mcpbeat

Graph-Mem MCP Server

io.github.Sathvik-1007/graphmem-mcp
local only

Graph-Mem runs on your own machine — the client starts it, so there is no endpoint to ping. 118 installs a week from pypi. Last commit 21 Jul 2026.

Persistent knowledge-graph memory for AI agents, with local semantic search. No API keys.

Installs per day peak 249 · avg 36 · -70% w/w
a month agotoday
118
Installs / week
pypi · graphmem-mcp
1
Stars
0 open issues
21 Jul 2026
Last commit
0 releases in 90 days
MIT
License
Python

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.

run in your terminal
claude mcp add graphmem-mcp -- uvx graphmem-mcp
~/Library/Application Support/Claude/claude_desktop_config.json
{
  "mcpServers": {
    "graphmem-mcp": {
      "args": [
        "graphmem-mcp"
      ],
      "command": "uvx"
    }
  }
}
~/.codex/config.toml
[mcp_servers.graphmem-mcp]
command = "uvx"
args = ["graphmem-mcp"]
.cursor/mcp.json
{
  "mcpServers": {
    "graphmem-mcp": {
      "args": [
        "graphmem-mcp"
      ],
      "command": "uvx"
    }
  }
}
.vscode/mcp.json
{
  "mcpServers": {
    "graphmem-mcp": {
      "args": [
        "graphmem-mcp"
      ],
      "command": "uvx"
    }
  }
}

Graph-Mem — questions

Answers built from our own checks of this server.

Why is there no uptime for Graph-Mem?
Graph-Mem 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 graphmem-mcp was installed 118 times last week.
How do I connect Graph-Mem?
Copy the ready config from this page — we generate it for Claude Code, Claude Desktop, Codex, Cursor and VS Code, each with the file path that client actually reads. It runs locally, so the command pulls graphmem-mcp straight from pypi; nothing to host, nothing to sign up for.
How many people use Graph-Mem?
The pypi package graphmem-mcp was installed 118 times in the last week. Week over week that is -70%. We show installs rather than GitHub stars on purpose: a star is a bookmark, an install is someone actually running it.
Is Graph-Mem open source?
Yes — it is published under the MIT licence, written in Python and 1 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.