For a simple setup, then around £10.
1 Single speed cog, with spacers salvaged from a couple of old cassettes and a lockring also salvaged.
2 Some single speed chainring bolts for the middle chainring.
3 Use an old rear mech as a tensioner.
You can make it as elaborate as you like afterwards...