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Memgraph

@memgraph · github.com/memgraph/ai-toolkit/tree/main/integrations/mcp-memgraph

Memgraph MCP Server - includes a tool to run a query against Memgraph and a schema resource.

ClaimedAI & MLstdioToolsResourceslocal auth

GitHub

Install one command

terminal

$ pip install memgraph-toolbox

Or add it with the Claude CLI: claude mcp add memgraph-mcp-memgraph

Tools exposed 5 tools

run_query

get_schema

get_page_rank

get_node_neighborhood

search_node_vectors

Configuration generate & copy

OPENAI_API_KEY

Values are filled in locally in your browser — nothing is sent anywhere.

claude_desktop_config.json

{
  "mcpServers": {
    "memgraph-mcp-memgraph": {
      "command": "pip",
      "args": ["install", "memgraph-toolbox"],
      "env": {
        "OPENAI_API_KEY": "<your-openai-api-key>"
      }
    }
  }
}

Paste the Claude Desktop snippet under mcpServers in your config, then restart Claude Desktop — or run the Claude Code command in your terminal.

Memgraph

Install one command

Tools exposed 5 tools

Configuration generate & copy

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