MemMachine is an open-source memory layer that transforms AI agents and applications into intelligent, personalized assistants. Unlike traditional AI apps that start fresh each time, MemMachine enables applications to learn, store, and recall data from past sessions, enriching every interaction with context. Key Features: • Persistent Memory - Maintains memory across sessions, agents, and LLMs, building evolving user profiles • Multi-Platform Integration - Works with OpenAI, AWS Bedrock, Ollama, and more via MCP server capability • Flexible Deployment - Run locally, in the cloud, or install via pip with full data control • Open-Source - Comprehensive documentation, active community support