Against the backdrop of the in-depth advancement of professionalization reform for University counselors, their quality and competence levels directly influence the effectiveness of implementing the fundamental task of cultivating virtue and nurturing talent. Based on a historical review and theoretical framework construction, this study systematically analyzes the current landscape of quality and competence development through an empirical survey of counselors. The survey reveals that while counselors generally meet the basic competency requirements, there is a notable gap between theoretical knowledge and practical application. Their core competencies exhibit a structural imbalance, characterized by strong daily management skills but weak psychological and online ideological and political education capabilities. Expert competencies, particularly in research innovation and precision ideological and political education, are generally at a low level. Based on these empirical findings, this paper constructs a collaborative enhancement pathway from four dimensions: "institutional guidance—strengthening core competencies—optimizing support and safeguards—cultivating individual consciousness," aiming to provide practical references for promoting the professional and vocational development of the counselor team.