Decomposes complex user requests into executable subtasks, identifies required capabilities, searches for existing skills at skills.sh, and creates new skills when no solution exists. This skill should be used when the user submits a complex multi-step request, wants to automate workflows, or needs help breaking down large tasks into manageable pieces. (1)

**Judgement:** This is a strong meta-orchestration/planning skill for the skills.sh ecosystem. It is well-structured, with a clear multi-phase workflow (decomposition → capability mapping → skill search → gap analysis → skill creation → execution plan) and good documentation. **Key strengths** - Very good at turning vague, multi-step user requests into executable task graphs with explicit dependencies. - Integrates directly with skills.sh via `npx skills find` / `npx skills add`, encouraging reuse before new development. - Provides robust templates (SKILL.md, execution plans, decomposition reports) that improve clarity and collaboration. **Main risks / limitations** - Depends heavily on the quality and availability of the skills.sh ecosystem and the Skills CLI; if search results are poor or the CLI is unavailable, recommendations may degrade. - Task and capability mapping quality is only as good as the underlying language understanding; ambiguous or very domain-specific requests may be decomposed suboptimally. - Automatically proposing new skills can lead to fragmentation or over-creation if not curated by a human. - Any downstream skills it recommends (e.g., browser automation, API integrations) may have their own security and reliability risks; this skill itself does not enforce those. **Recommended scenarios** - Users asking for complex, multi-step automations ("monitor X, summarize, then send to Y on a schedule"). - Early design of workflows where the user wants both a plan and guidance on which existing skills to install. - Teams standardizing how they break down requests and design reusable skills in the skills.sh ecosystem. - Situations where human review is available for the generated execution plan and any newly proposed skills.