Individual skill
parallel-web
Runs the parallel-cli tool for web workflows: web search, URL and PDF extraction, deep research reports, structured data enrichment of supplied rows, FindAll entity discovery, and recurring web monitors. Prefers primary literature and institutional sources for scientific queries. Use when looking up current web evidence or a bounded research question. Use when fetching content from a known URL, PDF, or JavaScript-rendered page. Use when adding web-sourced fields to a list of companies, people, or products. Use when discovering entities that match natural-language criteria. Use when an explicitly exhaustive multi-source report is requested. Use when tracking web changes on a recurring schedule. Not for one-time checks of a known page that need no CLI, or for offline literature databases.
plugins/KalarisLabs/research-agent-skills/skills/parallel-web/SKILL.md
Source commit d780783eba4ecc7c8b9429f95c9362df95f07c61
What was checked
- Matches the observed repository HEAD
- Yes
- Scanner rules are current
- Yes
- Repository scan complete
- No
- Skill scan complete
- No
- Observed behavior
- Network or broad shell
- Last checked
- Nov 4, 2026
These are observations at the recorded commit, not a guarantee of safety. Review the source before running it.
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Repository context
- Repository stars (not skill ratings)
- 1,532
- Repository last updated
- Nov 6, 2026
- License
- Apache-2.0
Observed agent integration: No specific integration evidence. Standard SKILL.md installation does not imply verified compatibility.
- ai-coding Repository topic
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- web-research,-deep-research,-data-enrichment,-web-extraction Declared skill tag
- research Derived category
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- data Derived category
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SKILL.mdcore · 8,921 bytesSKILL.mdcore · 8,921 bytesSKILL.mdcore · 8,921 bytesSKILL.mdcore · 8,921 bytesSKILL.mdcore · 8,921 bytesSKILL.mdcore · 8,921 bytesSKILL.mdcore · 8,921 bytesSKILL.mdcore · 8,921 bytesSKILL.mdcore · 8,921 bytesSKILL.mdcore · 8,921 bytesSKILL.mdcore · 8,921 bytesreferences/data-enrichment.mddoc · 2,924 bytesreferences/deep-research.mddoc · 3,213 bytesreferences/findall.mddoc · 2,371 bytesreferences/monitor.mddoc · 2,629 bytesreferences/web-extract.mddoc · 1,960 bytesreferences/web-search.mddoc · 3,939 bytes
Read excerpt
# Parallel Web Toolkit
A unified skill for Parallel's web-intelligence workflows. For scientific topics, prefer primary literature and authoritative institutional sources.
## Routing — pick the right capability
Read the user's request and then open the corresponding reference file before running a command.
| User wants to... | Capability | Where |
|---|---|---|
| Look something up, research a topic, find current info | **Web Search** | `references/web-search.md` |
| Fetch content from a specific URL (webpage, article, PDF) | **Web Extract** | `references/web-extract.md` |
| Add web-sourced fields to a list of companies/people/products | **Data Enrichment** | `references/data-enrichment.md` |
| Get an exhaustive, multi-source report (user says "deep research", "exhaustive", "comprehensive") | **Deep Research** | `references/deep-research.md` |