nw-quality-validation

nw-quality-validation is a skill for Claude Code from nWave-ai/nWave. It costs 21 tokens per session (477 once invoked), scanned A, original, MIT.

A checklist for assessing the quality of technical documentation. It covers accuracy, completeness, clarity, consistency, correctness, and usability.

In plain words
What is it for?
Use it to review tutorials, how-to guides, reference pages, and other documentation against defined quality checks.
Why use it?
It helps reveal missing information, unclear explanations, writing errors, broken links, and mismatches between a document and its intended purpose.

Skill for Claude Code

Written for Claude Code: disable-model-invocation in frontmatter.

Good fit Use it to review tutorials, how-to guides, reference pages, and other documentation against defined quality checks.

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Install with agentmods
npx agentmods add skills/nwave-ai/nwave/nw-quality-validation
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add nWave-ai/nWave --skill nw-quality-validation
Clone the repo
git clone --depth 1 https://github.com/nWave-ai/nWave

Made for: Claude Code.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for nw-quality-validation

README.md
[![agentmods](https://agentmods.dev/badge/skills/nwave-ai/nwave/nw-quality-validation/github.svg)](https://agentmods.dev/skills/nwave-ai/nwave/nw-quality-validation)
Your own site
<a href="https://agentmods.dev/skills/nwave-ai/nwave/nw-quality-validation"><img src="https://agentmods.dev/badge/skills/nwave-ai/nwave/nw-quality-validation/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for nw-quality-validation

Your own site · 80×15
<a href="https://agentmods.dev/skills/nwave-ai/nwave/nw-quality-validation"><img src="https://agentmods.dev/badge/skills/nwave-ai/nwave/nw-quality-validation.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 21 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 477 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe. Third-party audits
  • NVIDIA SkillSpector pass 7 Sept 2026
How audits are shown
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00021 $0.00477
Opus 5.5 $0.00008 $0.00191
Sonnet 5.5 $0.00004 $0.00095
Haiku 4.5 $0.00002 $0.00048

Measured 1mo ago against content hash 59fb8a28ea83, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

nw-quality-validation scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 1mo ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

nWave/skills/nw-quality-validation/SKILL.md · 52 lines

What it actually says

Quality Validation

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
Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 1mo ago First seen · 52 lines · 21 tokens per session scan A 59fb8a28ea83

Subscribe to this mod's changes

nw-quality-validation is a skill published in the GitHub repository nWave-ai/nWave (620 stars, last pushed 1mo ago), licensed MIT. It adds 21 tokens to every session and 477 once invoked, about $0.0001 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-03.