EdGEO
概览
作者提供的说明(英文原文)
Local MCP for evidence-based SEO, GEO, Google AI Search, and Search Console.
PopNx MCP 的三大支柱
这三项永远不会合并成一个分数:意见、测量和人气是不同的东西。
- 用户评价i暂无评价评价功能将在后续阶段与账户功能一起开放
- 我们的基础检查i1 项中通过 1 项依据公开信息检查;尚未扫描代码
- 使用情况i起步阶段↓ 597/周 · ★ –
它能帮你做什么
我们还没有为它写通俗的介绍。下面是我们从注册中心读取到的事实。
- 连接方式: 在你的电脑上运行
- 传输方式: stdio
- 分类: 营销与社交媒体
- 你需要填写:GEMINI_API_KEY
安装
选择你使用的 AI 应用,然后复制设置。
安装之前
- 基础检查:1 项中通过 1 项
- 在你的电脑上运行,拥有你的用户账户的权限(文件、网络、应用)。
- 需要你自己填写:
GEMINI_API_KEY
标为机密的值是你账户的钥匙。千万不要分享给别人,也不要粘贴到聊天里。
你需要
- npm已安装 Node.js(用于 npx 命令)
你用的是哪个应用?
在上方选择你的应用。我们会记住它,下次按钮会显示“安装到 …”。
打开 Claude Desktop → Settings → Developer → Edit Config,把下面的内容粘贴到 claude_desktop_config.json
{
"mcpServers": {
"edgeo": {
"command": "npx",
"args": [
"-y",
"edgeo-mcp"
],
"env": {
"GEMINI_API_KEY": "your-value"
}
}
}
}在终端中运行这条命令
claude mcp add edgeo --env GEMINI_API_KEY=your-value -- npx -y edgeo-mcp运行前请先填写空着的值。
或者自己复制设置
粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"edgeo": {
"command": "npx",
"args": [
"-y",
"edgeo-mcp"
],
"env": {
"GEMINI_API_KEY": "your-value"
}
}
}
}浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。
或者自己复制设置
粘贴到项目中的 .vscode/mcp.json
{
"servers": {
"edgeo": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"edgeo-mcp"
],
"env": {
"GEMINI_API_KEY": "your-value"
}
}
}
}浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。
这个服务器在你的电脑上运行,而 ChatGPT 只能连接互联网上的服务器。请选择其他应用。
你的选择通过 Cookie 保存在这台设备上,无需账户。
需要你填写的值
- Optional Google Gemini API key. Used only when the user explicitly consents to sending a prompt to Gemini.
这些设置是根据作者在注册中心的条目生成的。如果 README 的写法不同,请以 README 为准。
它能做什么
它在你的电脑上运行;安装后,工具列表会显示在你的 AI 应用中。
基础检查i
我们检查的是任何人都能看到的信息;我们没有阅读代码。不适用的检查项不计入总数。 · 检查于 2026年11月8日
- ✓ 通过
作者与仓库一致
注册名称已通过 GitHub 账户 edgarcia-id 验证,该账户拥有此仓库
- … 尚未检查
仍在维护
我们还没有从 GitHub 读取这个仓库
- … 尚未检查
有许可证
我们还没有从 GitHub 读取这个仓库
- – 不适用
端点有响应
它在你的电脑上运行,没有互联网端点
- – 不适用
使用 OAuth 登录
在你的电脑上运行,改用本地设置
- … 尚未检查
工具描述中没有隐藏指令
它在你的电脑上运行;我们只能读取互联网端点的工具列表
与“营销与社交媒体”中的其他服务器比较i
- 星标数多于此分类中其他 3593 个服务器的 0%
- 发布到注册中心的时间比此分类中其他 3593 个服务器的 80% 更新
- 基础检查结果等于或优于此分类中其他 3593 个服务器的 100%
与注册中心里这个分类中所有活跃的服务器比较。只有当发布者拥有该仓库时,星标数才计入。
常见问题
EdGEO 安全吗?
它在 1 项适用的基础检查中通过了 1 项。我们没有阅读代码。在添加密钥或令牌之前,请先看看这个服务器要求哪些权限,并使用只具备所需权限的密钥。
它需要哪些密钥或代码?
你需要填写:GEMINI_API_KEY
它在我的电脑上运行还是在云端?
它在你的电脑上运行。你的 AI 应用会在需要时启动它,数据不会经过作者的服务器(除非它自己调用在线服务)。
它还在维护吗?
GitHub 仓库最后更新于–,最新版本(0.1.4)于8天前进入注册中心。
哪些应用可以使用它?
