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.

191 stars PythonOthers Updated Sep 4, 2026

ai-agentsai-memoryepisodic-memorymcp-serverprocedural-memoryragagent-memoryclaude-desktopcognitive-architecturecoherecursor-aiknowledge-graphletta-alternativellm-memorymem0-alternativemodel-context-protocolmultilingual-embeddingspgvectorpythonsemantic-search

No README could be loaded. View the project on GitHub for full documentation.

Frequently asked questions

What is mengram?

mengram is 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.

How do I install mengram?

Open the GitHub repository and follow its README. Most MCP servers are added to your client's MCP config, then called by your agent.

Is mengram open source?

Yes — it is hosted on GitHub at https://github.com/alibaizhanov/mengram and has 191 stars.

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