AEO/GEO by VibeSEO
dev.vibeseo由 vibeseo.dev 發布官方發布者v0.1.0更新於 Nov 2, 2026
Track brand visibility in ChatGPT, Gemini and Google AI answers: competitors, cited sources, checks.
發布方自己的服務:VibeSEO
概覽
遠端 OAuth 保護的伺服器,讓助理追蹤品牌在 ChatGPT、Gemini、Google AI 等 AI 回答中的曝光、競品與引用來源。
- 可以做什麼
- 查看專案狀態與設定,了解帳號可執行的內容及每日監控狀態
- 列出已追蹤的主題、問題與競品,並可在對話中新增
- 預估新一輪答案收集的費用、啟動收集並追蹤批次直到完成
- 讀取收集到的回答,包括提及的品牌、品牌排名、全文與引用來源
- 查看依品牌、引擎與主題統計的 7、30 或 90 天曝光度、聲量佔比與排名
- 查看被引用頁面與來源缺口、回答中的品牌印象,以及 AI 爬蟲能否存取你的頁面
- 適用情境
- 適合需要助理彙報或監控品牌在 AI 回答中的曝光、與競品比較、找出提及競品卻未提及你的頁面,或對已追蹤問題重新發起檢查的情境。
- 執行需求
- 遠端 Streamable HTTP 端點,無需本機安裝套件。需要具備 GEO 權限的 VibeSEO 帳號、在網頁引導中設定好的專案(品牌、競品、主題、問題),以及使用 mcp:tools 範圍的 OAuth 2.1 PKCE 授權。免費試用預覽之外需付費方案。
安裝
在 SourceWeft 中
- 開啟 儀表板中的 AEO/GEO by VibeSEO,將其新增到工作區。
- 連接 所需的 憑證。它們會被私密儲存,絕不會在公開頁面上展示。
- 為需要使用其工具的對話啟用該服務。
Web executable,透過 Streamable HTTP。 遠端服務在工作區中設定後即可從網頁執行環境執行。
交給代理程式安裝
把這段提示詞貼上到 Claude Code、Codex、Cursor 等代理程式,或 SourceWeft 對話中。代理程式會讀取該伺服器的安裝指南,先向你展示發布者、端點和登入方式,經你同意後再把它新增到你的客戶端。金鑰不會寫進任何命令。
閱讀 https://sourceweft.com/mcp/dev.vibeseo%2Fgeo/install.md,並按其中說明把這個 MCP 伺服器接入我的客戶端。修改任何設定之前,先告訴我它的發布者、端點和登入方式,等我確認。不要把 API 金鑰寫進命令或我會提交的檔案;問我金鑰應從哪裡取得。其他 MCP 客戶端
把它新增到你客戶端的 mcpServers 設定中。 客戶端會在首次連接時完成 OAuth 登入。
{
"mcpServers": {
"aeo-geo-by-vibeseo": {
"type": "http",
"url": "https://geo-mcp.vibeseo.dev/mcp"
}
}
}README
AEO/GEO by VibeSEO — MCP server
Model Context Protocol server for AI search visibility: see how ChatGPT, Gemini, Google AI Mode and Google AI Overviews answer your questions, and whether they mention your brand.
Connect Claude, ChatGPT, Cursor, VS Code, or a CLI client to the VibeSEO GEO server. Then ask which brands AI answers name for the questions you track, how you compare with competitors, which pages those answers cite, and run fresh checks when you need them.
- Server URL:
https://geo-mcp.vibeseo.dev/mcp - Transport: Streamable HTTP
- Auth: OAuth 2.1 with PKCE, scope
mcp:tools - Landing & setup: vibeseo.dev/geo-mcp
- Registry name:
dev.vibeseo/geo
Install
The GEO server is a remote, OAuth-secured server. Add this to your client's MCP config:
One-click install:
[Cursor] [VS Code] [Claude] [ChatGPT]
CLI clients (Claude Code, Gemini CLI, Codex CLI) and manual snippets: see Supported clients.
