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2 repos for integrations · Windsurf · DocsClear
alibaizhanov/
mengram

Human-like memory for AI agents — semantic, episodic & procedural. Experience-driven procedures that learn from failures. Free API, Python & JS SDKs, LangChain, CrewAI & OpenClaw integrations.

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Open-source governed, local-first memory control plane for AI agents and teams. arXiv:2608.08253

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