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Scored across 41 tools
Each tool targets a distinct resource or action, with detailed descriptions that clearly differentiate them. For example, kaggle_get_competition, kaggle_competition_landscape, and kaggle_competition_leaderboard serve different purposes (details, triage, leaderboard). There is no ambiguity.
All tools share the kaggle_ prefix and use underscore-separated names. Most follow a verb_noun pattern (e.g., kaggle_get_competition, kaggle_list_datasets), but some are noun-first (e.g., kaggle_competition_landscape, kaggle_competition_leaderboard). This minor inconsistency does not hinder readability.
With 41 tools, the server covers a broad Kaggle domain (competitions, datasets, kernels, discussions, models). While each tool has a clear purpose, the count is at the high end considering the scope. A more streamlined set could reduce cognitive load.
The tool surface is remarkably complete for Kaggle workflows, covering competition lifecycle (list, get, download, EDA, submit, track), dataset management (search, create, version, delete), kernels (push/pull/status/output), discussions (search/get), models (list/download/delete), and admin (auth, audit, status). Obvious gaps like discussion posting are due to API limitations.