The 19-year-old has swapped life in the EFL Championship club's development squad to join up with Craig Elliott's National League North high-flyers until the end of November.
Parkhouse has been granted permission to feature for the Pilgrims in the FA Trophy and is eligible to make his debut against Brackley Town on Tuesday evening.