skill-judge

Assess SKILL.md design quality against a formal specification framework.

2|Updated Jan 28, 2026
One-click install
npx skills add https://github.com/Shana-AE/.shanaae-configs --skill skill-judge-shana-ae
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: skill-judge
Source: https://github.com/Shana-AE/.shanaae-configs/tree/main/ai/skills/vendor/skill-judge
Command: npx skills add https://github.com/Shana-AE/.shanaae-configs --skill skill-judge-shana-ae

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Skill design quality varies across SKILL.md files, making activation and usage inconsistent. This guide provides a rigorous evaluation framework to identify gaps, optimize frontmatter clarity, and improve loading behavior.

Core Features & Use Cases

  • Evaluation framework with multi-dimension scoring (D1–D8) and actionable improvements.
  • Standardized evaluation reports to improve skill package design and activation reliability.
  • Frontmatter validation, structure checks, and loading-trigger guidance for robust activation.

Quick Start

Run the Skill Judge on a target SKILL.md to generate a comprehensive evaluation report.

Frequently Asked Questions about skill-judge

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I evaluate the design quality and frontmatter validity of a SKILL.md file?

To evaluate SKILL.md design quality, run a formal specification framework assessment that scores frontmatter validity, structure, and activation readiness, generating a structured evaluation report with actionable improvements.

What is the best way to audit skill documentation for activation and loading issues?

The best way to audit skill documentation is applying a multi-dimension scoring framework that analyzes loading triggers, activation triggers, and progressive disclosure to reveal structural gaps and optimize loading behavior.

Can I use an automated evaluation framework to check specification compliance for skill packages?

Yes, you can use an automated evaluation framework to check specification compliance by scoring dimensions like Knowledge Delta, Pattern Recognition, Anti-Patterns, and Usability to ensure robust skill package activation reliability.

Does skill evaluation require any specific dependencies or separate validation components?

Skill evaluation requires no external dependencies or separate components; it applies directly to any SKILL.md containing frontmatter, a body, and optional references or assets to determine how well it guides usage.

Why does my skill design score poorly on usability and progressive disclosure?

Skill designs score poorly on usability and progressive disclosure when they fail to guide activation, loading, and usage effectively, which a rigorous evaluation framework identifies through standardized multi-dimension scoring.

When should I not use a formal skill evaluation framework for documentation quality assurance?

You should not use a formal skill evaluation framework when the target file lacks the required SKILL.md structure, specifically frontmatter and a body, as the assessment relies on these elements to generate actionable improvements.