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Developer Growth Analysis acts as an automated engineering mentor by scanning your local Claude Code chat history to detect recurring technical challenges, architectural patterns, and development habits. It identifies specific areas for improvement—such as TypeScript mastery, secure data handling, or async patterns—and cross-references these gaps with high-quality articles and discussions from HackerNews. The skill culminates in a structured growth report delivered directly to your Slack DMs, providing actionable advice and a custom reading list tailored precisely to the work you are doing today.