TOOL

CMMS MCP server, 0 stars: an AI assistant looks up assets, acknowledges alarms and moves work orders, with role checks

Work orders follow a real life cycle with an audit trail, and a read-only mode leaves the write tools out entirely. It ships with a made-up plant and a companion skill that teaches the agent the safe order of calls.

For maintenance planners and reliability engineers: a working pattern for letting an agent touch work orders without giving it free rein.

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Open Industry Project: a free browser-based factory simulator with conveyors, sensors, robots and its own PLC

The built-in PLC runs a subset of Structured Text and Ladder Diagram, and a desktop app connects a real PLC over Modbus TCP, OPC UA, EtherNet/IP, S7 or ADS. The team says it is in early development and breaking changes can land in any update.

For controls engineers and trainers: test PLC logic on a virtual palletizing line without buying hardware or PLC software.

Open Industry Project simulator showing a palletizing line with an orange robot arm, roller conveyors, boxes and an AGV
Image: Open Industry Project
TOOL

Graph Overlay Inspector: lay a P&ID's extracted knowledge graph on top of the drawing and check it tag by tag

You inspect the graph on the drawing it came from, run SPARQL with the results shown on the sheet, and send fixes back into the graph through a change log. It runs as a Claude artifact or a single HTML file, and Claude features bill the viewer's own account or API key.

For engineers digitizing P&IDs: see where an AI extraction is wrong before anyone builds on it.