> ## Documentation Index
> Fetch the complete documentation index at: https://agno-v2-docs-scavio-google-v2.mintlify.site/llms.txt
> Use this file to discover all available pages before exploring further.

# RAG

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

| Example                                                                                             | Description                                                                                                                                      |
| --------------------------------------------------------------------------------------------------- | ------------------------------------------------------------------------------------------------------------------------------------------------ |
| [Agentic RAG Infinity Reranker](/examples/knowledge/integrations/rag/agentic-rag-infinity-reranker) | Run hybrid LanceDB search with Cohere embeddings and a local Infinity reranker (BAAI/bge-reranker-base on localhost:7997) behind a Claude agent. |
| [Agentic RAG With Lightrag](/examples/knowledge/integrations/rag/agentic-rag-with-lightrag)         | Ingest a PDF, a Wikipedia topic, and a URL into a LightRag-backed knowledge base and query it with an async agent.                               |
| [Local RAG Langchain Qdrant](/examples/knowledge/integrations/rag/local-rag-langchain-qdrant)       | Local RAG with Ollama answering from a LangChain retriever backed by Qdrant and FastEmbed embeddings.                                            |