seo-geo

seo-geo is a skill for Claude Code from citedy/adclaw. It costs 110 tokens per session (2,021 once invoked), scanned A, a copy of seo-geo, Apache-2.0.

A tool for improving how a brand's content appears in AI-powered search experiences such as Google AI Overviews, ChatGPT search, and Perplexity. GEO means generative engine optimization: preparing content and site signals for AI-generated answers.

In plain words
What is it for?
Use it to assess AI crawler access, llms.txt compliance, brand mentions, passage citability, and platform-specific AI-search visibility.
Why use it?
It addresses search visibility in systems that may cite brand mentions and passages rather than ranking pages in a traditional results list.

Skill for Claude Code

Written for Claude Code: argument-hint in frontmatter.

Good fit Use it to assess AI crawler access, llms.txt compliance, brand mentions, passage citability, and platform-specific AI-search visibility.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/citedy/adclaw/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 citedy/adclaw --skill seo-geo
Clone the repo
git clone --depth 1 https://github.com/citedy/adclaw

Made for: Claude Code.

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/citedy/adclaw/seo-geo/github.svg)](https://agentmods.dev/skills/citedy/adclaw/seo-geo)
Your own site
<a href="https://agentmods.dev/skills/citedy/adclaw/seo-geo"><img src="https://agentmods.dev/badge/skills/citedy/adclaw/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/citedy/adclaw/seo-geo"><img src="https://agentmods.dev/badge/skills/citedy/adclaw/seo-geo.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 110 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 2,021 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 81% copy Near-identical to another mod 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 $0.00110 $0.02021
Opus 5 $0.00055 $0.01010
Sonnet 5 $0.00022 $0.00404
Haiku 4.5 $0.00011 $0.00202

Measured 7d ago against content hash 4685206fda32, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-10, 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 7d 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.

Origin

This is a copy

81% identical to seo-geo — 114 lines differ, which has more behind it and is treated as the original. This page carries a canonical link to it rather than competing with it.

src/adclaw/agents/skills/seo-geo/SKILL.md · 252 lines

How it starts

The opening of the file, as written. The whole thing — 252 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 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

Read the full file on GitHub · 252 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. 7d ago First seen · 252 lines · 110 tokens per session scan A 4685206fda32

Subscribe to this mod's changes

seo-geo is a skill published in the GitHub repository citedy/adclaw (36 stars, last pushed 1mo ago), licensed Apache-2.0. It adds 110 tokens to every session and 2,021 once invoked, about $0.0006 per session on Opus 5. A static security scan graded it A with 0 findings. It is 81% identical to seo-geo, differing in 114 lines, and is treated as a copy.