Developer Tools / AI Analytics

commensa-audit

A local-first Python tool that audits Git history to quantify rework in AI-generated engineering work, including PR correction rates, churn clusters, superseded work, and line survival.

Clear28/30
Useful27/30
Specific16/20
Complete16/20
commensa-audit screenshot

Why it was accepted

The page clearly describes a real AI-adjacent developer tool with a specific purpose: measuring how much engineering effort goes into correcting AI-produced work. The README gives concrete outputs, install/run instructions, privacy behavior, scoping flags, and an explanation of the classification logic, which is enough for a useful directory listing.

Weakness

It’s still hard to tell how accurate the heuristic is on different repo shapes, and the snapshot does not show sample report output, benchmarks, or integration details beyond a GitHub repo token and command-line usage.

Review status

90 days ago #435 ↓ -4

Last evaluated 90 days ago. Current rank #435. Down 4 spots in the rankings.

Score history

87

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