EvolvingLMMs-Lab/lmms-eval

Evaluation & Testing

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

GitHub →Website →

7.6

GitHub Metrics

Stars

4.3k

Forks

623

Open Issues

Watchers

Contributors

209

Weekly Commits

Language

Python

License

NOASSERTION

Last Commit

Jul 15, 2026

Created

Mar 7, 2024

Latest Release

v0.7.2

Release Date

Jun 24, 2026

Synced: Jul 18, 2026

Quality Scores

Documentation Qualityw: 20%

7.8

Has docs site (https://www.lmms-lab.com). Description: 84 chars. Stars signal: 4,316. Contributors: 209. Score: 7.8/10

Community Healthw: 20%

7.2

Stars: 4,316. Contributors: 209. Watchers: 8. Forks: 623. Issue ratio: 0.9%. Score: 7.2/10

Maintenance Velocityw: 15%

7.6

Last commit: 3d ago. Weekly commits: 0. Latest release: v0.7.2. Maturity bonus: 2.4y old. Score: 7.6/10

API Design & DXw: 20%

7.7

Stars/issues ratio: 105. Dynamic language: Python. Has documentation site. License: NOASSERTION. Popularity signal: 4,316 stars. Score: 7.7/10

Production Readinessw: 15%

7.8

Battle-tested: 4,316 stars. Peer review: 209 contributors. Versioned: v0.7.2. Licensed: NOASSERTION. Age: 2.4 years. Maintenance: last commit 3d ago. Score: 7.8/10

Ecosystem Integrationw: 10%

7.3

Fork interest: 623. Major ecosystem: Python. License: NOASSERTION. Adoption: 4,316 stars. Has web presence. Score: 7.3/10