Memary is an open-source memory layer designed specifically for autonomous agents, enhancing their reasoning and learning abilities by mimicking human memory. It utilizes the Neo4j graph database to store knowledge and integrates with the Llama Index and Perplexity models to improve the querying capabilities of the knowledge graph. Key features of Memary include automatic memory generation, a memory module, system improvement, and memory recall, all aimed at seamlessly integrating with existing agents through minimal developer intervention, while offering visual data for memory analysis and system enhancement via a dashboard.