Background Prediction of weaning outcome is still challenging. Among the reported causes of weaning failure is the diaphragmatic dysfunction. Diaphragmatic ultrasound indices were endorsed for predicting weaning outcome but with conflicting results. Therefore, this study aimed to evaluate ultrasonographic diaphragmatic indices for predicting weaning outcome in respiratory intensive care unit (RICU) patients. Patients and methods The study enrolled 40 RICU patients who were considered eligible for spontaneous breathing trial (SBT). Ultrasound of the right hemidiaphragm was performed immediately after the start of SBT. Assessment of the diaphragmatic excursion using M-mode in semisitting position was done. Moreover, the diaphragmatic thickness at the end of inspiration (Tdi) and expiration (Tdex), with the patient in supine position, was assessed. Diaphragmatic thickness fraction was then calculated. During SBT, patients’ respiratory rate, heart rate, rapid shallow breathing index (RSBI), and minute ventilation were recorded. Tracheal airway occlusion pressure (P0.1) and negative inspiratory force were measured using the ventilator software. Results The diaphragmatic indices did not appear to have a significant role in predicting successful weaning with area under the curve less than 0.56 for all of them. Moreover, no statistically significant difference in Tdi, Tdexe, thickness fraction, and diaphragmatic excursion was observed between the success and failure weaning groups. However, the RSBI performed as the best parameter in predicting weaning success, with area under the curve of 0.831. A cutoff value of 78 had 91% sensitivity and 84% specificity. Conclusion Ultrasonographic diaphragmatic indices are not satisfactory tools to predict weaning outcome in RICU compared with RSBI and other reported traditional indices.