audit-website-aeo

audit-website-aeo is a skill for Claude Code from tonydzi/second-brain-starter-kit. It costs 73 tokens per session (3,406 once invoked), scanned A, a copy of audit-website-aeo, MIT.

A live-website audit that checks how easily AI search systems can find, understand, and cite a site's content. It combines repeatable technical checks with a review of content quality and gives the site a grade from A to F.

In plain words
What is it for?
Use it to crawl a website, check its page structure and content, and produce a scored report with fixes ordered by priority.
Why use it?
It shows where a website is difficult for AI systems to discover or use as a trustworthy answer source. The report provides a baseline before changes and a way to measure improvement afterward.

Skill for Claude Code

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

Part of the second-brain-skills plugin — 248 skills, 3 agents, 1 plugin shipped together

Good fit Use it to crawl a website, check its page structure and content, and produce a scored report with fixes ordered by priority.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/tonydzi/second-brain-starter-kit/audit-website-aeo
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 tonydzi/second-brain-starter-kit --skill audit-website-aeo
Clone the repo
git clone --depth 1 https://github.com/tonydzi/second-brain-starter-kit

Made for: Claude Code.

Or install second-brain-skills, the plugin that ships this one along with the rest of its 248 skills, 3 agents, 1 plugin.

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 audit-website-aeo

README.md
[![agentmods](https://agentmods.dev/badge/skills/tonydzi/second-brain-starter-kit/audit-website-aeo/github.svg)](https://agentmods.dev/skills/tonydzi/second-brain-starter-kit/audit-website-aeo)
Your own site
<a href="https://agentmods.dev/skills/tonydzi/second-brain-starter-kit/audit-website-aeo"><img src="https://agentmods.dev/badge/skills/tonydzi/second-brain-starter-kit/audit-website-aeo/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 audit-website-aeo

Your own site · 80×15
<a href="https://agentmods.dev/skills/tonydzi/second-brain-starter-kit/audit-website-aeo"><img src="https://agentmods.dev/badge/skills/tonydzi/second-brain-starter-kit/audit-website-aeo.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 73 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 3,406 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.
Origin 95% copy Near-identical to another mod 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 $0.00073 $0.03406
Opus 5.5 $0.00029 $0.01362
Sonnet 5.5 $0.00015 $0.00681
Haiku 4.5 $0.00007 $0.00341

Measured 7d ago against content hash cd259b37583f, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

audit-website-aeo 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 1 executable file (scripts/aeo-audit.mjs), 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.

Origin

This is a copy

95% identical to audit-website-aeo — 16 lines differ, which has more behind it and is treated as the original. This page carries a canonical link to it rather than competing with it.

skills/audit-website-aeo/SKILL.md · 244 lines

How it starts

The opening of the file, as written. The whole thing — 244 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Audit Website AEO/GEO Skill

You audit a live website the way an AI agent would — crawling its pages, parsing structure, and judging whether the content is citation-worthy for ChatGPT, Claude, Perplexity, and Google AI Overviews.

The audit has two halves:

  • Foundational (50%) — 16 deterministic pass/fail checks run by a script. Reproducible, no judgment.
  • Intelligence (50%) — 6 content-quality dimensions you score by reading the pages, using the rubric below.

Final score = 0.5 × foundational + 0.5 × intelligence, mapped to an A-F grade.

This skill produces a diagnosis. To then fix a codebase, hand off to the improve-aeo-geo skill.


Workflow

Follow this sequence exactly.

Step 1: Get inputs

Ask the user for:

  1. Website URL (required) — the live site to audit.
  2. Crawl depth (optional) — how many pages to crawl. Default 10, max 30.
  3. Output location (optional) — where to save the report. Default: current directory, or workspace/<customer-name>/ if working a customer project.

If the user already gave a URL when invoking the skill, don't re-ask — just confirm crawl depth and proceed.

Step 2: Run the deterministic audit

Run the bundled script from this skill's scripts/ directory. It requires only Node 18+ — no npm install.

node <skill-path>/scripts/aeo-audit.mjs <url> --max-pages=10 --out=<output-dir>/aeo-audit.json

The script crawls (sitemap + robots.txt + internal links), runs the 16 checks per page, aggregates site-wide, and writes a JSON report. It also prints a human-readable summary. Tell the user the foundational score and the failed checks.

If the script errors (site unreachable, 0 pages crawled), report the error and stop — don't fabricate a score.

Step 3: Read the JSON report

Read the aeo-audit.json file. The key fields:

  • scoring.foundationalScore — the deterministic score (0-100). This is final — do not change it.
  • checks — the 16 site-wide checks with pass/fail and details.
  • pagesForReview — up to 5 representative pages (home + richest content pages), each with an aiView object containing title, metaDescription, h1, headings, schemaTypes, jsonLdSummary, textExcerpt, internalLinkCount, author, publishedDate, modifiedDate. Use these for Step 4.
  • prioritizedFixes, worstPages, coverage, heuristicIntelligenceSignals — supporting context. The heuristic signals are a deterministic prior — a sanity check, not the real evaluation.

Read the full file on GitHub · 244 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 Changed cd259b37583f
  2. 20d ago Changed · -1 lines e6c73e5dad8b
  3. 25d ago Changed · +13 lines 204e8f20224a
  4. 1mo ago First seen · 232 lines · 73 tokens per session scan A 9723ca6a0632

Subscribe to this mod's changes

audit-website-aeo is a skill published in the GitHub repository tonydzi/second-brain-starter-kit (12 stars, last pushed yesterday), licensed MIT. It adds 73 tokens to every session and 3,406 once invoked, about $0.0003 per session on Opus 5.5. A static security scan graded it A with 0 findings. It is 95% identical to audit-website-aeo, differing in 16 lines, and is treated as a copy.

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