skill-quality-scorer

To evaluate skill quality, you apply a structured rubric across multiple dimensions like Trigger Precision and Execution Clarity, targeting the SKILL.md document to generate a pass, revise, or fail verdict.

A skill quality score report is a Markdown document named <skill-name>-score-report-YYYY-MM-DD.md, generated in your working directory, alongside a compact YAML evaluation file designed for maintainers and governance auditing.

You can score and compare two skills by running the assessment against their SKILL.md files, applying hard gates across dimensions like Empirical Executability and Maintainability to produce a comparative verdict.

Skill evaluation requires no external dependencies, operating directly on the target SKILL.md document, optional references, and any provided execution evidence to determine the final quality verdict.

The best way to validate notebook-derived workflows is to apply the scoring rubric to the workflow's SKILL.md and execution evidence, checking Context Efficiency and Compatibility Robustness against live interfaces.

A skill quality score results in a revise verdict when the assessment against hard gates identifies deficiencies in dimensions like Validation Strength or Reusability, indicating the SKILL.md requires improvements before passing.