Koskamo

Graph-Mem MCP

A production-grade Graph-RAG MCP server providing persistent knowledge graph memory for AI agents. It combines graph storage, semantic vector search, and multi-hop traversal to maintain context across sessions. It includes 28 tools, an authenticated UI, and supports integration with various IDEs and CLI agents.

Package and access

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

Graph-Mem MCP logo, by Sathvik-1007Community listingLocal stdioSource reviewed; not executedPublished by Sathvik-1007
Vendor documentation

What you can do with it

  • Provide persistent context to AI coding agents across sessions
  • Add knowledge graph tools to IDEs like Cursor or Windsurf
  • Build custom AI agents with a structured memory layer

Source and maintenance

Community listingRegistry 1.0.0
mcp-registry: io.github.Sathvik-1007/graphmem-mcp@1.0.0Source repositoryProject website
Maintenance checked

Packages and installation

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

graphmem-mcp 1.0.0

pypi
graphmem-mcp package definition
{
  "version": "1.0.0",
  "transport": "stdio",
  "identifier": "graphmem-mcp",
  "registryType": "pypi",
  "registryBaseUrl": "https://pypi.org",
  "environmentVariables": [
    {
      "name": "GRAPHMEM_DB_PATH",
      "description": "Path to the SQLite database file. Defaults to .graphmem/graph.db relative to the working directory."
    },
    {
      "name": "GRAPHMEM_EMBEDDING_MODEL",
      "description": "sentence-transformers model ID used for semantic search. Defaults to all-MiniLM-L6-v2, downloaded on first use."
    },
    {
      "name": "GRAPHMEM_TRAVERSAL_NODE_BUDGET",
      "description": "Maximum entities visited by a single graph traversal. Defaults to 5000."
    },
    {
      "name": "GRAPHMEM_LOG_LEVEL",
      "description": "Logging verbosity: DEBUG, INFO, WARNING, ERROR, or CRITICAL. Defaults to WARNING."
    }
  ]
}

Tools

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No tool definitions available.

Connect from your client

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

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Cursor

Merge this local stdio configuration, replace every placeholder environment value, and restart Cursor. Koskamo has not executed this package.
Cursor configuration
{
  "mcpServers": {
    "graph-mem-mcp": {
      "command": "uvx",
      "args": [
        "graphmem-mcp==1.0.0"
      ],
      "env": {
        "GRAPHMEM_DB_PATH": "<YOUR_GRAPHMEM_DB_PATH>",
        "GRAPHMEM_EMBEDDING_MODEL": "<YOUR_GRAPHMEM_EMBEDDING_MODEL>",
        "GRAPHMEM_TRAVERSAL_NODE_BUDGET": "<YOUR_GRAPHMEM_TRAVERSAL_NODE_BUDGET>",
        "GRAPHMEM_LOG_LEVEL": "<YOUR_GRAPHMEM_LOG_LEVEL>"
      }
    }
  }
}

Cline

Merge this local stdio configuration, replace every placeholder environment value, and restart Cline. Koskamo has not executed this package.
Cline configuration
{
  "mcpServers": {
    "graph-mem-mcp": {
      "command": "uvx",
      "args": [
        "graphmem-mcp==1.0.0"
      ],
      "env": {
        "GRAPHMEM_DB_PATH": "<YOUR_GRAPHMEM_DB_PATH>",
        "GRAPHMEM_EMBEDDING_MODEL": "<YOUR_GRAPHMEM_EMBEDDING_MODEL>",
        "GRAPHMEM_TRAVERSAL_NODE_BUDGET": "<YOUR_GRAPHMEM_TRAVERSAL_NODE_BUDGET>",
        "GRAPHMEM_LOG_LEVEL": "<YOUR_GRAPHMEM_LOG_LEVEL>"
      }
    }
  }
}

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": {
    "graph-mem-mcp": {
      "type": "stdio",
      "command": "uvx",
      "args": [
        "graphmem-mcp==1.0.0"
      ],
      "env": {
        "GRAPHMEM_DB_PATH": "<YOUR_GRAPHMEM_DB_PATH>",
        "GRAPHMEM_EMBEDDING_MODEL": "<YOUR_GRAPHMEM_EMBEDDING_MODEL>",
        "GRAPHMEM_TRAVERSAL_NODE_BUDGET": "<YOUR_GRAPHMEM_TRAVERSAL_NODE_BUDGET>",
        "GRAPHMEM_LOG_LEVEL": "<YOUR_GRAPHMEM_LOG_LEVEL>"
      }
    }
  }
}

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": {
    "graph-mem-mcp": {
      "command": "uvx",
      "args": [
        "graphmem-mcp==1.0.0"
      ],
      "env": {
        "GRAPHMEM_DB_PATH": "<YOUR_GRAPHMEM_DB_PATH>",
        "GRAPHMEM_EMBEDDING_MODEL": "<YOUR_GRAPHMEM_EMBEDDING_MODEL>",
        "GRAPHMEM_TRAVERSAL_NODE_BUDGET": "<YOUR_GRAPHMEM_TRAVERSAL_NODE_BUDGET>",
        "GRAPHMEM_LOG_LEVEL": "<YOUR_GRAPHMEM_LOG_LEVEL>"
      }
    }
  }
}

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