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nipunbatra

VayuChat MCP

by nipunbatra
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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

    B3.3/5.0

    Scored across 15 tools

    Disambiguation4/5

    Most tools have distinct purposes focused on air quality data analysis, but some overlap exists between plot tools (e.g., plot_time_series and plot_hourly_pattern could be confused for time-based visualizations) and between describe_table and show_table for data inspection. The descriptions help differentiate them, but careful reading is needed.

    Naming Consistency5/5

    All tool names follow a consistent verb_noun pattern with snake_case (e.g., analyze_correlation, compare_cities, plot_time_series). The naming is predictable and readable throughout the set, with no deviations in style.

    Tool Count5/5

    15 tools are well-scoped for an air quality data analysis server, covering data querying, statistical analysis, visualization, and custom code execution. Each tool earns its place without feeling excessive or insufficient for the domain.

    Completeness4/5

    The toolset provides comprehensive coverage for air quality analysis, including data inspection, filtering, statistical comparisons, and various visualizations. A minor gap is the lack of tools for data modification (e.g., update or delete operations), but this is reasonable for an analysis-focused server, and agents can work around it with execute_code if needed.

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