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geo-score

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

Python
★ 271 stars Last pushed 2026-10-12 License: MIT

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Review any command before running it. Package names and URLs come from the server's own registry entry.

Package (pypi 1.8.2)

uvx geo-score

Or add to your MCP client config:

{
  "mcpServers": {
    "geo-score": {
      "command": "uvx",
      "args": [
        "geo-score"
      ],
      "env": {
        "OPENAI_API_KEY": "<YOUR_VALUE>",
        "PERPLEXITY_API_KEY": "<YOUR_VALUE>",
        "GEMINI_API_KEY": "<YOUR_VALUE>",
        "ANTHROPIC_API_KEY": "<YOUR_VALUE>",
        "OPENROUTER_API_KEY": "<YOUR_VALUE>",
        "GEO_SCORE_WATCH_CONFIG": "<YOUR_VALUE>"
      }
    }
  }
}
  • OPENAI_API_KEY secret — Optional. OpenAI key; enables ask and run on that engine.
  • PERPLEXITY_API_KEY secret — Optional. Perplexity key; enables ask and run on that engine.
  • GEMINI_API_KEY secret — Optional. Gemini (Google AI Studio) key; enables ask and run on that engine.
  • ANTHROPIC_API_KEY secret — Optional. Anthropic key; enables ask and run on that engine.
  • OPENROUTER_API_KEY secret — Optional. OpenRouter key; enables ask and run on that engine.
  • GEO_SCORE_WATCH_CONFIG — Optional. Path to geo-score-watch.json for run, list_runs, report and diff.

This server takes extra arguments — see its repository.

Package (mcpb)

Package: mcpb https://github.com/jianruntech/geo-score/releases/download/v1.8.2/geo-score-1.8.2.mcpb

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

Related servers

Data from the Official MCP Registry