Oakland A's catcher Bruce Maxwell was arrested for aggravated assault with a deadly weapon after cops say he pulled a gun on a woman ... TMZ Sports has learned.

Scottsdale PD tells us Maxwell, 26, was arrested Saturday at 6:08 PM at his Scottsdale, AZ home. Cops say the alleged victim was a female food delivery driver who told them Maxwell pointed a gun at her.

It's unclear what led up to the incident.

SPD says Maxwell was booked on charges of aggravated assault with a deadly weapon and disorderly conduct.