Optimize content for AI Overviews (formerly SGE), ChatGPT web search, Perplexity, and other AI-powered search experiences. Generative Engine Optimization (GEO) analysis including brand mention signals, AI crawler accessibility, llms.txt compliance, passage-level citability scoring, and platform-specific optimization. Use when user says "AI Overviews", "SGE", "GEO", "AI search", "LLM optimization", "Perplexity", "AI citations", "ChatGPT search", or "AI visibility".
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# AI Search / GEO Optimization (May 2026)
## Primary Source: Google's AI Optimization Guide
Google's official position, published under Search Central docs:
> "Optimizing for generative AI search is **still SEO** from Google's
> perspective. AEO and GEO are rebranded labels for the same work."
Read `references/google-ai-optimization-guide.md` for the full synthesis,
myth-busting list (`llms.txt`, chunking, AI-rephrasing, mention-farming,
all rejected by Google as ineffective), and the Who/How/Why test for
content quality.
Audits should frame GEO findings as **SEO fundamentals applied to AI-search
surfaces**, not as a separate optimization discipline. When community
recommendations contradict Google's primary source, defer to Google and note
the contradiction in the report.
## Key Statistics
| Metric | Value | Source |
|--------|-------|--------|
| AI Overviews reach | 2.5 billion+ monthly active users, reported from Google I/O 2026 keynote coverage; not confirmed on a Google-owned source; 200+ countries | Third-party I/O reporting |
| AI Overviews query coverage | ~50% of queries (third-party measurement; varies by country) | Industry data |
…
The line at the top of this page pins the label v2.2.5, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
GET https://markdownregistry.com/api/v1/artifacts/art_trzl42cuqgmxqr6x
GET https://markdownregistry.com/api/v1/resolve?ref=risukisu/marketing-skills/seo-geo
GET https://markdownregistry.com/api/v1/blob/502f2af9bbe78fe038119eda564738bbe5072c29e0fe19a0ce95e3cd8a68c7ce
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
risukisu/marketing-skills · skills/Marketing-Ops/competitor-intel/SKILL.md · Scan competitor websites and ad libraries, detect what changed since the last scan, and write a competitive briefing…
risukisu/marketing-skills · skills/Marketing-Ops/content-strategy/SKILL.md · Build or audit an SEO-driven B2B content strategy on the 7-part Orbit Media framework (sales page core, content…
risukisu/marketing-skills · skills/Marketing-Ops/cro/SKILL.md · When the user wants to optimize, improve, or increase conversions on any marketing page or form — including homepage…
risukisu/marketing-skills · skills/Marketing-Ops/customer-research/SKILL.md · When the user wants to conduct, analyze, or synthesize customer research. Use when the user mentions "customer…
risukisu/marketing-skills · skills/Marketing-Ops/lead-magnets/SKILL.md · When the user wants to create, plan, or optimize a lead magnet for email capture or lead generation. Also use when the…
risukisu/marketing-skills · skills/Marketing-Ops/marketing-council/SKILL.md · When the user wants multiple expert perspectives on a marketing question — a simulated board of advisors staffed by…
risukisu/marketing-skills · skills/Marketing-Ops/pipeline-analysis/SKILL.md · Run a HubSpot RevOps pipeline and conversion analysis over a period (a quarter, a year, a custom or trailing range) and…
risukisu/marketing-skills · skills/Marketing-Ops/product-launch/SKILL.md · Plan and execute a product or feature launch. Use when someone says "launch plan", "we're launching next week", "how do…
risukisu/marketing-skills · skills/SEO/claude-seo/seo-ahrefs/SKILL.md · Ahrefs API analyst (extension). Reads referring domains, backlinks, organic keywords, and content explorer data via the…
hashgraph-online/awesome-codex-plugins · plugins/BestLemoon/codex-seo/skills/seo-geo/SKILL.md · Optimize content for AI Overviews (formerly SGE), ChatGPT web search, Perplexity, and other AI-powered search…
naveedharri/benai-skills · plugins/all-skills/skills/seo-geo/SKILL.md · Optimize content for AI Overviews, ChatGPT web search, Perplexity, and other AI-powered search experiences. GEO…
fusengine/agents · plugins/seo/skills/seo-geo/SKILL.md · Use when optimizing for AI search engines (GEO) — AI Overviews, ChatGPT, Perplexity, Claude, Gemini, Copilot readiness.
haniubub/seo-toolkit · skills/seo-geo/SKILL.md · Optimize content for AI Overviews (formerly SGE), ChatGPT web search, Perplexity, and other AI-powered search…
joaoguirunas/team-os · .claude/skills/seo-geo/SKILL.md · Otimizar conteúdo para AI Overviews, ChatGPT search, Perplexity e outras buscas por IA — Generative Engine Optimization…
