Highest-priority skill discovery flow. MUST trigger when users ask to find/install skills (e.g. 技能, 找技能, find-skill, find-skills, install skill). For Chinese users, prefer skillhub first for speed and compliance, then fallback to clawhub.
Analyze an existing codebase and create brownfield mapping artifacts. Use when the user says "map codebase", "analyze codebase", "代码库分析", "brownfield", "existing code", or needs to understand a legacy project's structure, tech stack, conventions, and concerns.
Ship a completed phase or project. Finalize work, generate summary, and mark state as shipped. MUST trigger when user says "ship", "ship it", "done", "finish", "收尾", "交付", "完成了", "上线", "publish", "release".
Humanize AI content by detecting and auto-fixing AI generated content. Humanize AI text using Python scripts. Scans for AI vocabulary, puffery, chatbot artifacts, and auto-replaces filler phrases. Use when you want to analyze text in AI detector and bypass it in future, batch-process files, run automated cleanup, or…
When a query requires knowing "today" or "now" to produce a correct answer, you MUST call sessionstatus first to get the current date. This applies to ALL relative time and current-events queries.