支持 MCP 的应用,例如 Claude Desktop、Claude Code、Cursor 和 VS Code。你的电脑上还需要有 Node.js。
有什么可以替代它?
同一分类中有:MCP YouTube Transcript, Google Analytics MCP, BibiGPT YouTube Video Summarizer
替代选择
同一分类中其他作者的服务器,按星标数排序。
如何看卡片:↓ 每周下载量i★ GitHub 星标i三大支柱:评价 · 检查 · 使用情况i更新 = 最新版本发布到注册中心的时间i
Google Analytics MCP
GA4 MCP server for AI agents: schema discovery, server-side aggregation, analysis-ready defaults.
BibiGPT YouTube Video Summarizer
AI video summarizer: summarize and transcribe YouTube, Bilibili, TikTok and podcast videos.
作者的 README
打开 README
按原文从作者的仓库复制。PopNx MCP 没有审查或背书其内容。HTML、图片和脚本已被移除。链接会离开本站。
EdGEO
A free, local-first MCP toolkit for evidence-based SEO, GEO, and Google AI Search audits.
EdGEO gives compatible AI agents tools to inspect public website pages, crawl a bounded part of a site, analyze AI answers, and read a user's own Google Search Console data. It is a standalone open-source project. No EdGEO account, hosted EdGEO service, telemetry, or subscription is required.
An API answer is not the same as what a person sees in ChatGPT, Gemini, Google AI Overviews, or another consumer product. EdGEO reports the source and conditions for each observation and does not promise rankings.
What EdGEO can do
- Audit a page: inspect HTTP status and redirects, title and description, canonical and robots directives, headings, language, viewport, links, image alt text, Open Graph/Twitter metadata, hreflang, and parseable JSON-LD.
- Crawl a bounded site sample: make up to 50 same-host URL fetch attempts, starting from the requested URL and same-host sitemap URLs. EdGEO preserves trailing slashes when requesting URLs, follows
robots.txtand crawl delay, separates non-HTML resources, and deduplicates pages that resolve to the same final URL. Remaining queued URLs are not a sitewide coverage estimate. - Collect an AI answer: query an Ollama server on loopback or query the Gemini API after explicit consent. Returned observations include provider, model, prompt type, locale, timestamp, and limitations.
- Analyze and compare AI answers: analyze supplied or collected answers for literal brand mentions and domain citations. Compare answers only when prompt and recorded conditions match.
- Connect to Google Search Console: authorize the user's account with a read-only OAuth scope, list available properties, and query selected dates, dimensions, and search types.
- Import exported data: parse Search Console CSV/TSV locally, including common English and Indonesian headers, or summarize structured rows.
Install in an AI agent
Install the local MCP server in selected clients with:
npx --yes --prefer-online edgeo-mcp@latest install --agent claude,codex,cursor,gemini
For a native Gemini CLI extension installation, use:
gemini extensions install https://github.com/edgarcia-id/edgeo
The extension registers the MCP prompt as /edgeo. Its optional Gemini API key setting is only needed for EdGEO's Gemini provider; the key is kept in Gemini CLI's sensitive extension settings.
For the Claude Code marketplace plugin, add the EdGEO marketplace and install its plugin:
claude plugin marketplace add edgarcia-id/edgeo
claude plugin install edgeo@edgeo-marketplace
The plugin provides MCP tools and the namespaced /edgeo:edgeo command. The standalone installer below also installs an unqualified /edgeo skill.
The installer merges user-level settings, backs up JSON config files before editing them, and preserves unrelated server entries. It upgrades earlier EdGEO-generated Cursor and Gemini MCP entries in place. Claude Code and Codex use their native CLI commands; Claude Code and Codex also receive an EdGEO skill. Restart or reload the selected clients after installation.
Automatic updates
The installer configures the MCP server to run npx --yes --prefer-online edgeo-mcp@latest serve. Each time an agent starts the server, npm checks for the latest published EdGEO version and downloads it when needed. A server already running keeps its current code until the agent reloads or restarts it. The update check sends the package name and version request to npm; it does not send the audited website, prompts, API keys, or local results.
Claude Code installs the /edgeo:edgeo plugin from a third-party marketplace, whose automatic updates are off by default. To receive plugin and prompt updates automatically, open /plugin, select Marketplaces → edgeo-marketplace, and enable Auto-update. Claude Code checks marketplace updates at startup and notifies you when a plugin changes; run /reload-plugins or start a new session to load it. A session already using EdGEO keeps the version it loaded.
