Single-cell Multi-modal Integrations Benchmark (SCMMIB) is a benchmark workflow for evaluating the usability, accuracy, robustness and scalability of single-cell multimodal integration algorithms, including 65 methods in 40 single-cell multi-modal integration algorithms involving modalities of DNA, RNA, protein and spatial multi-omics for paired integration, unpaired diagonal integration, and unpaired mosaic integration.