Video Analyzer

The tool analyzes video content to yield objective metrics that support QA, research, and workflow automation. It operates by reading container metadata and performing lightweight frame sampling to compute duration, fps, keyframe density, and motion proxies. Outputs are machine-readable and exportable for integration into pipelines or reports. Users range from QA engineers to editors and researchers who need repeatable indicators of performance, consistency, and content dynamics. The core differentiator is the ability to produce structured results without full transcoding and to export JSON/CSV reports suitable for automated intake. Core features include duration and fps extraction, motion proxy estimation, basic quality scoring from blur/noise signals, and optional per-segment analysis for fine-grained evaluation. Typical use cases include pre-publish quality checks, archival catalog benchmarking, and AI labeling calibration. The tool emphasizes deterministic results, clear unit definitions, and interoperability with data science workflows. It is designed to complement, not replace, specialized tooling by offering rapid, repeatable metrics that inform editorial and technical decisions.