When I was a kid I used to make audio oscillators with small transformers like this. I had a Radio Shack (Tandy) 10-in-1 project kit, and with a small speaker, a resistor and a ceramic capacitor, and a 2SB56 transistor, it made a little beeper

I wish I could remember the circuit diagram. I learnt how to etch PCBs from that circuit