Through natural conversations with patients, the clinician agent will provide a diagnosis, depressive symptom severity score, and speech prosody analysis, with results benchmarked to validated ratings and real clinician-patient interviews. Unlike simple questionnaire bots, this system aims to conduct an assessment through conversation and speech cues, mirroring a clinician’s approach in real-world evaluations.