We report herein a label-free and turn-on fluorescence approach for detecting DNA polymerase activity. In the presence of DNA polymerase, the DNA primer could be elongated to produce one long double-stranded DNA (dsDNA). Then, the produced dsDNA acted as the template for in-situ synthesizing fluorescent copper nanoclusters (CuNCs) via Cu 2 +ascorbate reaction (10 min at room temperature), and the fluorescent intensity of the CuNCs was used to quantify the activity of DNA polymerase. In this strategy, cheap CuSO 4 and ascorbate acted as fluorescence developers, so this method is low-cost and easy to carry out. Interestingly, based on the sequence-dependent fluorescence of DNA-templated CuNCs, we rationally designed the sequence of DNA substrate to decrease the background and increase the signal of this assay. Therefore, this proposed method exhibited a high sensitivity toward DNA polymerase, and the limit of detection was 3.7 × 10 -7 U/μL for Klenow Fragment (KF) polymerase. The strategy suggests a "mix-and-detect" homogenous assay format without precipitation, separation and washing. The whole process (including enzyme reaction and synthesizing CuNCs) can be completed in a single tube. This fluorescence method is lowcost and simple, and shows potential application in some biomedical studies and clinical diagnostics.