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Scored across 10 tools
Most tools target distinct resources or actions, but fetch_competition says it returns the brief while get_brief also returns key facts, creating minor overlap in when to use each. Discussion and notebook tools are clearly separated.
All tools use snake_case with predictable verb_noun patterns (list_*, fetch_*, get_*, search_*), and the one compound list_top_notebooks remains readable and consistent.
Ten tools is well-scoped for a Kaggle context server, covering competitions, discussions, notebooks, and updates without excessive surface area.
Core lifecycle for fetching and reading competition context is covered, including sections, discussions, notebooks, and live updates. Minor gaps exist around general competition search or non-top notebook discovery, but agents can work around them via fetch/reference tools.