Stroke-associated infection (SAI) is a major medical complication in acute ischemic stroke patients (AIS) treated with endovascular therapy (EVT). Three hundred thirty-three consecutive patients with AIS caused by a large vessel occlusion in the anterior circulation who received EVT (142 (42.6%) of them were given IV tPA as bridging therapy) and 337 AIS patients who received IV tPA only (non-EVT) were enrolled in the study and evaluated to determine the association of inflammatory factors on admission with SAI. Among the 333 AIS patients undergoing EVT, SAI occurred in 219 (65.8%) patients. Patients with SAI had higher baseline National Institutes of Health Stroke Scale (NIHSS) total scores, white blood cell (WBC) and neutrophil counts, neutrophil-to-lymphocyte ratio (NLR), and platelet-to-lymphocyte ratio (PLR) than those without SAI ( P  < 0.05). The multivariable logistic regression analyses showed that older age in addition to higher diastolic blood pressure (DBP), NIHSS score, fasting blood glucose, WBC and neutrophil counts, NLR, and PLR were significantly associated with SAI ( P  < 0.05). However, these associations were not revealed in 337 non-EVT AIS patients. Furthermore, based on the inflammatory markers, we developed a nomogram that provided the opportunity for more accurate predictions (compared with conventional factors) and appeared a better prognostic tool for SAI according to the decision curve analysis. In summary, if proven externally valid, our nomogram that included WBC count, NLR, and PLR may be a useful tool for SAI prediction in clinical practice.