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

4.5k

Forks

678

Open Issues

Watchers

Contributors

248

Weekly Commits

Language

Python

License

NOASSERTION

Last Commit

Oct 22, 2026

Created

Mar 7, 2024

Latest Release

v0.7.3

Release Date

Aug 28, 2026

Synced: Oct 27, 2026

Quality Scores

Documentation Qualityw: 20%

7.8

Has docs site (https://www.lmms-lab.com). Description: 84 chars. Stars signal: 4,465. Contributors: 248. Score: 7.8/10

Community Healthw: 20%

7.1

Stars: 4,465. Contributors: 248. Watchers: 10. Forks: 678. Issue ratio: 1.5%. Score: 7.1/10

Maintenance Velocityw: 15%

7.4

Last commit: 5d ago. Weekly commits: 0. Latest release: v0.7.3. Maturity bonus: 2.6y old. Score: 7.4/10

API Design & DXw: 20%

7.3

Stars/issues ratio: 66. Dynamic language: Python. Has documentation site. License: NOASSERTION. Popularity signal: 4,465 stars. Score: 7.3/10

Production Readinessw: 15%

7.9

Battle-tested: 4,465 stars. Peer review: 248 contributors. Versioned: v0.7.3. Licensed: NOASSERTION. Age: 2.6 years. Maintenance: last commit 5d ago. Score: 7.9/10

Ecosystem Integrationw: 10%

7.3

Fork interest: 678. Major ecosystem: Python. License: NOASSERTION. Adoption: 4,465 stars. Has web presence. Score: 7.3/10