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For countably infinite graphs you can take the Rado Graph, which contains all countable graphs (even as induced subgraphs). For higher cardinals, see this paper of Shelah. As I mention in a comment, the version with minors is not that interesting, since you can just take the complete graph on $\kappa$ vertices.