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geo-score MCP Server

by jianruntech Your server? Claim it
local only

geo-score runs on your own machine — the client starts it, so there is no endpoint to ping. 1 124 installs a week from pypi. Last commit 15 Oct 2026.

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

Installs per day peak 604 · avg 94 · -34% w/w
a month agotoday
1 124
Installs / week
pypi · geo-score
323
Stars
0 open issues
15 Oct 2026
Last commit
from GitHub
MIT
License
Python

What the code does

We read the source, 19 h ago · rules ccca72095570

In the project's build, not in the package

Found in continuous integration, deployment or infrastructure files, or in a neighbouring package of the same monorepo. None of this is installed when you add the server: it describes how the project is built and released. We list it because a leaked key in a build pipeline is still a real problem, but it is not something this server does on your machine.

Runs an external command .github/validate.py:410
    r = subprocess.run([sys.executable, "benchmark/build_page.py"],

Is this your server and something here is wrong? Tell us — corrections are free and do not require a plan.

Nothing serious here today

Today is the operative word: we check geo-score every 15 minutes and re-read its code on every release. Watch it and you find out the day that stops being true.

Three servers free · no card

Connect this server

This server runs on your own machine — install it with the package manager and the client starts it for you. Package name taken from the official registry entry.

run in your terminal
claude mcp add geo-score -- uvx geo-score
~/Library/Application Support/Claude/claude_desktop_config.json
{
  "mcpServers": {
    "geo-score": {
      "args": [
        "geo-score"
      ],
      "command": "uvx"
    }
  }
}
~/.codex/config.toml
[mcp_servers.geo-score]
command = "uvx"
args = ["geo-score"]
.cursor/mcp.json
{
  "mcpServers": {
    "geo-score": {
      "args": [
        "geo-score"
      ],
      "command": "uvx"
    }
  }
}
.vscode/mcp.json
{
  "mcpServers": {
    "geo-score": {
      "args": [
        "geo-score"
      ],
      "command": "uvx"
    }
  }
}

This one needs environment variables set before it will start: OPENAI_API_KEY (Optional. OpenAI key; enables ask and run on that engine.), PERPLEXITY_API_KEY (Optional. Perplexity key; enables ask and run on that engine.), GEMINI_API_KEY (Optional. Gemini (Google AI Studio) key; enables ask and run on that engine.), ANTHROPIC_API_KEY (Optional. Anthropic key; enables ask and run on that engine.), OPENROUTER_API_KEY (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.). The author declared them in the registry entry; get the values from the project itself.

Alternatives to geo-score

same job, measured the same way
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SurfacedBy AI Visibility & GEO Audit
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Free AI visibility and GEO audit: see what AI reads on your site and whether its answers cite you.

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seogeoaeo.ai
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Research competitors, keywords and ads, and check any site for SEO, AEO and GEO with ranked fixes.

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AEO Scanner
by convrgent

AI visibility for ChatGPT/Perplexity/Claude — triple score (AEO+GEO+Agent) with fix code. Free.

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Lumind
by lumind

Measure how AI engines cite your brand. Cross-engine GEO visibility, as agent tools.

answering

geo-score — questions

Answers built from our own checks of this server.

Why is there no uptime for geo-score?
geo-score runs on your own machine over stdio — there is no network address to reach, so uptime cannot be measured for it by anyone. What can be measured is adoption: the pypi package geo-score was installed 1 124 times last week.
How do I connect geo-score?
Copy the ready config from this page — we generate it for Claude Code, Claude Desktop, Codex, Cursor and VS Code, each with the file path that client actually reads. It runs locally, so the command pulls geo-score straight from pypi; nothing to host, nothing to sign up for.
How many people use geo-score?
The pypi package geo-score was installed 1 124 times in the last week. Week over week that is -34%. We show installs rather than GitHub stars on purpose: a star is a bookmark, an install is someone actually running it.
Is geo-score open source?
Yes — it is published under the MIT licence, written in Python and 323 stars on GitHub. The source link is on this page, so you can read exactly what it does with your data before you connect it.