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Scored across 15 tools
Each tool maps to a distinct NHANES workflow step: discovery, variable lookup, dataset construction, cleaning, derivation, and a specific survey estimator. Even similar pairs like describe_variable/describe_dataset and survey_estimate/survey_frequency are separated by clear resource and statistical-output differences.
The tools overwhelmingly follow a lowercase snake_case verb_noun pattern such as list_files, build_dataset, and export_dataset. Minor deviations like analysis_guidance and the survey_* family break the strict verb-first style, but the naming remains predictable and readable.
Fifteen tools is at the upper edge of the ideal range, but every tool earns its place by covering a necessary stage in the NHANES analysis pipeline. There is no redundancy or filler.
The toolkit covers the full analytic lifecycle: data discovery, codebook inspection, dataset assembly, missing-value handling, variable derivation, survey-weighted descriptive statistics, regression, survival analysis, and export. The analysis_guidance tool also addresses domain-specific estimation rules that would otherwise be a critical gap.