RAG Integrations

Examples for third-party RAG and retrieval-stack integrations.

Files

• agentic_rag_infinity_reranker.py: Agentic RAG with Infinity reranker.
• agentic_rag_with_lightrag.py: Agentic RAG with LightRAG.
• local_rag_langchain_qdrant.py: Local RAG with LangChain + Qdrant.

Prerequisites

• Load environment variables with direnv allow (including OPENAI_API_KEY and provider-specific keys where needed).
• Create the demo environment with ./scripts/demo_setup.sh, then run cookbooks with .venvs/demo/bin/python.
• Some examples require optional local services and dependencies (for example Infinity, Ollama, or extra pip packages).

Run

.venvs/demo/bin/python cookbook/07_knowledge/05_integrations/rag/<file>.py