SERVER

Memograph

Rank #13,242

io.github.Indhar01/memograph

Graph-based memory system for LLMs with knowledge graphs and semantic search.

4 versions

4 GitHub stars

by indhar01 (1 servers)View repository ↗Claim this server

First listed

Mar 2, 2026

Last publish date

Jun 25, 2026

OVERVIEW

Memograph is a Model Context Protocol (MCP) server published by indhar01. It ranks #13,242 of 132,046 servers tracked on MCP Toplist, and its repository has 4 GitHub stars. Memograph is listed across 3 registries — Official MCP, PulseMCP and Glama, with 4 tracked versions. It was first listed on Mar 2, 2026 and most recently updated on Jun 25, 2026.

STANDING

#13,242of 132,046 tracked serversTop 25%

Ranks ahead of 118,804 of 132,046 servers on MCP Toplist.

CONNECT

Use Memograph

API keyNeeds credentials

Requires user-supplied configuration before first use — typically an API key, token or connection string set via environment variables.

Python package (PyPI)

claude mcp add memograph -e "MEMOGRAPH_VAULT=<your MEMOGRAPH_VAULT>" -e "MEMOGRAPH_READONLY=<your MEMOGRAPH_READONLY>" -e "MEMOGRAPH_PROVIDER=<your MEMOGRAPH_PROVIDER>" -e "MEMOGRAPH_MODEL=<your MEMOGRAPH_MODEL>" -e "ANTHROPIC_API_KEY=<your ANTHROPIC_API_KEY>" -e "OPENAI_API_KEY=<your OPENAI_API_KEY>" -e "OLLAMA_HOST=<your OLLAMA_HOST>" -- uvx --from memograph memograph memograph-mcp

Replace each placeholder with your own value before saving.

Python package (PyPI)

[mcp_servers.memograph]
command = "uvx"
args = ["--from", "memograph", "memograph", "memograph-mcp"]

[mcp_servers.memograph.env]
MEMOGRAPH_VAULT = "<your MEMOGRAPH_VAULT>"
MEMOGRAPH_READONLY = "<your MEMOGRAPH_READONLY>"
MEMOGRAPH_PROVIDER = "<your MEMOGRAPH_PROVIDER>"
MEMOGRAPH_MODEL = "<your MEMOGRAPH_MODEL>"
ANTHROPIC_API_KEY = "<your ANTHROPIC_API_KEY>"
OPENAI_API_KEY = "<your OPENAI_API_KEY>"
OLLAMA_HOST = "<your OLLAMA_HOST>"

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

Python package (PyPI)

{
  "mcpServers": {
    "memograph": {
      "command": "uvx",
      "args": [
        "--from",
        "memograph",
        "memograph",
        "memograph-mcp"
      ],
      "env": {
        "MEMOGRAPH_VAULT": "<your MEMOGRAPH_VAULT>",
        "MEMOGRAPH_READONLY": "<your MEMOGRAPH_READONLY>",
        "MEMOGRAPH_PROVIDER": "<your MEMOGRAPH_PROVIDER>",
        "MEMOGRAPH_MODEL": "<your MEMOGRAPH_MODEL>",
        "ANTHROPIC_API_KEY": "<your ANTHROPIC_API_KEY>",
        "OPENAI_API_KEY": "<your OPENAI_API_KEY>",
        "OLLAMA_HOST": "<your OLLAMA_HOST>"
      }
    }
  }
}

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

Python package (PyPI)

{
  "mcpServers": {
    "memograph": {
      "command": "uvx",
      "args": [
        "--from",
        "memograph",
        "memograph",
        "memograph-mcp"
      ],
      "env": {
        "MEMOGRAPH_VAULT": "<your MEMOGRAPH_VAULT>",
        "MEMOGRAPH_READONLY": "<your MEMOGRAPH_READONLY>",
        "MEMOGRAPH_PROVIDER": "<your MEMOGRAPH_PROVIDER>",
        "MEMOGRAPH_MODEL": "<your MEMOGRAPH_MODEL>",
        "ANTHROPIC_API_KEY": "<your ANTHROPIC_API_KEY>",
        "OPENAI_API_KEY": "<your OPENAI_API_KEY>",
        "OLLAMA_HOST": "<your OLLAMA_HOST>"
      }
    }
  }
}

