📝 Rag Agent Builder
Build Retrieval-Augmented Generation (RAG) applications that combine LLM capabilities with external knowledge sources. Covers vector databases, embeddings, retrieval strategies, and response generation. Use when building document Q&A systems, knowledge base applications, enterprise search, or combin
npx playbooks add skill qodex-ai/ai-agent-skills --skill rag-agent-builder
About Rag Agent Builder
Build Retrieval-Augmented Generation (RAG) applications that combine LLM capabilities with external knowledge sources. Covers vector databases, embeddings, retrieval strategies, and response generation. Use when building document Q&A systems, knowledge base applications, enterprise search, or combin
The 35-word prompt provides structured documentation guidance — covering detailed methodology and consistent output formats. Install it in one command.
Use Cases
- Writing API references and README files
- Generating inline code comments and docstrings
- Creating architecture decision records (ADRs)
- Keeping docs in sync with code changes
Example Prompts
System Prompt (35 words)
Build Retrieval-Augmented Generation (RAG) applications that combine LLM capabilities with external knowledge sources. Covers vector databases, embeddings, retrieval strategies, and response generation. Use when building document Q&A systems, knowledge base applications, enterprise search, or combin
Frequently Asked Questions
What is Rag Agent Builder?
Rag Agent Builder is a free documentation skill for AI coding agents. Build Retrieval-Augmented Generation (RAG) applications that combine LLM capabilities with external knowledge sources. Covers vector databases, embeddings, retrieval strategies, and response generation. Use when building document Q&A systems, knowledge base applications, enterprise search, or combin. It provides a specialized system prompt that configures your agent with documentation expertise.
How do I use Rag Agent Builder with Claude Code?
Run npx playbooks add skill qodex-ai/ai-agent-skills --skill rag-agent-builder in your terminal to install Rag Agent Builder into your Claude Code session. It works immediately after installation.
Which AI coding agents work with Rag Agent Builder?
Rag Agent Builder is compatible with Claude Code, Cursor, GitHub Copilot, Windsurf, OpenClaw, Cline, and any AI agent that supports custom system prompts or .cursorrules files.
Is Rag Agent Builder free to use?
Yes, Rag Agent Builder is completely free and open source. The full source is available on GitHub at https://github.com/qodex-ai/ai-agent-skills/tree/main/skills/rag-agent-builder. You only need a subscription to the AI agent you use it with.
