What is the Rubric Creator skill?

It is an AI-powered tool for Claude Code designed to generate structured, professional evaluation frameworks with built-in reliability and validity controls.

What are the different modes of operation?

It offers Interactive Mode for custom builds, Template Mode for common domains, and Example-Based Mode to adapt existing rubrics to new contexts.

Can I use it for technical code reviews?

Yes, it includes specialized templates for scoring code quality, maintainability, and security, helping teams standardize their review process.

Does it provide materials for team calibration?

Yes, by using the --with-calibration flag, the skill generates materials specifically designed to align multiple scorers on the same criteria.

How does it ensure assessment fairness?

The skill includes a systematic bias review phase and requires anchor examples for every scoring level to minimize subjective interpretation.

Rubric Creator

Name: Rubric Creator
Author: reggiechan74

byreggiechan74

•

Productivity & Workflow

Builds professional-grade assessment rubrics with built-in validity, reliability, and fairness controls for any domain.

Rubric Creator is a specialized tool for Claude Code designed to generate high-quality scoring frameworks, evaluation systems, and assessment rubrics. It employs a proven meta-framework to ensure inter-rater reliability and structural validity, making it ideal for code reviews, regulatory compliance, and project evaluations. Whether you need a guided questionnaire to build from scratch, a domain-specific template, or want to adapt an existing rubric, this skill provides the rigor needed for professional-grade assessments, including anchor examples and bias review protocols.

Key Features

01Automated validity and reliability controls with mandatory anchor examples.

02Three flexible modes: Interactive questionnaire, Template-based, and Example-adaptation.

033 GitHub stars

04Generates comprehensive pilot testing and scorer calibration materials.

05Integrated bias review and fairness checks to ensure objective scoring.

06Pre-built templates for code reviews, regulatory compliance, and vendor evaluation.

Use Cases

01Developing objective performance review frameworks and project assessment systems.

02Creating regulatory compliance checklists for legal, technical, or financial audits.

03Standardizing code review criteria for software engineering teams to ensure consistency.

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add reggiechan74/cc-plugins rubric-creator

For use in Claude.ai and ChatGPT

Download Skill