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Scored across 22 tools
Active tools have distinct purposes across planning, project management, run lifecycle, data inspection, and output retrieval. Deprecated tools are clearly labeled with redirecting messages, so misselection is unlikely despite some overlap in names.
All tools use snake_case, but there is a clear split: active tools favor object_verb naming (e.g., run_prepare, data_inspect) while deprecated tools use verb_object naming (e.g., write_dofile, read_file). This mixed pattern reduces readability, though deprecated markers mitigate confusion.
The total of 22 tools is heavy, and 9 of them are deprecated, artificially inflating the surface. The active 13 tools form a well-scoped set, but the obsolete entries should be removed to bring the count into an ideal range.
The active tool chain covers the full reproducibility lifecycle: plan preparation and approval, project initialization, run preparation/execution/monitoring, and artifact retrieval. Minor gaps like lack of list operations for runs or projects are workable.