SERVER

geo-score

Rank #750

io.github.jianruntech/geo-score

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

3 versions

323 GitHub stars

by jianruntech (1 servers)View repository ↗

First listed

Oct 2, 2026

Last publish date

Oct 15, 2026

PURPOSE

What you can do with geo-score

geo-score is a Model Context Protocol (MCP) server published by jianruntech. It ranks #750 of 144,396 active servers on MCP Toplist, and its repository has 323 GitHub stars. geo-score is listed on Official MCP, with 3 tracked versions. It was first listed on Oct 2, 2026 and most recently updated on Oct 15, 2026.

Not verifiedMCP Toplist has not yet written a checked profile for this server, so the paragraph above is assembled from registry data only. The repository README is the authority on what it does.

CAPABILITIES AND LIMITATIONS

What geo-score can and cannot do

Not verifiedMCP Toplist has not catalogued this server's tools or limitations. The repository README lists them.

REQUIREMENTS

What you need before using geo-score

DeclaredNo credentialsNo credentials declared

The registry listing declares no required environment variables or authentication. This is declared metadata, not a verified install — the repository README is the authority.

Declared by the Official MCP Registry, last synced Oct 16, 2026. Not independently verified by MCP Toplist.

Declared in the registry install config

OPENAI_API_KEY · optional
PERPLEXITY_API_KEY · optional
GEMINI_API_KEY · optional
ANTHROPIC_API_KEY · optional
OPENROUTER_API_KEY · optional
GEO_SCORE_WATCH_CONFIG · optional

INSTALLATION AND FIRST TASK

Connect geo-score and confirm it works

Python package (PyPI)

claude mcp add geo-score -e "OPENAI_API_KEY=<your OPENAI_API_KEY>" -e "PERPLEXITY_API_KEY=<your PERPLEXITY_API_KEY>" -e "GEMINI_API_KEY=<your GEMINI_API_KEY>" -e "ANTHROPIC_API_KEY=<your ANTHROPIC_API_KEY>" -e "OPENROUTER_API_KEY=<your OPENROUTER_API_KEY>" -e "GEO_SCORE_WATCH_CONFIG=<your GEO_SCORE_WATCH_CONFIG>" -- uvx geo-score mcp

Replace each placeholder with your own value before saving.

MCP bundle

Published as mcp bundle `https://github.com/jianruntech/geo-score/releases/download/v1.8.3/geo-score-1.8.3.mcpb` — install it through your client’s extension manager.

Python package (PyPI)

[mcp_servers.geo-score]
command = "uvx"
args = ["geo-score", "mcp"]

[mcp_servers.geo-score.env]
OPENAI_API_KEY = "<your OPENAI_API_KEY>"
PERPLEXITY_API_KEY = "<your PERPLEXITY_API_KEY>"
GEMINI_API_KEY = "<your GEMINI_API_KEY>"
ANTHROPIC_API_KEY = "<your ANTHROPIC_API_KEY>"
OPENROUTER_API_KEY = "<your OPENROUTER_API_KEY>"
GEO_SCORE_WATCH_CONFIG = "<your GEO_SCORE_WATCH_CONFIG>"

Add to ~/.codex/config.toml. Replace each placeholder with your own value before saving.

MCP bundle

Published as mcp bundle `https://github.com/jianruntech/geo-score/releases/download/v1.8.3/geo-score-1.8.3.mcpb` — install it through your client’s extension manager.

Python package (PyPI)

{
  "mcpServers": {
    "geo-score": {
      "command": "uvx",
      "args": [
        "geo-score",
        "mcp"
      ],
      "env": {
        "OPENAI_API_KEY": "<your OPENAI_API_KEY>",
        "PERPLEXITY_API_KEY": "<your PERPLEXITY_API_KEY>",
        "GEMINI_API_KEY": "<your GEMINI_API_KEY>",
        "ANTHROPIC_API_KEY": "<your ANTHROPIC_API_KEY>",
        "OPENROUTER_API_KEY": "<your OPENROUTER_API_KEY>",
        "GEO_SCORE_WATCH_CONFIG": "<your GEO_SCORE_WATCH_CONFIG>"
      }
    }
  }
}

Add to claude_desktop_config.json (Settings → Developer → Edit Config). Replace each placeholder with your own value before saving.

MCP bundle

Published as mcp bundle `https://github.com/jianruntech/geo-score/releases/download/v1.8.3/geo-score-1.8.3.mcpb` — install it through your client’s extension manager.

Python package (PyPI)

{
  "mcpServers": {
    "geo-score": {
      "command": "uvx",
      "args": [
        "geo-score",
        "mcp"
      ],
      "env": {
        "OPENAI_API_KEY": "<your OPENAI_API_KEY>",
        "PERPLEXITY_API_KEY": "<your PERPLEXITY_API_KEY>",
        "GEMINI_API_KEY": "<your GEMINI_API_KEY>",
        "ANTHROPIC_API_KEY": "<your ANTHROPIC_API_KEY>",
        "OPENROUTER_API_KEY": "<your OPENROUTER_API_KEY>",
        "GEO_SCORE_WATCH_CONFIG": "<your GEO_SCORE_WATCH_CONFIG>"
      }
    }
  }
}

Add to ~/.cursor/mcp.json (global) or .cursor/mcp.json (per project). Replace each placeholder with your own value before saving.

