What problem does it solve? Processing the ISBI 2015 Longitudinal MS Lesion Segmentation Challenge dataset requires coordinating multimodal MRI validation, lesion quantification, longitudinal change tracking, and quality control across subjects and timepoints, which is error-prone when done manually. ## Core Features & Use Cases - Data Validation: Verify MS Challenge directory structure, modality completeness (T1w, T2w, FLAIR, PD), and ground truth mask presence with a compliance report. - Lesion Analysis: Compute lesion volume, count, and voxel statistics from binary NIfTI masks into CSV outputs. - Longitudinal Tracking: Detect new, resolved, and stable lesion voxels across subject timepoints. - QC Summaries: Generate per-subject quality control reports and exclusion lists. - Use Case: A researcher downloads the MS Challenge training data and asks the agent to validate the dataset, analyze lesion burden per subject, and produce a QC exclusion list before running segmentation benchmarks. ## Quick Start Ask the agent to validate the MS Challenge dataset at a given path and run the full lesion analysis and QC pipeline on it.