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Literature | Skills Pool

Skill File

Literature

# Literature Search & Review

beita6969583 starsMar 12, 2026

Occupation: Sociologists
Categories: Academic

Skill Content

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.

Related Skills

Quick Install

Literature

npx skillvault add beita6969/beita6969-scienceclaw-skills-literature-skill-md

Download Skill Open repository

Author: beita6969
stars: 583
Updated: Mar 12, 2026
Occupation

On this page

01Literature Search & Review

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.

02

Overview

04Search Strategy

05Citation Rules

06Best Practices

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