SEO & AEO Audit Agent Skill

Audits website SEO, AEO, and GEO quality across four comprehensive layers backed by official documentation and peer-reviewed research.

Context cost
14.8k tokensestimated from the bundle, loaded when it triggers
Bundle
12 files · 210.2 kB11 scripts among them — read before you run
Licence
MITthe author’s own terms
Last change
—no release on file
Servers it uses
Noneruns standalone

What it does

檢核網站的 SEO/AEO 品質並提出修法。四層檢核——技術基礎、內容結構、AI 引擎可見度、YMYL/E-E-A-T。當使用者要求檢查網站 SEO、發佈前檢核、找出空標題或缺 meta、想被 AI 引擎引用、或問「這頁的 SEO 有沒有問題」時使用。也用於寫作階段套用 GEO 戰術。

What this skill changes about the agent has not been set out here as a list. Its SKILL.md, shown below, says it in the author’s own words.

documentationmarketingresearchseo
Filed under

Sales & CRM

The skill itself

A skill is instructions the model reads, so you can see what you are getting: below is the start of its SKILL.md. The front matter loads with every session, the body loads when the skill triggers, and the whole file comes with the install.

SKILL.md59.4 kB · preview
--- name: seo-aeo-audit ---
6# SEO / AEO 檢核
7
8> **規則帶出處是這個 skill 的核心紀律。** 市面上的 SEO skill 大量流傳無來源的百分比宣稱
9> (實測:某 repo 的 GEO 章節整串改善率追不到任何原始研究)。
10> 本 skill 的每條規則要嘛來自 Google 官方文件,要嘛來自同行評審論文,要嘛標「從業共識,證據弱」。
11> **不確定的規則寧可標弱,不要加數字。**
12
13## 四層架構
14
15| 層 | 內容 | 判定方式 |
16|---|---|---|
17| L1 技術基礎 | title/description/canonical/OG/lang/sitemap/robots | 腳本全自動 |
18| L2 內容結構 | **正文可見量**、heading 階層、空標題、假標題、圖片 alt、內部連結、JSON-LD | 腳本全自動 |
19| L3 AI 可見度 | **站層級**:標準檔+爬蟲分流(SITE-*,自動)/**頁層級**:GEO 引用訊號(L3-*,自動)、段落自足性與 Q&A 結構(人工) | 半自動 |
20| L4 YMYL/E-E-A-T | 作者資訊、專業佐證、共識一致性、AI 內容加值 | 人工判讀 |
21
22> ✅ **L1/L2 那批欄位在 AI 搜尋管線裡有實測支持(2026-08-17 新增)。**
23> [arXiv 2602.12187](https://arxiv.org/abs/2602.12187)(SAGEO Arena)把
24> **title/meta description/H1–H6/schema-JSON-LD** 當成分開索引的欄位
This is a preview of SKILL.md. Download or install the skill to get the whole thing.
In the file
SKILL.md3,343 words
Files12
LicenceMIT
Why you can read it

Nothing in a skill executes. The client loads the text and the model follows it, so a skill can be audited the way a runbook is — by reading it.

What it costs in context

Skills are not billed by the call. They are paid for in context: every token the instructions occupy is a token your code, your diff and your conversation cannot use. Here is what this one takes and when it takes it.

≈50
always loaded
The name and description, so the model knows the skill exists and when to reach for it.
14,800
on trigger
The instruction body and 11 supporting files, read only when the skill fires.
7.4%
of a 200k window
Ten skills this size would take about 74% of the window before you open a file.
050k100k150k200k context window

14.8k tokens, estimated from the bundle at four bytes to the token, held for the rest of the session once it triggers. Heavy. Teams tend to install this one per project rather than globally, and load it only when the job comes up.

Servers bill, skills cost

A server charges by the month. A skill charges once per session, in context, and then keeps charging it for as long as the session lives.

Before and after

The same question, put to the same model twice: once as it comes, and once with these instructions loaded.

No worked example has been published for this skill yet.

The procedure it runs

The procedure has not been set out here step by step. It is in the body of its SKILL.md: the start of it is shown above, and the whole file comes with the install.

Prose, not code

These steps are written for a model to follow, not executed by a runtime. It can still be told to skip one, and it will say so when it does.

Servers it uses

None. This skill calls no MCP servers at all.

Everything it needs is in the instructions, so it works in a project with nothing connected — the model reads the file and changes how it works with what it can already reach.

Its SKILL.md does not declare which tools it asks the agent for, so what it touches is whatever the instructions themselves ask for — read them before you install it.

What it asks for
Writes filesnot declared
Network accessnot declared

This SKILL.md carries no allowed-tools line, so neither is declared. A skill grants no permissions of its own — it can only ask for tools your client already has.

