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# Qdrant

This page covers how to use the Qdrant ecosystem within LangChain. It is broken into two parts: installation and setup, and then references to specific Qdrant wrappers.

## Installation and Setup

- Install the Python SDK with `pip install qdrant-client`

## Wrappers

### VectorStore

There exists a wrapper around Qdrant indexes, allowing you to use it as a vectorstore, whether for semantic search or example selection.

To import this vectorstore:

    from langchain.vectorstores import Qdrant

For a more detailed walkthrough of the Qdrant wrapper, see this notebook