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.
Install with
Claude CodeCodexCursorGitHub CopilotGemini CLI
Supported by the Atlas install prompt. Skill-specific requirements vary.
Skill stats
Skills1CategoryGeneralStars0
About this skill
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.
Quick start
Copy the install prompt. Use the green button above this README.
Send it to your agent. Paste it into your coding agent’s chat and send.
Review the setup. Your agent checks the skill’s instructions, requirements, and installation scope.
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.
About this listing
Category
General
Reported license
Apache-2.0
Listing language (estimated)
English
Review status
Not individually reviewed
Agent compatibility
Atlas installation supports Claude Code, Codex, and Cursor. Skill-specific dependencies and features are checked during setup.
Claude Code
Codex
Cursor
GitHub Copilot
Gemini CLI