There's not really an immediate danger if you've just lost it and need to get somewhere to replace it, but know that if you get in an accident and fuel starts splashing and pouring onto the bike, you, or the engine; then a fire could quickly become a real problem. Don't plan on going for a ride without a fuel cap.