# DevImprint

> Detectable AI-assisted commits in public repositories, with explicit coverage and provenance. Counts are not productivity, skill or tool market share.

## Start here
- [Data and schema](https://devimprint.com/data.md): export scope, rank semantics, units, nulls and citation guidance.
- [Methodology](https://devimprint.com/methodology.md): detection and limitations.
- [Coverage](https://devimprint.com/coverage.md): snapshot coverage.
- [Current JSON](https://devimprint.com/leaderboard.json): bounded ranked subset; totals describe the complete population.
- [Current aggregate snapshot](https://devimprint.com/snapshots/da8f0f66a1eb4f0fa64db42f3b3762a405e05dca6f9f6286ae653e74b07055b7/): persistent source context.
- [Archive index](https://devimprint.com/snapshots/index.json): aggregate-only history.

## Read individual records
Developer: /developers/USERNAME.md or /developers/USERNAME.json. Tool: /tools/TOOL.md. Article: /articles/SLUG.md. Follow links from the corresponding HTML pages to discover valid identifiers.

## Cite responsibly
Include the metric, population, UTC time window, generated_at, snapshot digest and scan coverage. Personal records reflect the current publication and may be corrected or removed. Only aggregate measurements are archived. Reuse terms: https://devimprint.com/terms/.