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Added more specific reference to document talking about has:nouserlabels

Updated: There is a blog today about updated Gmail search modifiers that allow you to do this with a simple search!

has:nouserlabels

Note: Because of Gmails threading you will have labels on some of the messages in the derived list because some messages in a thread will have labeling while some won't. (From Gmail Help - Advanced Search site.)

Original answer:

The Gmail advanced search help page says:

label: Search for messages by label*

There isn't a search operator for unlabeled messages

Example: from:amy label:friends
Meaning: Messages from Amy that have the label "friends"

Example: from:david label:my-family
Meaning: Messages from David that have the label "My Family"

Kothar
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