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Asciinema Analyzer is a specialized skill designed to process converted terminal recordings for Claude Code. It utilizes a three-tiered analysis approach—leveraging ripgrep for sub-second keyword searches, YAKE for unsupervised keyword discovery, and density mapping to identify peak activity windows. Whether auditing quantitative backtests, monitoring ML training epochs, or reviewing complex development workflows, this skill provides a structured, interactive way to navigate and summarize large terminal logs through domain-specific keyword sets and automated extraction techniques.