> For the complete documentation index, see [llms.txt](https://docs.flowiseai.com/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://docs.flowiseai.com/integrations/langchain/vector-stores/milvus.md).

# Milvus

Upsert embedded data and perform similarity search upon query using Milvus, world's most advanced open-source vector database.

<figure><img src="https://823733684-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2F00tYLwhz5RyR7fJEhrWy%2Fuploads%2Fgit-blob-6c9bea35fa5f10f68c10290aded2001648c5cd03%2Fimage%20(160).png?alt=media" alt="" width="308"><figcaption><p>Milvus Node</p></figcaption></figure>

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This section is a work in progress. We appreciate any help you can provide in completing this section. Please check our [Contribution Guide](broken://pages/G48tdmpQ3z4CTWEspqkA) to get started.
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