In the realm of bioinformatics, sequence analysis plays a pivotal role in uncovering genetic insights and driving scientific discoveries. Traditionally, the Basic Local Alignment Search Tool (BLAST) has been the cornerstone for comparing DNA, RNA, or protein sequences. However, its resource-demanding nature can pose a challenge when dealing with ma