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Use when the user asks about LLM token usage, API call timing, runtime metrics, cost signals, or performance statistics.
Codex 또는 Claude로 설치 이 Prompt를 복사해 Codex, Claude 또는 다른 어시스턴트에 붙여 넣으면 Skill 페이지를 검토하고 설치를 진행할 수 있습니다.
SOC 직업 분류 기준
Use when the user wants to install, configure, diagnose, or troubleshoot ScholarAIO, including setup check, dependency status, API keys, and bilingual setup flow.
Use when the user explicitly asks for Nature Skills, nature-skills, Nature style, Nature-style, Nature Communications, Nature-family, CNS, high-impact journal, or Springer Nature workflows, including Nature figure work, polishing, writing, reviewer critique, high-impact journal major revision response, Nature/CNS citations, Nature data-sharing workflows, paper readers, reviewer response, paper-to-PPT, submission checklist, or Nature-specific academic-search workflows.
Use when the user wants to rebuild or refresh ScholarAIO keyword, full-text, FTS5, FAISS, or semantic search indexes after data or metadata changes.
Use when the user wants to find academic papers, search the local library, run keyword or semantic search, search by author, explore topics, or federate across library, explore databases, and arXiv.
Use when the user wants to import papers from Endnote XML/RIS, Zotero Web API or local SQLite, attach PDFs, match PDFs to records, or supplement records with PDF content.
Use when the user wants to process new papers, patents, theses, documents, or proceedings from inbox queues into the knowledge base, run the ingest pipeline, or rebuild indexes.
| name | metrics |
| description | Use when the user asks about LLM token usage, API call timing, runtime metrics, cost signals, or performance statistics. |
查看 LLM token 用量、API 调用耗时等运行指标。
查看最近 LLM 调用详情：
scholaraio metrics --last 20
查看汇总统计：
scholaraio metrics --summary
查看特定时间段：
scholaraio metrics --since 2026-03-01
查看其他类别事件：
scholaraio metrics --category api --last 50
用户说："我用了多少 token"
→ 执行 metrics --summary
用户说："看看最近的 LLM 调用"
→ 执行 metrics --last 10