A polite request built on the verb's て (te-form) form plus ください (please): 行く (go) becomes 行って (going), then ください (please) makes it "please go." まっすぐ (straight ahead) sits in front as a manner word — it describes how to go. No particle is needed before the verb here.
hanamaru