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.