AIEO & GEO Visibility Diagnosis Agent Skill

Performs comprehensive Generative Engine Optimization (GEO) and AI visibility audits across major AI search platforms with automated…

Context cost
17.8k tokensestimated from the bundle, loaded when it triggers
Bundle
8 files · 121.9 kB3 scripts among them — read before you run
Licence
MITthe author’s own terms
Last change
—v3.1
Servers it uses
Noneruns standalone

What it does

为品牌、企业或品类进行 GEO/AEO/AIEO 诊断和 AI 搜索可见性实测,输出对标 Profound、Peec AI、Scrunch、Otterly、AthenaHQ 水准的图文并茂 HTML 诊断报告(诊断快照、竞品可见度、逐题矩阵、事实准确度、来源格局、官网就绪度、90 天路线图、合作方案),以及证据包和问题库初稿。使用 bb-browser 采集真实回答,指标参考 Profound 公开口径。凡是 GEO/AEO/AIEO 诊断、AI 可见性分析、品牌在豆包/DeepSeek/ChatGPT 等 AI 回答中的表现、竞品答案份额、给潜在客户做 AI 搜索免费诊断或售前报告,都应使用此 skill。

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.

marketingtesting
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.md21.6 kB · preview
--- name: moments-aieo-diagnosis allowed-tools: Read, Write, Bash, Grep, Glob, WebFetch, WebSearch metadata: version: "3.1" ---
9# AIEO 诊断:bb-browser → 图文诊断报告
10
11诊断 → 定位 → 内容 → 监控。交付可阅读的结论、可复核的指标和可沿用的问题库。
12
13这份报告通常是客户接触我们 GEO 服务的第一站:它既要经得起客户技术负责人逐条核对,也要让老板看完愿意继续合作。两者不冲突——**说服力来自客户能亲眼看到的证据**(AI 原话、截图、逐题矩阵、与官网的逐项对照),而不是夸大的分数。
14
15## 交付约定
16
17沿用客户已有诊断目录;没有约定则使用项目内 01_diagnosis/(本套 skill 的定位、监控阶段从这里读取问题库)。不要写入固定用户的绝对路径。
18
19| 交付物 | 文件名 | 用途 |
20|---|---|---|
21| **最终诊断报告** | {品牌名}_AIEO诊断报告_{YYYY-MM-DD}.html | 主交付物(客户版):只有正文,不含附录;关键截图内嵌 |
22| 含证据附录版 | {品牌名}_AIEO诊断报告_{YYYY-MM-DD}_含证据附录.html | 同一报告加上背景、官网审计范围、方法与限制、指标口径和全部回答,放进证据压缩包供复核 |
23| 证据压缩包 | {品牌名}_AIEO诊断_完整证据_{YYYY-MM-DD}.zip | 含证据附录版 HTML、原始快照、全部截图、记录和技术构建文件,随客户版一起发给客户 |
24| 问题库初稿 | {品牌名}_问题库_{YYYY-MM-DD}.md | 保持定位、内容、监控阶段的输入兼容 |
25| 报告数据 | {品牌名}_AIEO诊断报告_{YYYY-MM-DD}.json | 题库、样本、人工标注和正文;可重新生成 HTML |
26| 指标结果 | {品牌名}_AIEO诊断报告_{YYYY-MM-DD}.metrics.json | 构建脚本计算的分子、分母和平台切片 |
27| 原始证据 | evidence/{批次}/{平台}_{问题ID}/ | 原始回答、快照、截图和来源面板,失败同样留档 |
This is a preview of SKILL.md. Download or install the skill to get the whole thing.
In the file
SKILL.md659 words
Files8
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.

≈110
always loaded
The name and description, so the model knows the skill exists and when to reach for it.
17,715
on trigger
The instruction body and 7 supporting files, read only when the skill fires.
8.9%
of a 200k window
Ten skills this size would take about 89% of the window before you open a file.
050k100k150k200k context window

17.8k 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.

It does ask the agent to write files and to fetch pages, using the file and network access your client already has.

What it asks for
Writes filesyes
Network accessyes

Read from the allowed-tools line of this skill’s own SKILL.md. It also asks for Bash, which could do either, so what is not named there is not ruled out. 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

8 files, 121.9 kB on disk. Mostly text — the instructions the model reads — with 3 scripts in it that your client would run only if the instructions tell it to.

  • SKILL.md21.6 kB
  • CHECKLIST.md3.4 kB
  • assets/report.html17.6 kB
  • references/example-report.json17.2 kB
  • references/profound-metrics.md11.5 kB
  • scripts/package_evidence.py3.7 kB
  • scripts/render_report.py38.5 kB
  • scripts/visuals.py8.4 kB
What is not in it

A skill installs nothing and depends on nothing: it is a folder your client reads. This one carries 3 scripts beside the text, so the bundle is 8 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.

# AIEO & GEO Visibility Diagnosis · 17.8k tokens when loaded · macOS, Linux mkdir -p .claude/skills && t=$(mktemp -d) && curl -fsSL -o "$t/bundle.tar.gz" https://mcprush.com/api/skills/aieo-geo-visibility-diagnosis/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/aieo-geo-visibility-diagnosis" ] && { [ ! -e .claude/skills/aieo-geo-visibility-diagnosis ] || { mv .claude/skills/aieo-geo-visibility-diagnosis "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/aieo-geo-visibility-diagnosis" .claude/skills/ && echo "Installed .claude/skills/aieo-geo-visibility-diagnosis"
On Windows, or any OS with Node 20+
npx mcprush@latest skill add kenerlee/aieo-geo-visibility-diagnosis

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/aieo-geo-visibility-diagnosis/ 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/aieo-geo-visibility-diagnosis/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/aieo-geo-visibility-diagnosis" ] && { [ ! -e ~/.claude/skills/aieo-geo-visibility-diagnosis ] || { mv ~/.claude/skills/aieo-geo-visibility-diagnosis "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/aieo-geo-visibility-diagnosis" ~/.claude/skills/ && echo "Installed ~/.claude/skills/aieo-geo-visibility-diagnosis" (macOS, Linux) — or add --global to the npx line. The curl line replaces .claude/skills/aieo-geo-visibility-diagnosis/ 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. It appears as moments-aieo-diagnosis in Gemini CLI, Codex, Copilot and Grok (its own name); Claude Code lists it by the folder name, aieo-geo-visibility-diagnosis.

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
Version3.1
Publishedno release date on file
PriceFree
Referencekenerlee/aieo-geo-visibility-diagnosis

Versions

v3.1 is what is on the shelf; no release here carries a date. Instructions change more often than APIs do — a skill can be rewritten entirely without anything it depends on moving.

v3.1
  • No earlier releases have been published to the marketplace.
Pinning

The install command always fetches the release that is current the day you run it — v3.1 today — and cannot ask for an earlier one. The copy on your disk does not change until you run it again.

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