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Scored across 16 tools
Each tool targets a distinct resource or action (competitions, phases, tasks, submissions, datasets, profile), and the generic escape hatch is clearly marked for edge cases. No two tools overlap in purpose.
Most tools follow a consistent verb_noun pattern (e.g., 'get_competition', 'list_phase', 'submit_to_phase'). The only outlier is 'codabench_request', which uses a different convention, but it's a single exception.
16 tools are well-scoped for a Codabench API wrapper, covering all common participant operations without being excessive. Each tool addresses a specific need.
The tool set covers the full participant workflow (browsing competitions, submitting, polling, downloading datasets, checking leaderboards) and includes a generic escape hatch for missing operations. Minor administrative actions (e.g., managing teams) are absent but not core to the domain.