EvolvingLMMs-Lab/lmms-eval

Evaluation & Testing

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

GitHub →Website →

7.5

GitHub Metrics

Stars

4.3k

Forks

608

Open Issues

Watchers

Contributors

207

Weekly Commits

Language

Python

License

NOASSERTION

Last Commit

Jun 24, 2026

Created

Mar 7, 2024

Latest Release

v0.7.2

Release Date

Jun 24, 2026

Synced: Jun 29, 2026

Quality Scores

Documentation Qualityw: 20%

7.8

Has docs site (https://www.lmms-lab.com). Description: 84 chars. Stars signal: 4,257. Contributors: 207. Score: 7.8/10

Community Healthw: 20%

7.1

Stars: 4,257. Contributors: 207. Watchers: 8. Forks: 608. Issue ratio: 0.9%. Score: 7.1/10

Maintenance Velocityw: 15%

7.6

Last commit: 4d ago. Weekly commits: 0. Latest release: v0.7.2. Maturity bonus: 2.3y old. Score: 7.6/10

API Design & DXw: 20%

7.6

Stars/issues ratio: 109. Dynamic language: Python. Has documentation site. License: NOASSERTION. Popularity signal: 4,257 stars. Score: 7.6/10

Production Readinessw: 15%

7.8

Battle-tested: 4,257 stars. Peer review: 207 contributors. Versioned: v0.7.2. Licensed: NOASSERTION. Age: 2.3 years. Maintenance: last commit 4d ago. Score: 7.8/10

Ecosystem Integrationw: 10%

7.3

Fork interest: 608. Major ecosystem: Python. License: NOASSERTION. Adoption: 4,257 stars. Has web presence. Score: 7.3/10