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metabrain

metabrain is an MCP server, listed under databases. It reaches sqlite. Its repository has 0 GitHub stars and is licensed under MIT; we last read it on 2026-10-22.

A zero-dependency SQLite memory layer for AI agents that learns what works: patterns graduate to proven preferences via a built-in experiment loop.

Install

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

pip install metabrain

What it reaches, and what it needs

Reaches
sqlite
Credential
○ none found

Maintenance

Stars
0
State
listed
Licence
MIT
From the repository

A zero-dependency SQLite memory layer for AI agents that learns what works: patterns graduate to proven preferences via a built-in experiment loop.

metabrain compared with similar servers

metabrain compared with the closest alternatives, by services reached, credentials, stars, last update and licence
ServerReachesNeedsStarsLast updateLicence
metabrain (this page)sqliteNone listed02026-08-26MIT
dbhubmysql, postgres, sqlite(1 shared)None listed3,7022026-10-21MIT
mcp-alchemymysql, postgresql, sqlite(1 shared)None listed4222026-10-15MPL-2.0
knowlsqlite(1 shared)None listed1142026-10-21Apache-2.0
ai-memory-mcpsqlite, xai(1 shared)AI_MEMORY_LLM_API_KEY, XAI_API_KEY542026-10-22Apache-2.0
saga-mcpsqlite(1 shared)None listed402026-10-07MIT

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

Common questions about metabrain

What does metabrain do?
A zero-dependency SQLite memory layer for AI agents that learns what works: patterns graduate to proven preferences via a built-in experiment loop.
How do I install metabrain?
Its own README gives this command: pip install metabrain. Run it where your MCP client can launch the server, and check the README for any settings it asks for.
What does metabrain connect to, and what does it need?
It reaches sqlite.
Is metabrain official and is it maintained?
We found nothing naming it as a vendor’s official server. Its repository has 0 GitHub stars and its state in our directory is listed. Its last commit we recorded was on 2026-08-26.
What licence does metabrain use?
The repository declares the MIT licence.

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