You need to add the TextField as a child to a Container that has a BoxDecoration with border property. You can see the below block of code.
margin: const EdgeInsets.all(15.0),
padding: const EdgeInsets.all(3.0),
border: Border.all(color: Colors.blueAccent)
child: Text("My Awesome Border"),