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satellite-mcp

by badchars
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    Deploy Server
    One endpoint for every MCP toolRayrun runs every MCP server behind one URL and holds the credentials. Each call is decided per client, tool, and argument, then recorded.ray.runAd

    TDQS

    B3.4/5.0

    Scored across 171 tools

    Disambiguation4/5

    Tools are organized by clear category prefixes (e.g., agri_, aircraft_, conflict_) with distinct operations. A few clusters like firms_active_area/country/point and aircraft_live/search have overlapping purposes but descriptions differentiate by query method. Overall, most tools are easily distinguishable.

    Naming Consistency5/5

    All tool names follow a consistent category_verb_noun pattern in snake_case (e.g., geo_distance, change_burn). No mixing of camelCase or other conventions. Even special tools like satellite_list_sources fit the pattern. Exceptional consistency across 171 tools.

    Tool Count2/5

    171 tools is excessive for a single MCP server. Many tools could be merged with parameters (e.g., spectral indices, change detection indexes, FIRMS queries). This volume overwhelms agent tool selection and increases cognitive load, reducing practical coherence.

    Completeness4/5

    The server covers an extremely broad range of domains (agriculture, conflict, cyber, environment, trade, weather, etc.) with thorough sub-tool sets. Missing a few niche capabilities (e.g., flood mapping from satellite imagery, refined demographic data) but overall feels complete for its intended scope.

    Maintenance

    ActivityStale
    ResponsivenessNo issues

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