CD8+ T cells are the dominant lymphocyte population in multiple sclerosis (MS) lesions where they are highly clonally expanded. The clonal identity, function, and antigen specificity of CD8+ T cells in MS are not well understood. Here we report a comprehensive single-cell RNA-seq and T cell receptor (TCR)-seq analysis of the cerebrospinal fluid (CSF) and blood from a cohort of treatment-naïve MS patients and control participants. A small subset of highly expanded and activated CSF-enriched CD8+ T cells were abundant in people with MS and displayed high cytotoxicity and tissue-homing transcriptional profiles. Using a combination of unbiased and targeted antigen discovery approaches, several MS-derived CD8+ T cell clonotypes recognizing Epstein-Barr virus (EBV) antigens and novel mimotopes were identified. These findings shed insight into the functions of CD8+ T cells in MS and may serve as potential disease biomarkers and therapeutic targets.