I make lots of cute harness vest and they are super easy to put on and off.  I use thick velcro so they hold very securely: 
http://tinkerbellscloset.com/Browse_...s_Harness_Vest 
I also have these harnesses: 
http://tinkerbellscloset.com/Browse_...tyle_Harnesses