I'm on Taymount Rise and had exactly the same problem finding a GP. I went with Wells park but have had trouble getting an appointment with them... It seems to be pre booked appointments (which end up being weeks away) or a phone consultation with a doctor.
Taymount Rise can also join Lordship Lane surgery (near Dulwich Library) and I believe you can book same day appointments there.