seo-geo

seo-geo is a skill for Claude Code from lionkiii/claude-seo-skills. It costs 119 tokens per session (2,223 once invoked), scanned A, original, MIT.

An analysis of how content may appear in AI-powered search services such as Google AI Overviews, ChatGPT, and Perplexity. It examines factors including whether passages can be cited and whether AI crawlers can access the site.

In plain words
What is it for?
Reviewing content, brand mentions, crawler access, and llms.txt compliance for AI-search visibility.
Why use it?
It helps identify why AI search systems may overlook, misunderstand, or fail to cite a site’s content.

Skill for Claude Code

Written for Claude Code: allowed-tools in frontmatter.

Part of the claude-seo-skills plugin — 51 skills, 6 agents shipped together

Good fit Reviewing content, brand mentions, crawler access, and llms.txt compliance for AI-search visibility.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/lionkiii/claude-seo-skills/seo-geo
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add lionkiii/claude-seo-skills --skill seo-geo
Clone the repo
git clone --depth 1 https://github.com/lionkiii/claude-seo-skills

Made for: Claude Code.

Or install claude-seo-skills, the plugin that ships this one along with the rest of its 51 skills, 6 agents.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for seo-geo

README.md
[![agentmods](https://agentmods.dev/badge/skills/lionkiii/claude-seo-skills/seo-geo/github.svg)](https://agentmods.dev/skills/lionkiii/claude-seo-skills/seo-geo)
Your own site
<a href="https://agentmods.dev/skills/lionkiii/claude-seo-skills/seo-geo"><img src="https://agentmods.dev/badge/skills/lionkiii/claude-seo-skills/seo-geo/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for seo-geo

Your own site · 80×15
<a href="https://agentmods.dev/skills/lionkiii/claude-seo-skills/seo-geo"><img src="https://agentmods.dev/badge/skills/lionkiii/claude-seo-skills/seo-geo.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 119 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 2,223 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00119 $0.02223
Opus 5 $0.00060 $0.01111
Sonnet 5 $0.00024 $0.00445
Haiku 4.5 $0.00012 $0.00222

Measured 12d ago against content hash 750367769bce, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-12, from the pricing page.

Security

Grade A, and why

seo-geo scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 12d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

skills/seo-geo/SKILL.md · 276 lines

How it starts

The opening of the file, as written. The whole thing — 276 lines — stays where its author put it; the contents beside it link to each section on GitHub.

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

Brand mentions correlate 3× 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 — 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

Read the full file on GitHub · 276 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 12d ago First seen · 276 lines · 119 tokens per session scan A 750367769bce

Subscribe to this mod's changes

seo-geo is a skill published in the GitHub repository lionkiii/claude-seo-skills (20 stars, last pushed 3mo ago), licensed MIT. It adds 119 tokens to every session and 2,223 once invoked, about $0.0006 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

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