geo-fundamentals

Audit public web pages for AI citation readiness with a Python script.

Updated Mar 7, 2026
One-click install
npx skills add https://github.com/devon87warren-afk/eboss-monorepo --skill geo-fundamentals-devon87warren-afk
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: geo-fundamentals
Source: https://github.com/devon87warren-afk/eboss-monorepo/tree/main/apps/manager/.agent/skills/geo-fundamentals
Command: npx skills add https://github.com/devon87warren-afk/eboss-monorepo --skill geo-fundamentals-devon87warren-afk

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill requires python3, and includes scripts (resource) components.

What problem does it solve?

This Skill helps content creators optimize their web pages to be more easily cited and understood by AI search engines like ChatGPT, Perplexity, and Claude, thereby increasing visibility and authority in AI-generated responses.

Core Features & Use Cases

  • AI Engine Landscape Analysis: Understand how different AI engines cite content and identify opportunities for citation.
  • Content Optimization: Learn what types of content elements (original data, expert quotes, clear definitions) are most likely to be cited by AI.
  • Technical SEO for AI: Implement structured data (JSON-LD), schema markup, and ensure proper crawler access for AI bots.
  • Use Case: A marketing team wants their blog posts to appear as sources in AI chatbot answers. They use this Skill to audit their content against AI citation best practices, ensuring they include clear headings, author attribution, and structured data.

Quick Start

Run the geo_checker.py script on your project path 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
How do I optimize web content for AI citations in ChatGPT and Perplexity?

To optimize web content for AI citations, you must structure pages with clear headings, expert quotes, and original data, while implementing schema markup and ensuring proper crawler access for AI bots to retrieve and reference your site.

What is Generative Engine Optimization and how does it differ from traditional SEO?

Generative Engine Optimization (GEO) is the process of structuring web content and technical elements like JSON-LD schema to increase retrieval and citation rates by AI search engines, whereas traditional SEO primarily targets link positioning on standard search engine results pages.

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

You audit web pages for AI citation readiness by running a Python script that analyzes content structure, data presentation, and technical elements to identify missing optimizations required by generative AI platforms.

Does content structure affect how Claude and ChatGPT retrieve information?

Content structure directly affects AI retrieval and citation rates, as generative engines rely on clear headings, logical data presentation, and structured data like schema markup to accurately parse and reference web pages.

Do I need Python installed to run an AI citation readiness audit?

Yes, you need Python3 installed in your environment to execute the geo_checker.py script, which performs the automated audit of your web pages against generative engine optimization best practices.