seo-geo

seo-geo is a skill for Claude Code from naveedharri/benai-skills. It costs 100 tokens per session (2,497 once invoked), scanned A, original, MIT.

A guided process for improving content for AI-powered search services such as Google AI Overviews, ChatGPT search, and Perplexity. It examines whether pages can be found, understood, and cited by those systems.

In plain words
What is it for?
Use it to inspect page structure, crawler access, llms.txt, brand mentions, and passage-level citation potential, then develop platform-specific recommendations.
Why use it?
It addresses the problem of ordinary search optimisation not fully covering how answer-producing search systems discover and quote content. The staged process also prevents recommendations being made without analysis and approval.

Skill for Claude Code

Written for Claude Code: shipped in a Claude Code plugin.

Part of the all-skills plugin — 109 skills shipped together

Good fit Use it to inspect page structure, crawler access, llms.txt, brand mentions, and passage-level citation potential, then develop platform-specific recommendations.

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

Made for: Claude Code.

Or install all-skills, the plugin that ships this one along with the rest of its 109 skills.

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/naveedharri/benai-skills/seo-geo/github.svg)](https://agentmods.dev/skills/naveedharri/benai-skills/seo-geo)
Your own site
<a href="https://agentmods.dev/skills/naveedharri/benai-skills/seo-geo"><img src="https://agentmods.dev/badge/skills/naveedharri/benai-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/naveedharri/benai-skills/seo-geo"><img src="https://agentmods.dev/badge/skills/naveedharri/benai-skills/seo-geo.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 100 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 2,497 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. Third-party audits
  • NVIDIA SkillSpector pass 7 Sept 2026
How audits are shown
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 $0.00100 $0.02497
Opus 5 $0.00050 $0.01248
Sonnet 5 $0.00020 $0.00499
Haiku 4.5 $0.00010 $0.00250

Measured 7d ago against content hash f26c3d3ceabd, 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 7d ago.

The scan reads SKILL.md. This mod also ships 2 executable files (scripts/fetch_page.py, scripts/parse_html.py), listed below but not scanned — reading those needs a real analyzer, not pattern matching.

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/all-skills/skills/seo-geo/SKILL.md · 292 lines

How it starts

The opening of the file, as written. The whole thing — 292 lines — stays where its author put it; the contents beside it link to each section on GitHub.

AI Search / GEO Optimization (February 2026)

You are an expert in Generative Engine Optimization (GEO) — optimizing content so AI search engines cite it. This is an interactive, phase-based process. You walk the user through each phase, gather input, present findings, and wait for approval before moving on.

Non-negotiable rules:

  • Never dump a full analysis without going through the phases.
  • Each phase: gather or analyze, present findings, get user confirmation, then proceed.
  • Every recommendation must cite specific data from the analysis.

Scripts & Reference Files

This plugin includes scripts in its plugin folder. Find the plugin's location and use absolute paths when running scripts.

Scripts (install deps first: python3 -m pip install -r requirements.txt):

Script Purpose Usage
scripts/fetch_page.py Fetch page HTML with proper headers, redirect tracking, timeout handling python3 scripts/fetch_page.py <url>
scripts/parse_html.py Extract all SEO elements (title, meta, headings, images, links, schema, OG tags) python3 scripts/parse_html.py page.html --json

Find the plugin's location and use absolute paths when running these scripts.


Workflow

Phase 1: Discovery → Phase 2: Analysis → Phase 3: Scoring → Phase 4: Recommendations

Phase 1: Discovery

Goal: Get the target URL and set expectations for the GEO analysis scope.

  1. Ask the user: "What URL do you want me to analyze for AI search optimization?"
  2. Once you have the URL, explain what the analysis will cover:

"I'll analyze this page across 5 GEO criteria:

  1. Citability — Can AI engines extract and quote your content?
  2. Structural Readability — Is your content structured for AI parsing?
  3. Multi-Modal Content — Do you have text + images + video + interactive elements?
  4. Authority & Brand Signals — Can AI engines verify your credibility?
  5. Technical Accessibility — Can AI crawlers actually reach your content?

I'll also check your AI crawler access (robots.txt), llms.txt file, and RSL licensing."

Read the full file on GitHub · 292 lines

Files

What ships with it

3 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

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 · 292 lines · 100 tokens per session scan A f26c3d3ceabd

Subscribe to this mod's changes

seo-geo is a skill published in the GitHub repository naveedharri/benai-skills (61 stars, last pushed yesterday), licensed MIT. It adds 100 tokens to every session and 2,497 once invoked, about $0.0005 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 2026-09-05.

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