verifying-skill-accuracy

Installation
SKILL.md

Verifying Skill Accuracy

Skills in this repo are drafted with LLM assistance. The methodology in them is usually sound; the specifics are not trustworthy until checked. The measured rate from the first verification pass was 31 factual errors across 11 of 12 skills — about 2.6 per skill, with a single skill clean on both passes. Assume that rate applies to anything unstamped.

This skill is the procedure for driving that rate down, and for knowing when you are allowed to say a skill has been verified.

When to Use

  • Auditing an existing SKILL.md against primary sources
  • Before adding or renewing a verified: frontmatter stamp
  • After drafting new skill content, on the specifics you just wrote
  • When a reader reports that a command, ID, or field name does not work
  • Reviewing any technical content where the author was a model
Installs
23
GitHub Stars
146
First Seen
Jul 31, 2026
verifying-skill-accuracy — trilwu/secskills