How do I install memorymesh?

Its own README gives this command: pip install memorymesh[all]. Run it where your MCP client can launch the server, and check the README for any settings it asks for.

Which AI clients can use memorymesh?

Its own description mentions Cursor. That is a mention in its description, not a test we ran.

Is memorymesh official and is it maintained?

We found nothing naming it as a vendor’s official server. Its repository has 4 GitHub stars and its state in our directory is listed. Its last commit we recorded was on 2026-06-24.

What licence does memorymesh use?

The repository declares the MIT licence.

InfratoApp / Resources / MCP servers / memorymesh

memorymesh

memorymesh is an MCP server, listed under databases. It reaches sqlite. Its repository has 4 GitHub stars and is licensed under MIT; we last read it on 2026-10-24.

memorymesh is a free, open-source, zero-dependency Python library for persistent LLM memory, compatible with Claude, GPT, Gemini, Ollama, Cursor, and any MCP client.

Install

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

pip install memorymesh[all]

View in memorymesh’s own README ↗

What it reaches, and what it needs

Reaches

sqlite

Credential

○ none found

What it connects to

Wraps

Ollama

Supported in

Cursor

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

State

listed

Licence

MIT

From the repository

The SQLite of AI Memory — free, open-source, zero-dependency Python library for persistent LLM memory. Works with Claude, GPT, Gemini, Ollama, Cursor, and any MCP client.

View on GitHub ↗2026-10-24

memorymesh compared with similar servers

memorymesh compared with the closest alternatives, by services reached, credentials, stars, last update and licence
Server	Reaches	Needs	Stars	Last update	Licence
memorymesh (this page)	sqlite	None listed	4	2026-06-24	MIT
dbhub	mysql, postgres, sqlite(1 shared)	None listed	3,702	2026-10-21	MIT
mcp-alchemy	mysql, postgresql, sqlite(1 shared)	None listed	422	2026-10-15	MPL-2.0
knowl	sqlite(1 shared)	None listed	114	2026-10-21	Apache-2.0
ai-memory-mcp	sqlite, xai(1 shared)	AI_MEMORY_LLM_API_KEY, XAI_API_KEY	54	2026-10-22	Apache-2.0
saga-mcp	sqlite(1 shared)	None listed	40	2026-10-07	MIT

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

Common questions about memorymesh

What does memorymesh do?: memorymesh is a free, open-source, zero-dependency Python library for persistent LLM memory, compatible with Claude, GPT, Gemini, Ollama, Cursor, and any MCP client.
How do I install memorymesh?: Its own README gives this command: pip install memorymesh[all]. Run it where your MCP client can launch the server, and check the README for any settings it asks for.
What does memorymesh connect to, and what does it need?: It reaches sqlite.
Which AI clients can use memorymesh?: Its own description mentions Cursor. That is a mention in its description, not a test we ran.
Is memorymesh official and is it maintained?: We found nothing naming it as a vendor’s official server. Its repository has 4 GitHub stars and its state in our directory is listed. Its last commit we recorded was on 2026-06-24.
What licence does memorymesh use?: The repository declares the MIT licence.

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