Predictive Maintenance MCPAI & Machine LearningResearch & DataData VisualizationLGDiMaggioAlicenseAqualityAmaintenanceEnables AI assistants to analyze vibration data, detect machinery faults, and generate professional diagnostic reports through natural conversation. Updated 19 days ago (2026-09-23 07:57 UTC)3478 PyPI100MIT
mcp-server-mcsaResearch & DataLGDiMaggioAlicenseAqualityCmaintenanceEnables predictive maintenance for electric motors by analyzing stator current signals to detect faults like broken rotor bars, bearing defects, and eccentricity, using spectral and envelope analysis techniques. Updated 4 months ago (2026-05-29 10:12 UTC)2125 PyPI9MIT