The phrase 'zip your lip' is used to say that one should remain silent or keep a secret.
Example in use: "I zipped my lip at yesterday's meeting, as there was no point in saying anything."
The original phrase was " button your lips' but as zippers came into fashion this phrase was modified to ‘zip your lip’.