Base Editing (BE) and Prime Editing (PE), novel precision tools of the CRISPR/Cas toolbox, have emerged as transformative technologies that enable highly specific genetic modifications. Their compatibility with post-mitotic cell types makes them invaluable for treating genetic skeletal muscle disorders. Despite their severity and progressive nature, monogenic muscle diseases remain without definitive treatments. They are caused by diverse mutations in critical muscle proteins, for which gene editing offers a promising therapeutic avenue. However, traditional CRISPR/Cas9 applications face challenges such as genotoxicity and inefficiency in post-mitotic tissues. BE and PE technologies overcome these limitations by enabling safe and efficient modifications without causing double-strand breaks or requiring homology-directed repair. Their therapeutic potential comes from two key features: their ability to work in non-dividing cells such as myotubes and cardiomyocytes, and their capacity to target a broad range of mutations found in genetic muscle diseases. In this review, we explore mechanisms of BE and PE and summarize their current applications in monogenic skeletal muscle disorders. We discuss the challenges of in vivo application in skeletal muscle and highlight innovations to bypass them. Collectively, both systems offer flexible precision solutions with immense potential for mutation-specific and personalized gene therapy approaches for monogenic skeletal muscle disorders.