Swords tend to be a default of sorts but not because I love them but because I associate them with main characters. Despite this, I don't have a lot of characters who wield a sword, nor do I have weapons I prefer. I think I'm really fond of accuracy and speed though so I like a good sharp-shooter character - Train from Black Cat would be the best example of this. There's a video on archery I saw a few years ago where a dude examined old drawings of ancient archers and realized that archery wasn't "stand around, shoot from afar, be in constant danger in close-combat" but was possibly very dynamic and fast.
If I make a character who's good at fighting, I tend to make them good at unarmed combat. I have a dude who's all about fists and a girl who's all about kicks.