Quality Validation

SkillDocs & knowledge

Type-specific validation checklists, six quality characteristics, and quality gate thresholds for documentation assessment

Available today. Use it from your connected AI after setup.

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

MetricThreshold
Readability (Flesch)70-80
Spelling errors0
Broken links0
Style compliance95%+
Type purity80%+ 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