This skill should be used when evaluating the quality of book chapters, lessons, or educational content. It provides a systematic 6-category rubric with weighted scoring (Technical Accuracy 30%, Pedagogical Effectiveness 25%, Writing Quality 20%, Structure & Organization 15%, AI-First Teaching 10%, Constitution Compliance Pass/Fail) and multi-tier assessment (Excellent/Good/Needs Work/Insufficient). Use this during iterative drafting, after content completion, on-demand review requests, or befor
SkillScore64Maintained
Automatic
◆Tutoring & Education pack
Last verified 8/21/2026
What it changes
Passed 12 of 19 test cases with the skill, and 8 of 19 without it.
Without skill41%
With skill64%
Checks it passed that the model alone missed
Converts Excellent to 95% and Good to 82%.
Converts Needs Work to 62% and Insufficient to 40%.
Requires an overall weighted score of at least 90%.
and 8 more in the full report
6 fixed8 passed either way7 still failing1 broke
Pass-rate lift
+23 pp
Tokens
+108%
Agent turns
0%
Response time
-36%
Model gemini-3.6-flashMeasured 8/21/2026v114 of 22 cases passed with skill · 19 comparable
Tokens, turns and time describe resource use, not a dollar price.
See it in action
One of 6 test cases the skill fixed. Same model, same prompt, with and without the skill.
1 of 6
Prompt
A lesson draft achieved Pass on Constitution Compliance and scored 72% overall weighted score, with no individual category falling below 60%. Does this score meet the minimum acceptance threshold for content?
What was checked, without and with the skill
Checked
Without skill
With skill
Rejects the lesson draft for failing to meet the minimum overall weighted score threshold of 75%.
Missed
Passed
case-07 · gemini-3.6-flash · 8/21/2026 · answers are capped and redacted
What's inside
The instructions your model reads when the skill loads.
SKILL.md268 lines4 files
Content Evaluation Framework
This skill provides a comprehensive, systematic rubric for evaluating educational book chapters and lessons with quantifiable quality standards.
Constitution Alignment: v4.0.1 emphasizing:
Principle 1: Specification Primacy ("Specs Are the New Syntax")
Section IIa: Panaversity 4-Layer Teaching Method
Section IIb: AI Three Roles Framework (bidirectional co-learning)
8 Foundational Principles: Including Factual Accuracy, Coherent Structure, Progressive Complexity
Nine Pillars (Section I): AI CLI, Markdown, MCP, AI-First IDEs, Cross-Platform, TDD, SDD, Composable Skills, Cloud-Native
Purpose
Evaluate educational content across 6 weighted categories to ensure:
Technical correctness and code quality
Effective pedagogical design and learning outcomes
Clear, accessible writing for target audience
Proper structure and organization
AI-augmented learning principles (learning WITH AI, not generating FROM AI)
Constitution compliance and standards adherence
When to Use This Skill
Invoke this evaluation framework at multiple checkpoints:
During Iterative Drafting - Mid-process quality checks to catch issues early
After Lesson/Chapter Completion - Comprehensive evaluation before moving to next content unit
On-Demand Review Requests - When user explicitly asks for quality assessment
Before Validation Phase - Part of the SDD Validate phase workflow for final sign-off