MindMemOS

Key features

• Portable across agentsPersist user profiles, preferences, project facts, tool experience, and skill candidates as reusable assets, allowing OpenClaw, Hermes, Claude Code, OpenHands, and other agents to share or transfer the same long-term memory.
• Lite modeDesigned around low dependencies, replaceable components, and easy embedding, with database backends, async tasks, and log storage decoupled into flexible lightweight components that support in-memory calls and simplified deployment.
• 2026-08-18We released the DeepSeek Harness Plugin, letting DeepSeek Harness (dsh) agents automatically recall and write MindMemOS memories.
• Self-evolving memory systemContinuously improve memory quality through schema learning, dreaming, and feedback by automatically learning frequent memory patterns, consolidating memories offline, and using interaction corrections to optimize add/search workflows.
• Memory and Skills integrationExperience memories can be distilled into skill candidates, while skill execution results, failure traces, and user feedback flow back into the memory system to drive continuous skill evolution.