What it will not do

Every skill is narrow, and the useful ones say where they stop. These are the jobs this one is the wrong tool for.

What this skill is not for has not been published here. Nothing is implied by that: it is a section the author has not filled in.

What is in the bundle

12 files, 210.2 kB on disk. Mostly text — the instructions the model reads — with 11 scripts in it that your client would run only if the instructions tell it to.

  • SKILL.md59.4 kB
  • scripts/agent-check.mjs13.5 kB
  • scripts/psi-check.mjs5.7 kB
  • scripts/seo-check.mjs73.0 kB
  • test/agent-check-rules.test.mjs3.5 kB
  • test/bilingual-concat.test.mjs4.7 kB
  • test/dead-link.test.mjs5.0 kB
  • test/geo-quote-detection.test.mjs7.5 kB
  • test/i18n-dict.test.mjs7.0 kB
  • test/lang-content-mismatch.test.mjs11.2 kB
  • test/noindex-downgrade.test.mjs9.5 kB
  • test/rule-index.test.mjs10.2 kB
What is not in it

A skill installs nothing and depends on nothing: it is a folder your client reads. This one carries 11 scripts beside the text, so the bundle is 12 files you can review in full before installing. The MIT licence covers the templates and examples as well as the instructions.

Install

Installing copies the bundle into your project. Nothing runs at install time — the files sit on disk until the model reads them.

# SEO & AEO Audit · 14.8k tokens when loaded · macOS, Linux mkdir -p .claude/skills && t=$(mktemp -d) && curl -fsSL -o "$t/bundle.tar.gz" https://mcprush.com/api/skills/seo-aeo-audit/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/seo-aeo-audit" ] && { [ ! -e .claude/skills/seo-aeo-audit ] || { mv .claude/skills/seo-aeo-audit "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/seo-aeo-audit" .claude/skills/ && echo "Installed .claude/skills/seo-aeo-audit"
On Windows, or any OS with Node 20+
npx mcprush@latest skill add matt-ye/seo-aeo-audit

Windows PowerShell says 'running scripts is disabled on this system'? Run Set-ExecutionPolicy -Scope CurrentUser RemoteSigned once, or type npx.cmd instead of npx (codex.cmd, gemini.cmd, grok.cmd likewise). PowerShell 7 needs neither. Writes to .claude/skills/seo-aeo-audit/ in the current project. For every project instead, run mkdir -p ~/.claude/skills && t=$(mktemp -d) && curl -fsSL -o "$t/bundle.tar.gz" https://mcprush.com/api/skills/seo-aeo-audit/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/seo-aeo-audit" ] && { [ ! -e ~/.claude/skills/seo-aeo-audit ] || { mv ~/.claude/skills/seo-aeo-audit "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/seo-aeo-audit" ~/.claude/skills/ && echo "Installed ~/.claude/skills/seo-aeo-audit" (macOS, Linux) — or add --global to the npx line. The curl line replaces .claude/skills/seo-aeo-audit/ only after the download succeeds, so files left there by another skill of the same name, or by an older release, do not mix in. A copy already there is moved aside, not deleted, and the line prints where.

Which clients pick it up on their own

A skill is a folder of text. Most of these read a skills folder and pick it up without being told; the rest take the same folder another way — an upload in the app, a parameter on an API call — and then choose it by its description just the same.

Claude Code.claude/skills/
Claude DesktopCustomize › Skills
ChatGPTSkills › Create › Upload
Cursor.cursor/skills/
VS Code.github/skills/
Codex CLI.agents/skills/
Gemini CLI.gemini/skills/
Grok Build.grok/skills/
Microsoft CopilotSkills › Upload a skill
PerplexityComputer › Skills › Upload a skill
DeepSeek Harness.dsh/skills/
Zed.agents/skills/
Devin Desktop.devin/skills/
Windsurf (legacy).windsurf/skills/
OpenAI Agents SDKInstructions or sandbox Skills
HTTP / APIa request parameter
This release
Versionnot versioned
Publishedno release date on file
PriceFree
Referencematt-ye/seo-aeo-audit

Versions

Its author publishes no version number, so there is nothing here to pin to: what you install is the folder as it stands today. Instructions change more often than APIs do — a skill can be rewritten entirely without anything it depends on moving.

Pinning

Nothing to pin to: this skill carries no version number of its own. What you install is what the folder holds on the day you install it.

Reviews

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Anybody with an account, one review each. It carries the version that was current when you wrote it, and the publisher may reply once.

Who wrote it

MY
matt-ye

Publishes on mcprush.

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