Minecraft wiki entry for Beating_a_challenge_map, associated text: Two swords
A bow
Up to a stack of arrows (or 1 arrow if the bow is enchanted with Infinity)
Two pickaxes
A stack or two of torches
A water bucket (if there is lava around the dungeon)
Armor
A stack or two of blocks
Potions (if possible)