I'm using Overpass Turbo: http://overpass-turbo.eu/
This is the query I'm using to collect all places that are Admin Level 8 within California:
[out:json];
area['admin_level'='4']['name'='California'];
(relation['admin_level'='8'](area););
out;
That doesn't return all items, though. For example, Pacifica is not included.