Memorymesh

io.github.sparkvibe-ioPublished by GitHub account sparkvibe-iov4.1.0Updated Oct 24, 2026

Persistent, zero-dependency AI memory using SQLite. Local-first, cross-tool portable.

VerifiedSTDIODesktop onlyKnowledge & Memory

Overview

AI-generated overview

Gives an assistant persistent local memory stored in SQLite, so context survives across sessions and tools.

What you can do
Memorymesh provides persistent AI memory backed by SQLite, described as zero-dependency and local-first. It is meant to be portable across tools, so stored memories can be reused by different assistants or clients rather than being tied to one. The manifest lists no tools, so the specific operations it exposes are not documented in the supplied material.
When to use it
Worth considering when you want an assistant to remember information between conversations and keep that memory on your own machine. It suits users who move between multiple AI tools and want one shared memory store.
Requirements
Runs as a local process on the user's machine over stdio, installed from the PyPI package memorymesh, so a Python environment is needed. Desktop only; no web execution. No authentication, environment variables, or headers are declared.
Before you install
The supplied material does not describe what is stored, how long it is kept, or how to delete it, so review the stored data and retention yourself. No credentials, payments, or third-party data sharing are indicated.

Installation

In SourceWeft

  1. Open Memorymesh in the dashboard and add it to a workspace.
  2. Enable the server for the chats that should use its tools.

Desktop only via STDIO. STDIO servers start a local process, so they need the SourceWeft desktop host.

Tools

0
SourceWeft has not started this package in its sandbox yet, so its tools are not known.

Version history

1
  1. v4.1.0LatestSep 16, 2026

Score

25% of the applicable checks met

How complete this listing is, computed from the registry entry, the endpoint and public sources. Not a rating of the server and not a statement that it is safe or working today: reachability is a dated check, and no installs or reviews go into the score.

  • Reached in the last 30 days25 pts

    Keep the endpoint answering the MCP handshake; SourceWeft probes it every 30 days.

  • Auth declared10 pts

    Declare the credential headers in the registry entry, or keep the endpoint answering the probe so its auth can be classified.

  • Tools listed15 pts

    Answer tools/list without a credential, or ship a package that starts in a sandbox without one.

  • DescriptionRequired15 pts
  • Logo10 pts
  • Documentation15 pts

    Declare a GitHub repository with a README, or serve resource_documentation in the OAuth protected-resource metadata.

  • License10 pts

    Declare a license in the repository or the registry entry.