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Multi-agent system combining real-time safety monitoring, intelligent EV-aware route planning and predictive analytics to cut incidents
Scoring was not performed
Missing output schemas for all 12 tools. No documentation of return types, field names, or structures. LLM cannot plan downstream calls or extract required data.
coordinate_emergency_response has only 30-char description and NO visible input schema. As a WRITE operation, this is high-risk, LLM has no guidance on what parameters to pass or what side effects occur.
No parameter constraints for enum-like fields. priority param in request_route_plan has valid values (safety|balanced|speed) described in text, but no formal enum schema. Other tools with similar enum params lack constraint documentation.
Nested object parameters lack internal schema definition. analyze_telemetry and get_route_hazards accept complex objects (telemetry, location coordinates) but do not document expected fields, types, or required keys.
No error handling guidance. Tools have no documented error cases, recovery paths, or actionable error messages. LLM cannot self-correct on failures.
register_feedback description is only ~30 characters ('Collect and log feedback'), below the 50-200 char ideal range. LLM cannot determine when/why to call this tool.
No pagination support on tools that could return large datasets (get_fleet_status with include_details, generate_executive_dashboard). Risk of context window exhaustion.
check_driver_fatigue uses current_time with default null. Ambiguous for LLM, if not provided, does server use system time? Document the fallback behavior.
| Scored | Grade | Overall | Spec posture | Rubric |
|---|---|---|---|---|
| 2026-09-22 | F | 0 | 2026-07-28+ | v2 |
| 2026-03-09 | F | 45 | - | v1 |