SERVER

Graph-Mem

Rank #41,005

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

PURPOSE

What you can do with Graph-Mem

Graph-Mem is a Model Context Protocol (MCP) server published by Sathvik-1007. It ranks #41,005 of 150,963 active servers 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.

Not verifiedMCP Toplist has not yet written a checked profile for this server, so the paragraph above is assembled from registry data only. The repository README is the authority on what it does.

CAPABILITIES AND LIMITATIONS

What Graph-Mem can and cannot do

Not verifiedMCP Toplist has not catalogued this server's tools or limitations. The repository README lists them.

REQUIREMENTS

What you need before using Graph-Mem

DeclaredNo credentialsNo credentials declared

The registry listing declares no required environment variables or authentication. This is declared metadata, not a verified install — the repository README is the authority.

Declared by Glama, last synced Oct 22, 2026. Not independently verified by MCP Toplist.

Declared in the registry install config

GRAPHMEM_DB_PATH · optional
GRAPHMEM_EMBEDDING_MODEL · optional
GRAPHMEM_TRAVERSAL_NODE_BUDGET · optional
GRAPHMEM_LOG_LEVEL · optional

INSTALLATION AND FIRST TASK

Connect Graph-Mem and confirm it works

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.

First successful task

After adding the config, ask your client to list this server's tools. A tool list confirms the connection; an empty list or an error means the server did not start or needs credentials.

ALTERNATIVES

When to choose another server

Other servers by Sathvik-1007

SIFT Kernel#73,996

View all Sathvik-1007 servers →

No task-specific alternatives are catalogued for Graph-Memyet; the list above is its publisher's other servers.

MAINTENANCE AND EVIDENCE

What changed, and when this was checked

First listed: Jun 21, 2026
Latest version published: Jul 21, 2026
Version history: 1 version tracked (below)
Requirements evidence: Declared by Glama, last synced Oct 22, 2026. Not independently verified by MCP Toplist.
Profile checked: Not yet — purpose, capabilities and requirements above come from registry data only
Ranking data as of: Oct 22, 2026

Registry sightings

Glama ↗listed since Jun 21, 2026 · still listed
Official MCP ↗listed since Jul 24, 2026 · still listed

Do you maintain Graph-Mem? to correct or enrich this profile.

VERSIONS

Available versions (1)

Version	Published
1.0.0	Jul 21, 2026

STANDING

#41,005of 150,963 active serversTop 50%

Ranks ahead of 109,958 of 150,963 servers on MCP Toplist.

BADGE

Show your rank

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 150,963" /></a>

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

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.

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