Use this skill when the user wants to inspect, merge, deduplicate, or summarize MR-RATE report preprocessing per-rank shard outputs. Use for CSV shards written as `*_rank_{RANK}.csv`, pathology JSON shards written as `labels_rank_*.json`, status distribution checks, deduplication by `AccessionNo`, safe rerun/resume checks, and handoff to downstream report preprocessing stages.