MemMachine is an open-source memory layer designed to enhance AI agents by enabling them to learn, store, and recall user data and preferences across multiple sessions. It addresses the common limitation of AI chatbots that treat each interaction as isolated by maintaining both episodic memory for conversational context and profile memory for long-term user facts.