geo-citability

Analyze web pages and output 0-100 citability scores with block-level breakdowns.

Updated Aug 27, 2026

Search Tags:#analysis #ai #content-optimization #seo #geo #citability

Ready to run

npx skills add https://github.com/chapter42/42-SEO-Skills --skill geo-citability-chapter42

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: geo-citability
Source: https://github.com/chapter42/42-SEO-Skills/tree/main/skills/42-citability
Command: npx skills add https://github.com/chapter42/42-SEO-Skills --skill geo-citability-chapter42

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill requires requests, beautifulsoup4, and includes scripts (resource) components.

What problem does it solve?

Citability optimization is the process of evaluating how likely AI systems will extract and quote passages from web content, enabling content teams to craft more extractable material.

Core Features & Use Cases

Citability scoring with a 0-100 scale and breakdown across criteria such as definition patterns, self-containment, structure, statistics, and originality.
Block-level analysis that identifies passages most likely to be cited by AI and provides rewrite suggestions to boost citability.
Use Case: Optimize blog posts, product pages, and technical articles to improve AI-driven answers and search-like visibility.

Quick Start

Run the citability scorer on a target URL to generate a block-level citability report.

Frequently Asked Questions about geo-citability

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

FAQPage Schema

How do I analyze my web pages for AI citability and improve content extractability?▼

To analyze AI citability, run the scorer on a target URL to fetch page content and generate a block-level citability report. It outputs a 0-100 score with breakdown criteria and rewrite suggestions to improve extractability by major AI models.

What is content citability scoring and how does it optimize blog posts for AI systems?▼

Content citability scoring evaluates how likely AI systems will extract and quote passages from web content. It analyzes definition patterns, self-containment, structure, statistics, and originality to provide a 0-100 score and rewrite suggestions for optimization.

Can I use this citability scorer on product pages and technical articles, or just blog posts?▼

Yes, you can apply the citability scorer to product pages, technical articles, and blog posts. It performs block-level analysis on any fetched web page content to identify passages most likely to be cited by AI and provides targeted rewrite suggestions.

How do I get block-level rewrite suggestions to boost my content's AI citability score?▼

To get block-level rewrite suggestions, run the scorer on your URL. It identifies specific passages most likely to be cited by AI and generates actionable rewrite suggestions to boost citability based on definition patterns, self-containment, and structure.

What criteria are used to calculate the 0-100 citability score for web content?▼

The 0-100 citability score is calculated across criteria including definition patterns, self-containment, structure, statistics, and originality. The scorer fetches your web page content and outputs a breakdown of these criteria to guide content optimization.

Do I need to install requests and beautifulsoup4 to run citability analysis on URLs?▼

Yes, the citability scorer requires the requests and beautifulsoup4 dependencies to fetch and parse web page content from target URLs. These libraries enable the tool to extract page content for block-level analysis and citability scoring.