Zaoqu-Liu/skills/literature
skills/literature/SKILL.md
# Literature Search & Review ## Overview Comprehensive academic literature search and synthesis across 15+ sources. ## Capabilities - Multi-database parallel search (PubMed, arXiv, bioRxiv, medRxiv, OpenAlex, Semantic Scholar, Crossref, DBLP, CORE, DOAJ, Europe PMC) - Web search via Agent-Reach (Exa semantic search, Jina Reader for any URL/PDF) - Social academic search (Twitter/X threads, YouTube talks, GitHub repos) - Structured literature reviews with citation networks - Knowledge gap identi
$ install --global
skillsauthnpx skillsauth add Zaoqu-Liu/ScienceClaw skills/literatureInstall this skill globally with one command. Works with Claude Code, Cursor, and Windsurf.
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SKILL.md
Literature Search & Review
Overview
Comprehensive academic literature search and synthesis across 15+ sources.
Capabilities
- Multi-database parallel search (PubMed, arXiv, bioRxiv, medRxiv, OpenAlex, Semantic Scholar, Crossref, DBLP, CORE, DOAJ, Europe PMC)
- Web search via Agent-Reach (Exa semantic search, Jina Reader for any URL/PDF)
- Social academic search (Twitter/X threads, YouTube talks, GitHub repos)
- Structured literature reviews with citation networks
- Knowledge gap identification
- Hypothesis generation from literature analysis
Search Strategy
- Query optimization: Short, keyword-based queries (max 7 words). PubMed-friendly syntax.
- Multi-source fan-out: Parallel queries across all sources for maximum coverage.
- Deduplication: By PMID, DOI, then normalized title.
- Reflection loop: Evaluate coverage → identify gaps → generate follow-up queries.
Citation Rules
- ZERO hallucinated citations. Every reference must come from real search data.
- Unified article schema: source_type, title, authors, year, journal, url, doi, pmid, abstract.
- Numbered references [1], [2], [3] — built only from retrieved articles.
Best Practices
- Start broad, then narrow. First search finds the landscape; follow-up queries fill gaps.
- Cross-domain search. The breakthrough paper might be in an unexpected field.
- Check preprints AND published papers. Recent findings may only be on bioRxiv/arXiv.
- Verify high-impact claims. Use Semantic Scholar's citation count to identify landmark papers.
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