Gillespie - Gillespie as a Name for your Baby Discussion about the name: Gillespie and the meaning / origin is reviewed here. GILLESPIE Name Origin: irish Name Meaning: Gaelic name meaning "son of the bishop's servant." Name Gender: Male / Boy baby name Culture, Family, Travel & Consumer Reviews.