This is an extremely difficult clue, Bharat. The key is in understanding what the word “the” is doing at the start.
It will help to know that “the skinny” is US slang for inside information. Put a three-letter synonym of this into a six-letter Ancient Greek word for the quality that arouses pity, and you have your “bugs”