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Milvus

Vector database for storing and searching embeddings, run as a Docker or Kubernetes server or as Milvus Lite, a Python library.

Milvus is a vector database written in Go and C++ that stores and searches embeddings, with full-text and hybrid search alongside vector search. The open-source project sits under the LF AI & Data Foundation, and Zilliz is its major contributor. The docs describe the deployment options: Milvus Lite, a Python library installed with pip for local use, a standalone server in a Docker container, and a distributed deployment on Kubernetes. Access control is role-based.

Worth knowing

The standalone server runs as a long-lived Docker container, and the overview names a message queue, object storage and a metadata store as dependencies of every instance, by default Woodpecker, MinIO and etcd. A fully managed version runs on Zilliz Cloud, which is operated by a company other than the project’s foundation.

Identity

Status
Active
Maintainer
LF AI & Data Foundation3
Maintained by
Foundation3
First release
20194

Rendering and deploy

Runs as
Always on5
Install with
docker356

Releases

Current major version
34
Last release
2026-10-268

Adoption

GitHub stars
46,5102
Contributors
3399

Why these figures do not compare

Sources

  1. 2026-10-28: links
    milvus.io
  2. 2026-10-28: links, License, GitHub stars
    api.github.com/repos/milvus-io/milvus
  3. 2026-10-28: links, Maintainer, Maintained by, Written in, Categories, Runtime, Install with
    raw.githubusercontent.com/milvus-io/milvus/master/README.md
  4. 2026-10-28: First release, Current major version
    api.github.com/repos/milvus-io/milvus/releases
  5. 2026-10-28: Install with, Runs as
    raw.githubusercontent.com/milvus-io/milvus-docs/v3.0.x/site/en/getstarted/run-milvus-docker/install_standalone-docker.md
  6. 2026-10-28: Install with
    raw.githubusercontent.com/milvus-io/milvus-docs/v3.0.x/site/en/getstarted/install-overview.md
  7. 2026-10-28: License model
    raw.githubusercontent.com/milvus-io/milvus/master/LICENSE
  8. 2026-10-28: Last release
    api.github.com/repos/milvus-io/milvus/releases/latest
  9. 2026-10-28: Contributors
    api.github.com/repos/milvus-io/milvus/contributors

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