Urban Green Space (UGS) serves as a lung y for city dwellers to breathe. Debre Markos City (DMC) lacks natural recreational areas such as lakes and artificial green spaces. A notable UGS study utilizing multiple contributing factors integrated with the application remote sensing and GIS has a significant advantage in making residents more comfortable. This study, therefore, aimed to assess the existing UGS, quantify it, and identify a suitable area for UGS development. Hence, ten UGS influencing factors were selected. Each criterion was analyzed with the use of its proper algorithm. Multi-criteria decision-making (MCDM) analysis integrated with Analytical Hierarchy Process (AHP) method and RS and GIS were applied. The weighted sum overlay analysis method of spatial analysis was implemented based on the criteria weight of each factor. A 90.6% and 0.8855 accuracy assessment and kappa coefficient were recorded for land use/land cover classification, respectively. The value of consistency ratio was 0.043, which is < 1 and acceptable. Results revealed that 13.12%, 25.47%, 30.89%, 22.49%, and 8.2% of the total area coverage had very high, highly, moderately, poorly and unsuitable for UGS development activity at DMC, respectively. In this study, a resident can access UGS with less than 1km radius distance, closer to the national standard of Ethiopia (i.e. 500m). However, in the existing UGS, a person enforced to walk or travel more than 8.4km distance to get the service. In conclusion, remote sensing and GIS can make life easy to access UGS in the study area with minimum distance and cost, and a short period. It is recommended that policy makers, planners and executive bodies in Ethiopia (highly urbanizing country) should consider future urban demand of the dwellers with proper studies earlier to other urban infrastructures.