semantic-paper-radar

Semantic literature discovery and synthesis across arXiv/OpenAlex/PubMed (and optional Google Scholar adapters). Use when users ask for domain must-read papers, research trend mapping, paper recommendations, reading lists, or academic lineage/context for a topic in natural science, AI, engineering, medicine, or interdisciplinary research.

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Install skill "semantic-paper-radar" with this command: npx skills add rogerrrr18/semantic-paper-radar

Semantic Paper Radar

Build a domain reading list from natural-language intent, then output a concise research map.

Workflow

  1. Clarify query intent in one line:

    • topic + scope + time window + priority (foundational / frontier / balanced).
  2. Run aggregated retrieval:

    • General: python3 scripts/paper_radar.py search --query "<topic>" --max 40 --years 8
    • Biomedical force-on: python3 scripts/paper_radar.py search --query "<topic>" --max 40 --years 8 --biomed
  3. Generate synthesis report:

    • python3 scripts/paper_radar.py report --query "<topic>" --max 40 --years 8 --top 12 --mode balanced
    • Biomedical force-on: add --biomed
    • Export clickable HTML: add --export-html (optional --html-out <path>)
  4. Present results in Chinese unless user asked otherwise:

    • 必读文献(分层)
    • 学术脉络(时间线)
    • 阅读顺序(先读3篇)
    • 可选下一步(细分子方向)

Output Rules

  • Prefer OpenAlex entries with DOI/citation metadata for "经典" judgement.
  • Keep arXiv entries for "最新前沿" and unreviewed but high-momentum work.
  • If the query is biomedical/clinical, explicitly include a caution that arXiv papers may be preprint.
  • If retrieval is sparse, broaden query with synonyms and rerun once.

Recommended Prompt Pattern

Use this framing when user asks for recommendations:

  • "按 经典奠基(3-5) + 方法跃迁(3-5) + 近两年新进展(3-5) 输出"
  • "每篇给:一句贡献、为什么必读、适合第几步读"
  • "最后给该领域 3 条学术脉络主线"

Optional Scholar Integration

If the environment already has a Scholar-capable tool/skill (e.g., serper-scholar), call it after report and use it only for:

  • citation cross-check
  • venue/author authority补充

Do not block core workflow if Scholar integration is unavailable.

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