Gjorgjev is a youth exponent from Grasshoppers. He made his Swiss Super League debut at 14 March 2015 against FC Thun. He replaced Yoric Ravet after 77 minutes. He was loaned out to Eredivisie side FC Twente Enschede on a two-year deal in July 2017. As he only got two caps in the first half of that season, he was loaned to FC Aarau in the Swiss Challenge League in February 2018, with an option to buy. This option was not taken at the end of the season and Gjorgjev returned to Grasshoppers at the end of the season.
