One of the first things I do immediately after installing msysgit (and/or using bash under cygwin) is to disable the annoying bell noise heard when using command line completion.  To disable the bell, append the following line to the .inputrc file in your home directory (~/.inputrc):

# Don't ring bell on completion
set bell-style none