القائمة
Use when the user wants to analyze research behavior, search hot keywords, most-read papers, reading trends, active workspaces, or unread semantic neighbors.
التثبيت باستخدام Codex أو Claude انسخ هذا Prompt والصقه في Codex أو Claude أو مساعد آخر ليراجع صفحة Skill ويثبّتها لك.
استنادا إلى تصنيف SOC المهني
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 | insights |
| description | Use when the user wants to analyze research behavior, search hot keywords, most-read papers, reading trends, active workspaces, or unread semantic neighbors. |
分析用户的研究行为数据，发现阅读规律和遗漏的相关论文。
scholaraio insights [--days N] # 默认分析过去30天
show 命令调用次数统计需要先累积一定量的使用数据（search、usearch、vsearch 和 show 命令会自动记录事件到 data/metrics.db）。
用户说："我最近都在看哪些方向的论文？"
→ 执行 insights --days 30
用户说："看看我过去一周的阅读记录"
→ 执行 insights --days 7
用户说："推荐一些我可能还没读过的相关论文"
→ 执行 insights --days 14（关注第4项"推荐邻近论文"输出）