> ## Documentation Index
> Fetch the complete documentation index at: https://docs.langchain.com/llms.txt
> Use this file to discover all available pages before exploring further.

# Milvus integrations

> Integrate with Milvus using LangChain Python.

> [Milvus](https://milvus.io/docs/overview.md) is a database that stores, indexes, and manages
> massive embedding vectors generated by deep neural networks and other machine learning (ML) models.

## Installation and setup

Install the Python SDK:

<CodeGroup>
  ```bash pip theme={"theme":{"light":"catppuccin-latte","dark":"catppuccin-mocha"}}
  pip install langchain-milvus
  ```

  ```bash uv theme={"theme":{"light":"catppuccin-latte","dark":"catppuccin-mocha"}}
  uv add langchain-milvus
  ```
</CodeGroup>

## Vector store

See a [usage example](/oss/python/integrations/vectorstores/milvus).

To import this vectorstore:

```python theme={"theme":{"light":"catppuccin-latte","dark":"catppuccin-mocha"}}
from langchain_milvus import Milvus
```

***

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