Erm, I remember 'The Adventures of Microman' and 'Thexder', but not any yellow robots.
When I searched for the title, there was a person who mentioned something called "BOB", involving a yellow robot. I couldn't find anything else on it, though. Sorry.
Maybe it's around Abandonia somewhere under a different name?