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MCP Memory Graph MCP Server

by yonasvalentin Your server? Claim it
local only

MCP Memory Graph runs on your own machine — the client starts it, so there is no endpoint to ping. 84 installs a week from npm. Last commit 6 Jul 2026.

Local-first memory for Claude Code and any MCP client: hybrid search + knowledge graph, $0/token.

Installs per day peak 189 · avg 40 · +33% w/w
a month agotoday
84
Installs / week
npm · mcp-memory-graph
2
Stars
0 open issues
6 Jul 2026
Last commit
0 releases in 90 days
License
TypeScript

What the code does

We read the source, 18 h ago · rules 3dff92dd89df

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.

Installs itself into autostart src/cli/argv.ts:70, src/cli/uninstall.ts:175
                 ~/Library/LaunchAgents/com.mcp-memory.consolidate.plist (macOS)
Runs an external command src/cli/review-and-store.ts:139
  const child = spawn(
Builds a file path from a variable src/cli/vault-init.ts:71
    const p = path.join(hooksDir, hook);

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.

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 mcp-memory-graph -- npx -y mcp-memory-graph
~/Library/Application Support/Claude/claude_desktop_config.json
{
  "mcpServers": {
    "mcp-memory-graph": {
      "args": [
        "-y",
        "mcp-memory-graph"
      ],
      "command": "npx"
    }
  }
}
~/.codex/config.toml
[mcp_servers.mcp-memory-graph]
command = "npx"
args = ["-y", "mcp-memory-graph"]
.cursor/mcp.json
{
  "mcpServers": {
    "mcp-memory-graph": {
      "args": [
        "-y",
        "mcp-memory-graph"
      ],
      "command": "npx"
    }
  }
}
.vscode/mcp.json
{
  "mcpServers": {
    "mcp-memory-graph": {
      "args": [
        "-y",
        "mcp-memory-graph"
      ],
      "command": "npx"
    }
  }
}

This one needs environment variables set before it will start: MCP_MEMORY_DB_PATH (SQLite database file location (default ~/.mcp-memory/memory.db)), MCP_MEMORY_MODEL (HuggingFace embedding model name (default Xenova/all-MiniLM-L6-v2)). The author declared them in the registry entry; get the values from the project itself.

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MCP Memory Graph — questions

Answers built from our own checks of this server.

Why is there no uptime for MCP Memory Graph?
MCP Memory Graph 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 npm package mcp-memory-graph was installed 84 times last week.
How do I connect MCP Memory Graph?
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 mcp-memory-graph straight from npm; nothing to host, nothing to sign up for.
How many people use MCP Memory Graph?
The npm package mcp-memory-graph was installed 84 times in the last week. Week over week that is +33%. We show installs rather than GitHub stars on purpose: a star is a bookmark, an install is someone actually running it.
Is MCP Memory Graph open source?
We cannot say either way: written in TypeScript and 2 stars on GitHub, but we could not determine the licence, and without one the code is not open source by default.