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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 & MLstdiolocal 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 claude_desktop_config.json

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

Paste under mcpServers in your config, then restart Claude Desktop. For Claude Code, reference this server in your project's CLAUDE.md.

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