🔍代码审查 / GitHub MCP 推荐

Kubernetes orchestration. Pod design patterns, deployments/statefulsets/daemonsets, service types, ingress configuration, ConfigMaps/Secrets, RBAC, HPA/VPA, resource limits, helm charts, kustomize, troubleshooting pods. Use when the user asks about kubernetes operator, kubernetes operator best practices, or needs guidance on kubernetes operator implementation. Do NOT use when the user needs a different specialized skill or is asking about an unrelated technology domain.

Guides expert-level kubernetes networking implementation: cloud and security decision frameworks, production-ready patterns, and concrete templates for kubernetes networking workflows. Use when the user asks about kubernetes networking, kubernetes networking configuration, or devops best practices for kubernetes projects. Do NOT use when the user needs a different devops cloud capability -- check sibling skills in the devops cloud subcategory.

Guides expert-level kubernetes configuration implementation: cloud and best-practices decision frameworks, production-ready patterns, and concrete templates for kubernetes configuration workflows. Use when the user asks about kubernetes configuration, kubernetes configuration configuration, or devops best practices for kubernetes projects. Do NOT use when the user needs a different devops cloud capability -- check sibling skills in the devops cloud subcategory.

Solutions for the most common Docker errors - cleanup commands, container debugging, networking issues, build failures, and performance problems. Use when the user asks about docker quick fix, related techniques, best practices, or needs guidance in this domain. Do NOT use when the request is outside the scope of docker quick fix or requires a different specialized skill.

Guides expert-level docker production patterns implementation: cloud and security decision frameworks, production-ready patterns, and concrete templates for docker production patterns workflows. Use when the user asks about docker production patterns, docker production patterns configuration, or devops best practices for docker projects. Do NOT use when the user needs a different devops cloud capability -- check sibling skills in the devops cloud subcategory.

Docker containerization expert. Multi-stage builds, layer caching, security (non-root, distroless), docker-compose patterns, health checks, networking, volume management, registry management, image scanning, Dockerfile optimization. Use when the user asks about docker engineer, docker engineer best practices, or needs guidance on docker engineer implementation. Do NOT use when the user needs a different specialized skill or is asking about an unrelated technology domain.

Guides expert-level docker compose patterns implementation: cloud and automation decision frameworks, production-ready patterns, and concrete templates for docker compose patterns workflows. Use when the user asks about docker compose patterns, docker compose patterns configuration, or devops best practices for docker projects. Do NOT use when the user needs a different devops cloud capability -- check sibling skills in the devops cloud subcategory.

Database performance assessment evaluating query efficiency, indexing strategy, connection management, configuration, and scaling readiness to produce an actionable performance scorecard. Use when the user asks about database performance audit, related techniques, best practices, or needs guidance in this domain. Do NOT use when the request is outside the scope of database performance audit or requires a different specialized skill.

Guides expert-level database migration patterns implementation: database and automation decision frameworks, production-ready patterns, and concrete templates for database migration patterns workflows. Use when the user asks about database migration patterns, database migration patterns configuration, or database best practices for database projects. Do NOT use when the user needs a different backend infrastructure capability -- check sibling skills in the backend infrastructure subcategory.

Database schema migration expert covering zero-downtime migration strategies, schema evolution patterns, data backfill techniques, migration tooling (Flyway, Liquibase, custom), rollback planning, blue-green database deployments, large table migrations, and migration testing strategies. Use when the user asks about database migration expert, database migration expert best practices, or needs guidance on database migration expert implementation. Do NOT use when the user needs a different specialized skill or is asking about an unrelated technology domain.

Database schema design expertise covering normalization, denormalization strategies, indexing, query optimization, partitioning, connection pooling, migration management, multi-tenancy patterns, and read replicas. Use when the user asks about database architect, database architect best practices, or needs guidance on database architect implementation. Do NOT use when the user needs a different specialized skill or is asking about an unrelated technology domain.

Advanced TypeScript expertise covering type-level programming, generics patterns, discriminated unions, template literal types, conditional types, mapped types, declaration merging, module augmentation, and strict mode mastery. Use when the user asks about typescript guru, typescript guru best practices, or needs guidance on typescript guru implementation. Do NOT use when the user needs a different specialized skill or is asking about an unrelated technology domain.

Guides advanced TypeScript type manipulation: discriminated unions, mapped types, conditional types, template literal types, utility type composition, and type-level programming for library authors. Use when the user asks about typescript type patterns, discriminated unions, mapped types, conditional types, template literal types, utility types, infer keyword. Do NOT use when the user asks about basic TypeScript setup (use `typescript-project-setup`), runtime validation (use `typescript-runtime-safety`), JavaScript idioms (use `javascript-idioms`).

Guides runtime type validation in TypeScript with Zod: schema design, branded types, type guards, runtime validation at application boundaries, and parse-not-validate patterns. Use when the user asks about Zod schemas, runtime validation, branded types, type guards, parse-not-validate, API boundary validation. Do NOT use when the user asks about TypeScript type system features (use `typescript-type-patterns`), project setup (use `typescript-project-setup`), testing (use `javascript-testing-patterns`).

Guides expert-level TypeScript project configuration: tsconfig.json with strict mode, path aliases, declaration file generation, composite projects for monorepos, and ESM configuration. Covers the decisions that determine type safety and developer experience. Use when the user asks about setting up a TypeScript project, configuring tsconfig.json, setting up path aliases, composite projects, or TypeScript build configuration. Do NOT use when the user asks about TypeScript type patterns (use `typescript-type-patterns`), runtime validation (use `typescript-runtime-safety`), or Node.js setup (use `nodejs-project-setup`).

