qdrant/fastembed

RAG Libraries

Fast, Accurate, Lightweight Python library to make State of the Art Embedding

GitHub →Website →

7.4

GitHub Metrics

Stars

3.2k

Forks

277

Open Issues

111

Watchers

Contributors

Weekly Commits

Language

Python

License

Apache-2.0

Last Commit

Oct 16, 2026

Created

Jul 14, 2023

Latest Release

v0.9.0

Release Date

Oct 7, 2026

Synced: Oct 18, 2026

Quality Scores

Documentation Qualityw: 20%

6.9

Has docs site (https://qdrant.github.io/fastembed/). Description: 77 chars. Stars signal: 3,246. Contributors: 53. Score: 6.9/10

Community Healthw: 20%

6.4

Stars: 3,246. Contributors: 53. Watchers: 22. Forks: 276. Issue ratio: 3.4%. Score: 6.4/10

Maintenance Velocityw: 15%

9.2

Last commit: 1d ago. Weekly commits: 8. Latest release: v0.9.0. Maturity bonus: 3.3y old. Score: 9.2/10

API Design & DXw: 20%

7.4

Stars/issues ratio: 30. Dynamic language: Python. Has documentation site. Permissive license: Apache-2.0. Popularity signal: 3,246 stars. Score: 7.4/10

Production Readinessw: 15%

7.3

Battle-tested: 3,246 stars. Peer review: 53 contributors. Versioned: v0.9.0. Licensed: Apache-2.0. Age: 3.3 years. Maintenance: last commit 1d ago. Score: 7.3/10

Ecosystem Integrationw: 10%

7.6

Fork interest: 276. Major ecosystem: Python. Integration-friendly: Apache-2.0. Adoption: 3,246 stars. Has web presence. Score: 7.6/10