skill-quality-reviewer

Evaluate Claude Skills across four quality dimensions and generate improvement plans.

21|4|Updated Mar 14, 2026

Search Tags:#skill development #quality assurance #code review #best practices #evaluation #skill quality

Ready to run

npx skills add https://github.com/HaipingXu/social-science-claude-scholar --skill skill-quality-reviewer-haipingxu

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: skill-quality-reviewer
Source: https://github.com/HaipingXu/social-science-claude-scholar/tree/main/skills/skill-quality-reviewer
Command: npx skills add https://github.com/HaipingXu/social-science-claude-scholar --skill skill-quality-reviewer-haipingxu

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) and references (resource) components.

What problem does it solve?

This Skill automates the rigorous evaluation of other Claude Skills, identifying weaknesses and providing actionable steps for improvement to ensure high-quality, compliant, and effective skill development.

Core Features & Use Cases

Comprehensive Evaluation: Analyzes skills across description quality, content organization, writing style, and structural integrity.
Actionable Feedback: Generates detailed quality reports and prioritized improvement plans.
Use Case: Before sharing a new skill, use this Skill to perform a thorough quality check, ensuring it meets best practices and is ready for wider use.

Quick Start

Use the skill-quality-reviewer to analyze the quality of the './my-skill' directory.

Frequently Asked Questions about skill-quality-reviewer

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

FAQPage Schema

How do I evaluate the quality of a Claude Skill before sharing it?▼

Evaluating Claude Skill quality involves parsing the SKILL.md file and analyzing its content against predefined criteria across four dimensions: description quality, content organization, writing style, and structural integrity. It generates a weighted score and actionable improvement plan.

What is the best way to perform an automated code review on a SKILL.md file?▼

Performing an automated code review on a SKILL.md file requires parsing its content and scoring it against predefined criteria for description quality and structural integrity. This tool automates that process to identify weaknesses and ensure compliance.

Can I use this skill evaluation tool without installing external dependencies?▼

Yes, you can use this skill evaluation tool without installing external dependencies. It operates independently using its internal scripts and references to analyze skill directories and generate detailed quality reports.

How does the skill quality analysis process work internally?▼

The skill quality analysis process works by parsing the SKILL.md file, evaluating its content against predefined scoring rubrics across four dimensions, and calculating a weighted score. It then outputs detailed reports and prioritized improvement plans.

What are the limitations of using automated quality assurance for skill development?▼

Limitations of automated quality assurance for skill development include its strict reliance on predefined criteria and weighted scoring rubrics. It evaluates structural and writing dimensions but may not capture nuanced contextual effectiveness or complex behavioral logic.