Discover Content & media skills, compare source repositories and read the instructions for each workflow.
WHEN: Pandas/NumPy code review, data processing, vectorization, memory optimization WHAT: Vectorization patterns + Memory efficiency + Data validation + Performance optimization + Best practices WHEN NOT: Web f...
WHEN: Flask project review, Blueprint structure, extensions, request handling WHAT: Blueprint organization + Extension patterns + Request/response handling + Configuration + Testing WHEN NOT: FastAPI → fastapi-...
WHEN: Machine Learning/Deep Learning code review, PyTorch/TensorFlow patterns, Model training optimization, MLOps checks WHAT: Model architecture review + Training patterns + Data pipeline checks + GPU optimiza...
WHEN: FastAPI project review, Pydantic models, async endpoints, dependency injection WHAT: Pydantic validation + Dependency injection + Async patterns + OpenAPI docs + Security WHEN NOT: Django → django-reviewe...
WHEN: Coverage analysis, finding untested files, test prioritization, coverage gap identification WHAT: Line/Branch/Function coverage + untested file list + priority by importance + improvement roadmap WHEN NOT...
WHEN: Go API review with Gin/Echo/Fiber/Chi, router patterns, middleware, request handling WHAT: Router organization + Middleware patterns + Request validation + Error responses + OpenAPI WHEN NOT: General Go →...
WHEN: Go project review, error handling, goroutines, interfaces, testing WHAT: Error handling patterns + Concurrency safety + Interface design + Testing + Idiomatic Go WHEN NOT: Go API frameworks → go-api-revie...
WHEN: Rust project review, ownership/borrowing, error handling, unsafe code, performance WHAT: Ownership patterns + Lifetime analysis + Error handling (Result/Option) + Unsafe audit + Idiomatic Rust WHEN NOT: R...
WHEN: Performance analysis, bundle size optimization, rendering, Core Web Vitals, code splitting WHAT: Bundle analysis + large dependency detection + re-render issues + useMemo/useCallback suggestions + LCP/FID...
WHEN: CI/CD pipeline review, GitHub Actions, GitLab CI, Jenkins, build optimization WHAT: Pipeline structure + Job optimization + Security scanning + Caching strategy + Deployment patterns WHEN NOT: Kubernetes...
WHEN: API documentation, JSDoc/TSDoc comments, Props documentation, Storybook story writing WHAT: Function/class/type JSDoc + React Props table + Markdown API docs + Storybook stories WHEN NOT: README writing →...
WHEN: iOS Swift/SwiftUI code review, UIKit patterns, Combine/async-await checks, MVVM structure analysis WHAT: SwiftUI best practices + Combine patterns + Memory management + Performance optimization + Architec...
WHEN: Test code generation, unit/integration/E2E test writing, component/hook/utility tests WHAT: Framework detection + Jest/Vitest/RTL/Playwright templates + Happy Path/Edge/Error case tests WHEN NOT: Coverage...
WHEN: Kubernetes manifest review, Helm charts, resource limits, probes, RBAC WHAT: Resource configuration + Health probes + Security context + RBAC policies + Helm best practices WHEN NOT: Docker only → docker-...
WHEN: Android Kotlin code review, Jetpack Compose patterns, Coroutines/Flow checks, ViewModel structure analysis WHAT: Compose best practices + Coroutines patterns + State management + Memory leak detection + P...
WHEN: Deep AI-powered code analysis, multi-model code review, security scanning with Codex and Gemini WHAT: Comprehensive code review using external AI models with severity-based findings, deduplication, and se...
WHEN: GraphQL schema review, resolver patterns, N+1 detection, query complexity, API security WHAT: Schema design + N+1 detection + Query complexity + Input validation + Error handling + DataLoader patterns WHE...
WHEN: Flutter/Dart code review, Widget patterns, State management checks, BLoC/Provider/Riverpod analysis WHAT: Widget best practices + State management patterns + Performance optimization + Platform channel re...
WHEN: README generation/update, project documentation, installation/usage/contribution guides WHAT: Project analysis + sectioned README templates + badges + environment variable docs WHEN NOT: API docs → api-do...
WHEN: Code review, quality check, code smell detection, refactoring suggestions WHAT: Complexity analysis + code smell list + severity-based issues + improvement suggestions WHEN NOT: Next.js specific → nextjs-...
WHEN: Ambiguous prompts, vague requirements, missing context, unclear instructions WHAT: Ambiguity detection + AskUserQuestion clarification + Interactive option selection WHEN NOT: Clear detailed instructions...
WHEN: Kotlin Multiplatform (KMP) project review, expect/actual patterns, shared module structure, iOS interop WHAT: Module structure analysis + expect/actual validation + platform separation + iOS/Android inter...
WHEN: SQL query review, query optimization, index usage, N+1 detection, performance analysis WHAT: Query plan analysis + Index recommendations + N+1 detection + Join optimization + Performance tuning WHEN NOT:...
WHEN: Java code review, Java idioms, exception handling, collections, streams, Java 17+ features WHAT: Exception patterns + resource management + null safety + stream usage + modern Java features WHEN NOT: Spri...
The default order uses GitHub repository stars from our indexed data. Stars belong to the source repository and may be shared by multiple skills. They indicate repository interest, not skill installs or an independent quality score.