Is the Celtic cross specifically Catholic?
No, it’s not Catholic in origin. Originally, it is thought that the Celtic cross was more like a plus sign with a circle- with both staves being of equal length. Originally, it was a celtic sun symbol, and eventually the Christians took it over. I wouldn’t worry so much about the symbol’s origins so much as what it means to you. If you like it and are drawn to it, use it.