Introduction: Ischemic stroke (IS) or intracranial hemorrhage (ICH) has been reported during direct oral anticoagulant (DOAC) therapy. However, data regarding the DOAC level upon acute stroke is lacking. Hypothesis: The DOAC level upon acute IS or ICH may be associated with stroke outcomes. Methods: Patients aged ≥ 20 years, under DOAC therapy and developed acute ischemic or hemorrhagic stroke were enrolled. The DOAC level upon hospital arrival was measured with ultra-high-performance liquid chromatography with tandem mass spectrometry. The primary outcome was the composite outcomes included IS, ICH, major bleeding or death at 3 months. The secondary outcome included modified Rankin Scale (mRS) 0 to 3 at 3 months. Results: During 2018 to 2022, a total of 105 patients who developed IS and 26 patients who developed ICH during DOAC therapy were enrolled. Among the IS cohort, 45 (42.9%) had DOAC level<50 ng/mL. The initial National Institutes of Health Stroke Scale (NIHSS) was similar between patients with DOAC level <or≥50 ng/mL. The primary outcome occurred in 13 and 9 patients with DOAC level<or≥ 50 ng/mL. After adjustment, factors associated with composite outcomes at 3 months included reduced creatinine clearance (HR=0.96 [0.93, 0.995]), higher initial NIHSS (HR=1.08 [1.01, 1.15]) and DOAC level<50 ng/mL (HR=5.63 [1.47, 21.65]). To predict mRS 0 to 3 at 3 months, initial NIHSS, and DOAC level<50 ng/mL displayed inverse association (OR=0.82 [0.75, 0.90] and 0.19 [0.05, 0.78]). Among the ICH cohort, 19 patients (73.1%) has DOAC level<50 ng/mL. Compared to patients with DOAC level≥50 ng/mL, their initial hematoma size was smaller. The primary outcome occurred in 0 and 5 patients with DOAC level <or≥ 50 ng/mL. The proportion of patients with hematoma expansion and having mRS 0 to 3 points were similar between patients with DOAC level<or≥50 ng/mL (40.0% versus 43.8%, p=1.00 for hematoma expansion; 85.7% versus 52.6%, p=0.19 for mRS 0 to 3 points). Conclusion: Among patients who develop IS during DOAC therapy, low DOAC level, along with higher initial NIHSS and worse renal function, predicts worse clinical outcomes.