The "purists" vote for raw linseed oil(which you can get at art supply stores). I use boiled linseed oil
and haven't noticed any particular difference. The key is to apply it in thin coats by hand. Wait, after application, maybe 30 minutes and wipe off the excess with a soft rag. Then, reapply. Some people also use Tung oil.