What problem does it solve?
This Skill solves the problem of inconsistent, hard-to-apply scoring rubrics by producing domain-adaptive rubrics with clear, governed structure and extreme anchoring that reduce ambiguity and score drift.
Core Features & Use Cases
- Domain-adaptive rubric design: Derives an evaluation target, supported decision, and assessor identity, then classifies rubric domain to select appropriate label sets.
- Extreme anchoring (Mertler): Writes best-case (L3) and worst-case (L0) anchors first, then interpolates L1 and L2 to prevent anchor collapse and improve interpretability.
- Governed storage and quality enforcement: Separates binary constraints from graduated dimensions, runs an SOP quality checklist, and writes outputs to the rubrics/ directory in the required template format.
- Use cases: Creating rubrics for skill proposal readiness, release readiness, CI/CD investment prioritization, or session process quality scoring where assessors need consistent, repeatable evaluation criteria.
Quick Start
Tell the agent to create a rubric for “release readiness” and include who will act as the assessor.