AP Calc senior year

I was wondering if taking AP calculus senior would be bad. Do colleges prefer you to take it junior or sophomore year more than senior year? In our school, we start freshman year with geometry. Ever since I’ve learned that multiple people in my school skipped geometry or algebra 2 (I found out about it beginning of sophomore year,which is already too late) ,I’ve wanted to skip but now I feel I can’t. I’ve been ahead in math and but I feel like I should not take pre-calc over the summer. Any suggestions?