Quick start
- Create a VibeSEO account at vibeseo.dev and set up GEO for a project in the web onboarding (brand, competitors, topics and the first questions).
- Open the GEO setup page and follow the link for your client.
- Authorize with OAuth when your client opens the consent screen.
- Ask your assistant about your brand in AI answers, in natural language.
A project is configured once in the web app. If it is not set up yet, the server says so and returns the setup link instead of guessing. After that, everything — including new topics and questions — works from chat.
What you can do from chat
The live tool set evolves. For the exact, up-to-date list, run tools/list against https://geo-mcp.vibeseo.dev/mcp.
How checks work
- Status first. The assistant reads the project status before anything else.
- Estimate, then start. A check is previewed for cost and eligibility before it runs. Each question on each engine costs one credit.
- Answers arrive in minutes. Collection is asynchronous: a check returns a batch id, and answers usually arrive within one to ten minutes. The assistant polls the batch until no run is pending.
- Read, compare, act. Answers, the overview, competitor comparison, cited sources and gaps come from the same data the VibeSEO app shows.
Plans & access
The tools collect answers from AI engines on your behalf, so they need a VibeSEO account with GEO access:
One credit is one question, on one AI engine, for one day — for example, 25 questions × 4 engines × 30 days = 3,000 credits. Current plans: vibeseo.dev/pricing. If a request needs something your plan does not include, the tool result explains what is missing and links to the pricing page.
Supported clients
- Claude (web & desktop) — Connectors page or
claude_desktop_config.json - ChatGPT — custom MCP connector with OAuth
- Cursor — one-click install via deeplink, or
~/.cursor/mcp.json - VS Code — one-click install via deeplink, or
.vscode/mcp.json - Claude Code (CLI) —
claude mcp add --transport http vibeseo-geo https://geo-mcp.vibeseo.dev/mcp - Gemini CLI — extension:
gemini extensions install https://github.com/sultanlive/vibeseo-geo-mcp, or server only:gemini mcp add --transport http vibeseo-geo https://geo-mcp.vibeseo.dev/mcp - Codex CLI —
codex mcp add vibeseo-geo --url https://geo-mcp.vibeseo.dev/mcp - Generic HTTP MCP client — point at the URL, let it complete OAuth discovery
Full per-client install instructions: docs/setup.md.
Example prompts
Visibility check
"How visible is my brand in ChatGPT answers this month, and where did we lose ground?"
→ The assistant reads the 30-day overview and the competitor deltas: mention rate, average position, and the topics that carry the change.
Source gaps
"Which pages do AI answers cite for my topic that mention competitors but not us?"
→ The assistant lists the cited pages with the brands each one mentions and how many answers cite it.
Fresh answers
"Re-check my five comparison questions on ChatGPT and Gemini and tell me when the answers are in."
→ The assistant previews the cost, starts the batch, follows it until it settles, and summarises which answers mention you.
Relationship to the VibeSEO MCP server
VibeSEO runs two MCP servers on the same account and the same OAuth sign-in:
Connect one or both. The GEO server keeps a focused catalogue so an assistant that only needs AI-search tracking is not handed SEO tools.
Authorization
Auth is OAuth 2.1 with PKCE. Your assistant gets a token scoped to mcp:tools, tied to your VibeSEO account. Authorized clients are listed under "Connected clients" on the GEO setup page, and disconnecting a client revokes its access immediately.
OAuth flow details: docs/oauth.md.
Project links
- Product: vibeseo.dev
- GEO MCP page: vibeseo.dev/geo-mcp
- MCP server:
https://geo-mcp.vibeseo.dev/mcp - OAuth issuer:
https://api.vibeseo.dev - Issues: github.com/sultanlive/vibeseo-geo-mcp/issues
License
MIT — see LICENSE.
Built by @sultanlive. VibeSEO is a hosted platform; this repo is documentation for its public GEO MCP server. Server source is not open.
來源:README.md,提交 64de390
工具
0版本歷史
1- v0.1.0最新Sep 24, 2026
評分
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