predictive-maintenance

Start a bearing fault diagnosis workflow on a vibration signal

Generate a diagnostic report for a vibration signal

Run a quick vibration health screening on a signal

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

Signal characterization, comparison, and outlier detection agent

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 signals are loaded", "show signals", "signal formats", or needs help managing vibration signal files and the in-memory signal repository.

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 outlier factor", "train anomaly model", "predict anomalies", "PCA visualization", "clustering", or wants to build or use anomaly detection models on vibration data.

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 defect", "cage fault", "BPFO", "BPFI", "BSF", "FTF", or asks to identify bearing problems from vibration data.

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 bearing specs", "SKF bearing", "technical documentation", "datasheet", "manual search", "what bearing", or needs to find technical information from stored documents.

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 analysis", or wants to detect gear faults from vibration signals.