I don’t answer if I don’t recognize the number, either. Most of the time, it’s a wrong number.
Is that whocalledus.com a local service? It sounds like a good idea, anyway.
It’s a nationwide webpage. If you don’t recognise the number, it also tells you who it was if someone else has been called and registered the call with them.