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alexgutscher26
alexgutscher26COMMUNITY
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geo-fundamentals

Audit public web content for AI citation readiness across ChatGPT, Perplexity, and Claude.

4|Updated Feb 8, 2026
Search Tags:#rag#content optimization#seo#chatgpt#perplexity#geo#ai citations
One-click install
npx skills add https://github.com/alexgutscher26/ClawTrace --skill geo-fundamentals-alexgutscher26
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: geo-fundamentals
Source: https://github.com/alexgutscher26/ClawTrace/tree/main/.agent/skills/geo-fundamentals
Command: npx skills add https://github.com/alexgutscher26/ClawTrace --skill geo-fundamentals-alexgutscher26

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) and references (resource) components.

What problem does it solve?

This Skill helps content creators and SEO professionals optimize their web content to be more likely to be cited by AI search engines like ChatGPT, Perplexity, and Claude, thereby increasing visibility and authority in AI-driven search results.

Core Features & Use Cases

  • AI Citation Readiness: Analyzes web pages for elements that AI engines favor for citation, such as structured data, clear headings, author attribution, and original statistics.
  • SEO vs. GEO: Differentiates between traditional SEO (ranking on Google) and GEO (being cited by AI).
  • Content Strategy: Provides a checklist and actionable advice on creating content that AI models are likely to reference.
  • Use Case: A marketing team wants to ensure their new blog post about sustainable energy is not only found on Google but also cited by AI assistants when users ask related questions. This Skill helps them audit and refine the post before publication.

Quick Start

Run the geo_checker.py script on your project directory to audit your web pages for AI citation readiness.

Frequently Asked Questions about geo-fundamentals

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
What is Generative Engine Optimization for AI citations?▼

Generative Engine Optimization (GEO) is the process of refining web content to increase its likelihood of being cited by AI search engines like ChatGPT, Perplexity, and Claude. It focuses on elements like structured data, clear headings, and direct answer patterns.

How do I audit my web pages for AI citation readiness?▼

You can audit AI citation readiness by running a Python script that scans HTML, JSX, and TSX files. The script analyzes factors including heading hierarchy, author attribution, publication dates, FAQ sections, lists, tables, and original statistics.

Does the GEO audit script work with React and TypeScript files?▼

Yes, the GEO audit script works with React and TypeScript files. It specifically scans HTML, JSX, and TSX files within your project directory while excluding non-public content directories and files from the analysis.

What is the difference between traditional SEO and GEO?▼

Traditional SEO focuses on ranking on search engines like Google, while GEO focuses on being cited by AI assistants. GEO emphasizes entity recognition, original statistics, and direct answer patterns that AI models prefer to reference.

What content elements improve AI citation potential for Perplexity and Claude?▼

Content elements that improve AI citation potential include structured data, clear heading hierarchy, author attribution, publication dates, FAQ sections, lists, tables, entity recognition, original statistics, and direct answer patterns.

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