This study aimed to investigate the degree of agricultural mechanization adoption and the factors influencing its acceptance in the Haripurwa municipality and Parsa rural municipality of Sarlahi district, specifically concerning rice agriculture using a multistage random sampling method. A total of 98 respondents were selected for the study, 52 were from Haripurwa municipality and 46 were from Parsa rural municipality. Primary data were collected using semi-structured questionnaires, focal group discussion, and key informant interviews whereas secondary data were obtained through review of relevant literature. The data was analyzed using descriptive statistics, scaling and indexing, chi-square tests, T-tests, and the logit model. By analyzing the adoption index, 62.245% and 37.755% of respondents were under the adopter and non-adopter categories respectively. In contrast to 100% physical labor for transplanting, fertilizer application, and other intercultural tasks like weeding and harvesting, the study found that land preparation was done mechanically (100%). The two biggest obstacles to the use of agricultural machinery were small farms scattered terrain and poor infrastructure with index values of 0.845 and 0.843, respectively. Major factors influencing agricultural mechanization were respondents' educational status, gender, farmers' experience, participation in organizations, loan availability, and primary source of family income. Thus, it can be said that socio-economic determinants which had a significant association with adoption status and most needed farm implements for farmers can be considered by the concerned authority to increase the farm mechanization and enhance profitability from rice farming.