seo-geo

Audit website content for AI search citation performance using WCS baselines and CSR pipeline diagnosis.

Updated May 23, 2026
One-click install
npx skills add https://github.com/lugondev/claude-seo --skill seo-geo-lugondev
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: seo-geo
Source: https://github.com/lugondev/claude-seo/tree/main/skills/seo-geo
Command: npx skills add https://github.com/lugondev/claude-seo --skill seo-geo-lugondev

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

seo-geo helps you diagnose and improve how your content is retrieved, selected, and cited by AI search systems (AI Overviews/SGE, ChatGPT web search, and Perplexity) so you can increase visibility and citations using a measurable baseline.

Core Features & Use Cases

  • WCS (Weighted Citation Share) audits with a baseline guard: quantify citation output by intent and engine weighting, while preventing untracked changes from skewing results.
  • CSR (Citation Survival Rate) pipeline diagnosis: identify whether visibility is lost during retrieval, selection, citation, or post-answer visitation.
  • Passage-level citability scoring: evaluate whether your content contains extractable answer blocks sized for AI citation (134–167 words) and structured for readability.
  • AI crawler access + llms.txt checks: validate AI crawlability, robots.txt allow/deny posture, and llms.txt alignment to improve machine-readable guidance.
  • Platform-specific optimization guidance: tailor changes for Google AI Overviews, ChatGPT, Perplexity, and other engines based on their citation behavior and rubrics.
  • Error-safe reporting workflow: produce actionable output including readiness score, top-impact changes, and schema/citation/SSRs recommendations even when some data is missing.

Quick Start

Use the seo-geo skill to run an AI search citation audit for your target page by providing the URL you want analyzed.

Frequently Asked Questions about seo-geo

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

FAQPage Schema
How do I audit my website content for AI search citations in AI Overviews?

To audit content for AI search citations, you diagnose retrieval and selection performance using WCS baselines and CSR pipeline checks. This process identifies where visibility is lost and scores passage-level citability to provide actionable optimization guidance.

What is a WCS baseline and how does it measure AI SEO performance?

A WCS (Weighted Citation Share) baseline quantifies AI SEO performance by measuring citation output weighted by search intent and engine. It includes a baseline guard to prevent untracked changes from skewing your citation readiness scoring results.

How do I check robots.txt and llms.txt files for AI crawler accessibility?

You check AI crawler accessibility by validating your robots.txt allow and deny posture alongside llms.txt alignment. This ensures machine-readable guidance is optimized for AI search systems evaluating your content for retrieval and citation.

How does passage-level citability scoring work for AI search optimization?

Passage-level citability scoring evaluates whether your content contains extractable answer blocks sized between 134 and 167 words. It checks if these passages are structured for readability so AI search engines can easily retrieve and cite them.

Can I run a citation audit for multiple URLs or just a single page?

You can run a citation audit for an individual URL or a bounded set of pages. The audit evaluates brand mention signals, AI crawler accessibility, and structured guidance to generate platform-specific optimization recommendations.

Does the AI search citation audit work for both ChatGPT and Perplexity?

Yes, the audit works for ChatGPT, Perplexity, and Google AI Overviews. It tailors optimization changes based on the specific citation behavior and rubrics of each platform to improve your overall citation readiness.