> ## Documentation Index
> Fetch the complete documentation index at: https://phidatainc-studio-tools-doc.mintlify.site/llms.txt
> Use this file to discover all available pages before exploring further.

# Lightrag

> This directory contains Agno knowledge cookbook examples for lightrag.

| Example                                                               | Description                                                           |
| --------------------------------------------------------------------- | --------------------------------------------------------------------- |
| [LightRAG Vector DB](/examples/knowledge/vector-db/lightrag/lightrag) | Demonstrates LightRAG-backed knowledge and retrieval with references. |