Tagged GitHub releases publish the matching package version to npm and update EdGEO's Official MCP Registry listing through GitHub Actions. Before the first automated publish, configure edgeo-mcp on npm with a trusted publisher for GitHub Actions, repository edgarcia-id/edgeo, workflow release.yml, and permission to publish. See npm's trusted publishing setup. Keep the tag in the form v .
npx --yes --prefer-online edgeo-mcp@latest doctor
npx --yes --prefer-online edgeo-mcp@latest uninstall --agent claude,codex,cursor,gemini
The MCP server registers a prompt named edgeo. Hosts that expose MCP prompts as slash commands may show /edgeo; other hosts use their skill picker, prompt UI, or normal tool invocation. MCP does not define one slash-command syntax for every agent.
For direct/manual setup and supported host behavior, read Install and distribute EdGEO and agent install notes.
Search Console setup
Google Search Console API usage is free of charge and subject to Google's quotas. Each user connects their own Google account; EdGEO requests only the Search Console read-only scope. To connect, create a Google OAuth client of type Desktop app, enable the Search Console API in that Google Cloud project, and run:
npx --yes --prefer-online edgeo-mcp@latest search-console connect --client-id YOUR_DESKTOP_OAUTH_CLIENT_ID
The browser opens Google's consent screen and returns to a loopback callback on the same computer. The refresh token is stored in the user's local EdGEO data directory; set EDGEO_DATA_DIR to choose another directory. edgeo-mcp search-console status checks local setup and edgeo-mcp search-console disconnect revokes the saved grant and removes it.
See Google Search Console connection details for OAuth setup and data handling.
Portable Agent Skills
EdGEO includes three optional, portable Agent Skills for focused workflows: technical SEO audits, AI visibility research, and Search Console analysis. They follow the open SKILL.md folder format and use EdGEO's MCP tools; install the EdGEO MCP server separately in the agent first. See Agent Skills for their scope and installation notes. The skills are available in the source repository and npm package; each can also be submitted as its own free MCP Rush listing.
Model connections
- Ollama: local API requests go to
127.0.0.1:11434; no model API bill is added by EdGEO. Local hardware is required. A cloud-backed Ollama model may still transmit prompts externally. - Gemini API: configure
GEMINI_API_KEYin the MCP process environment. The tool requiresconsentToExternalRequest: truebefore sending a prompt. Some model tiers have free quotas; rates, availability, and data terms vary. Do not send confidential data unless the provider's terms and settings are acceptable.
Neither connector automatically performs consumer-app testing or web search. Returned answers have no assumed citations. See model connection details.
Requirements and local development
- Node.js 20.18.1 or later
- An agent that supports local stdio MCP for agent use
npm ci
npm test npm run typecheck npm start
npm start runs the local stdio MCP server. The server writes diagnostic messages to stderr and reserves stdout for MCP messages. npm test builds the TypeScript and exercises CSV parsing, visibility analysis, API request shaping, OAuth token refresh, installer config merging, SSRF rejection, and MCP initialization/tool discovery.
Method limits
- Page audits inspect server-returned HTML and headers. They do not render JavaScript, measure Core Web Vitals, verify indexing, or observe search rankings.
- Crawling is bounded to the exact hostname, obeys applicable
robots.txtrules, and stops when robots.txt cannot be read. - Search Console only reports fields and appearance labels returned by Google. EdGEO does not infer AI Overviews, AI Mode, or SGE from ordinary web search rows.
- Brand matching is literal and may need human entity review. A mention is not a positive description or recommendation; a citation does not prove support for a nearby claim.
- Comparisons are descriptive, not causal. Differences may reflect sampling, model updates, retrieval, account state, or unrecorded conditions.
- Search Console exports and API responses can omit anonymized queries or be truncated. A click, citation, or impression is not revenue or proof of a GEO effect.
Privacy and security
Page and crawl requests go directly to the public site selected by the user. EdGEO blocks local/private IP targets and pins validated DNS addresses. Supplied data and API results are processed locally and returned to the connected agent; the agent host may keep conversation or tool data under its own policies. Gemini prompts leave the computer only after an explicit tool consent flag. See privacy and data handling and security policy.
License
Apache-2.0. Commercial use and redistribution are permitted subject to the license and included attribution notices. See LICENSE and NOTICE.
Project status
EdGEO is distributed on npm and listed in the Official MCP Registry. Release history: 0.1.4 adds an optional Search Console property filter; 0.1.3 added automatic update checks and expanded the default crawl limit; 0.1.2 refined crawl URL handling, redirects, sitemap observations, and heading cues. Version 0.1.1 added native Gemini CLI extension support; the Gemini gallery discovers qualifying tagged repositories through its daily crawler.