The Open Source Software NetAScore developed by the Mobility Lab allows the automated, data-driven assessment of road network suitability for cycling and walking. Several indicators are computed for each road segment which are then combined into a joint suitability index. By the use of “mode profiles”, model parameters can be adjusted, stored, and shared. Through its openness, flexible parametrization and adaptability, NetAScore contributes to Open Science in mobility research.