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Not much to look at
Understated Value
The phrase often hints that there's more than meets the eye, focusing on non-visual qualities. 
Colloquial Use
It's commonly used in casual conversation, rather than formal writing or speeches. 
Conversational Context
The phrase is often used to downplay expectations before revealing positive aspects. 