LiveRecall is hands-free clinical decision support for the bedside: a clinician points/asks a camera (phone or Ray-Ban Meta glasses) an unfamiliar medical equipment, asks a question, and gets a grounded answer with the authoritative text, thumbnail, and citation in seconds. LiveRecall ingests a multimodal catalog (text + image + vector embedding per apparatus) into MongoDB Atlas, uses Atlas Vector Search for semantic retrieval, and drives a multi-agent pipeline (vision → routing → retrieval → reranking → answer) coordinated via change streams-MongoDB as both the knowledge base and the agent bus. Decision support, not diagnosis-the clinician stays in the loop.
Team
+1Placement
Finalist
