The space-time (ST) wave packet, a new type light source with many new features, has already found applications in weak-field optics, however its generation method limits its energy and therefore its application in strong-field optics. We report that the type-I collinear optical parametric amplification (OPA) is a natural amplifier for ST wave packets, because in it, the ST spectrum (i.e., angle-dependent phase-matching spectrum) of the signal and idler has the same analytical expression as that of ST wave packets under the narrowband approximation. The high gain in a thin-crystal OPA allows for large energy amplification while ensuring unchanged ST correlation. Meanwhile, for the first time, a double ST wave packet containing two collinear-propagating ones of the amplified signal and the generated idler via the nondegenerate OPA is reported, which with short- and long-wavelengths (relative to the degenerate-wavelength) have superluminal and subluminal velocities, respectively. This study realizes energy amplification, wavelength conversion, and velocity switching of ST wave packets and will certainly expand the application in many fields.