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geo-score MCP server

Can AI engines cite your site, and do they? Free 0–100 readiness score on an open GEO rubric, plus ask and weekly citation tracking via OpenAI, Perplexity, Gemini, Anthropic and OpenRouter with your own keys. Zero dependencies; CLI, GitHub Action and MCP server.

What geo-score does

Summarised from the project README; check the repository for the latest details.

Requirements

Repository: jianruntech/geo-score
Website: https://www.jianruntech.com/leaderboard
Stars: ★232
Language: Python
Last updated: 2026-10-15
aeoai-searchai-visibilityanswer-engine-optimizationchatgptclaude-codeclaude-skillcligenerative-engine-optimizationgeogithub-actionllmllm-citationsllms-txtmcp-serverperplexityrubricseosite-auditstructured-data

How to install geo-score MCP in Claude Desktop, Cursor and VS Code

Install

Taken from the project README (README Cursor install link). Check the README for required API keys before use.

Claude Code

Terminal (claude CLI)

claude mcp add --transport stdio geo-score -- uvx geo-score@1.8.3 mcp

Claude Desktop

claude_desktop_config.json

{
  "mcpServers": {
    "geo-score": {
      "command": "uvx",
      "args": [
        "geo-score@1.8.3",
        "mcp"
      ]
    }
  }
}

Cursor

~/.cursor/mcp.json

{
  "mcpServers": {
    "geo-score": {
      "command": "uvx",
      "args": [
        "geo-score@1.8.3",
        "mcp"
      ]
    }
  }
}

VS Code

.vscode/mcp.json

{
  "servers": {
    "geo-score": {
      "type": "stdio",
      "command": "uvx",
      "args": [
        "geo-score@1.8.3",
        "mcp"
      ]
    }
  }
}

Add to config generator – combine it with other servers, or get the Windsurf format.

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