After playing youth football for Nunthorpe Athletic, he joined Middlesbrough's academy at the age of 13.[2] He signed his first professional contract with the club in summer 2020.[3] He made his debut for the club on 8 May 2021 as a substitute in a 3–0 Championship defeat to Wycombe Wanderers.[4][5]
On 28 August 2021, Robinson signed for National League side Yeovil Town on loan until 10 January 2022.[6] On 13 January 2022, the loan was extended for the remainder of the 2021–22 season.[7]
On 3 January 2023, Robinson joined EFL League Two side Carlisle United on loan for the remainder of the 2022-23 season.[8] Following promotion at the end of the season, he returned to the club on a permanent two-year deal.[9]
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