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ai-visibility-mcp

by draltaway
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Python
Remote

ai-visibility-mcp

一个 MCP 服务器，告知 AI 助手一个网站对 AI 搜索引擎和助手（ChatGPT、Claude、Perplexity、Google AI Overviews）的可发现程度。

给它一个 URL，它会报告决定这些系统能否找到、读取和引用该网站的信号，并将这些信号整合成一个方便快速查看的 0-100 评分。

检查项

信号

重要性

AI 爬虫在 robots.txt 中的访问权限

如果 GPTBot、ClaudeBot、PerplexityBot 等被屏蔽，该网站对这些引擎将不可见

/llms.txt 存在

一份为 LLM 编写的网站关键事实纯文本清单

结构化数据（JSON-LD）

机器可读的语义信息，答案引擎可提取并引用

提供 sitemap.xml

帮助爬虫找到每个页面

标题、meta 描述、H1

引擎最先读取的页面基础信号

Related MCP server: maxaeo-ai-visibility-mcp

安装

git clone https://github.com/draltaway/ai-visibility-mcp
cd ai-visibility-mcp
python -m pip install -e .

仅使用标准库 HTTP。唯一依赖是 FastMCP。

在 Claude Code 中使用

claude mcp add ai-visibility -- ai-visibility-mcp

在 Claude Desktop 中使用

在 claude_desktop_config.json 中添加：

{
  "mcpServers": {
    "ai-visibility": {
      "command": "ai-visibility-mcp"
    }
  }
}

然后询问：“检查 stripe.com 的 AI 可见性。”

示例输出

{
  "url": "https://stripe.com",
  "score": 90,
  "summary": "Strong: AI engines can find, read, and cite this site.",
  "checks": {
    "ai_crawlers_allowed": true,
    "ai_crawlers_blocked": [],
    "llms_txt": true,
    "sitemap": false,
    "homepage_reachable": true,
    "structured_data": true,
    "title": true,
    "meta_description": true,
    "h1": true
  }
}

工具

check_ai_visibility(url: str) -> dict 返回 { url, score, summary, checks }。它接受裸主机名（example.com）或完整 URL，并默认使用 https。

许可证

MIT。由 Dallin Rowley 构建。

Install Server
A
license - permissive license
A
quality
C
maintenance

How are these scores calculated?

Maintenance

–Maintainers
–Response time
–Release cycle
–Releases (12mo)
Commit activity

Resources

Unclaimed servers have limited discoverability.

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If you are the server author, to access and configure the admin panel.

Tools

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