Police were called to Eldene Drive after reports of disorder.
When police arrived around 3.30pm, the group of people had dispersed but witnesses claim one male recieved injuries to the face.
A spokesman for Wiltshire Police said: "Shortly before 3.30pm today we recieved a number of reports about a disorder in the Eldene Drive area of Swindon.
"Officers attended the area within four minutes but the group had dispersed.
"It is not known if anyone was injured, although witnesses saw a male riding off on a moped who appeared to have a facial injury.
"Our enquiries are ongoing and we would urge anyone with information to call us on 101, quoting log 253 of today."
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