Summarize single-cell dataset information across formats (.rds/.qs Seurat or SummarizedExperiment, .h5ad AnnData, 10X .h5, 10x MTX). Use when users want a quick overview of cells/genes, QC summaries, assays, metadata fields, reductions/clusters, sparsity, and output as terminal table, JSON, or Markdown with optional file save.