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huacheng1985

Psychometrics MCP

by huacheng1985
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    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

    B3.2/5.0

    Scored across 7 tools

    Disambiguation3/5

    The core analysis tools are mostly distinct, but inspect_response_data, descriptive_statistics, and ctt_item_analysis all touch on summarizing data, missingness, and item-level properties. Descriptions help clarify intent, yet an agent could still hesitate between an audit and a general descriptive summary.

    Naming Consistency3/5

    Tool names use snake_case throughout and are readable, but they mix verb-led names like inspect_response_data and plan_psychometric_analysis with noun-led names like correlation_matrix and rasch_model. The inconsistency is mild but prevents a clear predictable verb_noun convention.

    Tool Count5/5

    Seven tools is well-scoped for a psychometrics-focused server covering environment checks, data inspection, descriptive stats, correlations, CTT, planning, and Rasch modeling. Each tool earns its place without bloating the surface.

    Completeness4/5

    The server covers a coherent CTT-plus-Rasch workflow from planning through data auditing, descriptives, correlations, item analysis, and model fitting. Minor gaps exist such as no polytomous IRT or visualization tools, but the core measurement workflow is not blocked.

    Maintenance

    ActivitySlowing
    ResponsivenessNo issues

    Resources