JSON Dataset Profiler and Data Quality Audit

Deterministic JSON dataset profiling for agent pipelines: exact duplicate detection, field coverage, mixed-type detection, schema signals, and actionable cleanup suggestions. POST JSON to /profile; up to 10,000 items. Fast structured response, no credentials required, submitted data is not retained.