skills.rest
raian-pollock
raian-pollockCOMMUNITY
Explore all skills by this author →
GitHub

seo-geo

Audit websites for AI search visibility across Google AI Overviews, ChatGPT, and Perplexity.

Updated Jul 14, 2026
Search Tags:#chatgpt#llms.txt#seo audit#geo#ai search#ai overviews#citability
One-click install
npx skills add https://github.com/raian-pollock/operator-skills --skill seo-geo-raian-pollock
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: seo-geo
Source: https://github.com/raian-pollock/operator-skills/tree/main/seo-geo
Command: npx skills add https://github.com/raian-pollock/operator-skills --skill seo-geo-raian-pollock

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve? Content optimized only for classic search rankings often fails to get cited by AI search engines like Google AI Overviews, ChatGPT, and Perplexity, and teams lack a structured way to measure and improve that visibility. ## Core Features & Use Cases - GEO Readiness Scoring: Evaluates citability, structural readability, multi-modal content, authority signals, and technical accessibility into a weighted 100-point score. - AI Crawler and llms.txt Audit: Checks robots.txt for GPTBot, ClaudeBot, PerplexityBot and other crawlers, and reports llms.txt status with evidence-based guidance that it carries no citation-ranking weight. - Platform-Specific Optimization: Separates recommendations for Google AI Overviews, ChatGPT, Perplexity, and Bing Copilot since only 11% of domains are cited by both ChatGPT and Google. - Use Case: Run an audit on a company blog to produce a GEO-ANALYSIS.md report identifying which passages fall outside the optimal 134-167 word citability range, which AI crawlers are blocked, and the top five highest-impact changes. ## Quick Start Audit my website at https://example.com for AI search visibility and generate a GEO readiness report with prioritized fixes.

Frequently Asked Questions about seo-geo

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

FAQPage Schema
How do I optimize content for Google AI Overviews?▼

Google states AI optimization is still SEO, so focus on indexed, snippet-eligible pages with unique first-hand content. Structure pages with question-based headings, direct answers in the first 40-60 words, and self-contained passages of 134-167 words.

What is the difference between GEO and traditional SEO?▼

GEO targets citation by AI search engines rather than blue-link rankings, but Google's official position is that both rely on the same ranking and quality systems. The practical additions are passage-level citability, AI crawler access, and brand mention signals across platforms.

Does llms.txt improve AI search citations?▼

No major AI search system currently consumes llms.txt, per statements from Google's John Mueller and Gary Illyes plus a 300k-domain SE Ranking study. The audit reports its presence but assigns it no citation-ranking weight.

Which AI crawlers should I allow in robots.txt?▼

Allow GPTBot, OAI-SearchBot, ClaudeBot, and PerplexityBot for AI search visibility. Training crawlers like CCBot can be blocked without affecting AI search citations, since search and training crawlers serve different purposes.

Why is my site cited by ChatGPT but not Google AI Overviews?▼

Only 11% of domains are cited by both platforms for the same query because they use different sources. ChatGPT leans on Wikipedia and Reddit, while Google AI Overviews cites top-10 ranking pages, so each platform needs distinct optimization.

What matters more for AI visibility, backlinks or brand mentions?▼

Brand mentions correlate roughly 3x more strongly with AI citations than backlinks, based on an Ahrefs study of 75,000 brands. YouTube mentions show the strongest correlation at about 0.737, while domain rating correlates weakly at about 0.266.

Related Skills

Explore More Marketing & Sales Skills→
RamonsDkaRamonsDka
1

seo

Optimize technical and on-page SEO with metadata, sitemaps, and JSON-LD.

Community
Advanced
rajains234-netizenrajains234-netizen

geo-citability

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

Community
Advanced
rajains234-netizenrajains234-netizen

geo-schema

Audit, validate, and generate Schema.org JSON-LD structured data.

Community
Advanced
rakibulismrakibulism
2

seo-dataforseo

Analyze live SEO performance using DataForSEO MCP tools.

Community
Advanced