Agent-skills predictive-maintenance

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