This study analyzed genetic diversity in Napier grass collections from the International Livestock Research Institute (ILRI) and Brazilian Agricultural Research Corporation (EMBRAPA) gene banks using genotyping by sequencing. A total of 105 accessions were genotyped, generating high-density genome-wide markers. Analysis revealed substantial genetic variation within collections. Representative subsets capturing the overall diversity were selected for further evaluation. Linkage disequilibrium decay was faster across the overall population but slower in the ILRI collection, indicating longer haplotype blocks containing stacked variation. The study provides resources for marker-trait association and identifies core subsets for distribution and evaluation in different agro-ecologies.