> ## Documentation Index
> Fetch the complete documentation index at: https://agno-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](https://agno-v2.mintlify.site/examples/knowledge/integrations/rag/agentic-rag-infinity-reranker.md) | 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](https://agno-v2.mintlify.site/examples/knowledge/integrations/rag/agentic-rag-with-lightrag.md) | 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](https://agno-v2.mintlify.site/examples/knowledge/integrations/rag/local-rag-langchain-qdrant.md) | Local RAG with Ollama answering from a LangChain retriever backed by Qdrant and FastEmbed embeddings. |


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