Do I need to pay anything for my carte de sejour at the Prefecture ?

Yes, you need to pay a fee in "timbres fiscaux" that you can pay online :

https://timbres.impots.gouv.fr/index.jsp

269 euros for a temporary permit:

https://www.service-public.fr/particuliers/vosdroits/F302