Data · Local MCP server

MCP Memory Graph

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

Visit MCP Memory Graph's website

What the MCP Registry states

The entry as published to the official MCP Registry (read 2026-10-04), latest version.

Registry name
io.github.YonasValentin/mcp-memory-graph
Version
2.10.3
Status
Active
Category
data
Transport
stdio (local process)
Package
npm
Published
2026-07-06
Updated
2026-07-06
Publisher
YonasValentin (GitHub)
Website
github.com/YonasValentin/mcp-memory-graph#readme
Repository
github.com/YonasValentin/mcp-memory-graph
Source
Registry API entry

Packages

RegistryPackageVersionTransportEnvironment variables
npmruntime: npxmcp-memory-graph2.10.3stdioMCP_MEMORY_DB_PATH, MCP_MEMORY_MODEL

How to connect MCP Memory Graph

MCP Memory Graph runs locally from a Node.js package published to the npm registry: mcp-memory-graph version 2.10.3. It speaks MCP over stdio, so the client starts it as a program and talks to it through standard input and output. It needs Node.js; clients usually start it with npx — the usual command is npx -y mcp-memory-graph@2.10.3. It reads these environment variables: MCP_MEMORY_DB_PATH and MCP_MEMORY_MODEL; set them in the client's configuration for this server.

In the mcpServers JSON format that many desktop and editor MCP clients read, the entry looks like this (placeholders in angle brackets):

{
  "mcpServers": {
    "mcp-memory-graph": {
      "command": "npx",
      "args": [
        "-y",
        "mcp-memory-graph@2.10.3"
      ],
      "env": {
        "MCP_MEMORY_DB_PATH": "<value>",
        "MCP_MEMORY_MODEL": "<value>"
      }
    }
  }
}

Derived from the registry entry, not tested here. What the server does, and on what terms, is set by its publisher; check its repository or website before giving it access to your accounts or files. How to add an MCP server to an assistant · Before you connect

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