Docker’s official MCP ecosystem includes the MCP Gateway (a Docker CLI plugin) and the MCP Registry at docker/mcp-registry. Run MCP servers as Docker containers with proper isolation, discover and deploy MCP servers from the curated catalog, and manage server lifecycle through the Docker Desktop MCP Toolkit.