universal-memory

universal-memory is an MCP server, listed under memory & vectors. Its repository has 6 GitHub stars and is licensed under Apache-2.0; we last read it on 2026-10-23.

Provides a vendor-agnostic cognitive persistence layer for AI agents, enabling the transport of context, preferences, and history across sessions. Includes an auto-adaptation engine to sync global instructions and optimize token usage across LLMs or multi-agent workflows.

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

pip install universal-memory

Ranked by services in common with universal-memory, then by stars. Figures are from each repository when we last read it.

What does universal-memory do?

Provides a vendor-agnostic cognitive persistence layer for AI agents, enabling the transport of context, preferences, and history across sessions. Includes an auto-adaptation engine to sync global instructions and optimize token usage across LLMs or multi-agent workflows.

How do I install universal-memory?

Its own README gives this command: pip install universal-memory. Run it where your MCP client can launch the server, and check the README for any settings it asks for.

Is universal-memory official and is it maintained?

We found nothing naming it as a vendor’s official server. Its repository has 6 GitHub stars and its state in our directory is listed. Its last commit we recorded was on 2026-10-19.

What licence does universal-memory use?

The repository declares the Apache-2.0 licence.

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