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Scored across 11 tools
Most tools target distinct lifecycle stages, but deerflow_run_status, deerflow_run_progress, and deerflow_wait_activity all revolve around checking run state and overlap in returned data (status, counters, activity). The descriptions do provide clear usage guidance, distinguishing polling, detailed progress, and blocking waits, so confusion is limited but possible. deerflow_research and deerflow_chat also both start runs, though the fresh-thread deep-research vs. continuation-chat distinction is clear.
Every tool uses the same deerflow_ prefix and snake_case, with predictable action-oriented names like get_report, list_threads, cancel_run, and wait_activity. The only minor variation is research/chat lacking an explicit object noun, but the pattern remains overwhelmingly consistent and readable.
Eleven tools is well within the ideal 3-15 range and maps tightly to the deep-research lifecycle: starting runs, monitoring them, retrieving reports/artifacts, listing threads/models, and cancelling work. Each tool has a clear role, and no tool feels redundant or trivial.
The lifecycle is well covered: start research/chat, monitor status/progress/wait, cancel, fetch reports, list/get artifacts, and list threads/models. Minor gaps include no operation to delete threads/artifacts or fetch full details for a single thread beyond list output, but agents can work around these in most workflows.
