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.
npx skills add lionkiii/claude-seo-skills --skill seo-ai-optimizationgit clone --depth 1 https://github.com/lionkiii/claude-seo-skillsWrote 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.
[](https://agentmods.dev/skills/lionkiii/claude-seo-skills/seo-ai-optimization)<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.
<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>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.
| Model | Per session | Once 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 |
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" 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, andnoindexlimit 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
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.
- 12d ago First seen · 159 lines · 81 tokens per session scan A e8c799911332
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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