I grew up in Brookhaven and have been going to Tom Jones my entire life.  I love it.  The food is not the highest quality, but the atmosphere is fun and there is always someone there that I know.  Get the Blue Plate Special if you go.
Pros:  Great price.  24 hrs
Cons:  They will charge you just to sit there after 9pm, so it's better to order something.
                        
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