The Daily Mail reports that Stoke have joined Aston Villa, Tottenham and Chelsea in the race for the 30-year-old.
Parker is valued at £8million by West Ham and is currently at around £70,000-a-week at Upton Park.
Stoke manager Tony Pulis is reportedly looking to bring in five new players before the transfer window closes.