seo-ai-optimization

seo-ai-optimization is a skill for Claude Code from lionkiii/claude-seo-skills. It costs 81 tokens per session (1,653 once invoked), scanned A, original, MIT.

A website check against Google’s own guidance for appearing in AI Overviews and AI Mode, Google’s AI-generated search features.

In plain words
What is it for?
Auditing whether pages are indexed, eligible for search snippets, and accessible to Google’s systems for AI search results.
Why use it?
It separates Google-documented requirements from broader AI-search advice, so you can focus on ordinary indexing and search visibility basics.

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 Auditing whether pages are indexed, eligible for search snippets, and accessible to Google’s systems for AI search results.

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

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

Your own site · 80×15
<a href="https://agentmods.dev/skills/lionkiii/claude-seo-skills/seo-ai-optimization"><img src="https://agentmods.dev/badge/skills/lionkiii/claude-seo-skills/seo-ai-optimization.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 81 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,653 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 1 finding. 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 $0.00081 $0.01653
Opus 5 $0.00041 $0.00826
Sonnet 5 $0.00016 $0.00331
Haiku 4.5 $0.00008 $0.00165

Measured 12d ago against content hash e8c799911332, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-12, from the pricing page.

Security

Grade A, and why

seo-ai-optimization scanned grade A with 1 finding 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.

Makes network callslowCapability

Not a fault in itself. Listed so you know the mod talks to something, and to what.

curl -sL <url> -o /tmp/ai-audit-page.html -w "%{http_code}\n"
skills/seo-ai-optimization/SKILL.md · 159 lines

How it starts

The opening of the file, as written. The whole thing — 159 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Google AI Search Readiness Audit (AI Overviews + AI Mode)

This skill audits strictly against Google's own guidance: https://developers.google.com/search/docs/fundamentals/ai-optimization-guide and https://developers.google.com/search/docs/appearance/ai-features. For multi-engine GEO (ChatGPT, Perplexity, Bing Copilot), use /seo-geo; for llms.txt generation, use /seo-llms-txt — but note Google's position below.

Core Facts (from Google's docs — anchor every finding here)

  • No special markup is needed. "There are no additional requirements to appear in AI Overviews or AI Mode, nor other special optimizations necessary."
  • Eligibility = indexed + snippet-eligible. A page must be indexed and eligible to be shown in Google Search with a snippet (Search technical requirements). Nothing more — and inclusion is never guaranteed.
  • How the features work: RAG (grounding on the Search index) + query fan-out (concurrent related queries). Core ranking and quality systems decide what gets retrieved and cited — SEO is still the lever.
  • "AEO"/"GEO" = SEO, per Google. Optimizing for generative AI search is optimizing for the search experience.
  • Snippet controls govern AI features: nosnippet, data-nosnippet, max-snippet, and noindex limit what appears in AI Overviews/AI Mode.
  • Google-Extended controls Gemini training and grounding in OTHER Google systems — it does NOT control appearance in AI Overviews or AI Mode. Googlebot in robots.txt is the Search-access control.
  • Measurement: AI Overviews/AI Mode clicks are inside the Search Console Performance report under the "Web" search type (no separate report).

Inputs

  • URL (page-level audit) or domain (site-level audit)
  • Optional: a local content draft (Read tool) for content-quality checks only

Execution

1. Indexability & snippet eligibility (eligibility gate)

curl -sL <url> -o /tmp/ai-audit-page.html -w "%{http_code}\n"
curl -sL <origin>/robots.txt -o /tmp/ai-audit-robots.txt

Read the full file on GitHub · 159 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 · 159 lines · 81 tokens per session scan A e8c799911332

Subscribe to this mod's changes

seo-ai-optimization is a skill published in the GitHub repository lionkiii/claude-seo-skills (20 stars, last pushed 3mo ago), licensed MIT. It adds 81 tokens to every session and 1,653 once invoked, about $0.0004 per session on Opus 5. A static security scan graded it A with 1 finding (makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

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