geo-citability
The geo-citability skill evaluates web content for its likelihood to be cited by AI models like ChatGPT, Claude, and Perplexity. It scores content based on answer quality, self-containment, structural readability, statistical density, and uniqueness, providing specific rewrite suggestions to improve extractability.
Is geo-citability safe to install?
Review the source first: our audit of geo-citability's source files found 1 shell command, 0 external URLs, file reads and writes (high risk). Every command and URL listed appears verbatim in the skill's source. The skill utilizes Bash for command execution and WebFetch for network requests, which introduces risks associated with arbitrary code execution and external data retrieval.
How we audit skills: our security review methodology.
Who is this skill for?
Content creators, SEO professionals, and digital marketers aiming to optimize web content for AI-generated search results and AI overviews.
What can you do with it?
- Analyzing web pages to determine their AI citability score.
- Identifying content blocks that require rewriting to improve AI extractability.
- Generating actionable recommendations to increase the probability of AI citation.
- Comparing content structure against established GEO (Generative Engine Optimization) research criteria.
How good is this skill?
Quality score: 5/10. The skill provides a clear, structured rubric based on cited research. It includes a logical analysis procedure and a defined output format, making it highly actionable for users.
What does the skill file contain?
# AI Citability Scoring Skill ## Core Insight AI language models cite passages that meet specific structural criteria. Research from Princeton, Georgia Tech, and IIT Delhi (2024) found that GEO-optimized content achieves 30-115% higher visibility in AI-generated responses. The key finding: AI systems preferentially extract and cite passages that are **134-167 words long**, **self-contained** (understandable without surrounding context), **fact-rich** (containing specific statistics, dates, or named entities), and **directly answer a question** in the first 1-2 sentences. This is fundamental...
Frequently asked questions
What criteria does the skill use to score content?
The skill scores content based on five categories: Answer Block Quality (30%), Passage Self-Containment (25%), Structural Readability (20%), Statistical Density (15%), and Uniqueness & Original Data (10%).
What output does the skill produce?
The skill generates a markdown file named GEO-CITABILITY-SCORE.md containing an overall score, category breakdown, identification of strongest and weakest content blocks, rewrite suggestions, and a per-section scoring table.
How does the skill define a high-citability passage?
A high-citability passage is 134-167 words long, self-contained, fact-rich, and directly answers a question in the first 1-2 sentences.
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