harness-maturity-analysis

Use when asked to check, measure, rate, or compare the AI-harness maturity of any repository, project, or codebase not already in the corpus — clones or reads it, scans it with the exact pinned harness-score version this study uses, and reports the level, dimension breakdown, and biggest wins without touching the curated corpus.

Use when adding a new repository to the study corpus — pins it to an exact commit, scans it, and regenerates results/ the same reproducible way every existing entry was added.