rubric-creator

Design assessment rubrics with criteria, weights, anchors, and bias-mitigation details.

5|1|Updated Oct 30, 2025
One-click install
npx skills add https://github.com/reggiechan74/cc-plugins --skill rubric-creator
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: rubric-creator
Source: https://github.com/reggiechan74/cc-plugins/tree/main/rubric-creator/skills/rubric-creator
Command: npx skills add https://github.com/reggiechan74/cc-plugins --skill rubric-creator

SYSTEM DOCUMENTATION & REQUIREMENTS

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

What problem does it solve?

Building high-quality rubrics is time-consuming and error-prone. Rubrics must balance validity, reliability, and fairness while remaining understandable to stakeholders; this Skill provides a repeatable, structured approach to design and interpret assessment criteria across domains.

Core Features & Use Cases

  • Interactive Mode: guided questionnaire to define goals, alignment sources, category weights, and criteria.
  • Template Mode: pre-built domain templates with anchor examples, bias checks, and maintenance lifecycle.
  • Example-Based Mode: adapt existing rubrics to new contexts while preserving scoring patterns.
  • Bias & Reliability Tools: supports bias reviews, calibration protocols, and pilot testing to improve inter-rater reliability.

Quick Start

  1. Start in interactive mode: /rubric-creator --interactive
  2. Or generate from a domain template: /rubric-creator --template document-quality
  3. Optional: adapt an existing rubric to a new domain with --from-example <file>

Frequently Asked Questions about rubric-creator

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

FAQPage Schema
How do I create an assessment rubric that ensures validity and fairness?

To create an assessment rubric ensuring validity and fairness, define goals, category weights, and criteria through a guided interactive questionnaire or pre-built domain templates. This produces a complete rubric structure with anchor examples and bias-mitigation details.

What is the best way to adapt existing rubrics to new assessment contexts?

The best way to adapt existing rubrics is using example-based mode, which adjusts existing rubric structures to new contexts while preserving original scoring patterns and anchor examples. This ensures consistency across different assessment domains.

How do I improve inter-rater reliability and reduce bias in rubric scoring?

Improve inter-rater reliability and reduce bias by applying built-in bias review, calibration protocols, and pilot testing tools. These features evaluate anchor examples and scoring criteria to systematically mitigate rater bias during assessment design.

Can I generate rubrics from pre-built templates for specific domains like document quality?

Yes, you can generate rubrics from pre-built domain templates like document-quality. Template mode provides pre-configured criteria, category weights, anchor examples, and maintenance lifecycles tailored to specific assessment domains.

Do I need existing alignment sources to design rigorous assessment rubrics?

No, you do not need existing alignment sources to start designing rigorous assessment rubrics. Interactive mode guides you through defining goals and category weights from scratch, though providing alignment sources enhances rubric validity.

Why does my rubric lack inter-rater reliability during pilot testing?

Your rubric lacks inter-rater reliability during pilot testing due to ambiguous anchor examples or unmitigated scoring bias. Apply calibration protocols and bias reviews to refine category weights and clarify assessment criteria anchors.