Note: for some reason, this seems slow, so I don't recommend changing your prompt as the file says
You can give bash git <tab> completion for things like commands, branches, switches etc… To do this, you need to download a bash completion file or load the appropriate git-completion package, such as with cygwin. Then you need to source this file in bash, probably in your .profile file.