This article contributes to the hitherto limited scholarship on the Chinese federalist movement in the 1910s and 1920s by conducting a thorough investigation of its ideological underpinnings and political blueprints. It compares the federalist ideas, plans, and activism of three thinkers—Zhang Taiyan, Zhang Shizhao, and Chen Jiongming—who stood firmly against the centralist trajectory of state-building in China after 1911 and advocated the formation of a Chinese federation. It argues that Chinese federalists, instead of emulating Western models, critically engaged with a broad spectrum of ideologies—Daoism, Buddhism, social Darwinism, parliamentarianism, guild socialism, anarchism etc.—when formulating their federalist agendas. Emphasizing the Chinese tradition of self-government, which underwent reinterpretations during the late Qing and early Republican periods, this article examines the extent to which Chinese federalism presented an alternative to Western political modernity.