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geo-fundamentals

Audit public web content for AI citation readiness and generate a GEO score.

8|Updated Feb 4, 2026
Search Tags:#audit#structured-data#web-content#json-ld#geo#ai-citation
One-click install
npx skills add https://github.com/MisonL/Ling --skill geo-fundamentals-misonl
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: geo-fundamentals
Source: https://github.com/MisonL/Ling/tree/main/.agents/skills/geo-fundamentals
Command: npx skills add https://github.com/MisonL/Ling --skill geo-fundamentals-misonl

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) components.

What problem does it solve?

Public web content often lacks structured signals that AI engines can reliably cite; this skill helps ensure pages are optimized for GEO discovery and AI reference.

Core Features & Use Cases

  • GEO readiness auditing of public content by checking JSON-LD, heading structure, author/date signals, FAQ presence, and other structured data cues.
  • Provides actionable recommendations to improve AI citations for websites, docs, and blogs.
  • Use Case: A content team audits a product blog to improve AI citation potential and searchability.

Quick Start

Run the GEO checker on your project directory to audit 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 check if my web content is ready for AI citations?▼

To check AI citation readiness, audit web content for structured signals like JSON-LD presence, heading structure, author and publication dates, and FAQ sections. This generates a per-page GEO score and actionable recommendations to optimize pages for AI engines.

What is GEO optimization for AI search engines?▼

GEO optimization ensures public web content contains structured data signals that AI engines like ChatGPT, Perplexity, Claude, and Gemini can reliably cite. It validates JSON-LD types, heading structure, and FAQ presence to improve AI discovery and reference.

How do I validate JSON-LD structured data for AI search readiness?▼

Validate JSON-LD structured data by auditing public web pages for presence and correct schema types. This process checks JSON-LD alongside heading structure and author signals to generate a GEO score and recommendations for AI citation readiness.

Does my product blog need FAQ sections to get cited by AI engines?▼

FAQ sections are validated during a GEO audit to improve AI citation potential. Checking for FAQ presence alongside lists, tables, and structured data ensures your product blog is optimized for AI engines to discover and reference.

What is the best way to audit a website for ChatGPT and Perplexity citations?▼

The best way to audit a website for ChatGPT and Perplexity citations is to run a GEO readiness checker on your project directory. It evaluates JSON-LD, heading structure, and publication dates to produce a per-page GEO score and summary report.

Why does my web content not show up in AI engine responses?▼

Web content may lack structured signals like JSON-LD, proper heading structure, or publication dates that AI engines need to reliably cite sources. Auditing these elements generates a GEO score and fixes to improve AI referenceability.

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