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Top Lean AI 榜单监控 - 监控 Top Lean AI 榜单的变化，记录更新历史，提供分析报告。
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Qualify the exact final diff for a LoopX-managed goal. Use when goal policy enables change_quality_qualification, before a non-trivial delivery or merge, and when producing or repairing an exact-scope quality receipt. The workflow is language-neutral, permits at most one policy-authorized safe-fix pass, and never grants merge or repository authority.
Operate an explicitly activated LoopX Material Lifecycle for a connected project. Use for material-store inventory, lossless migration, candidate/archive transitions, exact-read-backed ranking, ranked-entry rebuilds, bounded Explore intake, owner-gated apply, rollback, and audit. Do not use for ordinary one-off reading or research when the project has not activated Material Lifecycle.
Use when the user asks Codex to research, find learning materials, process "素材：" links, "请你读" / "精读" a material, build a material radar, or use SenSight-like broad information retrieval for career learning and Agent infra tracking. Do not use the career/Agent-infra routing bias for user-directed `整理笔记` into a named note.
Showing SKILL.md
| name | top-lean-ai-monitor |
| description | Top Lean AI 榜单监控 - 监控 Top Lean AI 榜单的变化，记录更新历史，提供分析报告。 |
监控 Top Lean AI 榜单的变化，记录更新历史，提供分析报告。
cd /root/.openclaw/workspace/CS-Notes/snippets/
python3 top_lean_ai_monitor.py
状态文件保存在：/root/.openclaw/workspace/CS-Notes/.top-lean-ai-state.json
Based on SOC occupation classification