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Scored across 28 tools
Most tools have distinct purposes, but there is potential confusion among search/geocode tools (category_search, search_and_geocode, reverse_geocode, ground_location). Detailed descriptions help, but an agent might still mismatch, e.g., using reverse_geocode when ground_location is more appropriate.
All tool names follow a consistent snake_case verb_noun_tool pattern. Examples include area_tool, directions_tool, and nearest_point_tool. No deviations or mixed conventions.
With 28 tools, the set is on the higher end of reasonable. While each tool serves a clear purpose, the count feels slightly heavy for an MCP server, potentially overwhelming an agent. The number is justified by the breadth of Mapbox capabilities but exceeds the typical 3-15 tool sweet spot.
The tool set covers major Mapbox functionalities: geocoding, directions, geometry operations, static maps, and spatial analysis. Minor gaps exist (e.g., no tile or style management), but for a conversational agent, the surface is comprehensive and leaves few dead ends.