pandas-pro

Quick Review

Excellent pandas skill with comprehensive coverage of data manipulation tasks. The description clearly identifies when to invoke the skill (DataFrames, cleaning, aggregation, merging, time series). Structure is exemplary with a clean overview in SKILL.md and detailed references separated into topic-specific files. Task knowledge is strong with clear workflows, constraints (MUST/MUST NOT), and references to detailed guides. The skill provides valuable expertise in vectorization, memory optimization, and pandas best practices that would require significant tokens for a CLI agent to rediscover. Novelty is good but somewhat reduced since pandas documentation and patterns are well-established, though the curated best practices and performance optimization focus add meaningful value. Minor improvement possible: more specific examples of complex transformations directly in SKILL.md could further clarify capabilities.