geo-score MCP
An open-source AI visibility scorer that provides a 0-100 readiness score on whether AI answer engines can reach, parse, trust, and cite a website. It includes an MCP server component alongside CLI and GitHub Action tools, allowing agents to check AI engine citations using user-provided API keys for OpenAI, Perplexity, Gemini, Anthropic, and OpenRouter.
Package and access
Local package with source-attributed installation metadata. Koskamo does not execute packages during review.
What you can do with it
- Score website AI visibility readiness
- Check AI engine citations via APIs
- Track weekly citation changes
Source and maintenance
- Maintenance checked
Packages and installation
Source-provided package data. Koskamo has not executed or live-probed this package.
https://github.com/jianruntech/geo-score/releases/download/v1.8.3/geo-score-1.8.3.mcpb
{
"transport": "stdio",
"fileSha256": "b95222d72481f492c92e4fa69af0a453f861eaeb277a0b0deb5b3991b4b55169",
"identifier": "https://github.com/jianruntech/geo-score/releases/download/v1.8.3/geo-score-1.8.3.mcpb",
"registryType": "mcpb",
"environmentVariables": [
{
"name": "OPENAI_API_KEY",
"format": "string",
"description": "Optional. OpenAI key; enables ask and run on that engine."
},
{
"name": "PERPLEXITY_API_KEY",
"format": "string",
"description": "Optional. Perplexity key; enables ask and run on that engine."
},
{
"name": "GEMINI_API_KEY",
"format": "string",
"description": "Optional. Gemini (Google AI Studio) key; enables ask and run on that engine."
},
{
"name": "ANTHROPIC_API_KEY",
"format": "string",
"description": "Optional. Anthropic key; enables ask and run on that engine."
},
{
"name": "OPENROUTER_API_KEY",
"format": "string",
"description": "Optional. OpenRouter key; enables ask and run on that engine."
},
{
"name": "GEO_SCORE_WATCH_CONFIG",
"format": "filepath",
"description": "Optional. Path to geo-score-watch.json for run, list_runs, report and diff."
}
]
}Tools
Reported by the attributed source; not independently observed by Koskamo.
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