I sleep in my clothes, no sleeping bag or mattress, sometimes a rock for a pillow.
No, of course I'm talking rubbish. It used to be like that.
Nowadays, if it is more the a one-sleepover, I take my chair, yoga-mattress, sleeping bag, and if it is during colder months, 1 or 2 fleece blankets.
I am usually not too cold.