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Scored across 12 tools
Most tools target distinct resources or actions, but run_subagent and start_task are near-duplicates sharing the same engine and argument contracts, differing mainly in sync vs. async execution. The descriptions clearly clarify the intended usage, so confusion is possible but manageable.
All tool names follow a consistent snake_case verb_noun pattern: get_task_status, start_task, save_memory, clean_snapshots, etc. There are no mixed casing styles or vague generic verbs.
Twelve tools is well within the ideal range and each tool serves a distinct operational need: task execution, async polling, model selection, memory vault access, stats, health, and snapshot cleanup. No tool feels superfluous.
The core workflows are well covered: synchronous and detached task execution, status polling, memory persistence and lookup, model recommendation, and environment maintenance. Minor gaps exist, such as no explicit cancel_task and no update/delete for memory entries, but agents can work around these in most scenarios.