bizidashboard-mcp
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TDQS
Scored across 9 tools
Most tools have clearly distinct purposes, but get_patterns and get_heatmap both describe occupancy patterns for a single station, differing only in data format (weekday/weekend hourly vs day x hour heatmap). get_rankings and get_mobility are also somewhat related but descriptions clarify their distinct focuses.
All tools follow a consistent get_<noun> pattern, using snake_case throughout. The naming is predictable and makes it easy for an agent to infer the resource being accessed.
Nine tools is a well-scoped set for a bike-sharing analytics dashboard, covering current status, alerts, historical trends, mobility patterns, and rebalancing diagnostics without feeling bloated or sparse.
The tool set provides comprehensive coverage of the station analytics domain: current availability, rankings, active and historical alerts, hourly patterns, heatmaps, long-range history, mobility signals, and rebalancing recommendations. No obvious dead ends or missing core operations.