It depends what you mean by locally - we always take visitors to Greenwich Park - it is so beautiful & then perhaps a boat ride up to Charing Cross or just a mooch around Greenwich?
Dulwich park and then tea at Dulwich picture gallery? Very civilised & lovely cakes!