The incident began Saturday morning when a citizen flagged down officers with the 77th Division to report a man riding a motorcycle with a rifle.
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Officers headed toward where the motorcycle was last seen and found a man matching the description at a nearby gas station. They pulled him over after he left the station.
Police say the officers found a handgun in the suspect's waistband and a rifle in his side saddle.
The man was arrested on felony weapons charges.
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Booking records identified the suspect as John Menzies, 50. He was being held on $500,000 bail.
Officers later executed a search warrant at his home in South LA.
There they say they found a cache of weapons that included: a rocket launcher, explosive materials TNT and PETN, 24 rifles, 12 handguns and silencers.