mongos

Clinical Query Assistant is a context-aware system that intelligently surfaces only the most relevant patient data—such as labs, vitals, and notes—for each clinical visit using Voyage AI embeddings and Fireworks AI models. Built for the MongoDB Agentic Memory & Context Engineering Hackathon, it organizes longitudinal health records into a clear, explainable interface that reduces physician cognitive overload without offering medical advice.