iso-20816

MCP server for predictive maintenance and machinery fault diagnosis. Gives AI assistants evidence-based vibration analysis - FFT, envelope, bearing fault detection, ISO 20816-3 severity - with a measured, blind CWRU benchmark. Local-first: raw signals never leave your machine. Includes a Claude Code plugin.

Vibration-based predictive maintenance dashboard for rotary machinery — FastAPI + sktime MiniRocket . Student data science consulting project for Machinery Monitoring Systems, LLC × Institute for AI and Data Science, University at Buffalo.

Physics-informed bearing & rotor diagnostics: a physics engine, a transformer, and a DSP expert each diagnose every recording, and a reliability-gated fusion weights all three into one verdict — surfacing disagreement instead of hiding it.