Context7
Up-to-date docs for AI agents
作者提供的说明(英文原文)
AI visibility MCP server: how 7 AI engines cite your brand daily, with Google Search Console.
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。
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。
选择你使用的 AI 应用,然后复制设置。
CITUNA_API_KEY, CITUNA_API_URL, Authorization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
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 …”。
这个地址需要在请求的 header 中放入密钥,而添加连接器的菜单无法设置。请改用 Claude Code、Cursor 或 VS Code。
打开 Claude Desktop → Settings → Developer → Edit Config,把下面的内容粘贴到 claude_desktop_config.json
{
"mcpServers": {
"cituna": {
"command": "npx",
"args": [
"-y",
"cituna-mcp"
],
"env": {
"CITUNA_API_KEY": "your-value",
"CITUNA_API_URL": "your-value"
}
}
}
}在终端中运行这条命令
claude mcp add --transport http cituna https://mcp.cituna.com/mcp --header 'Authorization: Bearer {apiKey}'claude mcp add cituna --env CITUNA_API_KEY=your-value --env CITUNA_API_URL=your-value -- npx -y cituna-mcp运行前请先填写空着的值。
粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"cituna": {
"url": "https://mcp.cituna.com/mcp",
"headers": {
"Authorization": "Bearer {apiKey}"
}
}
}
}粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"cituna": {
"command": "npx",
"args": [
"-y",
"cituna-mcp"
],
"env": {
"CITUNA_API_KEY": "your-value",
"CITUNA_API_URL": "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。
粘贴到项目中的 .vscode/mcp.json
{
"servers": {
"cituna": {
"type": "http",
"url": "https://mcp.cituna.com/mcp",
"headers": {
"Authorization": "Bearer {apiKey}"
}
}
}
}粘贴到项目中的 .vscode/mcp.json
{
"servers": {
"cituna": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"cituna-mcp"
],
"env": {
"CITUNA_API_KEY": "your-value",
"CITUNA_API_URL": "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。
这个地址需要在请求的 header 中放入密钥,而添加连接器的菜单无法设置。请改用 Claude Code、Cursor 或 VS Code。
你的选择通过 Cookie 保存在这台设备上,无需账户。
CITUNA_API_URL envAuthorization 机密 必填 HTTP header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。
我们还没有读取这个服务器的工具列表;我们会轮流检查各个端点。
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7日
注册名称已通过域名 cituna.com 验证(注册中心会核实域名所有权)
我们还没有从 GitHub 读取这个仓库
我们还没有从 GitHub 读取这个仓库
尚未检查;我们会轮流检查各个端点
尚未检查;我们会轮流检查各个端点
尚未检查;我们会在检查端点时读取工具列表
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。
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。
你需要填写:CITUNA_API_KEY, Authorization
两种方式都可以:安装在你的电脑上,或者连接云端版本。
GitHub 仓库最后更新于–,最新版本(1.10.1)于14天前进入注册中心。
支持 MCP 的应用,例如 Claude Desktop、Claude Code、Cursor 和 VS Code。它通过 URL 连接,所以接受远程 MCP 服务器的应用也可以使用,例如开启开发者模式的 ChatGPT。
同一分类中有:Context7, Codebase Memory, Exa
同一分类中其他作者的服务器,按星标数排序。
如何看卡片:★ 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
Up-to-date docs for AI agents
Codebase knowledge graph for AI agents — 162 languages, sub-ms queries, 99% fewer tokens.
Connect AI agents to Exa for web search, content fetching, and multi-step research.
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。
Cituna MCP is the official MCP server for [Cituna](https://cituna.com), the AI visibility tool: your AI agent reads how seven AI engines answer, mention and cite your brand every day, next to your Google Search Console data, and acts on it with 31 tools.
The seven engines are ChatGPT, Perplexity, Gemini, Claude, Grok, Google AI Overviews and Google AI Mode, and every tracked prompt is asked on all of them daily. Connect the server to Claude, ChatGPT, Cursor, VS Code or any other MCP client and you can ask which buyer questions you are losing, what each engine actually answered, which pages it read, and what to fix first, then have the agent fix it.
It is hosted, speaks Streamable HTTP, and signs you in with OAuth in your browser. One URL, nothing to install:
https://mcp.cituna.com/mcp
Running it yourself instead, for scripts, CI or a client without OAuth? The same server is on npm. It takes a personal API key and needs Node 20 or later:
npx -y cituna-mcp
Product page and full docs: [cituna.com/mcp](https://cituna.com/mcp).
| At a glance | |
|---|---|
| Hosted URL | https://mcp.cituna.com/mcp (Streamable HTTP, OAuth 2.1 or API key) |
| Local package | npx -y cituna-mcp on npm (stdio, API key, Node 20+) |
| Engines | ChatGPT, Perplexity, Gemini, Claude, Grok, Google AI Overviews and Google AI Mode, checked daily |
| Also joins | Google Search Console (read-only), AutoSEO articles, your fix queue |
| Tools | 31 in all: 22 read tools and 9 write tools |
| Built-in workflows | 5 MCP prompts (diagnosis, AEO gap, competitor teardown, weekly review, fix ranking) |
| Plans | Read tools from Starter ($49/mo); write tools and list_keywords on Pro ($119/mo) and Max ($399/mo). No MCP on the free trial |
| Registry name | com.cituna/cituna-mcp on the official MCP Registry |
| Works in | claude.ai, Claude Desktop, Claude Code, ChatGPT, Cursor, VS Code, Windsurf, Codex CLI and any MCP client |
| License | MIT for this server; Cituna itself is a paid service |
Most AI visibility tools hand you a dashboard and leave the thinking to you. Cituna puts the measurements where you already reason: ask your agent why an engine never mentions you, and it pulls the answer receipts, checks them against what Google already sends you, and queues the page that fixes it, without you opening a tab.
get_visibility).get_engine_answers).list_citation_sources).competitor_discovery).gsc_*).list_gaps, set_gap_status).list_keywords, queue_article, update_article, enrich_article).set_prompts).run_scan).set_outreach_status).Once connected, ask in plain English. The server tells your agent which tools and workflow answer which kind of question, so you do not have to name them.
