io.github.Indhar01/memograph

io.github.Indhar01/memograph

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

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Connect this server

Add this to your MCP client config — claude_desktop_config.json (Claude Desktop) or .cursor/mcp.json (Cursor).Suits: Claude Desktop · Cursor.

{
  "mcpServers": {
    "memograph": {
      "command": "uvx",
      "args": [
        "memograph"
      ],
      "env": {
        "MEMOGRAPH_VAULT": "<your MEMOGRAPH_VAULT>",
        "MEMOGRAPH_READONLY": "false",
        "ANTHROPIC_API_KEY": "<your ANTHROPIC_API_KEY>",
        "OPENAI_API_KEY": "<your OPENAI_API_KEY>",
        "OLLAMA_HOST": "http://localhost:11434"
      }
    }
  }
}
Environment variables
  • MEMOGRAPH_VAULTrequiredPath to your MemoGraph vault directory (created if missing).
  • MEMOGRAPH_READONLYSet to 'true' to block destructive MCP tools (delete_memory, update_memory, bulk_create, batch_delete, batch_update). Recommended for shared or untrusted clients.
  • ANTHROPIC_API_KEYsecretAPI key for Anthropic Claude. Required when MEMOGRAPH_PROVIDER=claude or when using the [anthropic] extra.
  • OPENAI_API_KEYsecretAPI key for OpenAI. Required when using the [openai] extra (embeddings or LLM).
  • OLLAMA_HOSTBase URL for a local Ollama server (default http://localhost:11434). Only needed when MEMOGRAPH_PROVIDER=ollama or the [ollama] extra is installed.

A starting point — check the repository for exact arguments and setup. Restart your client after editing the config.

Category
Developer Tools
Version
0.4.0
Registry
active
Published
6/25/2026

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