Mitchell wrote numerous letters and pamphlets in supportive of the union, usually under the pen name One From the Plough. In 1874, he wrote The Skeleton at the Plough: or the Poor Farm Labourers of the West, which included his autobiography. In 1877, he organised a mass meeting at Ham Hill, attended by 20,000 people. It became an annual occasion, running until 1892.