io.github.Indhar01/memograph MCP Server

Name: io.github.Indhar01/memograph MCP Server
Author: io.github.Indhar01

io.github.Indhar01/memograph

Repository Registry

What is the io.github.Indhar01/memograph MCP server?

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

How to install io.github.Indhar01/memograph

Copy-paste configuration for popular MCP clients.

transport: stdio

Config generated by PluginBench — verify against the source before use.

Environment / auth

MEMOGRAPH_VAULT
required
Path to your MemoGraph vault directory (created if missing).
MEMOGRAPH_READONLY
Set to 'true' to block destructive MCP tools (delete_memory, update_memory, bulk_create, batch_delete, batch_update). Recommended for shared or untrusted clients.
MEMOGRAPH_PROVIDER
Optional LLM provider for query_with_context tool. Only needed if you want AI-generated answers.
MEMOGRAPH_MODEL
Optional LLM model name (e.g. 'claude-sonnet-4-6'). Used together with MEMOGRAPH_PROVIDER.
ANTHROPIC_API_KEY
secret
API key for Anthropic Claude. Required when MEMOGRAPH_PROVIDER=claude or when using the [anthropic] extra.
OPENAI_API_KEY
secret
API key for OpenAI. Required when using the [openai] extra (embeddings or LLM).
OLLAMA_HOST
Base URL for a local Ollama server (default http://localhost:11434). Only needed when MEMOGRAPH_PROVIDER=ollama or the [ollama] extra is installed.

Claude Desktop

~/Library/Application Support/Claude/claude_desktop_config.json

{
  "mcpServers": {
    "memograph": {
      "command": "uvx",
      "args": [
        "memograph",
        "--from",
        "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>"
      }
    }
  }
}

Cursor

~/.cursor/mcp.json

{
  "mcpServers": {
    "memograph": {
      "command": "uvx",
      "args": [
        "memograph",
        "--from",
        "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>"
      }
    }
  }
}

Windsurf

~/.codeium/windsurf/mcp_config.json

{
  "mcpServers": {
    "memograph": {
      "command": "uvx",
      "args": [
        "memograph",
        "--from",
        "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>"
      }
    }
  }
}

VS Code

.vscode/mcp.json

{
  "servers": {
    "memograph": {
      "type": "stdio",
      "command": "uvx",
      "args": [
        "memograph",
        "--from",
        "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>"
      }
    }
  }
}

Claude Code

claude mcp add memograph --env MEMOGRAPH_VAULT=<YOUR_MEMOGRAPH_VAULT> --env MEMOGRAPH_READONLY=<YOUR_MEMOGRAPH_READONLY> --env MEMOGRAPH_PROVIDER=<YOUR_MEMOGRAPH_PROVIDER> --env MEMOGRAPH_MODEL=<YOUR_MEMOGRAPH_MODEL> --env ANTHROPIC_API_KEY=<YOUR_ANTHROPIC_API_KEY> --env OPENAI_API_KEY=<YOUR_OPENAI_API_KEY> --env OLLAMA_HOST=<YOUR_OLLAMA_HOST> -- uvx memograph --from memograph memograph-mcp