sci-search

Installation
SKILL.md

Sci-Search — Sci Search Skill

Academic paper search and metrics analysis tool for scientific research workflows.

Trigger Phrases

  • "搜索关于 [主题] 的高影响因子论文"
  • "在 Web of Science 上查找 [主题] 的最新文献"
  • "search academic papers on [topic]"
  • "find recent papers about [topic] on Web of Science"
  • "get impact factor for [topic] papers"

Capabilities

  • Triple-Source Search: Simultaneously searches arXiv, PubMed, and Web of Science (when API key is configured).
  • Web of Science Integration: Returns SCI-indexed papers with times-cited counts — the gold standard for academic quality filtering.
  • Journal Metrics: Automatically supplements results with JCR partitions and Impact Factors (IF).
  • Ranking & Highlighting: Highlights top-tier journals (Nature, Science, Advanced Materials, etc.).
  • Markdown Export: Generates formatted markdown reports of search results.
  • Source Selection: Use --source wos to search Web of Science only, or --source all for all sources.

Configuration

Web of Science API (Recommended for SCI literature)

Set the WOS_API_KEY environment variable to enable Web of Science search:

export WOS_API_KEY=your_wos_api_key

Apply for a free API key at: https://developer.clarivate.com/apis/wos-starter

The WoS Starter API is free to apply for and provides access to the Web of Science Core Collection — the most authoritative index of SCI/SSCI journals.

Other optional variables

  • ZOTERO_USER_ID — for Zotero integration
  • ZOTERO_API_KEY — for Zotero integration

Usage

Main script: ./sci_search.py

# Search all sources (arXiv + PubMed + WoS if key set)
python skills/sci-search/sci_search.py "perovskite solar cells" --limit 5

# Search Web of Science only
python skills/sci-search/sci_search.py "solid state electrolyte" --source wos --limit 10

# Export results to markdown
python skills/sci-search/sci_search.py "graphene battery" --output results.md

© License & Copyright

Aut_Sci_Write — Autonomous Scientific Writer

  • Author: Shuo Zhao
  • License: MIT License
  • Copyright: © 2026 Shuo Zhao. All rights reserved.
  • Original Work: This is an original work created by the author. No reproduction, redistribution, or commercial use without explicit permission. Permission is hereby granted, free of charge, to any person obtaining a copy of this software... (See the LICENSE file in the root directory for the full MIT terms.)

This skill is part of the Aut_Sci_Write suite. For full license terms, see the LICENSE file in the project root.

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Installs
35
GitHub Stars
45
First Seen
Apr 9, 2026