"come" is the opposite of "go". When we say "come with me", "come over here", or tell a dog to "come", we often use a hand motion that waves you to join the speaker, or go with the speaker.
"come over" is an invitation to come over to the speaker's house, or come over because a party is going on, or come over for dinner, etc.