Introduction: With the increase of telerehabilitation utilization worldwide after the COVID-19 pandemic, a review of the current literature shows a concurrent increase in telerehabilitation studies focusing on interventions and delivery models. There is a gap in research on valid and reliable tests and measures that can be used in the physical therapy examination of people with stroke via telerehabilitation. Current reports on psychometric properties of most standardized outcome measures are only applicable in an in-person setting and may not be directly applicable in a remote setting where various challenges contribute to the reliability of results. This report describes the feasibility of administering selected standardized outcome measures in the remote assessment of three patients with chronic stroke with different contexts. Methods: Three patients with chronic stroke underwent physical therapy examination and intervention sessions via telerehabilitation with varying contexts. Results: Various factors affected the results of the assessment including patient and caregiver’s (if present) ability to follow instructions, availability of material and spatial resources, and stability of internet connection. Strategies to improve reliability of assessment results can also be employed such as performing repeat trials, reviewing recordings for accuracy and confirmation, using highly visible markers, and confirming measurement accuracy on video. Discussion: Physical therapy outcome measures that can feasibly be administered remotely are the Timed Up and Go Test, the 10-Meter Walk Test, the 6-Minute Walk Test, the 5-Times Sit to Stand Test, and the Stroke Impact Scale. The Mini Balance Evaluation Systems Test could not be administered remotely as close to standard protocol as possible due to the difficulty of administering the reactive postural component with patient anxiety and safety considerations and materials required.