geo-citability

Score and optimize web page content for AI citability using a five-category rubric.

1|Updated Mar 15, 2026
One-click install
npx skills add https://github.com/kennyolofsson23-netizen/claude-code-config --skill geo-citability-kennyolofsson23-netizen
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: geo-citability
Source: https://github.com/kennyolofsson23-netizen/claude-code-config/tree/main/skills/geo-citability
Command: npx skills add https://github.com/kennyolofsson23-netizen/claude-code-config --skill geo-citability-kennyolofsson23-netizen

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This Skill addresses the challenge of low visibility in AI-generated responses by scoring and optimizing web content for citability, ensuring passages are easily extracted and quoted by models like ChatGPT, Claude, and Perplexity.

Core Features & Use Cases

  • Citability Scoring: Evaluates content across five categories—answer block quality, self-containment, structural readability, statistical density, and uniqueness—to provide a 0-100 score.
  • Rewrite Suggestions: Identifies weak sections and offers targeted improvements, such as answer-first structures and adding statistics.
  • Use Case: For a marketing team optimizing a blog post on web performance, this Skill analyzes the page, highlights extractable passages, and suggests enhancements to increase citation rates by up to 115%.

Quick Start

Analyze the citability score and optimization suggestions for the webpage at https://example.com/blog-post.

Frequently Asked Questions about geo-citability

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

FAQPage Schema
How do I optimize my web content for AI citations in search overviews?

AI systems like ChatGPT and Perplexity prefer self-contained passages with clear answer blocks, high statistical density, and structural readability. Content scoring evaluates these five categories to identify weak sections and provide rewrite suggestions that make passages easier to extract and quote.

How do I analyze a webpage to see if AI models will quote it?

You analyze a webpage for AI quotability by fetching its content and segmenting it to evaluate extractability. The analysis applies a rubric across five categories to produce a 0-100 citability score and targeted rewrite suggestions for weak sections.

What is the best way to structure a blog post for Perplexity and ChatGPT overviews?

The best way to structure a blog post for AI overviews is to use an answer-first format, ensure sections are self-contained, and include unique statistics. Content optimization scoring identifies these structural elements and suggests rewrites to boost citation rates.

Does content scoring for GEO require specific web analysis tools?

Content scoring for GEO requires web analysis tools to fetch page structure and extract text segments. The process relies on retrieving live webpage content and segmenting it to evaluate facts, readability, and answer block quality.

Why is my webpage not showing up in AI-generated search responses?

Your webpage may not appear in AI search responses because it lacks self-contained answer blocks, statistical density, or structural readability. A citability evaluation identifies these extractability weaknesses and provides rewrite suggestions to make your passages quotable.