This paper carries out a meta-review of 54 independent studies to assess the scientific evidence for using hydrogen for heating buildings. The analysis concludes that the scientific evidence does not support a major role for hydrogen in cost-optimal decarbonization pathways being associated with higher energy system and consumer costs. Electrification and district heating are deemed preferable due to higher efficiency and lower costs in the majority of analyzed studies.