The trio – who are all from Gloucester – remain in police custody for questioning.
Two men, one with a sword, had been seen chasing two boys, according to police on Friday.
Armed officers attended the scene to search for the suspects who reportedly fled on foot.
Police said the 17-year-old suffered a “superficial wound believed to have been caused by the sword”.
The other boy involved was not injured.