Industrial predictive maintenance: vibration analysis, bearing faults, ISO 20816-3
Industrial predictive maintenance: vibration analysis, bearing faults, ISO 20816-3
An open-source MCP server and predictive maintenance AI agent that turns LLMs into condition monitoring assistants. Engineers describe what they need in plain language; the AI calls the right analysis tools and delivers results — bearing fault detection, risk assessment, anomaly detection, and remaining useful life estimation. Also available as a Claude Code plugin with 8 diagnostic skills. It's designed to support and accelerate expert decision-making.
Compare MCP servers by category, or browse hosted MCP servers if you prefer an endpoint over a local process.
{
"mcpServers": {
"predictive-maintenance": {
"command": "/full/path/to/uvx",
"args": [
"predictive-maintenance-mcp"
],
"env": {
"UV_LINK_MODE": "copy"
}
}
}
}From the project documentation. Replace placeholders and example paths before connecting.
| Variable | Description | Required |
|---|---|---|
| UV_LINK_MODE | Declared in the maintainer’s client configuration. | Check documentation |
Read, search and edit files inside allowed directories with the Model Context Protocol reference Filesystem server.
Retrieve version-aware library documentation and code examples with Context7 MCP, using resolve-library-id and query-docs.
Provides a simple Python implementation of a Model Communication Protocol (MCP) server over a network using Server-Sent Events (SSE).
MCP (Model Context Protocol) server that gives AI coding agents complete autonomous control over an Unreal Engine 5.7 project. Single Go binary, zero external dependencies.
Your phone has context that AI doesn't — your health data, your notifications, your app usage. Rouse Context makes that context available to AI
A **Model Context Protocol (MCP)** server designed to interface with **SIEMENS WinCC Unified SCADA systems** via their **GraphQL API**. This server