Memograph

io.github.Indhar01/memograph · v0.4.0

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

Source code Set it up

Connect Runs on your machine

Terminal

claude mcp add memograph -e MEMOGRAPH_VAULT=<MEMOGRAPH_VAULT> -e MEMOGRAPH_READONLY=<MEMOGRAPH_READONLY> -e MEMOGRAPH_PROVIDER=<MEMOGRAPH_PROVIDER> -e MEMOGRAPH_MODEL=<MEMOGRAPH_MODEL> -e ANTHROPIC_API_KEY=<ANTHROPIC_API_KEY> -e OPENAI_API_KEY=<OPENAI_API_KEY> -e OLLAMA_HOST=<OLLAMA_HOST> -- uvx memograph==0.4.0

claude_desktop_config.json

{
  "mcpServers": {
    "memograph": {
      "command": "uvx",
      "args": [
        "memograph==0.4.0"
      ],
      "env": {
        "MEMOGRAPH_VAULT": "<MEMOGRAPH_VAULT>",
        "MEMOGRAPH_READONLY": "<MEMOGRAPH_READONLY>",
        "MEMOGRAPH_PROVIDER": "<MEMOGRAPH_PROVIDER>",
        "MEMOGRAPH_MODEL": "<MEMOGRAPH_MODEL>",
        "ANTHROPIC_API_KEY": "<ANTHROPIC_API_KEY>",
        "OPENAI_API_KEY": "<OPENAI_API_KEY>",
        "OLLAMA_HOST": "<OLLAMA_HOST>"
      }
    }
  }
}

~/.cursor/mcp.json

{
  "mcpServers": {
    "memograph": {
      "command": "uvx",
      "args": [
        "memograph==0.4.0"
      ],
      "env": {
        "MEMOGRAPH_VAULT": "<MEMOGRAPH_VAULT>",
        "MEMOGRAPH_READONLY": "<MEMOGRAPH_READONLY>",
        "MEMOGRAPH_PROVIDER": "<MEMOGRAPH_PROVIDER>",
        "MEMOGRAPH_MODEL": "<MEMOGRAPH_MODEL>",
        "ANTHROPIC_API_KEY": "<ANTHROPIC_API_KEY>",
        "OPENAI_API_KEY": "<OPENAI_API_KEY>",
        "OLLAMA_HOST": "<OLLAMA_HOST>"
      }
    }
  }
}

.vscode/mcp.json

{
  "servers": {
    "memograph": {
      "type": "stdio",
      "command": "uvx",
      "args": [
        "memograph==0.4.0"
      ],
      "env": {
        "MEMOGRAPH_VAULT": "<MEMOGRAPH_VAULT>",
        "MEMOGRAPH_READONLY": "<MEMOGRAPH_READONLY>",
        "MEMOGRAPH_PROVIDER": "<MEMOGRAPH_PROVIDER>",
        "MEMOGRAPH_MODEL": "<MEMOGRAPH_MODEL>",
        "ANTHROPIC_API_KEY": "<ANTHROPIC_API_KEY>",
        "OPENAI_API_KEY": "<OPENAI_API_KEY>",
        "OLLAMA_HOST": "<OLLAMA_HOST>"
      }
    }
  }
}

Replace the values in angle brackets with your own. Keys stay on your machine; we never see them.

Tools

This server runs locally, so its tools are listed by your MCP client once it starts.

Environment variables

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

Details

Package	`[email protected]` (PYPI, stdio)
First published	25 Jun 2026
Last updated	25 Jun 2026
Registry name	`io.github.Indhar01/memograph`

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Live status

Local install

Installed and run on your own machine, so there is no public endpoint to check.

Pair it with live search

Agents that use Memograph often also need current facts. NestDaddy MCP gives your AI today's internet: web search, real-time breaking news and full page reading in one connector.

See NestDaddy MCP

For maintainers

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