Porous carbon materials stemming from covalent organic frameworks (COFs) have emerged as pivotal candidates in various fields. However, no COF or relevant derivative has stepped into the recovery of no-carrier added (NCA) 177Lu, one of the most important radionuclides in modern medicine, from irradiated target. In this work, shape-persistent COF-derived carbon microsphere (COF-CMS) was successfully synthesized via self-templated carbonization and subsequently functionalized with active component 2-ethylhexyl phosphoric acid mono-2-ethylhexyl ester (P507). The prepared functional COF-CMS@P507 has shown high selectivity and fast adsorption kinetics for Yb3+/Lu3+ in static batch adsorption and great potential in dynamic column separation of Lu3+ from Yb3+. More importantly, based on plenty of tracer experiments and practical investigations, a separation process flow was established to realize the isolation of 177Lu from an irradiated 176Yb target. Consequently, 177Lu product can be effectively obtained in preferable recovery (86%) with high radinuclidic and chemical purity (≥99.99%). The present study provides a new idea for NCA 177Lu production, which is also valuable for the development of lanthanide separation and functional COFs.