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PA
parallel-web
Maintainer K-Dense Inc. · Last updated April 1, 2026
This skill provides access to **Parallel Web Systems** APIs for web search, deep research, and content extraction. It is the **primary tool for all web-related operations** in the scientific writer workflow. **Primary interface:** Parallel Chat API (OpenAI-compatible) for search and research. **Secondary interface:** Extract API for URL verification and special cases only. **API Documentation:** https://docs.paralle….
Original source
K-Dense-AI/claude-scientific-skills
https://github.com/K-Dense-AI/claude-scientific-skills/tree/main/scientific-skills/parallel-web
- Maintainer
- K-Dense Inc.
- License
- MIT license
- Last updated
- April 1, 2026
Skill Snapshot
Key Details From SKILL.md
Key Notes
- This skill provides access to Parallel Web Systems APIs for web search, deep research, and content extraction. It is the primary tool for all web-related operations in the scientific writer workflow.
- Primary interface: Parallel Chat API (OpenAI-compatible) for search and research. Secondary interface: Extract API for URL verification and special cases only.
- API Documentation: https://docs.parallel.ai API Key: https://platform.parallel.ai Environment Variable: PARALLEL_API_KEY.
- python scripts/parallel_web.py search "latest advances in quantum computing 2025.
Source Doc
Excerpt From SKILL.md
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
Use cases
- **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.
Not for
- Do not treat this catalog entry as a substitute for the full upstream workflow.
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