Guides expert-level next.js performance implementation: typescript and frameworks decision frameworks, production-ready patterns, and concrete templates for nextjs performance workflows. Use when the user asks about next.js performance, nextjs performance configuration, or typescript best practices for next.js projects. Do NOT use when the user needs a different web development capability -- check sibling skills in the web development subcategory.

Guides expert-level next.js deployment patterns implementation: typescript and frameworks decision frameworks, production-ready patterns, and concrete templates for nextjs deployment patterns workflows. Use when the user asks about next.js deployment patterns, nextjs deployment patterns configuration, or typescript best practices for next.js projects. Do NOT use when the user needs a different web development capability -- check sibling skills in the web development subcategory.

Guides expert-level next.js data patterns implementation: typescript and frameworks decision frameworks, production-ready patterns, and concrete templates for nextjs data patterns workflows. Use when the user asks about next.js data patterns, nextjs data patterns configuration, or typescript best practices for next.js projects. Do NOT use when the user needs a different web development capability -- check sibling skills in the web development subcategory.

Next.js architecture expertise covering App Router patterns, server vs client components, data fetching with server actions, middleware, route handlers, ISR, streaming SSR, image optimization, parallel routes, and intercepting routes. Use when the user asks about nextjs architect, nextjs architect best practices, or needs guidance on nextjs architect implementation. Do NOT use when the user needs a different specialized skill or is asking about an unrelated technology domain.

Guides expert-level next.js app router patterns implementation: typescript and frameworks decision frameworks, production-ready patterns, and concrete templates for nextjs app router patterns workflows. Use when the user asks about next.js app router patterns, nextjs app router patterns configuration, or typescript best practices for next.js projects. Do NOT use when the user needs a different web development capability -- check sibling skills in the web development subcategory.

Use when the user wants to review a pull request, understand what a PR changes, assess risk of merging, or check for missing test coverage. Examples: "Review this PR", "What does PR #42 change?", "Is this PR safe to merge?"

Use when the user wants to know what will break if they change something, or needs safety analysis before editing code. Examples: "Is it safe to change X?", "What depends on this?", "What will break?"

Use when the user wants to know what will break if they change something, or needs safety analysis before editing code. Examples: "Is it safe to change X?", "What depends on this?", "What will break?"

Analyze blast radius before making code changes

タスクごとのバジェット、支出コントロール、ノンカストディアルウォレットを備えた x402 決済実行を AI エージェントに追加します。agentwallet-sdk を通じて Base をサポートし、OKX Payments / OKX エージェント決済プロトコルを通じて X Layer をサポートします。

Design or audit UI for Qt/QML, Qt projects, web, or embedded MPU or MCU targets. Use when creating screens, layouts, navigation, or auditing UX.

Review docs/prose for Writing Guidelines compliance. Use when asked to "review my docs", "check writing style", "audit prose", "review docs voice and tone", or "check this page against the writing handbook".

Patrones de arquitectura backend, diseño de API, optimización de base de datos y buenas prácticas del lado del servidor para Node.js, Express y rutas API de Next.js.

Patrones de desarrollo frontend para React, Next.js, gestión de estado, optimización de rendimiento y buenas prácticas de UI.

Patrones de Docker y Docker Compose para desarrollo local, seguridad de contenedores, networking, estrategias de volúmenes y orquestación de múltiples servicios.

Buenas prácticas de migración de base de datos para cambios de esquema, migraciones de datos, rollbacks y despliegues de tiempo cero en PostgreSQL, MySQL y ORMs comunes (Prisma, Drizzle, Kysely, Django, TypeORM, golang-migrate).

Usar este skill al agregar autenticación, manejar entradas de usuario, trabajar con secretos, crear endpoints de API o implementar funcionalidades de pago/sensibles. Proporciona lista de verificación y patrones de seguridad completos.

Flujos de trabajo de despliegue, patrones de pipeline CI/CD, contenedorización Docker, health checks, estrategias de rollback y listas de verificación de preparación para producción de aplicaciones web.

Patrones de diseño REST API incluyendo nomenclatura de recursos, códigos de estado, paginación, filtrado, respuestas de error, versionado y rate limiting para APIs de producción.

Patrones idiomáticos de Python, estándares PEP 8, type hints y buenas prácticas para construir aplicaciones Python robustas, eficientes y mantenibles.

Estrategias de pruebas Python usando pytest, metodología TDD, fixtures, mocking, parametrización y requisitos de cobertura.

Next.js 16+ y Turbopack — bundling incremental, caché en sistema de archivos, velocidad de desarrollo y cuándo usar Turbopack frente a webpack.

Next.js 16+ and Turbopack — incremental bundling, FS caching, dev speed, and when to use Turbopack vs webpack.

React component testing with React Testing Library, Vitest/Jest, MSW for network mocking, accessibility assertions with axe, and the decision boundary between component tests and Playwright/Cypress end-to-end runs. Use when writing or fixing tests for React components, hooks, or pages.

React 18/19 patterns including hooks discipline, server/client component boundaries, Suspense + error boundaries, form actions, data fetching, state management decision trees, and accessibility-first composition. Use when writing or reviewing React components.

Frontend development patterns for React, Next.js, state management, performance optimization, and UI best practices.

Frontend development patterns for React, Next.js, state management, performance optimization, and UI best practices.

React、Next.js、状态管理、性能优化和UI最佳实践的前端开发模式。

React, Next.js, state yönetimi, performans optimizasyonu ve UI en iyi uygulamaları için frontend geliştirme kalıpları.

React、Next.js、状態管理、パフォーマンス最適化、UIベストプラクティスのためのフロントエンド開発パターン。

Frontend development patterns for React, Next.js, state management, performance optimization, and UI best practices.