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RAG Docs MCP

sanderkooger

Indexes documentation and retrieves it by vector search, with embeddings from Ollama or OpenAI.

Setup

Choose your client, copy the config, then fill in any required environment variables.

Add to CursorAdd to VS Code

claude mcp add rag-docs-sanderkooger --env EMBEDDINGS_PROVIDER='<EMBEDDINGS_PROVIDER>' --env OLLAMA_BASE_URL='<OLLAMA_BASE_URL>' --env OPENAI_API_KEY='<OPENAI_API_KEY>' --env QDRANT_API_KEY='<QDRANT_API_KEY>' --env QDRANT_URL='<QDRANT_URL>' -- npx -y @sanderkooger/mcp-server-ragdocs

Environment variables

  • EMBEDDINGS_PROVIDER
  • OLLAMA_BASE_URL
  • OPENAI_API_KEY
  • QDRANT_API_KEY
  • QDRANT_URL

Replace the placeholders with your own credentials and keep them out of version control.