whisper

Quick Review

Excellent comprehensive skill for Whisper speech recognition. The description clearly conveys capabilities (multilingual ASR, transcription, translation) that enable a CLI agent to invoke it appropriately. Task knowledge is thorough with complete code examples for basic transcription, model selection, batch processing, CLI usage, and integration patterns. Structure is logical with clear sections, though the SKILL.md is somewhat lengthy (could offload some reference tables to separate files). Novelty is moderate: while Whisper setup and parameter tuning can be complex, basic transcription is relatively straightforward for an LLM agent, so the token savings are meaningful but not exceptional. The skill excels at providing actionable guidance (model recommendations, best practices, performance metrics) and covers edge cases well (GPU acceleration, streaming, integration). Minor improvement: the languages.md reference file appears unused in the main document.