When you need to verify claims systematically rather than just googling around, this walks you through a structured five-step process: identify the specific assertion, determine what evidence would prove or disprove it, evaluate sources by credibility, rate the claim on a six-point scale from true to false, and provide context. It includes a hierarchy for source quality (peer-reviewed studies at the top, social media at the bottom) and watches for common manipulation patterns like cherry-picked statistics and context removal. The output format is consistent, which is helpful if you're fact-checking multiple claims or need to document your reasoning. Built by awesome-llm-apps, covers the mechanics well without being preachy about misinformation.

skills.sh installs
3.3K
GitHub stars
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last updated
Aug 21, 2026

Install

$ npx -y skills add shubhamsaboo/awesome-llm-apps --skill fact-checker --agent claude-code

Installs into .claude/skills of the current project.

Files

When you need to verify claims systematically rather than just googling around, this walks you through a structured five-step process: identify the specific assertion, determine what evidence would prove or disprove it, evaluate sources by credibility, rate the claim on a six-point scale from true to false, and provide context. It includes a hierarchy for source quality (peer-reviewed studies at the top, social media at the bottom) and watches for common manipulation patterns like cherry-picked statistics and context removal. The output format is consistent, which is helpful if you're fact-checking multiple claims or need to document your reasoning. Built by awesome-llm-apps, covers the mechanics well without being preachy about misinformation.

Browse the repository on GitHub

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Repository
github.com/shubhamsaboo/awesome-llm-apps
Category
AI & Agent Building

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