parallel-web

Search the web, conduct deep research, and extract content via Parallel Web Systems APIs.

3|Updated Apr 17, 2026
One-click install
npx skills add https://github.com/RamanEbrahimi/raman-marketplace --skill parallel-web-ramanebrahimi
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: parallel-web
Source: https://github.com/RamanEbrahimi/raman-marketplace/tree/main/plugins/agentic-research/skills/scientific-skills/parallel-web
Command: npx skills add https://github.com/RamanEbrahimi/raman-marketplace --skill parallel-web-ramanebrahimi

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill requires openai, parallel-web, and includes scripts (resource) and references (resource) components.

What problem does it solve?

This Skill streamlines web research and deep analysis by leveraging the Parallel Web Systems APIs, providing synthesized summaries, detailed reports, and content extraction.

Core Features & Use Cases

  • Web Search: Conduct comprehensive web searches with synthesized summaries and inline citations.
  • Deep Research: Perform in-depth research with multi-source synthesis and detailed intelligence reports.
  • Content Extraction: Extract text and structured data from URLs for verification and special cases.
  • Use Case: When you need to gather extensive information on a topic, such as market research, competitive analysis, or current events, this Skill can quickly provide a synthesized summary with detailed citations.

Quick Start

Run the 'search' command to perform a web search. For example: search "latest advancements in AI".

Frequently Asked Questions about parallel-web

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I automate web search and content extraction for research?

You can automate web search and content extraction by using the Parallel Web Systems APIs to gather synthesized summaries, detailed intelligence reports, and structured data from URLs. This streamlines research automation by providing multi-source synthesis and inline citations.

Do I need a PARALLEL_API_KEY to use deep research APIs?

Yes, you need a valid PARALLEL_API_KEY to access the Parallel Web Systems APIs for deep research and content extraction. This API key is required to authenticate requests and retrieve detailed intelligence reports from the system.

What's the best way to extract structured data from URLs for verification?

The best way to extract structured data from URLs is using the content extraction feature of the Parallel Web Systems APIs. It pulls text and structured data directly from web pages, making it ideal for verification and special cases in scientific writing workflows.

Can I get multi-source synthesis with inline citations for market research?

Yes, you can conduct comprehensive web searches that provide multi-source synthesis with inline citations. This feature generates synthesized summaries and detailed intelligence reports, making it highly effective for market research and competitive analysis.

How does deep research differ from a basic web search?

Deep research performs in-depth analysis with multi-source synthesis and detailed intelligence reports, while a basic web search provides synthesized summaries with inline citations. Deep research is suited for extensive information gathering on complex topics.

What are the limitations of using parallel-web for content extraction?

The parallel-web Skill is limited to web-related operations and requires a PARALLEL_API_KEY for access. It focuses on scientific writing workflows, so content extraction is primarily designed for verification and special cases rather than bulk scraping.