SMLLC's (single member LLCs) are reported on the Federal Sch C.  be sure to mark the checkbox at the top that its a CA LLC so that the CALLC Form 568 will be triggered.

Yes all LLCs in the state of CA pay the annual $800 LLC fee, even if they made zero money.