Officers responded to G Street and Ramona Avenue around 1:15 to break up the gathering.
It happened just before midnight Saturday when police responded to the scene in front of the Target on Monument Road in Wynnefield Heights.
Investigators say they were tipped off by social media, as some of the people involved in the stunt show were live-streaming it on TikTok.
Philadelphia police provided an update Monday on an investigation into a series of car meet-ups that took a chaotic turn.
The meetups drew hundreds of people to the city, leading to reckless driving and other dangerous behavior overnight between Sept. 21 and Sept. 22. One police officer was injured.
Newly released surveillance video shows suspects assaulting a person with a traffic drum during an illegal car meet back in September.