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SkillSkillverification-before-completionverification-before-completion| Skill | When to Use |
|---|---|
| Session start — establishes skill usage |
| Starting work on unfamiliar projects, or when corrected |
| When an approach fails — ensures retry with alternatives |
| Autonomous loops, repeated operations, stagnation detection |
| Self-improving system, tracks effectiveness, learns from errors |
| Before claiming ANY task is complete |
| Skill | 使用场景 |
|---|---|
| 会话启动时使用——明确技能使用规则 |
| 开始处理不熟悉的项目,或收到纠正反馈时 |
| 方案执行失败时——确保尝试其他替代方案重试 |
| 自主循环、重复操作、停滞检测场景 |
| 系统自优化,跟踪有效性,从错误中学习 |
| 在宣称任何任务完成前使用 |
| Skill | When to Use |
|---|---|
| Before ANY implementation — forces structured planning |
| Before creative work — exploring ideas, features, designs |
| Breaking work into tracked steps during implementation |
| Executing approved plan documents step by step |
| Multi-task execution with two-stage review gates |
| Running multiple independent tasks concurrently |
| Ralph-style iterative autonomous development loops |
| End of every autonomous loop iteration — structured progress reporting |
| Hierarchical task breakdown, dependency mapping, parallelization |
| Skill | 使用场景 |
|---|---|
| 任何实现工作开展前——强制进行结构化规划 |
| 创造性工作开展前——探索想法、功能、设计 |
| 实现过程中将工作拆分为可跟踪的步骤 |
| 按步骤执行已获批的规划文档 |
| 带两阶段评审关口的多任务执行 |
| 并发运行多个独立任务 |
| Ralph风格的迭代自主开发循环 |
| 每次自主循环迭代结束时——结构化进度汇报 |
| 分层任务拆解、依赖映射、并行化处理 |
| Skill | When to Use |
|---|---|
| After completing tasks, before committing |
| Writing any new code (RED-GREEN-REFACTOR) |
| Investigating bugs, errors, unexpected behavior |
| Choosing testing approach for a project |
| Reviewing for vulnerabilities, auth, input validation |
| Optimizing speed, reducing load times |
| Validating implementation meets spec acceptance criteria |
| Evaluating subjective quality (tone, UX, readability, aesthetics) |
| React/Next.js/TypeScript specialist with >85% test coverage |
| API design, microservices, event-driven architecture |
| System design, scalability, trade-off analysis, ADRs |
| End-to-end development across the full stack |
| SOLID, DRY, code smells, refactoring patterns |
| React hooks, context, suspense, server components |
| Playwright-based web testing, screenshots, browser logs |
| Prompt design, optimization, chain-of-thought |
| ML pipelines, statistical analysis, experiment design |
| Skill | 使用场景 |
|---|---|
| 完成任务后,提交代码前 |
| 编写任何新代码时(红-绿-重构流程) |
| 排查Bug、错误、异常行为时 |
| 为项目选择测试方案时 |
| 排查漏洞、鉴权、输入验证相关问题时 |
| 优化速度、减少加载时间时 |
| 验证实现是否符合规格说明的验收标准时 |
| 评估主观质量(语气、UX、可读性、美观度)时 |
| 要求测试覆盖率>85%的React/Next.js/TypeScript专业开发 |
| API设计、微服务、事件驱动架构相关工作 |
| 系统设计、可扩展性、权衡分析、架构决策记录相关工作 |
| 全栈端到端开发 |
| SOLID、DRY、代码异味、重构模式相关工作 |
| React hooks、context、suspense、服务端组件相关工作 |
| 基于Playwright的Web测试、截图、浏览器日志相关工作 |
| 提示词设计、优化、思维链相关工作 |
| ML pipeline、统计分析、实验设计相关工作 |
| Skill | When to Use |
|---|---|
| Generating Product Requirements Documents |
| Generating or updating technical documentation |
| Creating new skills, commands, or agent definitions |
| Writing specifications with JTBD methodology and acceptance criteria |
| Generating implementation-free specs from existing codebases |
| Skill | 使用场景 |
|---|---|
| 生成产品需求文档时 |
| 生成或更新技术文档时 |
| 创建新技能、命令或Agent定义时 |
| 采用JTBD方法编写带验收标准的规格说明时 |
| 从现有代码库生成无实现绑定的规格说明时 |
| Skill | When to Use |
|---|---|
| Designing API endpoints and generating specs |
| Component architecture, responsive design, accessibility |
| Data modeling, migrations, indexing |
| Skill | 使用场景 |
|---|---|
| 设计API端点并生成规格说明时 |
| 组件架构、响应式设计、可访问性相关工作 |
| 数据建模、迁移、索引相关工作 |
| Skill | When to Use |
|---|---|
| Setting up CI/CD pipelines and deploy checklists |
| Creating isolated development environments |
| Completing work on a branch, preparing to merge |
| Conventional commits, semantic versioning, changelogs |
| CI/CD, Docker, Kubernetes, infrastructure-as-code |
