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The azure-deploy-mcp-server is a Knowledge Graph Memory Server that enables persistent memory management across chats. It allows for the creation of entities, relations, and observations, facilitating personalized user interactions and memory retention. This enhances the user experience by remembering relevant information and relationships over time.