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Scored across 16 tools
Each tool targets a distinct surface: connection check, view capture, table CRUD, batch writes, model info, results, analysis, and save. The main soft spots are write_records/delete_records versus apply_operations (single-table vs multi-table batch) and model_summary versus read_model_info (counts vs computed data), but the descriptions make these boundaries clear. capture_view and show_result also overlap slightly in returning PNGs, though one shows the current window state and the other drives NX's result display.
Nearly all tools use a consistent snake_case verb_noun pattern: list_tables, describe_table, read_table, write_records, delete_records, run_analysis, save_copy, show_result, capture_view. A few names drop the verb (model_summary, result_table), which are minor deviations in an otherwise predictable scheme.
Sixteen tools is at the upper edge of comfortable, but each maps to a distinct step in the NX workflow (connect, inspect, read, write, analyze, visualize, save). Nothing feels redundant enough to remove, though grouping model_summary under read_model_info could trim one.
The surface covers connection checks, schema discovery, table listing/reading, single and batch writes, analysis execution, result listing/reading/visualization, and save-as, which is solid lifecycle coverage. Minor gaps remain: no unit-system change tool, no way to empty a table (explicitly noted), and no rollback for partially applied batches.