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Engram: long-term memory for AI agents

Teams building AI assistants that need to keep context across sessions without repeating it.

  • Recommendedour rating
  • 47gitHub stars
  • MITlicence
  • 38 days agolast update
git clone https://github.com/tstockham96/engram.git
README.md

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What it does

Engram is an MCP server and SDK that gives AI agents a memory layer with semantic recall, automatic consolidation and contradiction detection. It stores memories locally in SQLite and links them in a bi-temporal knowledge graph, so an agent can track how information changes over time.

Use cases

  1. 01Keep project decisions across coding sessions
  2. 02Recall facts an assistant learned earlier
  3. 03Flag stored memories that contradict each other

Questions about
Engram: long-term memory for AI agents.

What is Engram: long-term memory for AI agents used for?

Teams building AI assistants that need to keep context across sessions without repeating it. Engram is an MCP server and SDK that gives AI agents a memory layer with semantic recall, automatic consolidation and contradiction detection. It stores memories locally in SQLite and links them in a bi-temporal knowledge graph, so an agent can track how information changes over time.

How do I install Engram: long-term memory for AI agents?

Run this in your terminal: git clone https://github.com/tstockham96/engram.git

Is Engram: long-term memory for AI agents open source?

Yes. The code is on GitHub (tstockham96/engram) under the MIT licence.

Is Engram: long-term memory for AI agents safe to use?

It passed our automatic scan for credential theft, hidden instructions and risky install commands. Third party open source software. Sabemos AI does not maintain it. Check the code and permissions before you connect it to company data.