The Watchdog host is said to have handpicked the contestants for a planned 'hunks' edition of the BBC quiz show, which is set to end in 2012 after 11 years on air.
X Factor star Chico and The Streets singer Leo Ihenacho are among the celebrities selected for the special, according to The Mirror.
"The deal I am hoping to arrange is that I take home the winner," Robinson told the paper, adding that leaving The Weakest Link had been "a hard decision".
"It's been superb, I will miss it," she commented. "But I have always tried to leave before you think you're going to be tired of doing something."
An insider said of the 'hunks' special: "Anne's always been a flirt so this is the perfect way to sign off."