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文献综述
PA
parallel-web
维护者 K-Dense Inc. · 最近更新 2026年4月1日
parallel-web：This skill provides access to **Parallel Web Systems** APIs ，用于 web search，deep research，、 content extraction。 It是一个**primary tool ，用于 all web-related operations** in scientific writer workflow。
原始来源
K-Dense-AI/claude-scientific-skills
https://github.com/K-Dense-AI/claude-scientific-skills/tree/main/scientific-skills/parallel-web
- 维护者
- K-Dense Inc.
- 许可
- MIT license
- 最近更新
- 2026年4月1日
技能摘要
来自 SKILL.md 的关键信息
核心说明
- This skill provides access to Parallel Web Systems APIs ，用于 web search，deep research，、 content extraction. It is primary tool ，用于 all web-related operations in scientific writer workflow。
- Primary interface：Parallel Chat API (OpenAI-compatible) ，用于 search 、 research. Secondary interface：Extract API ，用于 URL verification 、 special cases only。
- API Documentation：https：//docs.parallel.ai API Key：https：//平台.parallel.ai Environment Variable：PARALLEL_API_KEY。
- python scripts/parallel_web.py search "latest advances in quantum computing 2025。
原始文档
SKILL.md 摘录
When to Use This Skill
Use this skill for ALL of the following:
- Web Search: Any query that requires searching the internet for information
- Deep Research: Comprehensive research reports on any topic
- Market Research: Industry analysis, competitive intelligence, market data
- Current Events: News, recent developments, announcements
- Technical Information: Documentation, specifications, product details
- Statistical Data: Market sizes, growth rates, industry figures
- General Information: Company profiles, facts, comparisons
Use Extract API only for:
- Citation verification (confirming a specific URL's content)
- Special cases where you need raw content from a known URL
Do NOT use this skill for:
- Academic-specific paper searches (use
research-lookupwhich routes to Perplexity for purely academic queries) - Google Scholar / PubMed database searches (use
citation-managementskill)
1. Web Search (search command)
Search the web via the Parallel Chat API (base model) and get a synthesized summary with cited sources.
Best for: General web searches, current events, fact-finding, technical lookups, news, market data.
## Use core model for more complex queries
python scripts/parallel_web.py search "compare EV battery chemistries NMC vs LFP" --model core
适用场景
- **Web Search**：Any query that requires searching internet ，用于 information。
- **Deep Research**：Comprehensive research reports on any topic。
- **Market Research**：Industry analysis，competitive intelligence，market data。
- **Current Events**：News，recent developments，announcements。
不适用场景
- Do not treat this catalog entry as substitute ，用于 full upstream workflow。
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