Cancer stem cells (CSCs) have been increasingly recognized in recent years. CSCs from human neural tumors are one of the root causes of metastatic tumor progression, therapeutic resistance and recurrence. However, there is a lack of comprehensive literature that systematically consolidates the biomarkers specific to CSCs in neurological cancers. Therefore, this review provides a comprehensive summary of cancer stem cell (CSC) biomarkers for neurological tumors such as glioma, meningioma, medulloblastoma and neurofibroma. It also points out the possible functions of these biomarkers in diagnosis, treatment and prognosis, providing a broader perspective. First, we quantitatively screened key words such as CSCs, biomarkers, and expression by bibliometric analysis and clarified the intrinsic connections between the key words. Then, we describe the CSC biomarkers of major neurological tumors and their pathway mechanisms, and provide an in-depth analysis of the commonalities and differences with the biomarkers of non-CSCs. In addition, many studies have shown that antipsychotic drugs can inhibit tumor growth and reduce the expression of CSC biomarkers, which facilitates targeted therapy against tumors in the nervous system. Therefore, this study will focus on the biomarkers of CSCs in the nervous system, hoping to provide guidance for future in-depth exploration and monitoring of neurological tumors for clinical applications.