AEO/GEO by VibeSEO

dev.vibeseo由 vibeseo.dev 发布官方发布者v0.1.0更新于 Nov 2, 2026

Track brand visibility in ChatGPT, Gemini and Google AI answers: competitors, cited sources, checks.

发布方自己的服务:VibeSEO

已验证Streamable HTTP可网页运行数据与分析商业与电商

概览

AI 生成的概览

远程 OAuth 保护的服务器,让助手追踪品牌在 ChatGPT、Gemini、Google AI 等 AI 回答中的曝光、竞品与引用来源。

可以做什么
  • 查看项目状态与配置,了解账号可运行的内容及每日监控状态
  • 列出已追踪的主题、问题和竞品,并可在对话中新增
  • 预估新一轮答案采集的费用、启动采集并跟踪批次直至完成
  • 读取采集到的回答,包括提及的品牌、品牌位次、全文与引用来源
  • 查看按品牌、引擎和主题统计的 7、30 或 90 天曝光度、声量份额与位次
  • 查看被引用页面与来源缺口、回答中的品牌印象,以及 AI 爬虫能否访问你的页面
适用场景
适合需要助手汇报或监控品牌在 AI 回答中的曝光、与竞品对比、找出提及竞品却未提及你的页面,或对已追踪问题重新发起检查的场景。
运行要求
远程 Streamable HTTP 端点,无需本地安装包。需要具备 GEO 权限的 VibeSEO 账号、在网页引导中配置好的项目(品牌、竞品、主题、问题),以及使用 mcp:tools 范围的 OAuth 2.1 PKCE 授权。免费试用预览之外需付费方案。
安装前请注意
答案采集会消耗额度:每个问题在每个引擎上消耗一个额度,且方案需付费(免费试用预览仅限一次采集)。启动检查会在账号上运行计费批次。OAuth 授权绑定你的 VibeSEO 账号,不再使用时应从已连接客户端中撤销。

安装

在 SourceWeft 中

  1. 打开 控制台中的 AEO/GEO by VibeSEO,将其添加到工作区。
  2. 连接 所需的 凭据。它们会被私密存储,绝不会在公开页面上展示。
  3. 为需要使用其工具的对话启用该服务。

Web executable,通过 Streamable HTTP。 远程服务在工作区中配置后即可从网页运行时运行。

交给智能体安装

把这段提示词粘贴到 Claude Code、Codex、Cursor 等智能体,或 SourceWeft 对话中。智能体会读取该服务器的安装指南,先向你展示发布者、端点和登录方式,经你同意后再把它添加到你的客户端。密钥不会写进任何命令。

阅读 https://sourceweft.com/mcp/dev.vibeseo%2Fgeo/install.md,并按其中说明把这个 MCP 服务器接入我的客户端。修改任何配置之前,先告诉我它的发布者、端点和登录方式,等我确认。不要把 API 密钥写进命令或我会提交的文件;问我密钥应从哪里获取。

查看智能体所依据的安装指南

其他 MCP 客户端

把它添加到你客户端的 mcpServers 配置中。 客户端会在首次连接时完成 OAuth 登录。

{
  "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.

来源:README.md,提交 64de390

工具

0
该服务器需要登录,因此 SourceWeft 无法在没有账号的情况下读取其工具,也未收录。已连接账号所能看到的内容可能因账号及其权限而异。

版本历史

1
  1. v0.1.0最新Sep 24, 2026

评分

已满足适用检查项的 85%

该评分衡量此收录条目的完整程度,依据注册中心条目、端点与公开来源计算得出。它不是对服务器本身的评价,也不表示服务器安全或当前可用:可连通性是带日期的检查结果,评分也不包含安装量或用户评价。

  • 近 30 天内可连通必需25 分
  • 已声明认证方式必需10 分
  • 已列出工具15 分

    请让服务器在无凭据时响应 tools/list,或发布可在沙箱中无凭据启动的软件包。

  • 描述必需15 分
  • 图标10 分
  • 文档15 分
  • 许可证10 分

其他 Vibeseo 集成