memo runs on your own machine — the client starts it, so there is no endpoint to ping. 2 685 installs a week from pypi. Last commit 1 Sep 2026.
Memory for AI agents — MLX (Apple Silicon) or CPU (Linux), sqlite-vec + BM25, zero cloud.
We read the source, 18 h ago · rules 3dff92dd89df
What this server is able to do. For an MCP server this is often the job itself — a terminal server runs commands because that is what it is for. Listed so you know what you are plugging in, not as an accusation.
const child = spawn(
const candidate = path.join(directory, cmd + extension);
proc = subprocess.run(
env = dict(os.environ)
Is this your server and something here is wrong? Tell us — corrections are free and do not require a plan.
We found places where it runs commands, builds paths or queries from values it is given. None of that is a flaw by itself — it becomes one when the code changes, and code changes quietly between releases. We re-read it on every one.
This server runs on your own machine — install it with the package manager and the client starts it for you. Package name taken from the official registry entry.
claude mcp add memo -- uvx mlx-memo
{
"mcpServers": {
"memo": {
"args": [
"mlx-memo"
],
"command": "uvx"
}
}
}
[mcp_servers.memo]
command = "uvx"
args = ["mlx-memo"]
{
"mcpServers": {
"memo": {
"args": [
"mlx-memo"
],
"command": "uvx"
}
}
}
{
"mcpServers": {
"memo": {
"args": [
"mlx-memo"
],
"command": "uvx"
}
}
}
Persistent layered memory for AI agents. SQLite FTS5, fact versioning, zero-cloud.
Local memory for AI agents. One SQLite file on your machine — no cloud, no account.
Local-first MCP memory server for coding agents. No API key, no cloud. SQLite + FTS5 + sqlite-vec.
Local-first memory for AI agents: SQLite FTS5, deterministic recall, no vector DB, no cloud.
Local-first persistent memory for AI agents — SQLite + local embeddings, MCP-native, no cloud.
Persistent, verified, cross-session memory for AI agents. 26 tools. SQLite + sync.
Persistent, verified, cross-session memory for AI agents. 26 tools. SQLite + sync.
Bi-temporal, provenance-carrying long-term memory for AI agents, in one SQLite file.
Answers built from our own checks of this server.