The labor activist who founded the American Federation of Labor is Samuel Gompers. To find the answer to this question, you could use an internet search engine and search for "founder of the American Federation of Labor." One of the search results will likely mention Samuel Gompers as the founder of the organization. Additionally, you can also consult historical books or articles on labor history, which will typically mention Gompers as the founder of the American Federation of Labor (AFL).