Build a Maintenance Technician Spare-Parts and Service-Visit Planner
Correlate machine runtime telemetry with scheduled maintenance interval thresholds. Generate an integrated service visit itinerary and spare-parts reservation manifest.
What you are building
The core problem, expected build, and operating context for this challenge.
Correlate machine runtime telemetry with scheduled maintenance interval thresholds. Generate an integrated service visit itinerary and spare-parts reservation manifest.
Field Service Maintenance Planner
Ingest simulated open62541 OPC UA machine operating hours and motor bearing vibration registers.
Compare accumulated telemetry values against manufacturer maintenance thresholds.
Match overdue tasks with warehouse spare-parts inventories and technician skill rosters.
Generate a structured field service visit plan and parts reservation request.
Multi-equipment maintenance planner calendar with kit reservation drawers and PDF export.
Mock equipment operating hour logs and warehouse parts inventories in local CSV/JSON fixtures. No external authentication required. Starter examples below are synthetic. They are not downloaded records.
open62541 OPC UA Information model server nodes monitoring operational machine runtime and condition telemetry from open62541.
agno, pydantic, fastapi. Agno provides structured execution for multi-step data retrieval and catalog inventory reconciliation. Instruction-tuned model with reliable structured JSON schema output adherence.
Submit runnable source, pinned dependencies, setup commands, a working interface, example outputs, and a recorded end-to-end demo. Include tests and an action log.
Correctly flags assets exceeding operational hour thresholds.
Verifies spare-parts stock availability before creating technician reservation requests.
Generates sequenced service visit itineraries matching technician certifications.
```json [ { "input": { "machine_telemetry": [ { "machine_id": "CNC_01", "run_hours": 2150, "service_interval_hours": 2000, "required_skill": "Spindle_Mech" } ], "warehouse_stock": [ { "part_id": "BRG_4401", "name": "Spindle Bearing Set", "compatible_machine": "CNC_01", "available_qty": 4 } ], "technicians": [ { "tech_id": "TECH_8", "name": "Elena R.", "skills": [ "Spindle_Mech" ], "available_hours": 8 } ] }, "expected_output": { "planned_visits": [ { "machine_id": "CNC_01", "assigned_tech": "TECH_8", "reserved_parts": [ { "part_id": "BRG_4401", "qty": 1 } ], "estimated_duration_hours": 4 } ], "stockout_alerts": [] } }, { "input": { "machine_telemetry": [ { "machine_id": "CNC_02", "run_hours": 3200, "service_interval_hours": 3000, "required_skill": "Hydraulics" } ], "warehouse_stock": [ { "part_id": "SEAL_09", "name": "Hydraulic Seal Kit", "compatible_machine": "CNC_02", "available_qty": 0 } ], "technicians": [ { "tech_id": "TECH_9", "name": "Samir K.", "skills": [ "Hydraulics" ], "available_hours": 8 } ] }, "expected_output": { "planned_visits": [], "stockout_alerts": [ { "machine_id": "CNC_02", "missing_part_id": "SEAL_09", "action_required": "Procure replacement seal kit prior to visit scheduling." } ] } } ] ```
Generates advisory work orders and stock reservation requests. No automated execution against physical inventory or ERP. Use mock external writes. Require human review before any real deployment.
Participation guide
Generates advisory work orders and stock reservation requests. No automated execution against physical inventory or ERP. Use mock external writes and human review.
How work is evaluated
Correctly flags assets exceeding operational hour thresholds. Verifies spare-parts stock availability before creating technician reservation requests. Generates sequenced service visit itineraries matching technician certifications.
Runnable source, pinned dependencies, setup commands, working interface, example outputs, recorded demo, tests, and action logs.
Challenge datasets
Public datasets, plus the private datasets you have access to.
How submissions are scored
These dimensions define what the evaluator checks and which criteria separate a passable run from a strong one.
Complete workflow
Ingest simulated open62541 OPC UA machine operating hours and motor bearing vibration registers. Compare accumulated telemetry values against manufacturer maintenance thresholds. Match overdue tasks with warehouse spare-parts inventories and technician skill rosters. Generate a structured field service visit plan and parts reservation request.
Missing or incorrect.
Partly complete, with documented gaps.
Complete, with reproducible evidence.
Correctness and evidence
Correctly flags assets exceeding operational hour thresholds. Verifies spare-parts stock availability before creating technician reservation requests. Generates sequenced service visit itineraries matching technician certifications.
Missing or incorrect.
Partly complete, with documented gaps.
Complete, with reproducible evidence.
Review interface
Multi-equipment maintenance planner calendar with kit reservation drawers and PDF export.
Missing or incorrect.
Partly complete, with documented gaps.
Complete, with reproducible evidence.
Safe execution
Generates advisory work orders and stock reservation requests. No automated execution against physical inventory or ERP.
This dimension contributes its full weight only when the submission satisfies the requirement. Partial credit is not awarded.
What you should walk away with
Ingest simulated open62541 OPC UA machine operating hours and motor bearing vibration registers.
Compare accumulated telemetry values against manufacturer maintenance thresholds.
Match overdue tasks with warehouse spare-parts inventories and technician skill rosters.
Generate a structured field service visit plan and parts reservation request.
Reference links and supporting material
Mock equipment operating hour logs and warehouse parts inventories in local CSV/JSON fixtures. No external authentication required. Supplied starter examples are synthetic, not source extracts.
Challenge setup
Configuration summary for this challenge.
Challenge input
Input details are not configured.
Agno
Framework for multimodal agents.
Evaluated output
No output checks are configured.
- Ingest simulated open62541 OPC UA machine operating hours and motor bearing vibration registers. Compare ac...
- Correctly flags assets exceeding operational hour thresholds. Verifies spare-parts stock availability befor...
- Multi-equipment maintenance planner calendar with kit reservation drawers and PDF export.
- 2 public reference cases
- 2 configured tools
Summary shows the first task, up to three tools, and up to three evidence items. Open the technical recipe to view all configured items.
View technical recipe
Configured tools
- Agno · Optional
- Agno · Optional
Evaluation contract
- Complete workflow · Weight 40
- Correctness and evidence · Weight 30
- Review interface · Weight 20
- Safe execution · Weight 10
Reference cases
- 2 public reference cases
Workflow tasks
No workflow tasks are configured.
Recipe freeze marker
No recipe freeze time is recorded.