| MCP server development, tools, resources, transport layers |
| Building AI agents, tool use, memory, planning |
| Skill | 使用场景 |
|---|---|
| 搭建CI/CD pipeline和部署检查清单时 |
| 创建隔离开发环境时 |
| 完成分支上的工作,准备合并时 |
| 约定式提交、语义化版本、更新变更日志时 |
| CI/CD、Docker、Kubernetes、基础设施即代码相关工作 |
| MCP服务端开发、工具、资源、传输层相关工作 |
| 构建AI Agent、工具使用、记忆、规划相关工作 |
| Skill | When to Use |
|---|---|
| Full UI/UX design intelligence with styles, palettes, fonts, UX guidelines |
| Design tokens, component libraries, Tailwind CSS, responsive patterns |
| HTML Canvas, SVG, data visualization, generative art |
| React Native, Flutter, SwiftUI, platform HIG compliance |
| User research, personas, journey maps, usability testing |
| Generate standalone artifacts, interactive demos, prototypes |
| Skill | 使用场景 |
|---|---|
| 全栈UI/UX设计,包含样式、配色、字体、UX规范相关工作 |
| 设计token、组件库、Tailwind CSS、响应式模式相关工作 |
| HTML Canvas、SVG、数据可视化、生成艺术相关工作 |
| React Native、Flutter、SwiftUI、符合平台HIG规范的设计工作 |
| 用户研究、用户画像、旅程地图、可用性测试相关工作 |
| 生成独立产物、交互演示、原型时 |
| Skill | When to Use |
|---|---|
| Technical SEO, meta tags, structured data, Core Web Vitals |
| Research methodology, long-form content, citations |
| Marketing copy, social media, brand voice |
| Skill | 使用场景 |
|---|---|
| 技术SEO、meta标签、结构化数据、核心网页指标相关工作 |
| 研究方法论、长文内容、引用标注相关工作 |
| 营销文案、社交媒体内容、品牌调性相关工作 |
| Skill | When to Use |
|---|---|
| Word document generation, template filling |
| PDF generation, form filling, OCR, merge/split |
| Excel manipulation, formulas, charts |
| Skill | 使用场景 |
|---|---|
| Word文档生成、模板填充时 |
| PDF生成、表单填充、OCR、合并/拆分时 |
| Excel操作、公式、图表相关工作 |
| Skill | When to Use |
|---|---|
| Laravel development — Eloquent, Blade, Livewire, queues, Pest |
| Modern PHP 8.x — PSR standards, static analysis, Composer |
| Laravel Boost performance optimization — caching, queries, N+1 |
| Skill | 使用场景 |
|---|---|
| Laravel开发——Eloquent、Blade、Livewire、队列、Pest相关工作 |
| 现代PHP 8.x开发——PSR规范、静态分析、Composer相关工作 |
| Laravel Boost性能优化——缓存、查询、N+1问题相关工作 |
| Skill | When to Use |
|---|---|
| Project structure, file naming, directory architecture |
| Skill | 使用场景 |
|---|---|
| 项目结构、文件命名、目录架构相关工作 |
| Skill | When to Use |
|---|---|
| Professional email drafting, tone adjustment |
| Skill | 使用场景 |
|---|---|
| 专业邮件起草、语气调整时 |
| User Request Contains | Primary Skill | Supporting Skills |
|---|---|---|
| "build", "implement", "create feature" | | |
| "fix", "bug", "error", "broken" | | |
| "test", "coverage", "spec" | | |
| "review", "check", "audit" | | |
| "plan", "how should we" | | |
| "deploy", "CI/CD", "pipeline" | | |
| "API", "endpoint", "REST", "GraphQL" | | |
| "React", "Next.js", "component" | | |
| "Laravel", "Eloquent", "Blade", "Livewire" | | |
| "PHP", "Composer", "PSR" | | |
| "database", "schema", "migration" | | |
| "design", "UI", "UX" | | |
| "mobile", "iOS", "Android" | | |
| "document", "docs", "README" | | |
| "spec", "requirements", "PRD" | | |
| "autonomous", "loop", "ralph" | | |
| "performance", "optimize", "slow" | | |
| "security", "vulnerability", "auth" | | |
| "SEO", "meta tags", "search engine" | | |
| "email", "draft", "compose" | | |
| "PDF", "Word", "Excel" | | — |
| "agent", "AI", "tool use" | | |
| "MCP", "server", "transport" | | |
| 用户请求包含 | 核心技能 | 辅助技能 |
|---|---|---|
| "build", "implement", "create feature" | | |
| "fix", "bug", "error", "broken" | | |
| "test", "coverage", "spec" | | |
| "review", "check", "audit" | | |
| "plan", "how should we" | | |
| "deploy", "CI/CD", "pipeline" | | |
| "API", "endpoint", "REST", "GraphQL" | | |
| "React", "Next.js", "component" | | |
| "Laravel", "Eloquent", "Blade", "Livewire" | | |
| "PHP", "Composer", "PSR" | | |
| "database", "schema", "migration" | | |
| "design", "UI", "UX" | | |
| "mobile", "iOS", "Android" | | |
| "document", "docs", "README" | | |
| "spec", "requirements", "PRD" | | |
| "autonomous", "loop", "ralph" | | |
| "performance", "optimize", "slow" | | |
