Seo Geo
Audit and improve how your site and content get cited in AI Overviews, ChatGPT search, and Perplexity—not just classic Google rankings.
Overview
Seo Geo is an agent skill most often used in Launch (also Grow content, Launch SEO) that optimizes pages and brand signals for AI search citations and GEO.
Install
npx skills add https://github.com/agricidaniel/claude-seo --skill seo-geoWhat is this skill?
- GEO playbook aligned to February 2026 AI search landscape
- Brand-mention vs backlink signal framing (Ahrefs 75k-brand study cited in skill)
- AI crawler accessibility and llms.txt compliance checks
- Passage-level citability scoring for AI citations
- Platform-specific tuning for Google AI Overviews, ChatGPT search, and Perplexity
- Skill metadata version 1.9.9
- Cites Ahrefs study of 75,000 brands on brand mentions vs backlinks
- Documents 50%+ AI Overviews query coverage in industry framing
Adoption & trust: 2.2k installs on skills.sh; 8.5k GitHub stars; 1/3 security scanners passed (skills.sh audits).
What problem does it solve?
You rank or publish content but AI answer engines ignore your brand because mentions, structure, and crawler access are not GEO-ready.
Who is it for?
Founders shipping marketing sites, docs, or blogs who need Perplexity and ChatGPT search visibility.
Skip if: Pure local-pack-only businesses with no web content strategy or teams refusing any public brand/mention footprint.
When should I use this skill?
User says AI Overviews, SGE, GEO, AI search, LLM optimization, Perplexity, AI citations, ChatGPT search, or AI visibility; optional [url] for page analysis.
What do I get? / Deliverables
You leave with a GEO-oriented audit and optimization steps for citability, llms.txt, and platform-specific AI visibility on your URL or site.
- GEO audit recommendations
- Citability and crawler-access checklist
- Platform-specific optimization notes
Recommended Skills
Journey fit
Spans multiple journey phases - primary shelf plus alternate fits below.
GEO is where solo builders optimize for AI-mediated discovery right before and after public launch. Generative engine optimization, llms.txt, and passage citability are the geo shelf for AI-search visibility.
Where it fits
Run a GEO pass on your launch URL before announcing so AI crawlers and citability blocks are in place.
Align classic SEO structure with AI-overview-friendly summaries and entity clarity on key pages.
Rewrite blog sections for passage-level quotes that Perplexity and ChatGPT search can attribute.
Stress-test a waitlist page for AI crawler access before you scale paid distribution.
How it compares
GEO and AI-citation analysis skill—not a backlink prospecting tool or generic keyword rank tracker.
Common Questions / FAQ
Who is seo-geo for?
Solo builders and small teams publishing SaaS or content sites who care about AI Overviews, Perplexity, and ChatGPT search citations.
When should I use seo-geo?
At Launch (geo/seo) before shipping landing pages; at Grow (content) when rewriting posts for citability; when you say AI Overviews, GEO, llms.txt, or Perplexity optimization.
Is seo-geo safe to install?
URL analysis may need network access; review the Security Audits panel on this Prism page and your agent’s permissions before fetching live sites.
SKILL.md
READMESKILL.md - Seo Geo
# AI Search / GEO Optimization (February 2026) ## Key Statistics | Metric | Value | Source | |--------|-------|--------| | AI Overviews reach | 1.5 billion users/month across 200+ countries | Google | | AI Overviews query coverage | 50%+ of all queries | Industry data | | AI-referred sessions growth | 527% (Jan-May 2025) | SparkToro | | ChatGPT weekly active users | 900 million | OpenAI | | Perplexity monthly queries | 500+ million | Perplexity | ## Critical Insight: Brand Mentions > Backlinks **Brand mentions correlate 3x more strongly with AI visibility than backlinks.** (Ahrefs December 2025 study of 75,000 brands) | Signal | Correlation with AI Citations | |--------|------------------------------| | YouTube mentions | ~0.737 (strongest) | | Reddit mentions | High | | Wikipedia presence | High | | LinkedIn presence | Moderate | | Domain Rating (backlinks) | ~0.266 (weak) | **Only 11% of domains** are cited by both ChatGPT and Google AI Overviews for the same query, so platform-specific optimization is essential. --- ## GEO Analysis Criteria (Updated) ### 1. Citability Score (25%) **Optimal passage length: 134-167 words** for AI citation. **Strong signals:** - Clear, quotable sentences with specific facts/statistics - Self-contained answer blocks (can be extracted without context) - Direct answer in first 40-60 words of section - Claims attributed with specific sources - Definitions following "X is..." or "X refers to..." patterns - Unique data points not found elsewhere **Weak signals:** - Vague, general statements - Opinion without evidence - Buried conclusions - No specific data points ### 2. Structural Readability (20%) **92% of AI Overview citations come from top-10 ranking pages**, but 47% come from pages ranking below position 5, demonstrating different selection logic. **Strong signals:** - Clean H1->H2->H3 heading hierarchy - Question-based headings (matches query patterns) - Short paragraphs (2-4 sentences) - Tables for comparative data - Ordered/unordered lists for step-by-step or multi-item content - FAQ sections with clear Q&A format **Weak signals:** - Wall of text with no structure - Inconsistent heading hierarchy - No lists or tables - Information buried in paragraphs ### 3. Multi-Modal Content (15%) Content with multi-modal elements sees **156% higher selection rates**. **Check for:** - Text + relevant images - Video content (embedded or linked) - Infographics and charts - Interactive elements (calculators, tools) - Structured data supporting media ### 4. Authority & Brand Signals (20%) **Strong signals:** - Author byline with credentials - Publication date and last-updated date - Citations to primary sources (studies, official docs, data) - Organization credentials and affiliations - Expert quotes with attribution - Entity presence in Wikipedia, Wikidata - Mentions on Reddit, YouTube, LinkedIn **Weak signals:** - Anonymous authorship - No dates - No sources cited - No brand presence across platforms ### 5. Technical Accessibility (20%) **AI crawlers do NOT execute JavaScript.** Server-side rendering is critical. **Check for:** - Server-side rendering (SSR) vs client-only content - AI crawler access in robots.txt - llms.txt file presence and configuration - RSL 1.0 licensing terms --- ## AI Crawler Detection Check `robots.txt` for these AI crawler