# 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: ```python from langchain.vectorstores import Qdrant ``` For a more detailed walkthrough of the Qdrant wrapper, see [this notebook](../modules/indexes/vectorstores/examples/qdrant.ipynb)