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Data and analytics

geo-score

io.github.jianruntech/geo-score ยท v1.8.3

Free 0-100 score: can AI engines cite a site? Plus citation checks with your own API keys.

Website Source code Set it up

Connect Runs on your machine

Terminal
claude mcp add geo-score -e OPENAI_API_KEY=<OPENAI_API_KEY> -e PERPLEXITY_API_KEY=<PERPLEXITY_API_KEY> -e GEMINI_API_KEY=<GEMINI_API_KEY> -e ANTHROPIC_API_KEY=<ANTHROPIC_API_KEY> -e OPENROUTER_API_KEY=<OPENROUTER_API_KEY> -e GEO_SCORE_WATCH_CONFIG=<GEO_SCORE_WATCH_CONFIG> -- uvx geo-score==1.8.3
claude_desktop_config.json
{
  "mcpServers": {
    "geo-score": {
      "command": "uvx",
      "args": [
        "geo-score==1.8.3"
      ],
      "env": {
        "OPENAI_API_KEY": "<OPENAI_API_KEY>",
        "PERPLEXITY_API_KEY": "<PERPLEXITY_API_KEY>",
        "GEMINI_API_KEY": "<GEMINI_API_KEY>",
        "ANTHROPIC_API_KEY": "<ANTHROPIC_API_KEY>",
        "OPENROUTER_API_KEY": "<OPENROUTER_API_KEY>",
        "GEO_SCORE_WATCH_CONFIG": "<GEO_SCORE_WATCH_CONFIG>"
      }
    }
  }
}
~/.cursor/mcp.json
{
  "mcpServers": {
    "geo-score": {
      "command": "uvx",
      "args": [
        "geo-score==1.8.3"
      ],
      "env": {
        "OPENAI_API_KEY": "<OPENAI_API_KEY>",
        "PERPLEXITY_API_KEY": "<PERPLEXITY_API_KEY>",
        "GEMINI_API_KEY": "<GEMINI_API_KEY>",
        "ANTHROPIC_API_KEY": "<ANTHROPIC_API_KEY>",
        "OPENROUTER_API_KEY": "<OPENROUTER_API_KEY>",
        "GEO_SCORE_WATCH_CONFIG": "<GEO_SCORE_WATCH_CONFIG>"
      }
    }
  }
}
.vscode/mcp.json
{
  "servers": {
    "geo-score": {
      "type": "stdio",
      "command": "uvx",
      "args": [
        "geo-score==1.8.3"
      ],
      "env": {
        "OPENAI_API_KEY": "<OPENAI_API_KEY>",
        "PERPLEXITY_API_KEY": "<PERPLEXITY_API_KEY>",
        "GEMINI_API_KEY": "<GEMINI_API_KEY>",
        "ANTHROPIC_API_KEY": "<ANTHROPIC_API_KEY>",
        "OPENROUTER_API_KEY": "<OPENROUTER_API_KEY>",
        "GEO_SCORE_WATCH_CONFIG": "<GEO_SCORE_WATCH_CONFIG>"
      }
    }
  }
}

Replace the values in angle brackets with your own. Keys stay on your machine; we never see them.

Tools

This server runs locally, so its tools are listed by your MCP client once it starts.

Environment variables

NameDescription
OPENAI_API_KEY
Optional, secret		Optional. OpenAI key; enables ask and run on that engine.
PERPLEXITY_API_KEY
Optional, secret		Optional. Perplexity key; enables ask and run on that engine.
GEMINI_API_KEY
Optional, secret		Optional. Gemini (Google AI Studio) key; enables ask and run on that engine.
ANTHROPIC_API_KEY
Optional, secret		Optional. Anthropic key; enables ask and run on that engine.
OPENROUTER_API_KEY
Optional, secret		Optional. OpenRouter key; enables ask and run on that engine.
GEO_SCORE_WATCH_CONFIG
Optional		Optional. Path to geo-score-watch.json for run, list_runs, report and diff.

Details

Package[email protected] (PYPI, stdio)
Packagehttps://github.com/jianruntech/geo-score/releases/download/v1.8.3/geo-score-1.8.3.mcpb (MCPB, stdio)
First published15 Oct 2026
Last updated15 Oct 2026
Registry nameio.github.jianruntech/geo-score

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