MemMachine provides a universal memory layer for AI agents, featuring graph-based episodic memory, SQL-stored profile memory, and session-based working memory. It transforms stateless chatbots into context-aware assistants by persisting agent state across restarts and model changes. The system exposes a server-client architecture with Python libraries for integration into agent frameworks.