It's pretty impressive that you managed to get a 2 player mode, and controller support in!
I think the game could use a little more feedback when you attack enemies. It's pretty hard to tell when you're doing damage. And maybe a slightly more controlled jump would allow you to dodge enemy bullets better.
I think with a bit of tweaking this game could be quite fun!