The former Gunners striker has been training at London Colney as a free agent as he sought a new club.
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This week it was announced John-Jules had signed a short-term deal with Scottish Premiership club Kilmarnock.
He had spent time training with Arsenal U21s and Mikel Arteta's senior squad before landing his Killie deal.
John-Jules' last club was Crawley Town.