This runs a structured audit of your content against how AI search engines like ChatGPT, Perplexity, and Google AI Overviews actually cite sources. It's built on GEO research from Georgia Tech showing that AI systems prefer specific, verifiable claims over marketing fluff. The skill opens a browser to analyze your pages across three categories: citation worthiness (do you make concrete claims with data?), content structure (are headings question shaped? do you have FAQ sections?), and authority signals (author bios, dates, citations). You get findings with confidence scores and YAML tests to prevent regression. Use this if you're shipping developer tools, docs, or educational content where being quoted by AI matters more than ranking tenth in a link list.

skills.sh installs
416
GitHub stars
2
last updated
Jun 3, 2026

Install

$ npx -y skills add shiplightai/agent-skills --skill geo-review --agent claude-code

Installs into .claude/skills of the current project.

Files

This runs a structured audit of your content against how AI search engines like ChatGPT, Perplexity, and Google AI Overviews actually cite sources. It's built on GEO research from Georgia Tech showing that AI systems prefer specific, verifiable claims over marketing fluff. The skill opens a browser to analyze your pages across three categories: citation worthiness (do you make concrete claims with data?), content structure (are headings question shaped? do you have FAQ sections?), and authority signals (author bios, dates, citations). You get findings with confidence scores and YAML tests to prevent regression. Use this if you're shipping developer tools, docs, or educational content where being quoted by AI matters more than ranking tenth in a link list.

Browse the repository on GitHub

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Details

Repository
github.com/shiplightai/agent-skills
Categories
Git & Pull Requests, Code Review & Quality, AI & Agent Building
First seen
Jun 3, 2026

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