geo-score

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

What does this entry provide?

geo-score is an MCP server entry in ChatHome Skills, sourced from Official MCP Registry and scored 78/100. As a Model Context Protocol server, it exposes tools that MCP-compatible LLM clients such as Claude, Cursor, and Copilot can call directly, extending an agent's reach beyond its built-in capabilities. ChatHome Skills discovered this entry through its daily ingest of official registries and GitHub discovery queries, and re-verifies repository facts, freshness signals, and install metadata on every run. The quality score weighs official-registry presence, a working install command, license clarity, GitHub star trajectory, and repository freshness — the full formula is on the Sources page. The install command above is ready to copy. Review the last-pushed date and repository status before adding geo-score to a production agent workflow; the snapshot facts below are point-in-time values from the most recent ingest.

Snapshot facts

Source: Official MCP Registry
Quality: 78/100
Install method: pypi
Repo: jianruntech/geo-score
Repo updated: Oct 15, 2026

Install command

uvx geo-score==1.8.3

Install method: pypi

Review the upstream source before running this command.

GitHub project

Quality

Repo stars

Repo updated

Oct 15, 2026

How is this score calculated?

Weighted across six dimensions, scored 0-100.
Provenance (25): listed in an official or curated registry.
Installability (25): a runnable install command beats a declared transport, which beats a source checkout.
Maintenance (20): recency of the last push; archived entries score zero here.
Adoption (20): repository stars on a log curve.
Documentation (10) and description quality (10): parsed manifest or SKILL.md frontmatter, and a real description rather than a placeholder.

MCP manifest

{
  "_meta": {
    "io.modelcontextprotocol.registry/official": {
      "status": "active",
      "isLatest": true,
      "updatedAt": "2026-10-15T02:02:58.908991Z",
      "publishedAt": "2026-10-15T02:02:58.908991Z",
      "statusChangedAt": "2026-10-15T02:02:58.908991Z"
    }
  },
  "server": {
    "name": "io.github.jianruntech/geo-score",
    "title": "geo-score",
    "$schema": "https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json",
    "version": "1.8.3",
    "packages": [
      {
        "version": "1.8.3",
        "transport": {
          "type": "stdio"
        },
        "identifier": "geo-score",
        "runtimeHint": "uvx",
        "registryType": "pypi",
        "packageArguments": [
          {
            "type": "positional",
            "value": "mcp"
          }
        ],
        "environmentVariables": [
          {
            "name": "OPENAI_API_KEY",
            "format": "string",
            "isSecret": true,
            "description": "Optional. OpenAI key; enables ask and run on that engine."
          },
          {
            "name": "PERPLEXITY_API_KEY",
            "format": "string",
            "isSecret": true,
            "description": "Optional. Perplexity key; enables ask and run on that engine."
          },
          {
            "name": "GEMINI_API_KEY",
            "format": "string",
            "isSecret": true,
            "description": "Optional. Gemini (Google AI Studio) key; enables ask and run on that engine."
          },
          {
            "name": "ANTHROPIC_API_KEY",
            "format": "string",
            "isSecret": true,
            "description": "Optional. Anthropic key; enables ask and run on that engine."
          },
          {
            "name": "OPENROUTER_API_KEY",
            "format": "string",
            "isSecret": true,
            "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."
          }
        ]
      },
      {
        "transport": {
          "type": "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",
            "isSecret": true,
            "description": "Optional. OpenAI key; enables ask and run on that engine."
          },
          {
            "name": "PERPLEXITY_API_KEY",
            "format": "string",
            "isSecret": true,
            "description": "Optional. Perplexity key; enables ask and run on that engine."
          },
          {
            "name": "GEMINI_API_KEY",
            "format": "string",
            "isSecret": true,
            "description": "Optional. Gemini (Google AI Studio) key; enables ask and run on that engine."
          },
          {
            "name": "ANTHROPIC_API_KEY",
            "format": "string",
            "isSecret": true,
            "description": "Optional. Anthropic key; enables ask and run on that engine."
          },
          {
            "name": "OPENROUTER_API_KEY",
            "format": "string",
            "isSecret": true,
            "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."
          }
        ]
      }
    ],
    "repository": {
      "url": "https://github.com/jianruntech/geo-score",
      "source": "github"
    },
    "websiteUrl": "https://github.com/jianruntech/geo-score",
    "description": "Free 0-100 score: can AI engines cite a site? Plus citation checks with your own API keys."
  }
}

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