Uncertainty quantification (UQ) aids in assessing uncertainties' impact on decision-making across scientific fields like geophysics, engineering, and finance. UQ methodology efficiency is vital. Yet, assessing new methods' efficiency is challenging due to limited community benchmarking. This project creates a UQLab benchmark module, enabling automated benchmarking without data gathering and manual post-processing. The benchmark data and results will be accessible on UQWorld, a forum for UQ practitioners, forming a reference database for future publications. This platform fosters engagement with the UQ community and promotes open research data practices.