Purpose To assess the inter-reliability of the Short Physical Performance Battery (SPPB), the 1-min Sit to Stand test (1-MSTS), and the Chester Step Test (CST) via remote assessment in post-COVID-19 patients after hospitalization. Methods Twenty-five post-COVID-19 patients randomly performed the functional tests via remote assessment using a software platform at home and via face-to-face assessment at the rehabilitation center 24–72 h apart. One day before the remote assessment, all participants had a 1-h guidance session regarding the platform use, safety instructions, and home equipment preparation. Results Participants completed all tests for both assessment procedures without experience of adverse events. The mean age was 53 (SD = 10) years old, and the median days of hospitalization were 23 (IQR = 10–33). The inter-reliability was moderate for the total score in the SPPB: Cohen’s kappa = 0.545 (95% CI: 0.234 to 0.838), excellent for the number of repetitions in the 1-MSTS: ICC = 0.977 (95% CI: 0.948 to 0.990) and good for the total number of steps in the CST: ICC = 0.871 (95% CI: 0.698 to 0.944). Conclusion Remote functional assessments for SPPB, 1-MSTS, and CST indicated moderate to excellent inter-reliability in post-COVID-19 patients after hospitalization.