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geo-fundamentals

Audit web pages for AI citation readiness using Python scripts.

Updated Jan 31, 2026
Search Tags:#content optimization#seo#perplexity#search engine#geo#ai citations
One-click install
npx skills add https://github.com/tuyenht/Antigravity-Core --skill geo-fundamentals-tuyenht
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: geo-fundamentals
Source: https://github.com/tuyenht/Antigravity-Core/tree/main/.agent/skills/geo-fundamentals
Command: npx skills add https://github.com/tuyenht/Antigravity-Core --skill geo-fundamentals-tuyenht

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 pages to be cited by AI-powered search engines like Perplexity, ChatGPT, and Gemini, shifting focus from traditional search rankings to AI-driven visibility.

Core Features & Use Cases

  • GEO vs SEO: Understands the fundamental differences between optimizing for Google Search (SEO) and AI engines (GEO).
  • AI Engine Landscape: Details how different AI engines cite content and the opportunities each presents.
  • Content Strategy: Provides actionable checklists for creating content elements (original stats, expert quotes, FAQs) and technical elements (schema, fast loading) that AI engines favor.
  • Use Case: A content marketer uses this Skill to audit their blog posts, ensuring they include clear definitions, original data, and proper schema markup to increase the likelihood of being cited in AI search results.

Quick Start

Run the geo_checker.py script against 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 and how does it differ from traditional SEO?▼

Generative Engine Optimization (GEO) focuses on securing content citations from AI-powered search engines like Perplexity and ChatGPT, shifting from traditional SEO ranking strategies to prioritizing AI-driven visibility through elements like expert quotes and original statistics.

How do I optimize web content to be cited by AI search engines?▼

To optimize web content for AI search citations, include original statistics, expert quotes, clear definitions, and structured data like JSON-LD schema for Article, FAQPage, and Person types to meet GEO principles and improve AI engine visibility.

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

You can audit web pages for AI citation readiness by running the geo_checker.py Python script against your project directory to analyze content elements, author attribution, publication dates, and AI crawler access policies.

Does AI search engine visibility require specific structured data formats?▼

Yes, AI search engine visibility relies on specific structured data formats, utilizing JSON-LD schema for Article, FAQPage, and Person types to help AI engines parse and cite content accurately.

What technical elements do AI engines favor for content citations?▼

AI engines favor technical elements including proper schema markup, fast page loading, clear author attribution, publication dates, and correct AI crawler access policies to maximize the likelihood of citing your web content.

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