The real life couple probably won't be sharing the show permanently, though.
The couple chatted about their son's 19th birthday party and danced with Paula Abdul.
A source tells ET Anderson Cooper is still Kelly Ripa's top pick to permanently take the co-host chair.
It was Cooper's first time co-hosting the show since Michael Strahan's exit in May.
The 48-year-old journalist revealed he hung out with Ripa over the weekend.
The 98 Degrees group member dished to ET about fighting for "one of the most coveted jobs" in the hosting space.
A source tells ET that ABC has been talking to the actor's reps again. He was said to be in talks for the gig back in 2012.
ABC is talking to Rob Lowe's reps about the highly coveted gig, a source tells ET.
The former NFL pro talks about why he loves working in live television.
The 'Pitch' actor says his wife is "doing great" while 'Live!' searches for a new co-host for her.
The actor's new Fox series, 'Pitch,' will film in California.
It was business as usual for the 44-year-old TV personality.
Get ready to see Kelly and Ryan's hosting chemistry.
The late-night host was also fed questions by Howard Stern to ask on 'Live!'