mavforge-mcp
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TDQS
Scored across 10 tools
Most tools target clearly distinct resources or actions, but several tools download all parameters (params_list, params_backup, diagnose) for different purposes, which could invite initial confusion. Descriptions mostly resolve this, and vehicle_info vs vehicle_status and calibration_procedures vs diagnose are separable.
All names use snake_case and are grouped with readable prefixes (params_, vehicle_), but the set is not a strict verb_noun pattern. Minor inconsistencies like params_backup vs params_backups and standalone names such as diagnose and calibration_procedures keep it from a perfect score.
Ten tools is well scoped for a vehicle diagnostics and parameter-management server. Capabilities, vehicle identity/status, parameter read/backup/list/diff, diagnosis, and calibration documentation each have a clear role.
The surface covers read-only inspection, diagnosis, backup, and diffing well, but it has notable dead ends for configuration work: no parameter write/apply, no backup restore, and no tool to execute the calibration procedures it documents. This is a significant gap if the server is intended to support MAVForge configuration workflows rather than only diagnostics.