geo-citability

Score web page content for AI citability and provide rewrite suggestions.

Updated Feb 27, 2026
One-click install
npx skills add https://github.com/rajains234-netizen/GEO --skill geo-citability
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: geo-citability
Source: https://github.com/rajains234-netizen/GEO/tree/main/skills/geo-citability
Command: npx skills add https://github.com/rajains234-netizen/GEO --skill geo-citability

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

This Skill addresses the challenge of content being overlooked or ignored by AI systems, ensuring your valuable information is discoverable and citable by AI models.

Core Features & Use Cases

  • AI Citability Scoring: Analyzes web pages to predict how likely AI systems (ChatGPT, Claude, Perplexity, Gemini) are to cite or quote passages.
  • Rewrite Suggestions: Provides specific, actionable recommendations to improve content structure, clarity, and fact density for better AI extraction.
  • Use Case: A content marketer uses this Skill to analyze a new blog post, receives a citability score of 65/100, and gets suggestions to break down long paragraphs and add specific statistics, ultimately increasing the post's visibility in AI-generated summaries.

Quick Start

Use the geo-citability skill to analyze the web page at https://example.com/article.

Frequently Asked Questions about geo-citability

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

FAQPage Schema
How do I optimize content for AI citations in ChatGPT and Perplexity?

To optimize content for AI citations, you must analyze web pages to score citability and apply rewrite suggestions focusing on content structure, passage self-containment, statistical density, and answer block quality for improved AI extraction.

How do I check if my web page content is likely to be quoted by AI language models?

You can check AI citability by analyzing web page content against defined rubrics to predict how likely AI systems are to cite passages, yielding a specific citability score and actionable rewrite recommendations for better extraction.

What is the best way to improve my blog post visibility in AI-generated summaries?

The best way to improve visibility in AI-generated summaries is to analyze content for citability, receive a score, and implement suggestions like breaking down long paragraphs and adding specific statistics to increase fact density and structural clarity.

Can I analyze any web page URL for AI citability scoring?

Yes, you can analyze any accessible web page URL for AI citability scoring, provided the environment supports web fetching capabilities and content parsing to evaluate the page against defined citability rubrics.

Why does my content get overlooked by AI systems like Claude and Gemini?

Content gets overlooked by AI systems when it lacks optimal content structure, passage self-containment, statistical density, and high-quality answer blocks required for seamless AI extraction and citation.

What are the limitations of automated AI citability scoring for content optimization?

Limitations of automated AI citability scoring include a strict dependency on web fetching capabilities to parse live content, meaning it cannot evaluate raw text inputs or offline documents lacking a public URL endpoint.