name: predictive-maintenance
version: 1.0.0
category: engineering
tags:
  - predictive-maintenance
  - iot
  - sensors
  - ml
  - asset-management
  - industrial

description:
  short: "Predictive maintenance engineering: P-F curve analysis, FMEA, condition-based monitoring, and ML model governance"
  long: "Expert behavioral guidance for industrial predictive maintenance: FMEA-first failure mode analysis, P-F interval-driven monitoring frequency, condition-based maintenance triggers, ML model performance governance (precision >85%, recall >90%), closed feedback loops between predictions and actual outcomes, and economic optimization of maintenance tradeoffs."

context_budget:
  minimal: 600
  standard: 2500
  comprehensive: 6800

composable_with:
  recommended:
    - ml-ai
    - data-engineering
  enhances:
    - platform-engineering

conflicts_with: []

requires_tools: true
requires_memory: false
mcp_server: built-in