Didier Drogba, Ashley Cole, Florent Malouda and John Terry has signed new long-term deals with the Blues in recent months.
“I don’t speak with the players about the contract,” said Ancelotti.
“But for me Joe Cole is a very good player and he has to stay in the club and so does Nicolas Anelka.”
Cole has been linked with a move to London rivals Tottenham.