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parallel-web

Run search, extraction, and deep research workflows via CLI or Python.

Updated Mar 29, 2026
Search Tags:#citations#extraction#web-search#summaries#research-automation#parallel-chat
One-click install
npx skills add https://github.com/trungkiet2005/ai_code_detection --skill parallel-web-trungkiet2005
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: parallel-web
Source: https://github.com/trungkiet2005/ai_code_detection/tree/main/.claude/skills/parallel-web
Command: npx skills add https://github.com/trungkiet2005/ai_code_detection --skill parallel-web-trungkiet2005

SYSTEM DOCUMENTATION & REQUIREMENTS

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

What problem does it solve?

Web research typically requires juggling multiple tools to search the web, extract content from URLs, verify sources, and synthesize findings with citations. This skillStreamlines those tasks by integrating web search, URL extraction, and deep research into a single workflow.

Core Features & Use Cases

  • Web Search & Synthesis: Use Parallel Chat API to search the web and produce a synthesized summary with inline citations.
  • URL Extraction & Verification: Retrieve focused excerpts or full content from known URLs for citation verification.
  • Deep Research & Reporting: Generate comprehensive reports with structured citations for literature reviews, market analysis, and technical docs.

Quick Start

Run a web search and save results, then run a deep research task to produce a structured report with citations.

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 research and generate summaries with inline citations?▼

Automate web research by using the Parallel Chat API to search the web and synthesize findings into a summary with inline citations. This skill integrates search, extraction, and deep research into a single workflow.

What is the best way to extract and verify content from known URLs for research?▼

Extract and verify content from known URLs using the URL extraction feature. This retrieves focused excerpts or full content from the specified links, allowing you to verify sources for citation purposes.

Can I generate a structured report for market analysis and technical documentation?▼

Generate structured reports for market analysis and technical documentation using the deep research feature. It produces comprehensive outputs with structured citations suitable for literature reviews and technical docs.

Do I need an API key to run web search and extraction workflows?▼

You need a valid PARALLEL_API_KEY to run web search and extraction workflows. The skill requires this key to authenticate and execute search, extract, and deep research tasks via CLI or Python interfaces.

Does this web search and extraction tool work with Python interfaces?▼

The web search and extraction tool works with both CLI and Python interfaces. You can run search, extract, and deep research workflows programmatically using Python, leveraging the OpenAI and parallel-web dependencies.

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