Quality Validation
SkillDocs & knowledgeType-specific validation checklists, six quality characteristics, and quality gate thresholds for documentation assessment
Available today. Use it from your connected AI after setup.
No other account needed.
Connect ahel once, and every AI you use reads what you have installed.
Then ask your AI: use the Quality Validation skill
What this skill tells your AI
The instructions your AI receives, as published by nwave-ai/nwave in nWave/skills/nw-quality-validation/SKILL.md and read by ahel’s review.
Six Quality Characteristics
- Accuracy: Factually correct, technically sound, current | Validation: expert review, automated testing
- Completeness: All necessary info present for doc type | Validation: checklist, gap analysis
- Clarity: Easy to understand, logical flow, appropriate level | Validation: Flesch 70-80
- Consistency: Uniform terminology, formatting, structure | Validation: style guide compliance
- Correctness: Proper grammar, spelling, punctuation | Validation: automated check, zero errors
- Usability: User achieves goal efficiently | Validation: task success, DIVIO type purpose served
Quality Gate Thresholds
| Metric | Threshold |
|---|---|
| Readability (Flesch) | 70-80 |
| Spelling errors | 0 |
| Broken links | 0 |
| Style compliance | 95%+ |
| Type purity | 80%+ single type |
Type-Specific Validation Checklists
Tutorial Checklist
- Completable without external references | [ ] Steps numbered and sequential
- Each step has verifiable outcome | [ ] No assumed prior knowledge | [ ] Builds confidence
How-to Checklist
- Clear goal stated upfront | [ ] Assumes fundamentals known
- Single task focus | [ ] Ends with completion indicator | [ ] No basics teaching
Reference Checklist
- All parameters documented | [ ] Return values specified
- Error conditions listed | [ ] Examples per entry | [ ] No narrative
Explanation Checklist
- Addresses "why" not "what" | [ ] Provides context and reasoning
- Discusses alternatives | [ ] No task steps | [ ] Builds conceptual model
Verdict Criteria
- approved: Passes all type-specific validation, no collapse violations, meets quality gates
- needs-revision: Minor issues fixable in place (clarity, missing examples, small gaps)
- restructure-required: Collapse detected requiring split, or fundamental type mismatch
Signals
- GitHub stars
- 610
- Forks
- 64
- Last commit
- Sep 2026
Advanced
- Catalog kind
- skill
- Gateway key
nw-quality-validation- Source
- github.com/nwave-ai/nwave