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

已驗證Streamable HTTP可網頁執行資料與分析商業與電商

概覽

AI 產生的概覽

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。
安裝前請注意
答案收集會消耗額度:每個問題在每個引擎上消耗一個額度,且方案需付費(免費試用預覽僅限一次收集)。啟動檢查會在帳號上執行計費批次。OAuth 授權綁定你的 VibeSEO 帳號,不再使用時應從已連線用戶端撤銷。

安裝

在 SourceWeft 中

  1. 開啟 儀表板中的 AEO/GEO by VibeSEO,將其新增到工作區。
  2. 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。
  3. 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。

檢視代理程式所依據的安裝指南

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:

json
{  "mcpServers": {    "vibeseo-geo": {      "url": "https://geo-mcp.vibeseo.dev/mcp"    }  }}

One-click install:

[Cursor]  [VS Code]  [Claude]  [ChatGPT]

CLI clients (Claude Code, Gemini CLI, Codex CLI) and manual snippets: see Supported clients.

Quick start

  1. 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).
  2. Open the GEO setup page and follow the link for your client.
  3. Authorize with OAuth when your client opens the consent screen.
  4. 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

AreaWhat it covers
🧭 Status & setupWhether a project is configured for GEO, what the account can run, and the state of daily monitoring.
❓ Topics & questionsTopics with their market, tracked questions, and the competitors tracked in answers.
⚡ ChecksEstimate the cost, collect fresh answers from ChatGPT, Gemini, Google AI Mode and Google AI Overviews, and follow the batch until it settles.
💬 AnswersEvery collected answer with the brands it mentions, your brand's position, the full text and the sources it cited.
📈 Visibility analyticsVisibility, share of voice and position per brand, engine and topic over 7, 30 or 90 days, with competitor comparison.
🔗 Sources & gapsThe sites and pages AI answers cite, which brands each page mentions, and the independent pages that name competitors but not you.
🕵️ Brand perceptionHow answers characterise your brand: tone, recurring associations and objections, and the answers behind each.
🤖 Crawler accessWhether OpenAI, Perplexity, Anthropic and Google crawlers can reach and read your pages, with a fix per check.

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:

Free trial previewGEO ProSEO + GEO
Price$0$189/mo$299/mo
Answer collectionOne collection: up to 30 questions, 120 answersDaily, on all four enginesDaily, on all four engines
Reports (visibility, sources, perception, crawler check)7 days✅✅
Credits per month—15,00015,000
Sites1520
Classic SEO tools (VibeSEO MCP)——✅

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:

ServerCovers
VibeSEO (dev.vibeseo/vibeseo)https://mcp.vibeseo.dev/mcpKeywords, domains, backlinks, site audits, Search Console, content workflow — sultanlive/vibeseo-mcp
AEO/GEO by VibeSEO (dev.vibeseo/geo)https://geo-mcp.vibeseo.dev/mcpAI answer engines: tracked questions, answers, visibility, cited sources, perception, monitoring — this repo

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

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

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版本歷史

1
  1. v0.1.0最新Sep 24, 2026

評分

已滿足適用檢查項的 85%

該評分衡量此收錄條目的完整程度,依據註冊中心條目、端點與公開來源計算得出。它不是對伺服器本身的評價,也不表示伺服器安全或目前可用:可連通性是帶日期的檢查結果,評分也不包含安裝量或使用者評價。

  • 近 30 天內可連通必需25 分
  • 已宣告認證方式必需10 分
  • 已列出工具15 分

    請讓伺服器在無憑證時回應 tools/list,或發布可在沙箱中無憑證啟動的軟體包。

  • 描述必需15 分
  • 圖示10 分
  • 文件15 分
  • 授權條款10 分

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