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

4.2k

Forks

597

Open Issues

Watchers

Contributors

201

Weekly Commits

Language

Python

License

NOASSERTION

Last Commit

Jun 2, 2026

Created

Mar 7, 2024

Latest Release

v0.7.1

Release Date

Mar 15, 2026

Synced: Jun 3, 2026

Quality Scores

Documentation Qualityw: 20%

7.8

Has docs site (https://www.lmms-lab.com). Description: 84 chars. Stars signal: 4,189. Contributors: 201. Score: 7.8/10

Community Healthw: 20%

7.1

Stars: 4,189. Contributors: 201. Watchers: 8. Forks: 597. Issue ratio: 0.9%. Score: 7.1/10

Maintenance Velocityw: 15%

7.3

Last commit: 1d ago. Weekly commits: 0. Latest release: v0.7.1. Maturity bonus: 2.2y old. Score: 7.3/10

API Design & DXw: 20%

7.6

Stars/issues ratio: 116. Dynamic language: Python. Has documentation site. License: NOASSERTION. Popularity signal: 4,189 stars. Score: 7.6/10

Production Readinessw: 15%

7.8

Battle-tested: 4,189 stars. Peer review: 201 contributors. Versioned: v0.7.1. Licensed: NOASSERTION. Age: 2.2 years. Maintenance: last commit 1d ago. Score: 7.8/10

Ecosystem Integrationw: 10%

7.3

Fork interest: 597. Major ecosystem: Python. License: NOASSERTION. Adoption: 4,189 stars. Has web presence. Score: 7.3/10