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geo-score

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

MCP server · by jianruntech

About

geo-score is an MCP server published by jianruntech. Marketplaces we read that list it: 1 (Official MCP Registry). The last change we recorded was on 2026-10-12. As of our marketplace pass on 2026-10-13.

What it asks for

  • Runs on your machine
  • Secrets: 5
  • Settings: 6

Requires: ANTHROPIC_API_KEY (secret), GEMINI_API_KEY (secret), OPENAI_API_KEY (secret), OPENROUTER_API_KEY (secret), PERPLEXITY_API_KEY (secret)

What it declares, asks for and runs, in full

Only install plugins from developers you trust. We list what marketplaces publish and do not test plugins.

Works with

  • Claude Code
  • Codex
  • Cursor
  • VS Code
  • Copilot CLI

From the marketplaces that list it and the MCP transport it declares, as each client documents them. We do not test plugins.

Connect

Commands and configs built only from what its marketplaces declare. We do not run them for you and do not test plugins.

As a local MCP server: PyPI package

Built from what Official MCP Registry declares.

Claude CodeTerminal
claude mcp add --env "ANTHROPIC_API_KEY=<YOUR_ANTHROPIC_API_KEY>" --env "GEMINI_API_KEY=<YOUR_GEMINI_API_KEY>" --env "OPENAI_API_KEY=<YOUR_OPENAI_API_KEY>" --env "OPENROUTER_API_KEY=<YOUR_OPENROUTER_API_KEY>" --env "PERPLEXITY_API_KEY=<YOUR_PERPLEXITY_API_KEY>" --transport stdio geo-score -- uvx geo-score mcp
Codex~/.codex/config.toml
[mcp_servers.geo-score]
command = "uvx"
args = ["geo-score", "mcp"]

[mcp_servers.geo-score.env]
ANTHROPIC_API_KEY = "<YOUR_ANTHROPIC_API_KEY>"
GEMINI_API_KEY = "<YOUR_GEMINI_API_KEY>"
OPENAI_API_KEY = "<YOUR_OPENAI_API_KEY>"
OPENROUTER_API_KEY = "<YOUR_OPENROUTER_API_KEY>"
PERPLEXITY_API_KEY = "<YOUR_PERPLEXITY_API_KEY>"
Cursor~/.cursor/mcp.json
{
  "mcpServers": {
    "geo-score": {
      "command": "uvx",
      "args": [
        "geo-score",
        "mcp"
      ],
      "env": {
        "ANTHROPIC_API_KEY": "<YOUR_ANTHROPIC_API_KEY>",
        "GEMINI_API_KEY": "<YOUR_GEMINI_API_KEY>",
        "OPENAI_API_KEY": "<YOUR_OPENAI_API_KEY>",
        "OPENROUTER_API_KEY": "<YOUR_OPENROUTER_API_KEY>",
        "PERPLEXITY_API_KEY": "<YOUR_PERPLEXITY_API_KEY>"
      }
    }
  }
}

Replace the values in angle brackets with your own. We show the names of the settings, never values.

Optional settings it also lists: GEO_SCORE_WATCH_CONFIG.

Where it is published

MarketplaceStatusVersionFiguresVerifiedFirst seen
Official MCP Registry (Open the registry record) Listed 1.8.2 Forks (GitHub): 11
Stars (GitHub): 451
Not marked

Each figure is the marketplace's own and is never added up across marketplaces. A marketplace that publishes no figure shows none: no number is not zero.

What changed

  1. Official MCP Registry: released version 1.8.2 (was 1.8.1)
  2. Became a product we track
  3. Official MCP Registry: appeared

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