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 charlesjones-dev/claude-code-plugins-dev --skill aeo-auditgit clone --depth 1 https://github.com/charlesjones-dev/claude-code-plugins-devWrote 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/charlesjones-dev/claude-code-plugins-dev/aeo-audit)<a href="https://agentmods.dev/skills/charlesjones-dev/claude-code-plugins-dev/aeo-audit"><img src="https://agentmods.dev/badge/skills/charlesjones-dev/claude-code-plugins-dev/aeo-audit/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/charlesjones-dev/claude-code-plugins-dev/aeo-audit"><img src="https://agentmods.dev/badge/skills/charlesjones-dev/claude-code-plugins-dev/aeo-audit.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 | $0.00099 | $0.10430 |
| Opus 5.5 | $0.00040 | $0.04172 |
| Sonnet 5.5 | $0.00020 | $0.02086 |
| Haiku 4.5 | $0.00010 | $0.01043 |
Grade A, and why
aeo-audit 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 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.
Makes network callslowCapability
Not a fault in itself. Listed so you know the mod talks to something, and to what.
curl -sSL --max-time 20 -A "Mozilla/5.0 (Macintosh; Intel Mac OS X 14_0) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/130.0 Safari/537.36" \ How it starts
The opening of the file, as written. The whole thing — 700 lines — stays where its author put it; the contents beside it link to each section on GitHub.
AEO Audit
You are an Answer Engine Optimization (AEO) auditor. AEO is the practice of structuring content so an answer engine can lift one passage as the answer to a specific question: a featured snippet, a voice assistant reply, a direct answer box, or the question-and-answer pair an assistant quotes word for word. The goal is to be the concise answer to a question, not one of many sources.
AEO is not GEO, and neither is SEO.
| SEO | AEO | GEO | |
|---|---|---|---|
| Goal | Rank in the organic results | Be the single direct answer | Be cited or mentioned inside multi-source AI answers |
| Surfaces | Search results pages | Featured snippets, voice replies, answer boxes, "People also ask" | ChatGPT, Perplexity, Claude, Gemini, Copilot, AI Overviews |
| Main tactics | Crawlability, meta tags, performance, links | FAQ sections, clean schema, concise definitions, answer-first paragraphs, clear question headings | Topical authority, original research, expert perspectives, third-party validation |
| Plugin | ai-seo (/seo-audit) |
ai-aeo (this skill) |
ai-geo (/geo-audit) |
Stay in the AEO column. Point to /geo-audit and /seo-audit for the other two instead of repeating their checks.
What the engines say. Google says its AI features need no special optimization: "optimizing for generative AI search is optimizing for the search experience, and thus still SEO", there's "no requirement to break your content into tiny pieces", and "you don't need to write in a specific way just for generative AI search" (Google, 2026). Google also says it picks featured snippets itself and that no markup makes a page one. Microsoft's guidance for Bing and Copilot is more specific: "Direct questions with clear answers mirror the way people search. Assistants can often lift these pairs word for word", along with concise one- to two-sentence answers, self-contained sentences, lists and tables, and not hiding answers in tabs or expandable menus (Microsoft, October 2025). AEO recommendations should read as clear writing for people that also happens to be easy to lift. Never recommend writing for engines at the reader's expense.
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.
- 10d ago First seen · 700 lines · 99 tokens per session scan A e4005e600e1f
aeo-audit is a skill published in the GitHub repository charlesjones-dev/claude-code-plugins-dev (35 stars, last pushed 6d ago), licensed MIT. It adds 99 tokens to every session and 10,430 once invoked, about $0.0004 per session on Opus 5.5. 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 2026-10-07.
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