# qmmit

qmmit measures explicit AI coding-agent signatures in Git commit metadata. Results are lower bounds, not estimates of all AI use.

## Primary pages
- https://www.qmmit.dev/
- https://www.qmmit.dev/methodology
- https://www.qmmit.dev/data
- https://www.qmmit.dev/agents
- https://www.qmmit.dev/languages
- https://www.qmmit.dev/tools
- https://www.qmmit.dev/reports

## Machine-readable resources
- https://www.qmmit.dev/sitemap.xml
- https://www.qmmit.dev/api/v1/releases/current
- https://huggingface.co/datasets/balrampandey/qmmit-open-source-agent-commit-index

## Interpretation
Only self-declared supported signatures are counted. CI, dependency, and release bots are excluded. Catalog observations are separate from the published benchmark.