MCP serverOfficial registry

Memograph

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

by io.github.Indhar01v0.4.0GitHub

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The publisher's own command. Not a PlugMCP endpoint.

Local command

uvx memograph==0.4.0

Credentials from the publisher

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

Provider

Claude Code

MEMOGRAPH_VAULT=<value> MEMOGRAPH_READONLY=<value> MEMOGRAPH_PROVIDER=<value> MEMOGRAPH_MODEL=<value> ANTHROPIC_API_KEY=<secret> OPENAI_API_KEY=<secret> OLLAMA_HOST=<value> claude mcp add io.github.indhar01-memograph -- uvx memograph==0.4.0

Run in a terminal.

Claude Desktop

{
  "mcpServers": {
    "io.github.indhar01-memograph": {
      "command": "uvx",
      "args": [
        "memograph==0.4.0"
      ],
      "env": {
        "MEMOGRAPH_VAULT": "<value>",
        "MEMOGRAPH_READONLY": "<value>",
        "MEMOGRAPH_PROVIDER": "<value>",
        "MEMOGRAPH_MODEL": "<value>",
        "ANTHROPIC_API_KEY": "<secret>",
        "OPENAI_API_KEY": "<secret>",
        "OLLAMA_HOST": "<value>"
      }
    }
  }
}

claude_desktop_config.json

Step-by-step: add this in Claude

Remote URL or a command on your machine? How the two installs differ

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A new server you create. It is not this listing's official endpoint. Use the publisher install when you want their URL and their credentials.

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