Superfluorescent fiber source (SFS) with tunable optical spectrum has shown great application potential in sensing, imaging and spectral combination. Here we demonstrate for the first time, a 2-kilowatt-level wavelength and linewidth tunable SFS.Based on a flexible filtered SFS seed and three stages of fiber amplifiers, the output power can be scaled from milliwatt level to about 2 kW, with a wavelength tuning range of 1068-1092 nm and a linewidth tuning range of 2.5-9.7 nm. Moreover, a numerical simulation is conducted based on the generalized nonlinear Schrödinger equation, and the results reveal that the wavelength tuning range is limited by the decrease of seed power and the growth of amplified spontaneous emission, while the linewidth tuning range is determined by the gain competition and nonlinear Kerr effects. The developed wavelength and linewidth tunable SFS may be applied to scientific research and industrial processing.