What problem does it solve? Scientific data arrives in hundreds of specialized formats, and understanding a file's structure, quality, and content before analysis requires format-specific expertise. This Skill automates file type detection, format-aware analysis, and report generation so researchers can quickly assess any scientific dataset. ## Core Features & Use Cases - Automatic Format Detection: Identifies 200+ scientific file extensions across chemistry, bioinformatics, microscopy, spectroscopy, proteomics, and general data categories. - Format-Specific Analysis: Loads detailed reference guides per format and runs appropriate analyses such as sequence statistics for FASTQ, structure validation for PDB, or intensity metrics for microscopy images. - Markdown Report Generation: Produces comprehensive reports covering file metadata, data characteristics, quality assessment, and downstream analysis recommendations. - Use Case: A researcher receives a FASTQ sequencing file and asks to explore it; the Skill detects the format, computes read counts, length distributions, and quality scores, then saves a structured EDA report with QC recommendations. ## Quick Start Analyze the attached data file and generate a full exploratory data analysis report with quality metrics and recommendations.
