This systematic review synthesised evidence on the applications, effectiveness, engagement, acceptability, and responsible design of large language model (LLM)- and AI-based conversational agents for mental health and psychological well-being. Following the PRISMA 2020 framework, Scopus, PubMed, and ScienceDirect were...