qdrant/fastembed

RAG Libraries

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

GitHub →Website →

6.8

GitHub Metrics

Stars

3.2k

Forks

236

Open Issues

116

Watchers

Contributors

Weekly Commits

Language

Python

License

Apache-2.0

Last Commit

Aug 26, 2026

Created

Jul 14, 2023

Latest Release

v0.8.0

Release Date

Mar 23, 2026

Synced: Aug 28, 2026

Quality Scores

Documentation Qualityw: 20%

6.7

Has docs site (https://qdrant.github.io/fastembed/). Description: 77 chars. Stars signal: 3,170. Contributors: 31. Score: 6.7/10

Community Healthw: 20%

6.0

Stars: 3,170. Contributors: 31. Watchers: 22. Forks: 236. Issue ratio: 3.7%. Score: 6/10

Maintenance Velocityw: 15%

6.8

Last commit: 2d ago. Weekly commits: 0. Latest release: v0.8.0. Maturity bonus: 3.1y old. Score: 6.8/10

API Design & DXw: 20%

7.3

Stars/issues ratio: 27. Dynamic language: Python. Has documentation site. Permissive license: Apache-2.0. Popularity signal: 3,170 stars. Score: 7.3/10

Production Readinessw: 15%

7.1

Battle-tested: 3,170 stars. Peer review: 31 contributors. Versioned: v0.8.0. Licensed: Apache-2.0. Age: 3.1 years. Maintenance: last commit 2d ago. Score: 7.1/10

Ecosystem Integrationw: 10%

7.5

Fork interest: 236. Major ecosystem: Python. Integration-friendly: Apache-2.0. Adoption: 3,170 stars. Has web presence. Score: 7.5/10