TOOL
A gateway that exposes an OPC UA address space as standard REST endpoints with live streams, and as MCP when enabled. It is AGPL-3.0, and the app itself does not enforce HTTP authentication.
For controls engineers: a way to hand plant OPC UA data to an agent or app without deep OPC UA knowledge. Check the license before embedding it, and put authentication in front of it.
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Zhaofeng and Leju report about 1,000 hours over two months across 15 stations with a 98% loading success rate, but a robot cycle takes under 40 seconds against about 15 for a practiced worker. The figures are company-reported, and the two companies run a joint venture.
TOOL
A read-first MCP data tap for OPC UA, Modbus, S7, EtherNet/IP, BACnet and more. It returns a downtime root-cause verdict with cited evidence and audits every call. The analysis is deterministic, and an LLM is optional.
For controls and operations teams: let an agent read plant data with an audit trail. Six tools can send data off the box by design, and one setting turns them off.
TOOL
Its tools compute properties for 29 fluids, pipe and duct sizing, and liquid, gas and steam networks from reference equations, so the figure doesn't come from the model's guess. The accuracy claims are vendor-reported.
For process and mechanical engineers: each answer comes with its method and validity range, so it can be checked.