ai-geo

ai-geo is a plugin for Claude Code from charlesjones-dev/claude-code-plugins-dev. Its manifest loads nothing; the 3 skills it bundles cost 301 tokens per session together, scanned A, original, MIT.

A website review tool for improving how AI answer services such as ChatGPT, Perplexity, Claude, and Google AI Overviews discover and use your content.

In plain words
What is it for?
Auditing AI crawler access, generating llms.txt files, checking sitemap and robots.txt discoverability, and structuring content for AI extraction.
Why use it?
It helps reveal missing signals that can make site content harder for AI systems to find, extract, or cite.

Plugin for Claude Code

Written for Claude Code: a Claude Code plugin manifest.

Good fit Auditing AI crawler access, generating llms.txt files, checking sitemap and robots.txt discoverability, and structuring content for AI extraction.

Compare 6 plugins from other repositories ↓
Install in Claude Code
/plugin marketplace add charlesjones-dev/claude-code-plugins-dev
/plugin install ai-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.

Clone the repo
git clone --depth 1 https://github.com/charlesjones-dev/claude-code-plugins-dev

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 ai-geo

README.md
[![agentmods](https://agentmods.dev/badge/plugins/charlesjones-dev/claude-code-plugins-dev/ai-geo/github.svg)](https://agentmods.dev/plugins/charlesjones-dev/claude-code-plugins-dev/ai-geo)
Your own site
<a href="https://agentmods.dev/plugins/charlesjones-dev/claude-code-plugins-dev/ai-geo"><img src="https://agentmods.dev/badge/plugins/charlesjones-dev/claude-code-plugins-dev/ai-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 ai-geo

Your own site · 80×15
<a href="https://agentmods.dev/plugins/charlesjones-dev/claude-code-plugins-dev/ai-geo"><img src="https://agentmods.dev/badge/plugins/charlesjones-dev/claude-code-plugins-dev/ai-geo.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session not measured What this adds to a session before it is invoked.
When invoked not measured The manifest loads nothing itself; its 3 skills cost 301 tokens a session between them.
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.
Security

Grade A, and why

ai-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 10d 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.

plugins/ai-geo/.claude-plugin/plugin.json · 32 lines

What it actually says

{
  "name": "ai-geo",
  "version": "1.2.0",
  "description": "Audits how likely AI answer engines like ChatGPT, Perplexity, Claude, Copilot and Google AI Overviews are to cite and mention a site: crawler rules for training, search and user-triggered bots, topical authority, original research, expert authorship, third-party validation and entity markup. Applies fixes, generates llms.txt, and can check the live site and search for brand mentions",
  "author": {
    "name": "Charles Jones",
    "url": "https://charlesjones.dev"
  },
  "repository": "https://github.com/charlesjones-dev/claude-code-plugins-dev",
  "license": "MIT",
  "keywords": [
    "geo",
    "ai-seo",
    "generative-engine-optimization",
    "ai-crawlers",
    "citation-optimization",
    "answer-engines",
    "topical-authority",
    "original-research",
    "brand-mentions",
    "llms-txt",
    "chatgpt",
    "perplexity",
    "claude",
    "gemini",
    "copilot",
    "schema-org",
    "structured-data",
    "skills"
  ]
}
Contents

What it installs

The manifest is a name and a version. 3 skills travel with it, and installing the plugin installs all of them — 301 tokens a session between them. Each is measured on its own page, and each can be installed alone.

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. 10d ago Changed · +3 lines 07b3fe1aa73c
  2. 1mo ago First seen · 29 lines scan A b8c0d10ad6c1

Subscribe to this mod's changes

ai-geo is a plugin published in the GitHub repository charlesjones-dev/claude-code-plugins-dev (35 stars, last pushed 6d ago), licensed MIT. Its token cost is not measured: this kind of file is read by the harness, not the model. 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.