In 1802, with financial backing from his father and the approval of Napoleon as First Consul, McCabe established a cotton mill in Rouen. McCabe's establishment became a rendezvous for the Irish exiles arriving in France and there, the British government understood, he trained emissaries and stored arms to be sent in support of Robert Emmet's rising in 1803.