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We present a genome assembly from an individual male Taphrorychus bicolor (the beech bark beetle; Arthropoda; Insecta; Coleoptera; Curculionidae). The genome sequence is 575.2 megabases in span. Most of the assembly is scaffolded into 12 chromosomal pseudomolecules, including the X and Y sex chromosomes. The mitochondrial genome has also been assembled and is 15.46 kilobases in length. Gene annotation of this assembly on Ensembl identified 24,125 protein coding genes.