We describe a low temperature, autogenous pressure method to synthesise mm-scale MgB2 aggregates with highly connected grains. The decomposition of metal borohydrides such as NaBH4 and KBH4 at low temperature (i.e. < 150 °C) in the presence of Mg provides reactive boron species at pressure and subsequent formation of MgB2 in high yield. Optimum synthesis conditions include heating to 250 °C for > 30 min then a ramp to 450 °C < Tmax < 500 °C and 1.4 MPa < Pmax < 2.2 MPa. Reactions with KBH4 release reactive boron species at higher temperature (∼130 °C) than reactions with NaBH4 (∼80 °C–100 °C). Alkali metal solubility in MgB2 is at ∼ppm levels. The onset superconducting transition temperature, Tc, for MgB2 produced by these syntheses ranges between 38.3 and 38.5 K. Magnetic measurements of MgB2 aggregates show a grain connectivity comparable to powders produced at higher temperature (> 800 °C) and suggests that this synthesis approach may be effective for ex situ wire production.