Human cells share an identical genome yet exhibit diverse functions shaped by their tissue environment and cell-type-specific regulatory programs. While single-cell transcriptomic atlases have mapped cellular diversity across many human tissues, comparable atlases of regulatory elements at single-cell resolution remain scarce, limiting our understanding of how regulatory codes vary across organs. To address this gap, we generated high-quality 10x Genomics Multiome profiles from 21 human tissues collected from 4 GTEx donors, jointly measuring gene expression and chromatin accessibility in over 450,000 single cells. This cross-organ resource enables systematic characterization of transcription factor activity, cis-regulatory elements, and their coupling to gene expression across diverse cell types and tissue contexts. Together, these data illuminate the regulatory diversity of human single cells across organs and provide a foundational reference for studying tissue-specific gene regulation in health and disease.