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KCFtools is a Java-based toolkit for rapid, alignment-free introgression screening and GWAS using k-mer profiles. It identifies the presence and absence of k-mers in genomic or transcriptomic windows, enabling efficient detection of introgressed or variable regions and facilitating genotype matrix generation for GWAS.