The first one is good. You can also say "Let's go look for my bike." "Let's go find my bike." "Let's go see if we can find my bike."
"Seek" is usually looking for more important things, things that aren't concrete: seek advice, refuge, your fortune. The noun after it is the direct object, so there is no preposition.