rag-implementation
✓Build Retrieval-Augmented Generation (RAG) systems for LLM applications with vector databases and semantic search. Use when implementing knowledge-grounded AI, building document Q&A systems, or integrating LLMs with external knowledge bases.
Installation
SKILL.md
Master Retrieval-Augmented Generation (RAG) to build LLM applications that provide accurate, grounded responses using external knowledge sources.
Models (2026): | Model | Dimensions | Best For |
| voyage-3-large | 1024 | Claude apps (Anthropic recommended) | | voyage-code-3 | 1024 | Code search | | text-embedding-3-large | 3072 | OpenAI apps, high accuracy | | text-embedding-3-small | 1536 | OpenAI apps, cost-effective | | bge-large-en-v1.5 | 1024 | Open source, local deployment | | multilingual-e5-large | 1024 | Multi-language support |
Build Retrieval-Augmented Generation (RAG) systems for LLM applications with vector databases and semantic search. Use when implementing knowledge-grounded AI, building document Q&A systems, or integrating LLMs with external knowledge bases. Source: wshobson/agents.
Facts (cite-ready)
Stable fields and commands for AI/search citations.
- Install command
npx skills add https://github.com/wshobson/agents --skill rag-implementation- Source
- wshobson/agents
- Category
- </>Dev Tools
- Verified
- ✓
- First Seen
- 2026-02-01
- Updated
- 2026-02-18
Quick answers
What is rag-implementation?
Build Retrieval-Augmented Generation (RAG) systems for LLM applications with vector databases and semantic search. Use when implementing knowledge-grounded AI, building document Q&A systems, or integrating LLMs with external knowledge bases. Source: wshobson/agents.
How do I install rag-implementation?
Open your terminal or command line tool (Terminal, iTerm, Windows Terminal, etc.) Copy and run this command: npx skills add https://github.com/wshobson/agents --skill rag-implementation Once installed, the skill will be automatically configured in your AI coding environment and ready to use in Claude Code or Cursor
Where is the source repository?
https://github.com/wshobson/agents
Details
- Category
- </>Dev Tools
- Source
- skills.sh
- First Seen
- 2026-02-01