We investigated the accuracy of various bleeding risk scores to estimate the bleeding risk in patients with acute myocardial infarction (AMI) managed with percutaneous coronary intervention (PCI) access via the radial artery. We retrospectively enrolled 1,651 patients who were definitively diagnosed with ST-elevation myocardial infarction (STEMI) or non-STEMI (NSTEMI). We assessed the predictive validities of 30-day bleeding events in various scoring systems using receiver operating characteristic curves. Overall, ACUITY-HORIZONS exhibited the highest area under the curve to predict 30-day bleeding, followed by ACTION and CRUSADE; HAS-BLED displayed the lowest score. With a cutoff of 17, ACUITY-HORIZONS demonstrated the best discrimination for the Thrombolysis in Myocardial Infarction (TIMI) 30-day serious bleeding rate. We observed significant differences among all-cause death, cardiovascular death, and major adverse cardiac events between the ACUITY-HORIZONS groups with a score of !17 and > 17. ACUITY-HORIZONS score > 17, initial systolic blood pressure (SBP) < 90 mmHg, and Killip III and IV upon admission positively predicted the 30-day bleeding risk, whereas myocardial infarction (MI) and TIMI major bleeding within 30 days, heart failure at admission, and initial SBP < 90 mmHg positively predicted the 30-day mortality. Comparatively, ACUITY-HORIZON is the most reliable system in predicting 30-day bleeding for patients with AMI via transradial PCI. In the transradial scenario, bleeding and MI within 30 days are substantially related to 30-day mortality.