- Routes single query across 10+ campus systems using multiple MCP servers in parallel
- Intent classification determines which servers to query, confidence scoring ensures grounded responses
- Surfaces source when uncertain instead of guessing, reasoning panel visible to users
- Groq Llama 3.3 70B for intent detection with fallback handling when confidence drops
5+Data sources
MCPArchitecture
ParallelRetrieval
GroundedResponses
Engineering note
Intent classification before routing reduces wrong-server queries significantly. The hallucination resistance mechanism is the key design choice - when confidence drops below threshold, the system returns a source reference instead of synthesizing an answer, preserving trust at the cost of convenience.