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Graph-Mem MCP Server

by sathvik-1007 Your server? Claim it
local only

Graph-Mem runs on your own machine — the client starts it, so there is no endpoint to ping. 62 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 32 · avg 12 · -34% w/w
a month agotoday
62
Installs / week
pypi · graphmem-mcp
1
Stars
0 open issues
21 Jul 2026
Last commit
0 releases in 90 days
MIT
License
Python

Nothing serious here today

Today is the operative word: we check Graph-Mem every 15 minutes and re-read its code on every release. Watch it and you find out the day that stops being true.

Three servers free · no card

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"
    }
  }
}

This one needs environment variables set before it will start: GRAPHMEM_DB_PATH (Path to the SQLite database file. Defaults to .graphmem/graph.db relative to the working directory.), GRAPHMEM_EMBEDDING_MODEL (sentence-transformers model ID used for semantic search. Defaults to all-MiniLM-L6-v2, downloaded on first use.), GRAPHMEM_TRAVERSAL_NODE_BUDGET (Maximum entities visited by a single graph traversal. Defaults to 5000.), GRAPHMEM_LOG_LEVEL (Logging verbosity: DEBUG, INFO, WARNING, ERROR, or CRITICAL. Defaults to WARNING.). The author declared them in the registry entry; get the values from the project itself.

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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 62 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 62 times in the last week. Week over week that is -34%. 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.