claim-repro-score

SkillDev tools

One repeatable RSI pass over claim reproducibility; run the claim-repro scorecard, retire unfalsifiable witness debt worst-first by adding the real artifact/test/path, re-measure, and commit only the claim-repro lane. Use when this named workflow matches the task.

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the claim-repro-score skill

What this skill tells your AI

The instructions your AI receives, as published by anthony-chaudhary/fak in .agents/skills/claim-repro-score/SKILL.md and read by ahel’s review.

One repeatable RSI pass over claim reproducibility — the truth-maintenance sister to conflation-score (who owns this number?) and appeal-score (prose voice). Runs the claim-repro scorecard (tools/claim_repro_scorecard.py) over CLAIMS.md and BENCHMARK-AUTHORITY.md, reads the claim-repro-debt work-list (un-falsifiable witnesses: missing artifacts, non-existent test patterns, deleted cmd dirs), retires debt worst-first by ADDING the real witness (write the missing artifact, add the missing test, correct the package path), re-measures to PROVE the debt dropped, and commits only the claim-repro lane by explicit path. The claim-falsifiability sister of refresh-readme (freshness) and slop-score (code waste). Use after adding a claim or benchmark, when a witness is deleted or renamed, or on a /loop cadence to keep every claim genuinely falsifiable from a clean clone.

Signals

GitHub stars
38
Forks
15
Last commit
Sep 2026
Advanced
Catalog kind
skill
Gateway key
claim-repro-score
Source
github.com/anthony-chaudhary/fak