It is difficult to spot a fake airdrop project before joining.  One thing to look for is do they have a website ready.  If there isn't a website, that should be one clue that the developer is not serious about the project.  Usually, you won't know if an airdrop project is a scam or not until after you join and receive or don't receive any tokens.