predictive-maintenance

Plugin predictive-maintenance from marketplace predictive-maintenance-marketplace in LGDiMaggio/predictive-maintenance-mcp. Commands read from the repo's manifest — today.

Skills (9)

• anomaly-detection

  ML-based anomaly detection and model training for vibration signals using the predictive-maintenance-mcp server. Use this skill when the user says "anomaly detection", "train model", "detect anomalies", "outlier detection", "normal vs abnormal", "machine learning", "one-class SVM", "LOF", "local out

• bearing-diagnosis

  Complete bearing fault diagnostic workflow using vibration analysis and the predictive-maintenance-mcp server. Use this skill when the user says "diagnose bearing", "bearing fault", "bearing check", "detect bearing damage", "bearing vibration analysis", "inner race fault", "outer race fault", "ball

• documentation-search

  Search machine manuals, bearing catalogs, and technical documentation using RAG-based retrieval via the predictive-maintenance-mcp server. Use this skill when the user says "search documentation", "find in manual", "bearing catalog", "look up bearing", "machine manual", "extract specs", "find bearin

• gear-diagnosis

  Gear fault diagnosis workflow using vibration analysis via the predictive-maintenance-mcp server. Use this skill when the user says "gear fault", "gear diagnosis", "gear mesh", "gearbox analysis", "gear vibration", "tooth damage", "gear defect", "diagnose gear", "gear mesh frequency", "sideband anal

• prognostics

  Prognostic assessment workflow: trend analysis, degradation onset detection, and Remaining Useful Life (RUL) estimation using the predictive-maintenance-mcp server. Use this skill when the user says "trend analysis", "degradation trend", "RUL", "remaining useful life", "prognosis", "prognostics", "f

• quick-screening

  Fast vibration health screening for industrial machinery using the predictive-maintenance-mcp server. Use this skill when the user says "quick check", "health screening", "vibration check", "is this machine healthy", "overall health", "quick diagnostic", "machine status", "condition monitoring", "he

• report-generation

  Generate professional diagnostic reports (HTML, DOCX) for vibration analysis using the predictive-maintenance-mcp server. Use this skill when the user says "generate report", "create report", "export report", "diagnostic report", "save analysis", "create PDF", "archive results", "full documentation"

• shaft-order-evidence

  Experimental shaft-order evidence assessment for unbalance, misalignment and looseness using the predictive-maintenance-mcp server. Use this skill when the user asks whether a machine shows unbalance (imbalance), misalignment or mechanical looseness, asks what a 1x or 2x line, a harmonic series of t

• signal-management

  Signal loading, generation, and cache management using the predictive-maintenance-mcp server. Use this skill when the user says "load signal", "import signal", "list signals", "available signals", "generate test signal", "create test data", "synthetic signal", "clear cache", "signal info", "what sig

Slash commands (3)

• /predictive-maintenance:pm-diagnose

  Start a bearing fault diagnosis workflow on a vibration signal

• /predictive-maintenance:pm-report

  Generate a diagnostic report for a vibration signal

• /predictive-maintenance:pm-screen

  Run a quick vibration health screening on a signal

Subagents (2)

• Diagnostic Pipeline

  Autonomous end-to-end machinery diagnostic agent following ISO 13374

• Signal Explorer

  Signal characterization, comparison, and outlier detection agent

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