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Skill Factory is an autonomous agent designed to streamline the development of new Claude skills without requiring manual intervention or complex tool selection. By intelligently choosing between documentation scraping, manual Test-Driven Documentation (TDD), or hybrid approaches, it produces high-quality skills that meet a minimum score of 8.0/10 based on Anthropic's official guidelines. The agent handles everything from initial requirement analysis and source detection to automated quality assurance loops and scenario-based testing, delivering a complete package including structured documentation, code examples, and installation-ready files.