One person was taken into custody just after 6 p.m. Thursday. The three suspects were spotted driving away from a robbery on San Pedro Road.
Sheriff's deputies chased them into San Rafael where the suspects bailed out of their car near Oak and Marine Drives.
Authorities combed the streets and eventually caught one of the suspects.
The other two are still on the loose and are considered armed and dangerous.