"How to Query a Knowledge Graph Using an Ontology" matching MCP connectors:

Flash and run real firmware on physical embedded dev boards from an AI agent, over MCP.

ChiplabOAuth

ai.veecle

Run, build, and validate firmware on virtual hardware from your AI agent. Hardware knowledge corpus.

PLCs.aiOAuth

ai.plcs

Query Allen-Bradley and Siemens PLC projects, live tag values, and analyses in plain English.

spektralwerk-docs

com.silicann

Documentation for the Spektralwerk spectrometer SCPI API as a streamable HTTP MCP Server