Can it suggest fixes for flagged claims?

Yes, the skill generates a report that provides recommendations such as removing specific numbers, adding citations, or replacing superlatives with factual descriptions.

What kind of metrics does it flag?

It flags percentage improvements, time savings estimates, and cost projections that lack cited benchmarks or reproducible data.

Is it integrated with other developer tools?

It is part of the AIWG cognitive architecture and complements tools like the Voice Framework and config-validator to maintain high-quality project standards.

Does this skill check the actual code for logic errors?

No, it specifically focuses on prose claims in documentation, though it does verify the codebase to confirm if features mentioned in the text actually exist.

Claims Validator

Name: Claims Validator
Author: jmagly

byjmagly

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102

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Aprendizaje y Documentación

Audits documentation and project files to identify unsupported claims, unverifiable metrics, and unimplemented features.

Claims Validator is a documentation integrity tool designed to keep project READMEs and manuals honest by scanning for hallucinated metrics, baseless cost/time estimates, and marketing superlatives. It cross-references documentation against the actual codebase to ensure every feature described is actually implemented, helping maintain technical credibility by replacing vague promises with verifiable facts and structured reports.

Características Principales

01Identification of baseless time and cost estimates

02Codebase verification for unimplemented features or commands

03Detection of unsupported performance metrics and percentage claims

04102 GitHub stars

05Filtering of subjective marketing superlatives and buzzwords

06Structured validation reports with actionable rephrasing suggestions

Casos de Uso

01Auditing a README.md before public release to ensure technical accuracy

02Cleaning up marketing-heavy project descriptions for a better developer experience

03Fact-checking AI-generated documentation that may include hallucinated benchmarks

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add jmagly/aiwg claims-validator

For use in Claude.ai and ChatGPT

Download Skill