Robbie began his career with Kilmarnock and it was Kenny Shiels who gave him his debut while only 17. When he left Kilmarnock to sign for Dundee United on the transfer deadline day for a fee of £150,000, the sale of Muirhead caused the Kilmarnock manager Allan Johnston to resign in protest.
After a loan spell with Partick Thistle between September 2015 to January 2016, Robbie was released by Dundee United in April 2016 and signed for Heart of Midlothian.
In January 2017 he followed Robbie Neilson and Stevie Crawford from Tynecastle to MK Dons before subsequently being re-United with both Allan Johnston and Stevie Crawford at East End Park in August 2018.
He represented Scotland at all levels up to U19 level but while at Dunfermline was only to start five times.
Dunfermline appearances: 13 - 5 starts and 8 off the bench. No goals
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