Mapbox Developer MCP Server
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TDQS
Scored across 23 tools
Most tools have distinct purposes, but there is potential confusion between style_builder_tool and create_style_tool (both involve style creation) and between compare_styles_tool and style_comparison_tool (both compare styles). These pairs could cause an agent to select the wrong tool.
All tool names use underscores and end with '_tool', but naming patterns are mixed: some follow verb_noun (e.g., list_styles_tool) while others are noun_noun (e.g., style_builder_tool). This inconsistency makes it harder to predict tool names.
With 23 tools, the server covers a broad range of Mapbox developer operations including style management, tokens, feedback, geojson utilities, and validation. While slightly heavy, the count is reasonable for the domain.
The tool set covers CRUD for styles and tokens, feedback retrieval, validation, optimization, comparison, and geojson utilities. Minor gaps exist (e.g., no asset upload or tileset creation), but overall it provides a fairly complete surface for style development.