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Abstract Background Cytidine base editors (CBEs), composed of a cytidine deaminase fused to Cas9 nickase (nCas9), enable efficient C-to-T conversion in various organisms. However, current base editors can induce unwanted bystander C-to-T conversions when multiple Cs are present in the ~ 5-nucleotide activity window of cytidine deaminase, which negatively affects their precision. Here, we develop a new base editor which significantly reduces unwanted bystander activities. Results We used an engineered human APOBEC3G (eA3G) C-terminal catalytic domain with preferential cytidine-deaminase activity in motifs with a hierarchy CCC>CCC>CC (where the preferentially deaminated C is underlined), to develop an eA3G-BE with distinctive CC context-specificity and reduced generation of bystander mutations. Targeted editing efficiencies of 18.3–58.0% and 54.5–92.2% with excellent CC context-specificity were generated in human cells and rabbit embryos, respectively. In addition, a base editor that can further recognize relaxed NG PAMs is achieved by combining hA3G with an engineered SpCas9-NG variant. The A3G-BEs were used to induce accurate single-base substitutions which led to nonsense mutation with an efficiency of 83–100% and few bystander mutations in Founder (F0) rabbits at Tyr loci. Conclusions These novel base editors with improved precision and CC context-specificity will expand the toolset for precise gene modification in organisms.