Bite your tongue.
The idiom is meant to be a Good Thing; keep the peace, not rock the boat, leave feathers unruffled and avoid offence or self-embarrassment. Let everyone think you’re a fool until you open your mouth and prove it is true.
But if you have experienced the off-the-scale