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Scored across 7 tools
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.
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.
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.
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.