Is it possible to control a game with an Android phone without Unity?

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I mean, is it possible to create a game on PC with a Socket server and control the character on the game, through an wi-fi connection, with an Android phone, using an app designed for it (withou Unity for Android)?

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Yes.

You can make use of System.Net.Sockets.Socket in Unity3D. Android is probably capable of connecting to another ip/port over TCPIP and at the very least you can make use of web posts.