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
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
在 SourceWeft 中
- 打开 控制台中的 AEO/GEO by VibeSEO,将其添加到工作区。
- 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。
- 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。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:
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.
来源:README.md,提交 64de390
工具
0版本历史
1- v0.1.0最新Sep 24, 2026
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