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parallel-cli

Orchestrate search, extract, and enrichment tasks with JSON-first CLI workflows.

Updated Apr 19, 2026
Search Tags:#research#monitoring#cli#web#enrichment#findall
One-click install
npx skills add https://github.com/gqf2008/hermez-ai --skill parallel-cli-gqf2008
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: parallel-cli
Source: https://github.com/gqf2008/hermez-ai/tree/main/skills/research/parallel-cli
Command: npx skills add https://github.com/gqf2008/hermez-ai --skill parallel-cli-gqf2008

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Complex research tasks that require web search, data extraction, enrichment, and monitoring across multiple tools are difficult to coordinate, especially when consistent, machine-readable JSON output is needed for automation.

Core Features & Use Cases

  • Vendor-specific CLI enables asynchronous, JSON-first workflows for search, extract, research, enrich, findall, and monitor tasks in a single workflow.
  • Supports non-interactive execution, context chaining, and structured output suitable for agent pipelines.

Quick Start

Run parallel-cli search "What is the latest funding for Anthropic?" --json

Frequently Asked Questions about parallel-cli

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

FAQPage Schema
How do I automate web research workflows with JSON output for agent pipelines?▼

Automate web research workflows by orchestrating search, extract, and enrichment tasks with a JSON-first output. This approach ensures non-interactive, trackable research runs and context chaining for agent pipelines.

Can I run asynchronous search and data extraction tasks from the command line?▼

Yes, you can run asynchronous search and data extraction tasks from the command line. The workflow supports controlled asynchronous operations with status polling to track progress and ensure deterministic CLI patterns.

What is the best way to monitor vendor-specific web research tasks non-interactively?▼

The best way to monitor vendor-specific web research tasks non-interactively is by using a CLI workflow that supports search, extract, enrich, findall, and monitor commands within a single structured run.

Do I need external dependencies to run structured web search and enrichment workflows?▼

No external dependencies are required to run structured web search and enrichment workflows. The CLI operates independently to apply deterministic patterns, explicit JSON formats, and controlled asynchronous operations.

How does context chaining work for automated web research workflows?▼

Context chaining for automated web research workflows works by linking sequential search, extract, and enrichment tasks together. This ensures structured JSON output is passed seamlessly between stages for agent pipelines.

Why does my CLI web research workflow require explicit JSON formats and status polling?▼

Your CLI web research workflow requires explicit JSON formats and status polling to guarantee deterministic execution and controlled asynchronous operations. This ensures consistent, machine-readable output for automation.

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