Predictive Maintenance

Predictive Maintenance MCP is an open-source Model Context Protocol (MCP) server and AI agent that empowers AI assistants and LLMs to perform advanced vibration data analysis, machinery fault detection, and professional diagnostic reporting in natural conversational language. It supports reliability and maintenance engineers, developers, and researchers by automating condition monitoring workflows—covering spectral/statistical analysis, anomaly detection, health assessment, reporting, and remaining useful life estimation. The tool features 52 local, privacy-preserving MCP endpoints and a Claude Code plugin for guided diagnostic workflows and domain-specific autonomous agent skills.