ac-race-engineer
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TDQS
Scored across 14 tools
Each tool targets a distinct function: recording control, live data, session/lap listing, lap analysis, driver notes/messages, and setup management. No two tools overlap in purpose, making it easy for an agent to select the correct one.
Most tools follow a verb_noun pattern (start_recording, list_sessions, write_setup), but a few like recording_status, live_snapshot, and bridge_status deviate. This minor inconsistency does not hinder readability.
With 14 tools, the server is well-scoped for a race engineer domain. Each tool covers a necessary operation without redundancy or unnecessary bloat, fitting the expected complexity.
The tool surface covers recording, analysis, communication, and setup management. Minor gaps exist (e.g., no tool to delete sessions or view raw telemetry), but the core workflow for a race engineer is fully supported.