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mengram

mengram is an MCP server. It reaches mengram. It needs MENGRAM_API_KEY to authenticate. Its repository has 204 GitHub stars and is licensed under Apache-2.0; we last read it on 2026-10-22.

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.

Install

Read from mengram’s own README, close to verbatim -- not written by us, and not guessed.

pip install mengram-ai   # or: npm install mengram-ai
mengram try

What it reaches, and what it needs

Reaches
mengram
Credential
MENGRAM_API_KEY

What it connects to

Unverified means a mention in the server’s own description, not a citation. A wrong claim here costs nothing to correct and nothing to trust yet.

Maintenance

Stars
204
State
listed
Licence
Apache-2.0
From the repository

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.

Common questions about mengram

What does mengram do?
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?
Its own README gives this command: pip install mengram-ai # or: npm install mengram-ai mengram try. Run it where your MCP client can launch the server, and check the README for any settings it asks for.
What does mengram connect to, and what does it need?
It reaches mengram. The credentials we found in its source are MENGRAM_API_KEY.
Is mengram official and is it maintained?
We found nothing naming it as a vendor’s official server. Its repository has 204 GitHub stars and its state in our directory is listed. Its last commit we recorded was on 2026-09-16.
What licence does mengram use?
The repository declares the Apache-2.0 licence.

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