Selective inhibition of cyclin-dependent kinase 8 (CDK8) has been recently regarded as a potential approach for cancer therapy. A series of novel CDK8 inhibitors with the pyridine core was identified via scaffold hopping from the known CDK8 inhibitor A-7. The new inhibitors were designed to improve the ligand efficiency so as to enhance drug-likeness. Most of the compounds showed significant inhibition against CDK8/cyclin C, and the most active compounds (5d, 5e and 7') displayed IC<sub>50</sub> values of 2.4 nM, 5.0 nM and 7.7 nM, respectively. Preliminary kinase profiling of selected compounds against a panel of kinases from different families indicated that this compound class might selectively inhibit CDK8 as well as its paralog CDK19. Some compounds exhibited cellular activity in both MTT and SRB assays against a variety of tumor cells, including HCT-116, A549, MDA-MB-231, KB, KB-VIN and MCF-7. Further flow cytometry analysis revealed a dose-dependent G2/M phase arrest in MDA-MB-231 cells treated with compounds 6'a, 6'b, 6'j and 6'k. In addition, compound 6'k demonstrated moderate antitumor efficacy in HCT-116 mouse models, although unfavorable pharmacokinetic profiles were suggested by preliminary study in mice. The results provided a new structural prototype for the search of selective CDK8 inhibitors as antitumor agents.