Memory OS AI runs on your own machine — the client starts it, so there is no endpoint to ping. 58 installs a week from pypi. Last commit 3 Mar 2026.
Adaptive memory for AI agents — FAISS search, chat extraction, cross-project linking
We read the source, 20 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.
embeddings = pickle.load(f)
subprocess.run(["xdg-open", chemin_fichier], check=True)
chemin_fichier = os.path.join(DOSSIER_FICHIERS, self.selected_file)
for root, _, files in os.walk(search_dir):
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 memory-os-ai -- uvx memory-os-ai
{
"mcpServers": {
"memory-os-ai": {
"args": [
"memory-os-ai"
],
"command": "uvx"
}
}
}
[mcp_servers.memory-os-ai]
command = "uvx"
args = ["memory-os-ai"]
{
"mcpServers": {
"memory-os-ai": {
"args": [
"memory-os-ai"
],
"command": "uvx"
}
}
}
{
"mcpServers": {
"memory-os-ai": {
"args": [
"memory-os-ai"
],
"command": "uvx"
}
}
}
Session memory for AI coding agents. Search past sessions, extract rules, and track what works.
Cross-session memory for AI agents - knowledge graph, scoring, semantic search
Cross-tool decision memory for AI coding agents: search your decision graph, check changes over MCP.
Persistent searchable memory for AI agents — save/get/search across sessions, tags.
Open-source MCP server for AI agents: web search, content extraction, and library docs.
AI that remembers. Local-first cross-session, cross-project long-term memory for coding tools.
Persistent cross-project memory for Cursor and Claude Code using local semantic search.
Persistent memory for AI agents. Search, store, and recall across sessions.
Answers built from our own checks of this server.