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Robinson was drafted by the Kansas City Royals in the fourth round of the 2006 Major League Baseball Draft. He was named the left-fielder for the 2012 Minor League Rawlings Gold Glove Award team. The Royals designated Robinson for assignment on November 20, 2012.