截|浏览|爬|采|驱动)[\\u4e00-\\u9fa5a-zA-Z]{0,4}$",
      "penalty": ["browser-automation-expert"],
      "weight": 0.4,
      "description": "防 TF-IDF 过拟合：2-6字不含浏览器语义时降低 BAE 评分"
    }
  ]
}