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All answers having "Good golly!" as clue:

3 Character Answers:

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GEE



4 Character Answers:

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EGAD

GOSH

MYMY

OHMY



12 Character Answers:

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GEEWILLIKERS

HOLYMACKEREL



15 Character Answers:

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JEEPERSCREEPERS