Example python code is below for the Engineering RAG, and an example web UI is also provided. 

Setup the API with local_api.py

Setup the MCP wrapper with mcp_wrapper.py

Use the web UI with index.html

Power users: setup an AI orchestration layer and pass your lists of members, connections and their design loads to this Agent. The orchestrator can then spin up 100s of agents simultaneously calculating the design capacities of 100s of members and connections.