Industrial & IoT MCP servers

Read-only analysis of Mitsubishi Electric MELSEC PLC projects saved by GX Works3 (`.gx3`): trace why a coil never turns on through the ladder logic, find where a device is written and read, search by device comment, and separate conditions that arrive from physical inputs, HMI or network communication. Runs entirely locally and never modifies the project; no project-mutating command is exposed. Unofficial, not affiliated with Mitsubishi Electric.

Local MCP server for parametric price benchmarking: trains on your own purchasing history to predict what a part should cost, attribute the price to spec and supplier drivers, and return a calibrated likely-price range — nothing leaves your machine. Built for procurement and engineering teams. `pip install "p2predict[mcp]"`

Industrial predictive maintenance: vibration analysis, bearing fault diagnosis (ISO 20816-3), and server-authored diagnostic reports, benchmarked on the public CWRU dataset

Industrial AI infrastructure that connects any AI agent to industrial equipment: 14 protocols, 18 manufacturers, 30 tools, cross-OEM telemetry normalization, health index, and failure prediction. The first physical-world MCP server. Free tier available. ([Smithery](https://smithery.ai/server/@foundrynet/forge))

Local MCP server for parametric price benchmarking: trains on your own purchasing history to predict what a part should cost, attribute the price to spec and supplier drivers, and return a calibrated likely-price range — nothing leaves your machine. Built for procurement and engineering teams. `pip install "p2predict[mcp]"`

Industrial predictive maintenance: vibration analysis, bearing fault diagnosis (ISO 20816-3), and server-authored diagnostic reports, benchmarked on the public CWRU dataset

Read-only analysis of Mitsubishi Electric MELSEC PLC projects saved by GX Works3 (`.gx3`): trace why a coil never turns on through the ladder logic, find where a device is written and read, search by device comment, and separate conditions that arrive from physical inputs, HMI or network communication. Runs entirely locally and never modifies the project; no project-mutating command is exposed. Unofficial, not affiliated with Mitsubishi Electric.

Industrial AI infrastructure that connects any AI agent to industrial equipment: 14 protocols, 18 manufacturers, 30 tools, cross-OEM telemetry normalization, health index, and failure prediction. The first physical-world MCP server. Free tier available. ([Smithery](https://smithery.ai/server/@foundrynet/forge))