How does README Expert prevent AI hallucinations?

It uses a 5-layer validation process that verifies file existence, matches content against actual code exports, executes commands to ensure they work, and tracks citations for every claim made.

Will it run my code during the validation phase?

It can execute safe commands like CLI help flags or installation checks to ensure the documented steps are valid and functional for the end user.

Does it support different project types?

Absolutely. It automatically detects your project type (CLI, Web App, API, Library) and selects the appropriate template structure based on industry standards.

Can I use this on existing documentation?

Yes, the skill includes a specific 'validate' workflow designed to audit existing README files for accuracy, broken links, and outdated instructions.

README Expert

Name: README Expert
Author: rfxlamia

byrfxlamia

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Learning & Documentation

Generates and validates comprehensive, hallucination-free README documentation by scanning your codebase and verifying every claim against actual file contents.

README Expert is a specialized skill for Claude Code designed to solve the problem of outdated or inaccurate project documentation. By employing a validation-first methodology, it scans your local codebase to extract real metadata, dependencies, and exports, ensuring that every section of your README is grounded in reality. It features a unique 5-layer anti-hallucination protocol that includes script execution testing to verify that installation and usage commands actually work, providing developers with production-grade documentation that remains perfectly in sync with their code.

Key Features

01Automated script execution testing for usage examples

02Template library for CLI, Web App, and Library projects

03Citation-backed claims traceable to source files

04Deep codebase scanning for metadata and API extraction

0542 GitHub stars

065-layer anti-hallucination validation protocol

Use Cases

01Generating a complete, professional README for a new software repository

02Auditing existing documentation to identify and fix hallucinations or broken links

03Ensuring installation and usage scripts are functional before publishing

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add rfxlamia/claude-skillkit readme-expert

For use in Claude.ai and ChatGPT

Download Skill