skills/skills.volces.com/literature-review

literature-review

SKILL.md

Literature Review

Help write academic literature reviews using a multi-engine search integration (S2, OA, CR, PM).

Capabilities

  • Multi-Source Search: Find relevant academic papers using Semantic Scholar (S2), OpenAlex (OA), Crossref (CR), and PubMed (PM).
  • Full Abstracts: All sources now return complete abstracts (PubMed uses efetch for full XML records).
  • DOI Extraction: DOIs are extracted from all sources for cross-referencing and deduplication.
  • Automatic Deduplication: When searching multiple sources (--source all or --source both), results are automatically deduplicated by DOI.
  • Polite Access: Automatic email identification for OpenAlex/Crossref "Polite Pool" (via USER_EMAIL env var).
  • Abstract Reconstruction: Reconstructs abstracts from OpenAlex inverted index format.
  • Synthesis: Group papers by theme and draft review sections based on metadata.

Environment Variables

Variable Purpose Default
USER_EMAIL Email for polite API access anonymous@example.org
Installs
35
First Seen
Mar 14, 2026