development Skills

Configure radar (spider) charts in drizzle-cube dashboards for multi-dimensional comparison. Use when creating radar charts, spide...

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-augmented ge...

Security patterns for RAG and CAG systems with multi-tenant isolation. Use when building retrieval-augmented or cache-augmented ge...

Implement the /chat endpoint that performs agent-based RAG reasoning with proper input validation and response formatting.

Build the FastAPI-based RAG service using OpenAI Agents/ChatKit, Neon Postgres, and Qdrant for the textbook. Use when creating ing...

Build the FastAPI-based RAG service using OpenAI Agents/ChatKit, Neon Postgres, and Qdrant for the textbook. Use when creating ing...

RAG 파이프라인 최적화 스킬. 검색 품질, 리랭킹, 쿼리 확장, 하이브리드 검색 관련 작업에서 자동으로 활성화됩니다. retrieval, rerank, embedding, vector search, semantic search 키워...

RAG 파이프라인 최적화 스킬. 검색 품질, 리랭킹, 쿼리 확장, 하이브리드 검색 관련 작업에서 자동으로 활성화됩니다. retrieval, rerank, embedding, vector search, semantic search 키워...

Use when building Retrieval-Augmented Generation systems. Covers document chunking, embedding generation, vector indexing, semanti...

Use when building Retrieval-Augmented Generation systems. Covers document chunking, embedding generation, vector indexing, semanti...

Complete RAG (Retrieval-Augmented Generation) pipeline implementation with document ingestion, vector storage, semantic search, an...

Complete RAG (Retrieval-Augmented Generation) pipeline implementation with document ingestion, vector storage, semantic search, an...

This skill should be used when users ask questions about pod network development, pod smart contract language, pod APIs, pod tooli...

Patterns for wrapping any agent with RAG context from ChromaDB. Use to add persistent memory to imported or external agents.

Patterns for wrapping any agent with RAG context from ChromaDB. Use to add persistent memory to imported or external agents.

RAGAS를 사용하여 LLM 애플리케이션을 체계적으로 평가하는 방법을 제공합니다.

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, refresh inde...

Query the ragsharp code graph for declarations, references, callers, callees, dependencies, and line-number evidence.Triggers: fin...

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 and convent...

This skill provides expert guidance on implementing Ruby on Rails applications using 37signals (Basecamp/HEY) patterns and convent...

This skill should be used when the user asks to "generate Rails code", "create a model", "create a controller", "add a migration",...

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 Rails code...

Use proactively when encountering Rails errors, test failures, build issues, or unexpected behavior. Analyzes errors, reproduces i...

Use proactively when encountering Rails errors, test failures, build issues, or unexpected behavior. Analyzes errors, reproduces i...

Implement comprehensive error handling with specific rescue blocks, structured error responses, and proper logging. Use when handl...

Comprehensive checklist and prevention strategies for common Ruby on Rails errors. Use this skill BEFORE writing any Rails code to...

Create expert-level Ruby on Rails generators for models, services, controllers, and full-stack features. Use when building custom...

Create expert-level Ruby on Rails generators for models, services, controllers, and full-stack features. Use when building custom...

Implement gRPC services in Rails for high-performance microservices. Use when building inter-service communication, streaming APIs...

Rails project implementation, testing, and documentation support. Use this skill when working on Rails projects for implementing n...

Rails project implementation, testing, and documentation support. Use this skill when working on Rails projects for implementing n...

Comprehensive internationalization skill for Ruby on Rails applications with proper English and Arabic translations, RTL support,...

Design ActiveRecord models with proper validations, associations, scopes, and domain methods. Use when creating new models, refact...

Master Rails 7+ patterns with MVC, Active Record, Hotwire, Action Cable, and modern Rails development practices.

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 patterns whil...

Use proactively when refactoring Ruby on Rails code. Applies Rails conventions, Sandi Metz rules, and idiomatic Ruby patterns whil...

Loop-aware skill for iteratively addressing bugbot feedback on PRs. Fetches unresolved bugbot comments, triages them, fixes valid...

Set up Ralph for autonomous feature development. Use when starting a new feature that Ralph will implement. Triggers on: ralph, se...

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 prd, turn t...

Extend RALPH loops across multiple models, coordinating roles, evidence, and confidence ceilings per model.

Extend RALPH loops across multiple models, coordinating roles, evidence, and confidence ceilings per model.