I would use acrylics cos you want it to be on there nicely. Perhaps put something on the bars so that the paint with adhere better? I'm not sure what that would be. But when you're done make sure to clear coat the bars. Goodluck!
Edit: By something I mean primer or some spray coat of something that will allow paint to stick better.