Build the application

## Build
Aggregate robot tool cycle counts and trajectory execution data from MoveIt simulation logs. Plan predictive maintenance visits and generate tooling spare parts pull manifests based on cumulative usage thresholds.

## User
Robotics Maintenance Lead

## Workflow
1. Parse simulated MoveIt joint trajectory execution logs and extract tool cycle counters.
2. Calculate cumulative operational cycles and compare against manufacturer usage limit thresholds.
3. Correlate approaching end-of-life cycle limits with warehouse tooling stock levels.
4. Construct an advisory maintenance visit plan and tooling kit requisition order for approval.

## Interface
Asset health dashboard with cycle progression meters and one-click spare part kit draft reservation.

## Data
Generate synthetic JSON records representing robot trajectory execution histories and tooling usage parameters. Store in a local repository directory.
Starter examples below are synthetic. They are not downloaded records.

## Source
[MoveIt robotics](https://raw.githubusercontent.com/moveit/moveit2/main/README.md)
MoveIt trajectory planning execution logs, cycle metrics, and manipulator data limits cited in Source 1.

## Tools
anthropic-claude, pydantic, fastapi.
Anthropic Claude provides reasoning to reconcile trajectory cycle counts against maintenance manuals and stock levels.
Hosted Claude API for structured analysis of execution logs and spare parts reconciliation.

## Deliverables
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.

## Acceptance
- Computes residual tool service life cycles based on simulated trajectory cycles.
- Identifies impending tooling cycle limits before emergency line stops occur.
- Produces valid spare parts draft reservation bills matching tooling revision codes.

## Starter Examples
```json
[
  {
    "input": {
      "robot_id": "CELL_ROBOT_3",
      "tool_id": "GRIPPER_PNEUMATIC_V2",
      "cycles_completed": 98500,
      "rated_max_cycles": 100000,
      "average_cycles_per_hour": 50,
      "inventory_records": [
        {
          "part_sku": "SEAL_KIT_GP2",
          "in_stock": 3
        }
      ],
      "note": "These are simplified synthetic app records, not complete official schema files."
    },
    "expected_output": {
      "remaining_cycles": 1500,
      "estimated_hours_remaining": 30,
      "replacement_urgency": "CRITICAL",
      "allocated_parts": [
        {
          "part_sku": "SEAL_KIT_GP2",
          "quantity": 1
        }
      ],
      "action_plan": "Schedule seal overhaul on CELL_ROBOT_3 during next planned shift break."
    }
  },
  {
    "input": {
      "robot_id": "CELL_ROBOT_4",
      "tool_id": "WELDER_TORCH_01",
      "cycles_completed": 12000,
      "rated_max_cycles": 80000,
      "average_cycles_per_hour": 100,
      "inventory_records": [
        {
          "part_sku": "TIP_NOZZLE_W1",
          "in_stock": 10
        }
      ],
      "note": "These are simplified synthetic app records, not complete official schema files."
    },
    "expected_output": {
      "remaining_cycles": 68000,
      "estimated_hours_remaining": 680,
      "replacement_urgency": "NOMINAL",
      "allocated_parts": [],
      "action_plan": "Maintain routine visual inspection; replacement not required."
    }
  }
]
```

## Safety
Maintenance planning advisory only. Requisitions are created in draft state for plant supervisor approval.
Use mock external writes. Require human review before any real deployment.