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": {
    "memograph": {
      "type": "stdio",
      "command": "uvx",
      "args": [
        "--from",
        "memograph",
        "memograph",
        "memograph-mcp"
      ],
      "env": {
        "MEMOGRAPH_VAULT": "<your MEMOGRAPH_VAULT>",
        "MEMOGRAPH_READONLY": "<your MEMOGRAPH_READONLY>",
        "MEMOGRAPH_PROVIDER": "<your MEMOGRAPH_PROVIDER>",
        "MEMOGRAPH_MODEL": "<your MEMOGRAPH_MODEL>",
        "ANTHROPIC_API_KEY": "<your ANTHROPIC_API_KEY>",
        "OPENAI_API_KEY": "<your OPENAI_API_KEY>",
        "OLLAMA_HOST": "<your OLLAMA_HOST>"
      }
    }
  }
}

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

Python package (PyPI)

{
  "mcpServers": {
    "memograph": {
      "command": "uvx",
      "args": [
        "--from",
        "memograph",
        "memograph",
        "memograph-mcp"
      ],
      "env": {
        "MEMOGRAPH_VAULT": "<your MEMOGRAPH_VAULT>",
        "MEMOGRAPH_READONLY": "<your MEMOGRAPH_READONLY>",
        "MEMOGRAPH_PROVIDER": "<your MEMOGRAPH_PROVIDER>",
        "MEMOGRAPH_MODEL": "<your MEMOGRAPH_MODEL>",
        "ANTHROPIC_API_KEY": "<your ANTHROPIC_API_KEY>",
        "OPENAI_API_KEY": "<your OPENAI_API_KEY>",
        "OLLAMA_HOST": "<your OLLAMA_HOST>"
      }
    }
  }
}

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

Python package (PyPI)

{
  "mcpServers": {
    "memograph": {
      "command": "uvx",
      "args": [
        "--from",
        "memograph",
        "memograph",
        "memograph-mcp"
      ],
      "env": {
        "MEMOGRAPH_VAULT": "<your MEMOGRAPH_VAULT>",
        "MEMOGRAPH_READONLY": "<your MEMOGRAPH_READONLY>",
        "MEMOGRAPH_PROVIDER": "<your MEMOGRAPH_PROVIDER>",
        "MEMOGRAPH_MODEL": "<your MEMOGRAPH_MODEL>",
        "ANTHROPIC_API_KEY": "<your ANTHROPIC_API_KEY>",
        "OPENAI_API_KEY": "<your OPENAI_API_KEY>",
        "OLLAMA_HOST": "<your OLLAMA_HOST>"
      }
    }
  }
}

Replace each placeholder with your own value before saving.

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.Indhar01%2Fmemograph.svg)](https://mcptoplist.com/server/io.github.Indhar01%2Fmemograph)

HTML

<a href="https://mcptoplist.com/server/io.github.Indhar01%2Fmemograph"><img src="https://mcptoplist.com/badge/io.github.Indhar01%2Fmemograph.svg" alt="MCP Toplist: Top 25% of 132,046" /></a>

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

REGISTRIES

Listed on 3 registries

Official MCP

PulseMCP

Glama

ORGANIZATION

indhar01

Organization

indhar01

Servers in org

Versions across org

VERSIONS

Available versions (4)

Version	Published
0.4.0	Jun 25, 2026
0.3.0	Apr 27, 2026
0.1.1	Apr 2, 2026
0.1.0	Nov 25, 2024

FAQ

Frequently asked questions

Who maintains Memograph?: Memograph is maintained by indhar01, which publishes 1 MCP server (4 total versions) tracked on MCP Toplist.
Is Memograph listed on the Official MCP Registry?: Yes — Memograph is listed on the Official MCP Registry, alongside PulseMCP and Glama.
How many versions does Memograph have?: MCP Toplist tracks 4 versions of Memograph, most recently published on Jun 25, 2026.
Where can I find the source code for Memograph?: The source code for Memograph is hosted at github.com/indhar01/memograph.

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