Memograph MCP Server

by indhar01io.github.Indhar01/memographv0.4.0

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

4Pythonstdioofficial registry

context tax

queued

security

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cold start

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freshness

Slowing4mo ago

Install Memograph MCP server

claude mcp add memograph -e MEMOGRAPH_VAULT='<memograph-vault>' -e ANTHROPIC_API_KEY='<anthropic-api-key>' -e OPENAI_API_KEY='<openai-api-key>' -- uvx memograph memograph-mcp

{
  "mcpServers": {
    "memograph": {
      "command": "uvx",
      "args": [
        "memograph",
        "memograph-mcp"
      ],
      "env": {
        "MEMOGRAPH_VAULT": "<memograph-vault>",
        "ANTHROPIC_API_KEY": "<anthropic-api-key>",
        "OPENAI_API_KEY": "<openai-api-key>"
      }
    }
  }
}

Add to ~/.cursor/mcp.json (global) or .cursor/mcp.json (project).

{
  "mcpServers": {
    "memograph": {
      "command": "uvx",
      "args": [
        "memograph",
        "memograph-mcp"
      ],
      "env": {
        "MEMOGRAPH_VAULT": "<memograph-vault>",
        "ANTHROPIC_API_KEY": "<anthropic-api-key>",
        "OPENAI_API_KEY": "<openai-api-key>"
      }
    }
  }
}

Settings → Developer → Edit Config (claude_desktop_config.json), then restart.

{
  "servers": {
    "memograph": {
      "type": "stdio",
      "command": "uvx",
      "args": [
        "memograph",
        "memograph-mcp"
      ],
      "env": {
        "MEMOGRAPH_VAULT": "<memograph-vault>",
        "ANTHROPIC_API_KEY": "<anthropic-api-key>",
        "OPENAI_API_KEY": "<openai-api-key>"
      }
    }
  }
}

Add to .vscode/mcp.json in your workspace.

{
  "mcpServers": {
    "memograph": {
      "command": "uvx",
      "args": [
        "memograph",
        "memograph-mcp"
      ],
      "env": {
        "MEMOGRAPH_VAULT": "<memograph-vault>",
        "ANTHROPIC_API_KEY": "<anthropic-api-key>",
        "OPENAI_API_KEY": "<openai-api-key>"
      }
    }
  }
}

Add to ~/.codeium/windsurf/mcp_config.json.

Configuration

Variable	Required	Secret	Description
MEMOGRAPH_VAULT	yes	—	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	—	yes	API key for Anthropic Claude. Required when MEMOGRAPH_PROVIDER=claude or when using the [anthropic] extra.
OPENAI_API_KEY	—	yes	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.

Freshness

Slowing — last maintenance signal 4mo ago. The newest of the signals below sets the band.

Last commit (default branch)
2026-06-25 · 4mo ago · GitHub
Latest release
2026-06-25 · 4mo ago · GitHub · v0.4.0
Package published
no data · npm/PyPI
Registry entry updated
2026-06-25 · 4mo ago · official registry · v0.4.0

FAQ

›How do I install the Memograph MCP server in Claude Code?

Run: claude mcp add memograph -e MEMOGRAPH_VAULT='<memograph-vault>' -e ANTHROPIC_API_KEY='<anthropic-api-key>' -e OPENAI_API_KEY='<openai-api-key>' -- uvx memograph memograph-mcp. For Cursor, VS Code, Claude Desktop and Windsurf, use the install tabs above.

›Does Memograph require an API key?

Yes. It expects MEMOGRAPH_VAULT, ANTHROPIC_API_KEY, OPENAI_API_KEY, of which 2 are secrets.

›Can I use Memograph as a remote (hosted) MCP server?

No hosted endpoint is published; it runs locally over stdio.

›Is Memograph in the official MCP registry?

Yes, as io.github.Indhar01/memograph.