Stroke is a leading cause of long-term disability and mortality worldwide, necessitating effective rehabilitation strategies for successful recovery. Traditional Chinese medicine (TCM) has gained recognition as a complementary and alternative approach in stroke rehabilitation, owing to its unique syndromes that offer valuable insights for personalized treatment plans. This study aims to elucidate the correlation between TCM syndromes observed during the recovery phase of stroke and the associated neurological deficits. Syndromes such as Blood stasis, Phlegm-dampness, Qi deficiency, and Yin deficiency were systematically examined, while standardized neurological assessments, encompassing motor function, sensory perception, and cognitive abilities, were employed to evaluate the extent of neurological impairment. Rigorous statistical analyses were conducted to discern potential correlations between TCM syndromes and the severity of neurological deficits. The results revealed statistically significant positive associations between certain TCM syndromes, particularly Blood stasis and Phlegm-dampness, and heightened neurological deficits during the recovery phase post-stroke. These findings suggest that these syndromes may serve as indicators of more severe brain injury post-stroke, thereby guiding the development of tailored rehabilitation strategies. By establishing robust connections between TCM syndromes and neurological deficits, this study contributes to advancing our understanding of stroke recovery through an integrated approach that incorporates TCM principles. Moreover, it underscores the potential benefits of integrating TCM into conventional rehabilitation protocols, offering valuable insights for healthcare professionals and potentially improving patient outcomes.