chapter-standard

Verify metricsAI notebooks against the CH01-04 chapter template and report compliance.

6|3|Updated Jan 21, 2026
One-click install
npx skills add https://github.com/quarcs-lab/metricsai --skill chapter-standard
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: chapter-standard
Source: https://github.com/quarcs-lab/metricsai/tree/main/.claude/skills/chapter-standard
Command: npx skills add https://github.com/quarcs-lab/metricsai --skill chapter-standard

SYSTEM DOCUMENTATION & REQUIREMENTS

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

What problem does it solve?

This Skill automates the verification and standardization of metricsAI chapter notebooks against the established CH01-04 template, ensuring consistent structure and high-quality outputs.

Core Features & Use Cases

  • Verifies front matter, structure, Key Concepts distribution, case studies, and back matter against the master template.
  • Generates a structured compliance report with CRITICAL/MINOR/SUGGESTIONS and optionally applies safe automated fixes.
  • Useful before PDF generation or when standardizing remaining chapters to ensure publication-ready notebooks.

Quick Start

Run /chapter-standard ch05 to verify CH05 against the master template and optionally apply safe fixes with --apply.

Frequently Asked Questions about chapter-standard

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

FAQPage Schema
How do I verify notebook compliance with a chapter template before generating a PDF?

You can verify notebook compliance by running /chapter-standard followed by the chapter identifier, which checks front matter, structure, Key Concepts, case studies, and back matter against the master template and returns a compliance score with remediation steps.

What is chapter standardization for metricsAI notebooks?

Chapter standardization enforces consistent structure across metricsAI notebooks by verifying front matter, structure, Key Concepts distribution, case studies, and back matter against the CH01-04 master template to ensure publication-ready outputs.

How do I apply automated fixes to a non-compliant chapter notebook?

To apply automated fixes, add the --apply flag to the standardization command, which performs additive changes only. Without --apply, the tool returns findings and recommendations without modifying the notebook.

Does chapter template compliance checking support safe automation for existing notebooks?

Yes, chapter template compliance checking supports safe automation through the --apply flag, which restricts changes to additive modifications only, preserving existing content while standardizing front matter, case studies, and back matter.

What are the limitations of automated chapter standardization?

Automated chapter standardization is limited to additive changes when using --apply, meaning it cannot remove or restructure existing non-compliant content. It provides CRITICAL, MINOR, and SUGGESTION findings but requires manual intervention for structural rewrites.