MCP bundle

Published as mcp bundle `https://github.com/jianruntech/geo-score/releases/download/v1.8.3/geo-score-1.8.3.mcpb` — install it through your client’s extension manager.

Python package (PyPI)

{
  "servers": {
    "geo-score": {
      "type": "stdio",
      "command": "uvx",
      "args": [
        "geo-score",
        "mcp"
      ],
      "env": {
        "OPENAI_API_KEY": "<your OPENAI_API_KEY>",
        "PERPLEXITY_API_KEY": "<your PERPLEXITY_API_KEY>",
        "GEMINI_API_KEY": "<your GEMINI_API_KEY>",
        "ANTHROPIC_API_KEY": "<your ANTHROPIC_API_KEY>",
        "OPENROUTER_API_KEY": "<your OPENROUTER_API_KEY>",
        "GEO_SCORE_WATCH_CONFIG": "<your GEO_SCORE_WATCH_CONFIG>"
      }
    }
  }
}

Save as .vscode/mcp.json in your workspace. Replace each placeholder with your own value before saving.

MCP bundle

Published as mcp bundle `https://github.com/jianruntech/geo-score/releases/download/v1.8.3/geo-score-1.8.3.mcpb` — install it through your client’s extension manager.

Python package (PyPI)

{
  "mcpServers": {
    "geo-score": {
      "command": "uvx",
      "args": [
        "geo-score",
        "mcp"
      ],
      "env": {
        "OPENAI_API_KEY": "<your OPENAI_API_KEY>",
        "PERPLEXITY_API_KEY": "<your PERPLEXITY_API_KEY>",
        "GEMINI_API_KEY": "<your GEMINI_API_KEY>",
        "ANTHROPIC_API_KEY": "<your ANTHROPIC_API_KEY>",
        "OPENROUTER_API_KEY": "<your OPENROUTER_API_KEY>",
        "GEO_SCORE_WATCH_CONFIG": "<your GEO_SCORE_WATCH_CONFIG>"
      }
    }
  }
}

Add to ~/.codeium/windsurf/mcp_config.json. Replace each placeholder with your own value before saving.

MCP bundle

Published as mcp bundle `https://github.com/jianruntech/geo-score/releases/download/v1.8.3/geo-score-1.8.3.mcpb` — install it through your client’s extension manager.

Python package (PyPI)

{
  "mcpServers": {
    "geo-score": {
      "command": "uvx",
      "args": [
        "geo-score",
        "mcp"
      ],
      "env": {
        "OPENAI_API_KEY": "<your OPENAI_API_KEY>",
        "PERPLEXITY_API_KEY": "<your PERPLEXITY_API_KEY>",
        "GEMINI_API_KEY": "<your GEMINI_API_KEY>",
        "ANTHROPIC_API_KEY": "<your ANTHROPIC_API_KEY>",
        "OPENROUTER_API_KEY": "<your OPENROUTER_API_KEY>",
        "GEO_SCORE_WATCH_CONFIG": "<your GEO_SCORE_WATCH_CONFIG>"
      }
    }
  }
}

Replace each placeholder with your own value before saving.

MCP bundle

Published as mcp bundle `https://github.com/jianruntech/geo-score/releases/download/v1.8.3/geo-score-1.8.3.mcpb` — install it through your client’s extension manager.

First successful task

After adding the config, ask your client to list this server's tools. A tool list confirms the connection; an empty list or an error means the server did not start or needs credentials.

MAINTENANCE AND EVIDENCE

What changed, and when this was checked

First listed: Oct 2, 2026
Latest version published: Oct 15, 2026
Version history: 3 versions tracked (below)
Requirements evidence: Declared by the Official MCP Registry, last synced Oct 16, 2026. Not independently verified by MCP Toplist.
Profile checked: Not yet — purpose, capabilities and requirements above come from registry data only
Ranking data as of: Oct 15, 2026

Registry sightings

Official MCP ↗listed since Oct 12, 2026 · still listed

Do you maintain geo-score? to correct or enrich this profile.

VERSIONS

Available versions (3)

Version	Published
1.8.3	Oct 15, 2026
1.8.2	Oct 12, 2026
1.8.1	Oct 12, 2026

STANDING

#750of 144,396 active serversTop 1%

Ranks ahead of 143,646 of 144,396 servers on MCP Toplist.

BADGE

Show your rank

Maintain this server? Add the live rank badge to your README — it updates automatically as the leaderboard changes.

Markdown

[![MCP Toplist](https://mcptoplist.com/badge/io.github.jianruntech%2Fgeo-score.svg)](https://mcptoplist.com/server/io.github.jianruntech%2Fgeo-score)

HTML

<a href="https://mcptoplist.com/server/io.github.jianruntech%2Fgeo-score"><img src="https://mcptoplist.com/badge/io.github.jianruntech%2Fgeo-score.svg" alt="MCP Toplist: Top 1% of 144,396" /></a>

Variants: append ?metric=score or ?metric=stars to the image URL.

FAQ

Frequently asked questions

Who maintains geo-score?: geo-score is maintained by jianruntech, which publishes 1 MCP server (3 total versions) tracked on MCP Toplist.
Is geo-score listed on the Official MCP Registry?: Yes — geo-score is listed on the Official MCP Registry.
How many versions does geo-score have?: MCP Toplist tracks 3 versions of geo-score, most recently published on Oct 15, 2026.
Where can I find the source code for geo-score?: The source code for geo-score is hosted at github.com/jianruntech/geo-score.

Used in projects

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