EvolvingLMMs-Lab/lmms-eval

Evaluation & Testing

One-for-All Multimodal Evaluation Toolkit Across Text, Image, Video, and Audio Tasks

GitHub →Website →

7.7

GitHub Metrics

Stars

4.4k

Forks

647

Open Issues

Watchers

Contributors

227

Weekly Commits

Language

Python

License

NOASSERTION

Last Commit

Aug 28, 2026

Created

Mar 7, 2024

Latest Release

v0.7.2

Release Date

Jun 24, 2026

Synced: Aug 28, 2026

Quality Scores

Documentation Qualityw: 20%

7.8

Has docs site (https://www.lmms-lab.com). Description: 84 chars. Stars signal: 4,379. Contributors: 227. Score: 7.8/10

Community Healthw: 20%

7.0

Stars: 4,379. Contributors: 227. Watchers: 9. Forks: 647. Issue ratio: 1.3%. Score: 7/10

Maintenance Velocityw: 15%

9.2

Last commit: 0d ago. Weekly commits: 17. Latest release: v0.7.2. Maturity bonus: 2.5y old. Score: 9.2/10

API Design & DXw: 20%

7.3

Stars/issues ratio: 74. Dynamic language: Python. Has documentation site. License: NOASSERTION. Popularity signal: 4,379 stars. Score: 7.3/10

Production Readinessw: 15%

7.8

Battle-tested: 4,379 stars. Peer review: 227 contributors. Versioned: v0.7.2. Licensed: NOASSERTION. Age: 2.5 years. Maintenance: last commit 0d ago. Score: 7.8/10

Ecosystem Integrationw: 10%

7.3

Fork interest: 647. Major ecosystem: Python. License: NOASSERTION. Adoption: 4,379 stars. Has web presence. Score: 7.3/10