On February 17, 2020, Gore signed a minor league contract with the Los Angeles Dodgers. On July 23, 2020, he was added to the opening day 30-man roster. Gore appeared in two games for the Dodgers, playing one inning as a defensive replacement in the outfield and also pinch running before he was designated for assignment on July 30. On September 30, 2020, Gore was added to the 28-man roster for the 2020 Wild Card Series matchup against the Milwaukee Brewers. He did not appear in either of the two games in that series but remained on the roster for the second round series against the San Diego Padres. Manager Dave Roberts said that Gore might not appear in the series "...but if that situation presents itself, to not have him on the roster would be pretty costly, in my opinion.". He did not play in any games in the post-season as he was left off the roster for the NLCS and the World Series. On October 31, 2020, Gore was outrighted off the 40-man roster. He became a free agent on November 2, 2020.