The deal was first reported by ESPN NFL Insider Adam Schefter.
Cleveland selected Richardson with the third overall pick in the 2012 NFL draft out of Alabama.
Richardson has rushed for 105 yards on 31 carries in the first two games. He rushed for 950 yards and a Browns rookie record 11 touchdowns last season.
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