exploratory-data-analysis

SUMMARY

What it does

This Agent Skill provides a bounded, local exploratory data analysis capability for explicitly supported scientific file formats. It includes automated core support for CSV/TSV and strict JSON, optional automated support for NumPy arrays, HDF5 metadata, FASTA/FASTQ sequence metadata, and basic image metadata (PNG/JPEG/TIFF/OME-TIFF). The skill enforces strict safety boundaries: it treats all data as untrusted, rejects network access, limits file sizes and traversal, and never executes embedded content. It provides scripts for capability manifest inspection, tabular profiling, missingness/leakage audits, distribution/outlier/transformation sensitivity, sequence/image metadata inspection, and report scaffolding. It requires Python 3.11+ for core tools and Python 3.12+ for optional dependencies. The skill is designed for use on authorized local data only and explicitly fails closed for unsupported formats.