Who maintains Graph-Mem?

Graph-Mem is maintained by Sathvik-1007, which publishes 2 MCP servers (1 total version) tracked on MCP Toplist.

Is Graph-Mem listed on the Official MCP Registry?

Yes — Graph-Mem is listed on the Official MCP Registry, alongside Glama.

How many versions does Graph-Mem have?

MCP Toplist tracks 1 version of Graph-Mem, most recently published on Jul 21, 2026.

Where can I find the source code for Graph-Mem?

The source code for Graph-Mem is hosted at github.com/Sathvik-1007/GraphMem-MCP.

SERVER

Graph-Mem

Rank #31,095

io.github.Sathvik-1007/graphmem-mcp

Persistent knowledge-graph memory for AI agents, with local semantic search. No API keys.

1 version

1 GitHub stars

by Sathvik-1007 (2 servers)View repository ↗

First listed

Jun 21, 2026

Last publish date

Jul 21, 2026

OVERVIEW

Graph-Mem is a Model Context Protocol (MCP) server published by Sathvik-1007. It ranks #31,095 of 115,591 servers tracked on MCP Toplist, and its repository has 1 GitHub stars. Graph-Mem is listed across 2 registries — Official MCP and Glama, with 1 tracked version. It was first listed on Jun 21, 2026 and most recently updated on Jul 21, 2026.

STANDING

#31,095of 115,591 tracked serversTop 50%

Ranks ahead of 84,496 of 115,591 servers on MCP Toplist.

CONNECT

Use Graph-Mem

No setupRuns out of the box

No credentials or required configuration declared — add it to your MCP client and go.

Python package (PyPI)

claude mcp add graphmem-mcp -e "GRAPHMEM_DB_PATH=<your GRAPHMEM_DB_PATH>" -e "GRAPHMEM_EMBEDDING_MODEL=<your GRAPHMEM_EMBEDDING_MODEL>" -e "GRAPHMEM_TRAVERSAL_NODE_BUDGET=<your GRAPHMEM_TRAVERSAL_NODE_BUDGET>" -e "GRAPHMEM_LOG_LEVEL=<your GRAPHMEM_LOG_LEVEL>" -- uvx graphmem-mcp

Replace each placeholder with your own value before saving.

Python package (PyPI)

[mcp_servers.graphmem-mcp]
command = "uvx"
args = ["graphmem-mcp"]

[mcp_servers.graphmem-mcp.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>"

Add to ~/.codex/config.toml. Replace each placeholder with your own value before saving.

Python package (PyPI)

{
  "mcpServers": {
    "graphmem-mcp": {
      "command": "uvx",
      "args": [
        "graphmem-mcp"
      ],
      "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>"
      }
    }
  }
}

Add to claude_desktop_config.json (Settings → Developer → Edit Config). Replace each placeholder with your own value before saving.

Python package (PyPI)

{
  "mcpServers": {
    "graphmem-mcp": {
      "command": "uvx",
      "args": [
        "graphmem-mcp"
      ],
      "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>"
      }
    }
  }
}

Add to ~/.cursor/mcp.json (global) or .cursor/mcp.json (per project). Replace each placeholder with your own value before saving.

Python package (PyPI)

{
  "servers": {
    "graphmem-mcp": {
      "type": "stdio",
      "command": "uvx",
      "args": [
        "graphmem-mcp"
      ],
      "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>"
      }
    }
  }
}

Save as .vscode/mcp.json in your workspace. Replace each placeholder with your own value before saving.

Python package (PyPI)

{
  "mcpServers": {
    "graphmem-mcp": {
      "command": "uvx",
      "args": [
        "graphmem-mcp"
      ],
      "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>"
      }
    }
  }
}

Add to ~/.codeium/windsurf/mcp_config.json. Replace each placeholder with your own value before saving.

Python package (PyPI)

{
  "mcpServers": {
    "graphmem-mcp": {
      "command": "uvx",
      "args": [
        "graphmem-mcp"
      ],
      "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>"
      }
    }
  }
}

Replace each placeholder with your own value before saving.

BADGE

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Maintain this server? Add the live rank badge to your README — it updates automatically as the leaderboard changes.

Markdown

[![MCP Toplist](https://mcptoplist.com/badge/io.github.Sathvik-1007%2Fgraphmem-mcp.svg)](https://mcptoplist.com/server/io.github.Sathvik-1007%2Fgraphmem-mcp)

HTML

<a href="https://mcptoplist.com/server/io.github.Sathvik-1007%2Fgraphmem-mcp"><img src="https://mcptoplist.com/badge/io.github.Sathvik-1007%2Fgraphmem-mcp.svg" alt="MCP Toplist: Top 50% of 115,591" /></a>

Variants: append ?metric=score or ?metric=stars to the image URL.

REGISTRIES

Listed on 2 registries

Glama

Official MCP

ORGANIZATION

Sathvik-1007

Organization

Sathvik-1007

Servers in org

Versions across org

Other servers by Sathvik-1007

SIFT Kernel#95,438

View all Sathvik-1007 servers →

VERSIONS

Available versions (1)

Version	Published
1.0.0	Jul 21, 2026

FAQ

Frequently asked questions

Who maintains Graph-Mem?: Graph-Mem is maintained by Sathvik-1007, which publishes 2 MCP servers (1 total version) tracked on MCP Toplist.
Is Graph-Mem listed on the Official MCP Registry?: Yes — Graph-Mem is listed on the Official MCP Registry, alongside Glama.
How many versions does Graph-Mem have?: MCP Toplist tracks 1 version of Graph-Mem, most recently published on Jul 21, 2026.
Where can I find the source code for Graph-Mem?: The source code for Graph-Mem is hosted at github.com/Sathvik-1007/GraphMem-MCP.

EXPLORE

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