16,832 skills sorted by stars.
Configure radar (spider) charts in drizzle-cube dashboards for multi-dimensional comparison. Use when creating radar cha...
Retrieval-Augmented Generation for project knowledge management using ChromaDB
Security patterns for RAG and CAG systems with multi-tenant isolation. Use when building retrieval-augmented or cache-au...
Implement the /chat endpoint that performs agent-based RAG reasoning with proper input validation and response formattin...
Build the FastAPI-based RAG service using OpenAI Agents/ChatKit, Neon Postgres, and Qdrant for the textbook. Use when cr...
RAG 파이프라인 최적화 스킬. 검색 품질, 리랭킹, 쿼리 확장, 하이브리드 검색 관련 작업에서 자동으로 활성화됩니다. retrieval, rerank, embedding, vector search, semantic...
Use when building Retrieval-Augmented Generation systems. Covers document chunking, embedding generation, vector indexin...
Complete RAG (Retrieval-Augmented Generation) pipeline implementation with document ingestion, vector storage, semantic...
This skill should be used when users ask questions about pod network development, pod smart contract language, pod APIs,...
Patterns for wrapping any agent with RAG context from ChromaDB. Use to add persistent memory to imported or external age...
RAGAS를 사용하여 LLM 애플리케이션을 체계적으로 평가하는 방법을 제공합니다.
Build or update a code graph index for C#/.NET repositories using ragsharp-graph.Triggers: build index, update index, re...
Query the ragsharp code graph for declarations, references, callers, callees, dependencies, and line-number evidence.Tri...
Use when building Rails controllers - RESTful actions, nested resources, skinny controllers, concerns, strong parameters
Use when building Rails view structure - partials, helpers, forms, nested forms, accessibility (WCAG 2.1 AA)
This skill provides expert guidance on implementing Ruby on Rails applications using 37signals (Basecamp/HEY) patterns a...
This skill should be used when the user asks to "generate Rails code", "create a model", "create a controller", "add a m...
Systematic verification of codebase context before code generation to prevent assumption bugs
Comprehensive Ruby on Rails conventions, design patterns, and idiomatic code standards. Use this skill when writing any...
Use proactively when encountering Rails errors, test failures, build issues, or unexpected behavior. Analyzes errors, re...
Implement comprehensive error handling with specific rescue blocks, structured error responses, and proper logging. Use...
Comprehensive checklist and prevention strategies for common Ruby on Rails errors. Use this skill BEFORE writing any Rai...
Create expert-level Ruby on Rails generators for models, services, controllers, and full-stack features. Use when buildi...
Implement gRPC services in Rails for high-performance microservices. Use when building inter-service communication, stre...
Rails project implementation, testing, and documentation support. Use this skill when working on Rails projects for impl...
Comprehensive internationalization skill for Ruby on Rails applications with proper English and Arabic translations, RTL...
Design ActiveRecord models with proper validations, associations, scopes, and domain methods. Use when creating new mode...
Master Rails 7+ patterns with MVC, Active Record, Hotwire, Action Cable, and modern Rails development practices.
Use proactively when refactoring Ruby on Rails code. Applies Rails conventions, Sandi Metz rules, and idiomatic Ruby pat...
Loop-aware skill for iteratively addressing bugbot feedback on PRs. Fetches unresolved bugbot comments, triages them, fi...
Set up Ralph for autonomous feature development. Use when starting a new feature that Ralph will implement. Triggers on:...
Start autonomous Ralph loop - work through PRD tasks iteratively until complete
Convert an ML PRD into prd.json for ML-Ralph. Use when you have an ML PRD and need prd.json. Triggers on: convert this p...
Extend RALPH loops across multiple models, coordinating roles, evidence, and confidence ceilings per model.