geo-citability

Score web content citability and generate rewrite suggestions for AI extraction.

Updated Apr 8, 2026

Search Tags:#citations #content optimization #ai analysis #ai content #geo-optimized content

Ready to run

npx skills add https://github.com/sadie100/claude-dotfiles --skill geo-citability-sadie100

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: geo-citability
Source: https://github.com/sadie100/claude-dotfiles/tree/main/skills/geo-citability
Command: npx skills add https://github.com/sadie100/claude-dotfiles --skill geo-citability-sadie100

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill requires requests, BeautifulSoup, nltk, spacy, and includes scripts (resource) and references (resource) components.

What problem does it solve?

Content creators face challenges in getting AI-generated responses to accurately cite their content. This Skill solves the issue by analyzing web page content to increase the likelihood of AI systems (like ChatGPT and Claude) citing or quoting your work.

Core Features & Use Cases

Citability Score Analysis: Provides a 0-100 score and specific rewrite suggestions for optimal AI citation.
Structural Readability Assessment: Checks for the ease of content parsing by AI systems.
Optimal Content Format Suggestions: Recommends format improvements to enhance the likelihood of being cited.
Use Case: If you're creating informational content and want AI models to extract key information, use this Skill to improve your chances of being cited in AI-generated responses.

Quick Start

Analyze the citability of your article 'Optimizing AI-Generated Responses' using the geo-citability skill.

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 content for AI-generated citations?▼

Content extractability for AI systems is evaluated through a 0-100 citability score that analyzes answer block quality, self-containment, readability, statistical density, and uniqueness to determine how easily AI models can parse and quote your web content.

How do I check if my article is structured well enough for AI to extract key information?▼

You can check your article's structural readability by running a citability analysis that assesses answer block quality and self-containment, providing format suggestions to ensure AI systems can easily parse and extract key information from your content.

Do I need to install Python libraries to analyze web content citability?▼

Yes, analyzing web content citability requires installing Python libraries including requests, BeautifulSoup, nltk, and spacy to handle web interaction and perform the natural language processing needed for content analysis.

What is the best way to increase the chances of my web page being quoted by ChatGPT?▼

The best way to increase citation chances by ChatGPT is to improve your content's extractability through an AI analysis that scores statistical density and uniqueness, yielding specific rewrite suggestions for optimal content formatting.

Why does my web content score low on AI extractability?▼

Your web content scores low on AI extractability when it lacks self-containment, has poor structural readability, or exhibits low statistical density, which prevents AI systems from cleanly parsing answer blocks for citations.