The phrase is informal and best used in casual or humorous contexts, not in formal situations. At the beach party, Mike joked that he didn't have a stitch on under his towel.
Pro Tip 2/3
Privacy Expectation
The phrase often implies surprise or embarrassment when someone is seen naked unexpectedly. When Lisa walked into the room, she realized she didn't have a stitch on and quickly covered up.
Pro Tip 3/3
Humorous Tone
It's often used humorously to describe someone's nudity or to make light of an awkward situation. He lost his towel and had to run back inside without a stitch on, making everyone laugh.