Catalysis of the reaction: procollagen L-proline + 2-oxoglutarate + O2 = procollagen trans-3-hydroxy-L-proline + succinate + CO2.
procollagen-L-proline,2-oxoglutarate:oxygen oxidoreductase (3-hydroxylating) activity