What is GEO (Generative Engine Optimization)?

GEO is the practice of optimizing content specifically to be prioritized, extracted, and cited by AI language models and generative search engines.

Does it provide actual content rewrites?

Yes, for any content block scoring below 60, the skill generates specific suggestions to improve answer patterns, add facts, and remove context-heavy pronouns.

How is AI citability different from traditional SEO?

While SEO focuses on keywords and backlinks, GEO focuses on 'extractability'—how easily an AI can pull a standalone, fact-rich answer from your content.

What is considered a good citability score?

A score above 70 indicates high citability coverage, meaning the content is well-structured for AI models to quote directly as an authoritative source.

Can this skill help my content show up in Perplexity?

Yes, it specifically optimizes for the structural and factual density patterns that citation-heavy engines like Perplexity and Gemini look for.

AI Citability & GEO Optimizer

Name: AI Citability & GEO Optimizer
Author: lev-os

bylev-os

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营销自动化

Optimizes web content for Generative Engine Optimization (GEO) by scoring and improving passages for high AI citability.

The geo-citability skill enables Claude to evaluate web pages against Generative Engine Optimization (GEO) standards, specifically measuring how likely models like ChatGPT, Perplexity, and Gemini are to cite or quote your content. Based on 2024 research from Princeton and Georgia Tech, it analyzes content for extractability, passage self-containment, and statistical density. It provides an automated 0-100 score along with actionable rewrite suggestions, making it an essential tool for marketers and developers who want their documentation and articles to become primary sources for AI-generated answers.

主要功能

011 GitHub stars

02Comprehensive 0-100 citability scoring based on five key GEO metrics

03Automated rewrite suggestions for low-scoring content blocks

04Passage-level analysis for self-containment and 'answer-first' structural patterns

05Statistical density auditing to ensure content contains verifiable, quotable facts

06Structural readability checks for heading hierarchies and question-based headers

使用场景

01Optimizing technical documentation for better extraction by AI coding assistants

02Improving statistical density and factual authority of marketing landing pages

03Auditing blog posts to increase visibility and citations in Perplexity and SearchGPT

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add lev-os/agents geo-citability

For use in Claude.ai and ChatGPT