Visibility and receipts
- "How is acme.com doing in AI search today? Which prompts and engines cite us?"
- "What did Perplexity answer for *best CRM for dentists*, and who did it cite instead of us?"
- "What changed in my AI visibility this week, and which engines dropped us?"
- "Why don't AI engines mention us? Use the not-cited diagnosis."
Sources and competitors
- "Which sites does each engine read for our prompts that don't mention us yet? Rank them as a pitch list."
- "Which of our own pages do the engines already cite?"
- "Who comes up instead of us, and which rivals aren't we tracking?"
- "Mark the G2 category page as pitched." *(Pro)*
Search Console, joined up
- "Which queries are just off page one, and which page ranks for each?"
- "Which pages get impressions and no clicks, and why?"
- "Where do Google impressions exist but AI never cites us? That is my AEO target list."
- "Do two of our pages compete for the same query?"
- "How many of our searches look like AI prompts?"
Fixes and content
- "List the open gaps for acme.com, ranked by the Search Console impressions each one touches."
- "Which keywords have demand and no page behind them? Queue the top three." *(Pro)*
- "Which AutoSEO articles are due a refresh? Refresh them." *(Pro)*
- "Add the three questions we lost this week to our tracked prompts, and disable the ones nobody searches." *(Pro)*
- "Run a fresh scan for acme.com and summarise the top 3 gaps." *(Pro, uses one scan)*
You need a Cituna account on Starter or a higher plan, with at least one tracked brand. The 3-day free trial is app-only: MCP access starts when your plan does. A brand-new workspace has nothing to read yet, so add your brand in the app first (cituna.com).
There are two ways to connect, and both expose exactly the same tools:
| Hosted connector (recommended) | Local npm package | |
|---|---|---|
| Address | https://mcp.cituna.com/mcp | npx -y cituna-mcp |
| Transport | Streamable HTTP | stdio |
| Sign-in | OAuth in your browser, or an API key header | CITUNA_API_KEY environment variable |
| Needs locally | Nothing | Node 20 or later |
| Works in | Every client below, including claude.ai on the web and mobile | Desktop and terminal clients |
https://mcp.cituna.com/mcp
On Team and Enterprise plans an owner adds the connector once under Organization settings → Connectors, then each member connects it from Customize → Connectors and signs in with their own Cituna account. A connector added on claude.ai is also available in Claude Desktop and the mobile apps signed in to the same account.
The connector above is the quickest route: Customize → Connectors → Add → Add custom connector, paste https://mcp.cituna.com/mcp, and approve in the browser.
To run the npm package locally instead, generate an API key (below) and edit claude_desktop_config.json (Settings → Developer → Edit Config):
{
"mcpServers": { "cituna": { "command": "npx", "args": ["-y", "cituna-mcp"], "env": { "CITUNA_API_KEY": "cituna_sk_your_generated_key" } } } }
On Windows, if the server does not start, run npx through cmd: "command": "cmd" and "args": ["/c", "npx", "-y", "cituna-mcp"]. Restart Claude Desktop. The tools appear under the + button in the chat box.
Hosted, with browser sign-in:
claude mcp add --transport http cituna https://mcp.cituna.com/mcp
Then run /mcp inside Claude Code, pick cituna and choose Authenticate. To use an API key instead of OAuth:
claude mcp add --transport http cituna https://mcp.cituna.com/mcp \
--header "Authorization: Bearer cituna_sk_your_generated_key"
Or run the npm package locally, available in every project:
claude mcp add cituna --scope user \
--env CITUNA_API_KEY=cituna_sk_your_generated_key \ -- npx -y cituna-mcp
Run /mcp to confirm it is connected, then ask *"what changed in my AI visibility this week?"*
ChatGPT connects to the same hosted URL. Yes, you can ask ChatGPT how ChatGPT cites you.
https://mcp.cituna.com/mcp, choose OAuth, and create it.ChatGPT asks before each change. Reading works on Starter; scans and edits need Pro or Max. Approved ChatGPT connections are listed under Integrations in the Cituna app, where you can disconnect them.
Or add it to ~/.cursor/mcp.json (every project) or .cursor/mcp.json (one project):
{
"mcpServers": { "cituna": { "url": "https://mcp.cituna.com/mcp" } } }
Cursor lists the server under its MCP settings with a sign-in button; click it, sign in to Cituna and approve. To skip OAuth, send your API key as a header:
{
"mcpServers": { "cituna": { "url": "https://mcp.cituna.com/mcp", "headers": { "Authorization": "Bearer cituna_sk_your_generated_key" } } } }
Or run
只显示了开头部分;其余内容请在仓库中阅读