| "security", "vulnerability", "auth" | | |
| "SEO", "meta tags", "search engine" | | |
| "email", "draft", "compose" | | |
| "PDF", "Word", "Excel" | | — |
| "agent", "AI", "tool use" | | |
| "MCP", "server", "transport" | | |
| Pattern | Skill Chain |
|---|---|
| "Build feature X" | brainstorming -> planning -> executing-plans -> code-review -> verification |
| "Fix bug Y" | systematic-debugging -> TDD -> code-review -> verification |
| "Write new code" | test-driven-development (always) |
| "Run autonomously" | autonomous-loop -> ralph-status -> circuit-breaker |
| "Write specs" | spec-writing (JTBD methodology) |
| "Understand legacy code" | reverse-engineering-specs -> spec-writing (audit) |
| "Check acceptance criteria" | acceptance-testing (backpressure chain) |
| "Validate subjective quality" | llm-as-judge (rubric-based evaluation) |
| "Document the API" | tech-docs-generator or api-design |
| "Create a PRD for Z" | prd-generation |
| "Set up CI/CD" | deployment |
| "How should we test?" | testing-strategy |
| "Design the database" | database-schema-design |
| "Build a UI component" | frontend-ui-design |
| "Check for security issues" | security-review |
| "Make it faster" | performance-optimization |
| "Done with this branch" | finishing-a-development-branch |
| "Design a UI" | ui-ux-pro-max -> ui-design-system -> frontend-ui-design |
| "Build mobile app" | mobile-design -> planning -> tdd |
| "Optimize SEO" | seo-optimizer |
| "Write marketing copy" | content-creator |
| "Process documents" | docx-processing / pdf-processing / xlsx-processing |
| "Compose email" | email-composer |
| "Build an AI agent" | agent-development -> planning -> tdd |
| "Set up infrastructure" | senior-devops -> deployment |
| "Decompose complex task" | task-decomposition -> dispatching-parallel-agents |
| "Build Laravel feature" | laravel-specialist -> planning -> tdd -> code-review |
| "Optimize Laravel app" | laravel-boost -> performance-optimization -> verification |
| "Write PHP code" | php-specialist -> tdd -> clean-code |
| 模式 | 技能链 |
|---|---|
| "开发功能X" | brainstorming -> planning -> executing-plans -> code-review -> verification |
| "修复Bug Y" | systematic-debugging -> TDD -> code-review -> verification |
| "编写新代码" | test-driven-development (始终执行) |
| "自主运行" | autonomous-loop -> ralph-status -> circuit-breaker |
| "编写规格说明" | spec-writing (JTBD方法论) |
| "理解遗留代码" | reverse-engineering-specs -> spec-writing (审计) |
| "检查验收标准" | acceptance-testing (背压链) |
| "验证主观质量" | llm-as-judge (基于评分规则的评估) |
| "为API编写文档" | tech-docs-generator 或 api-design |
| "为Z生成PRD" | prd-generation |
| "搭建CI/CD" | deployment |
| "我们应该怎么测试?" | testing-strategy |
| "设计数据库" | database-schema-design |
| "开发UI组件" | frontend-ui-design |
| "检查安全问题" | security-review |
| "优化速度" | performance-optimization |
| "完成该分支开发" | finishing-a-development-branch |
| "设计UI" | ui-ux-pro-max -> ui-design-system -> frontend-ui-design |
| "开发移动应用" | mobile-design -> planning -> tdd |
| "优化SEO" | seo-optimizer |
| "编写营销文案" | content-creator |
| "处理文档" | docx-processing / pdf-processing / xlsx-processing |
| "撰写邮件" | email-composer |
| "构建AI Agent" | agent-development -> planning -> tdd |
| "搭建基础设施" | senior-devops -> deployment |
| "拆解复杂任务" | task-decomposition -> dispatching-parallel-agents |
| "开发Laravel功能" | laravel-specialist -> planning -> tdd -> code-review |
| "优化Laravel应用" | laravel-boost -> performance-optimization -> verification |
| "编写PHP代码" | php-specialist -> tdd -> clean-code |
verification-before-completionverification-before-completionself-learningverification-before-completioncircuit-breakerauto-improvementplanningresilient-executionself-learningverification-before-completioncircuit-breakerauto-improvementplanningresilient-executionnpx skills find [query]npx skills add <owner/repo@skill> -g -ynpx skills find [query]npx skills add <owner/repo@skill> -g -y