Claude Code
Codex
Cursor
GitHub Copilot
Gemini CLIAbout this skill
Audits whether a stated confidence interval means what it claims by running an equivalent-bet indifference test on its width and scoring nominal confidence against the actual hit rate, emitting corrected intervals and a calibration scorecard. Use when a human-stated interval or confidence number drives a consequential plan, forecast, or commitment and has never been audited, and the worry is overprecision rather than a wrong central estimate. Calibrates human-stated uncertainty only, never the agent's own confidence, and resizes width without relocating the number. Not for lookupable facts and not a promise of full debiasing.
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.
Review, license & listing details
This is an imported listing. We haven’t certified its safety, license, or compatibility. Skills may include executable scripts.
Only SKILL.md was scanned. Supporting files and scripts were not checked. No safety grade has been assigned.
0 potential findings · Scanned 11/4/2026 · Scanner 0.2.1
Content SHA-256: a3293d2bca639facbee423c03ffbee72c5495b5d32376ba31d45d1ec355b413e
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.