Memory OS AI MCP Server

by romainsantoli-web Your server? Claim it

local only

Memory OS AI runs on your own machine — the client starts it, so there is no endpoint to ping. 625 installs a week from pypi. Last commit 3 Mar 2026.

Adaptive memory for AI agents — FAISS search, chat extraction, cross-project linking

Installs per day peak 658 · avg 165 · -38% w/w

a month agotoday

625

Installs / week

pypi · memory-os-ai

Stars

0 open issues

3 Mar 2026

Last commit

from GitHub

GPL-3.0

License

Python

What the code does

We read the source, 4 d ago · rules 995398eba69f

Capabilities

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.

Runs a command on install [пакет] package.json:1

setup.py: выполняет код при установке пакета

File ships in the package but is absent from the source [пакет] memory_os_build.py:1, [пакет] setup.py:1, [пакет] src/memory_os_ai/legacy_cli.py:1 и ещё 72

этот файл ставится пользователю, но в репозитории его нет

Unsafe deserialization legacy/memory_os_ai.py:224

            embeddings = pickle.load(f)

Runs an external command legacy/memory_os_ai_gui.py:258, [пакет] memory_os_build.py:113, [пакет] tools/qualify_v4_upgrade.py:23 и ещё 5

                subprocess.run(["xdg-open", chemin_fichier], check=True)

Builds a file path from a variable legacy/memory_os_ai_gui.py:255, src/memory_os_ai/cloud_storage.py:313, src/memory_os_ai/engine.py:248 и ещё 2

        chemin_fichier = os.path.join(DOSSIER_FICHIERS, self.selected_file)

Reads files and sends them to the network src/memory_os_ai/cloud_storage.py:364, [пакет] src/memory_os_ai/cloud_storage.py:359

        for root, _, files in os.walk(search_dir):

Dumps the whole environment [пакет] v4/src/memory_os_v4/ops/backup.py:454

    env = dict(os.environ, MEMORY_V4_DIR=str(root), MEMORY_V4_PROJECT="*", MEMORY_V4_TOKEN_FILE=str(settings.token_file))

Secret passed into the image build Dockerfile:28

ENV TOKENIZERS_PARALLELISM=false

Is this your server and something here is wrong? Tell us — corrections are free and do not require a plan.

This code can reach further than it looks

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.

Connect this server

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 Code Claude Desktop Codex Cursor VS Code

run in your terminal

claude mcp add memory-os-ai -- uvx memory-os-ai

~/Library/Application Support/Claude/claude_desktop_config.json

{
  "mcpServers": {
    "memory-os-ai": {
      "command": "uvx",
      "args": [
        "memory-os-ai"
      ]
    }
  }
}

~/.codex/config.toml

[mcp_servers.memory-os-ai]
command = "uvx"
args = ["memory-os-ai"]

.cursor/mcp.json

{
  "mcpServers": {
    "memory-os-ai": {
      "command": "uvx",
      "args": [
        "memory-os-ai"
      ]
    }
  }
}

.vscode/mcp.json

{
  "servers": {
    "memory-os-ai": {
      "type": "stdio",
      "command": "uvx",
      "args": [
        "memory-os-ai"
      ]
    }
  }
}

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Memory OS AI — questions

Answers built from our own checks of this server.

Why is there no uptime for Memory OS AI?

Memory OS AI runs on your own machine over stdio — there is no network address to reach, so uptime cannot be measured for it by anyone. What can be measured is adoption: the pypi package memory-os-ai was installed 625 times last week.

How do I connect Memory OS AI?

Copy the ready config from this page. We generate it for Claude Code, Claude Desktop, Codex, Cursor and VS Code, each in the form that client actually reads. It runs locally, so the command pulls memory-os-ai straight from pypi; nothing to host, nothing to sign up for.

How many people use Memory OS AI?

The pypi package memory-os-ai was installed 625 times in the last week. Week over week that is -38%. We show installs rather than GitHub stars on purpose: a star is a bookmark, an install is someone actually running it.

Is Memory OS AI open source?

Yes — it is published under the GPL-3.0 licence, written in Python and 3 stars on GitHub. The source link is on this page, so you can read exactly what it does with your data before you connect it.