> ## 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.

# Qdrant Db

> This directory contains Agno knowledge cookbook examples for qdrant_db.

| Example                                                                                 | Description                                                                      |
| --------------------------------------------------------------------------------------- | -------------------------------------------------------------------------------- |
| [Qdrant Database](/examples/knowledge/vector-db/qdrant-db/qdrant-db)                    | Demonstrates Qdrant-backed knowledge with sync, async, and async-batching flows. |
| [Qdrant Hybrid Search](/examples/knowledge/vector-db/qdrant-db/qdrant-db-hybrid-search) | Demonstrates Qdrant hybrid retrieval in an interactive loop.                     |