القائمة
Use when the user wants to check paper-library data quality, diagnose missing metadata, filename issues, DOI duplicates, title mismatches, or repairable metadata problems.
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
| name | audit |
| description | Use when the user wants to check paper-library data quality, diagnose missing metadata, filename issues, DOI duplicates, title mismatches, or repairable metadata problems. |
检查已入库论文的数据质量。分阶段：规则化检查（自动）+ LLM 深度诊断（对可疑项）+ 自动修复。
scholaraio audit [--severity error|warning|info]
问题按严重程度分类：
对每篇 title_mismatch 论文，用 Read 工具读取 meta.json 和 paper.md（前 80 行），提取最像标题的候选（不只看首个 H1），判断：
对确认的错配，使用 repair 命令：
# 先 dry-run 预览
scholaraio repair "<paper-id>" --title "正确标题" [--author "一作"] [--year YYYY] [--doi "10.xxx/..."] --dry-run
# 确认后执行
scholaraio repair "<paper-id>" --title "正确标题" [--author "一作"] [--year YYYY] [--doi "10.xxx/..."] [--no-api]
# 修复后重建索引
scholaraio pipeline reindex
| 规则 | 级别 | 说明 |
|---|---|---|
missing_title | error | 缺少标题 |
missing_md | error | JSON 无对应 MD 文件 |
duplicate_doi | error | DOI 重复 |
missing_doi | warning | 缺少 DOI（document / patent 等非论文类型通常不报） |
missing_abstract | warning | 缺少摘要 |
title_mismatch | warning | JSON 标题与 MD 前 80 行里的标题候选不一致 |
nonstandard_filename | info | 文件名不符合规范格式 |
补充判断口径：
paper_type 为空时，仍按普通论文保守检查 missing_doi / missing_journaldissertation、document、technical-report、lecture-notes 等非 article 类型，优先警惕封面/前言页导致的 title_mismatch 误报用户说："帮我检查一下论文库有没有问题" → 执行阶段一规则化检查
用户说："深度检查" → 执行阶段一 + 阶段二（LLM 逐篇诊断 title_mismatch）
用户说："修复那些错配的论文" → 执行阶段三
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.