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netcdf-mcp

by dogukanteber
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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

    A4/5.0

    Scored across 13 tools

    Disambiguation4/5

    Most tools have clearly distinct inspection purposes, but get_variable_stats and check_data_quality overlap in their statistical/quality reporting, and get_file_structure subsumes list_variables and get_global_attributes. Overall, descriptions are clear enough to guide correct selection.

    Naming Consistency5/5

    All tool names follow a consistent snake_case verb_noun pattern, using get_, list_, check_, compare_, and explain_ appropriately by action. There are no mixed naming conventions or unpredictable style shifts.

    Tool Count5/5

    Thirteen tools is well within the ideal range for a focused NetCDF inspection server. Each tool covers a distinct aspect of file exploration without feeling redundant or bloated.

    Completeness5/5

    The server provides comprehensive read-only coverage for NetCDF files: structure, variables, attributes, dimensions, spatial/time bounds, statistics, samples, quality checks, comparisons, and CF compliance. There are no obvious dead ends for typical inspection workflows.

    Maintenance

    ActivityInactive
    ResponsivenessNo issues

    Resources