Robinson grew up in the Washington metropolitan area, and played for Bethesda SC in Maryland, before signing on with D.C. United's academy.

Robinson was a two-year starter for the Wake Forest Demon Deacons men's soccer program, where he earned the All-ACC Second Team in 2013.

On March 28, 2015, in the first game of the 2015 USL season, Robinson scored his first professional goal in a 2–2 draw against Wilmington Hammerheads FC.

Robinson played in the following game against the New England Revolution, lifting a depleted D.C. United defensive back line to 2–0 shutout in his first MLS start.

[11] Robinson made the move to USL Championship side Detroit City on February 2, 2023, joining on a one-year deal.