Koskamo

mcp-memory-graph MCP

A local-first memory server for Claude Code and any MCP client that provides permanent, searchable memory using hybrid search and a knowledge graph stored in a single SQLite file. It runs entirely locally with no cloud account, API key, or per-token cost, allowing agents to store decisions and recall them across sessions using local embedding models.

Package and access

Local package with source-attributed installation metadata. Koskamo does not execute packages during review.

mcp-memory-graph MCP logo, by YonasValentinCommunity listingLocal stdioSource reviewed; not executedPublished by YonasValentin
Vendor documentation

Checks and signals

Each line is separate evidence, not a trust score.

  • Popularity 2 GitHub stars

What you can do with it

  • Store AI assistant decisions for permanent recall
  • Search memory by meaning using hybrid vector and graph search
  • Browse and sort memory entries via a local web dashboard
  • Replace cloud memory services like mem0 or Zep with local storage

Source and maintenance

Community listingRegistry 2.10.3
mcp-registry: io.github.YonasValentin/mcp-memory-graph@2.10.3Source repositoryProject website
Last repository push
Latest release
v2.10.3
Maintenance checked

Packages and installation

Source-provided package data. Koskamo has not executed or live-probed this package.

mcp-memory-graph 2.10.3

npmnpx
mcp-memory-graph package definition
{
  "version": "2.10.3",
  "transport": "stdio",
  "identifier": "mcp-memory-graph",
  "runtimeHint": "npx",
  "registryType": "npm",
  "environmentVariables": [
    {
      "name": "MCP_MEMORY_DB_PATH",
      "format": "string",
      "description": "SQLite database file location (default ~/.mcp-memory/memory.db)"
    },
    {
      "name": "MCP_MEMORY_MODEL",
      "format": "string",
      "description": "HuggingFace embedding model name (default Xenova/all-MiniLM-L6-v2)"
    }
  ]
}

Tools

Reported by the attributed source; not independently observed by Koskamo.

No tool definitions available.

Maintenance history

Public check and source-refresh events. Editorial and ownership records remain private.

  • · repository · passed · metadata changed · updated
  • · backfill · recorded · Pre-expansion baseline; unobserved rich metadata remains unknown

Connect from your client

Each snippet configures the same source-provided package; replace placeholders before use.

This server is operated by the named third party. Listing and endpoint checks are not an endorsement or a security audit. Review the operator's permissions, terms, and data handling before connecting. How listings are checked and corrected.

Cursor

Merge this local stdio configuration, replace every placeholder environment value, and restart Cursor. Koskamo has not executed this package.
Cursor configuration
{
  "mcpServers": {
    "mcp-memory-graph-mcp": {
      "command": "npx",
      "args": [
        "-y",
        "mcp-memory-graph@2.10.3"
      ],
      "env": {
        "MCP_MEMORY_DB_PATH": "<YOUR_MCP_MEMORY_DB_PATH>",
        "MCP_MEMORY_MODEL": "<YOUR_MCP_MEMORY_MODEL>"
      }
    }
  }
}

Cline

Merge this local stdio configuration, replace every placeholder environment value, and restart Cline. Koskamo has not executed this package.
Cline configuration
{
  "mcpServers": {
    "mcp-memory-graph-mcp": {
      "command": "npx",
      "args": [
        "-y",
        "mcp-memory-graph@2.10.3"
      ],
      "env": {
        "MCP_MEMORY_DB_PATH": "<YOUR_MCP_MEMORY_DB_PATH>",
        "MCP_MEMORY_MODEL": "<YOUR_MCP_MEMORY_MODEL>"
      }
    }
  }
}

VS Code

Merge this local stdio configuration, replace every placeholder environment value, and restart VS Code. Koskamo has not executed this package.
VS Code configuration
{
  "servers": {
    "mcp-memory-graph-mcp": {
      "type": "stdio",
      "command": "npx",
      "args": [
        "-y",
        "mcp-memory-graph@2.10.3"
      ],
      "env": {
        "MCP_MEMORY_DB_PATH": "<YOUR_MCP_MEMORY_DB_PATH>",
        "MCP_MEMORY_MODEL": "<YOUR_MCP_MEMORY_MODEL>"
      }
    }
  }
}

Claude Desktop

Merge this local stdio configuration, replace every placeholder environment value, and restart Claude Desktop. Koskamo has not executed this package.
Claude Desktop configuration
{
  "mcpServers": {
    "mcp-memory-graph-mcp": {
      "command": "npx",
      "args": [
        "-y",
        "mcp-memory-graph@2.10.3"
      ],
      "env": {
        "MCP_MEMORY_DB_PATH": "<YOUR_MCP_MEMORY_DB_PATH>",
        "MCP_MEMORY_MODEL": "<YOUR_MCP_MEMORY_MODEL>"
      }
    }
  }
}

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