Conflation Score

One repeatable pass that keeps every number and status fak reports PROVENANCE-HONEST - each value labeled by what fak CONTROLS (witnessed/authored) vs what it only OBSERVES (relayed from an external party), and no bad observed value blamed on a fak action. Runs the conflation scorecard (`fak conflation-scorecard`, the Go verb backed by internal/conflationscore) over the fact-reporting surfaces (Prometheus metric help, the fak guard exit summary), turns each HARD defect into a required edit (label an unlabeled external value OBSERVED; correct prose that attributes a provider-side miss to a fak action), retires conflation-debt worst-first WITHOUT changing any number or logic, re-measures to PROVE the debt dropped, and commits only the scorecard lane by explicit path. The truth-maintenance counterpart of appeal-score (prose voice) and observability (what is measured). Use after adding a metric/exit-summary that reports an external value, when a dashboard mislabels whose number it is, or on a /loop cadence to keep the reporting surface honest about its own boundary.

mkdir -p ~/.claude/skills/conflation-score
curl -L https://claudskills.com/skills/conflation-score/SKILL.md \
  -o ~/.claude/skills/conflation-score/SKILL.md

@misc{conflation-score-2026,
  author    = {anthony-chaudhary},
  title     = {Conflation Score [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/conflation-score/}
}