Magnaporthe grisea (syn. Pyricularia oryzae) is the causative agent of Pearl millet blast disease and is among the most destructive fungal pathogens affecting various crops from the family Poaceae worldwide. The pathogen's genetic variability plays a critical role in understanding its adaptability, virulence and resistance to control measures. To assess the genetic variability among Magnaporthe grisea isolates (Mg), 16 M. grisea isolates were obtained from pearl millet blast-infected samples collected from different geographical locations of Haryana. The present study was conducted at the Department of Plant Pathology, Chaudhary Charan Singh Haryana Agricultural University, Hisar, during 2021–2022 and evaluated the correlation between genetic variability and geographic distribution. The genetic variability of M. grisea isolates was assessed by using 9 inter-simple sequence repeat (ISSR) molecular markers. The dendrogram based on Jaccard’s similarity index divided 16 M. grisea isolates into 2 major groups at a similarity coefficient of 0.47. Major cluster “A” comprised 13 isolates, while cluster “B” had only 3 isolates. The cluster analysis showed that the isolate Mg 4 collected from Nuh, Mg 6 collected from Rewari and Mg 16 collected from Mahender Garh districts were most diverse and isolates Mg 10 and Mg 12 collected from Charkhi Dadri and Bhiwani districts had the highest similarity coefficient among all 16 M. grisea isolates. The ISSR-based cluster analysis revealed a correlation between the genetic grouping of M. grisea isolates and their geographical origins.