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parallel-cli

Run Parallel CLI web research workflows with JSON output and async jobs.

1|Updated Apr 14, 2026
Search Tags:#monitoring#web search#data enrichment#deep research#entity discovery#web extraction#json cli
One-click install
npx skills add https://github.com/eddielueng/hermes-agent-zh --skill parallel-cli-eddielueng
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: parallel-cli
Source: https://github.com/eddielueng/hermes-agent-zh/tree/main/optional-skills/research/parallel-cli
Command: npx skills add https://github.com/eddielueng/hermes-agent-zh --skill parallel-cli-eddielueng

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

It helps you perform richer, faster web research workflows—searching, extracting, enriching, finding entities, and monitoring changes—without manually stitching multiple tools together.

Core Features & Use Cases

  • Parallel-native agentic web research: Launch multi-step research runs and continue them asynchronously with status/polling for longer tasks.
  • Structured search and extraction: Produce JSON output and extract clean content from URLs when you need reliable, machine-readable results.
  • Enrichment, FindAll, and monitoring: Enrich tabular data, discover datasets of entities, and track changes over time using monitoring jobs.

Quick Start

Run parallel-cli search "Compare the leading AI coding agents by pricing, model support, and enterprise controls" --json.

Frequently Asked Questions about parallel-cli

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

FAQPage Schema
How do I run parallel web research jobs and get structured JSON output from the terminal?▼

You can run parallel web research jobs using terminal commands with the --json flag to produce machine-readable structured output for search, extraction, and enrichment tasks.

How does asynchronous web research polling work for long-running extraction tasks?▼

Asynchronous web research polling works by launching jobs with a no-wait flag, then using status and poll commands to check progress on long-running extraction tasks without blocking the terminal.

Can I enrich tabular data and discover datasets of entities using a CLI?▼

Yes, you can enrich tabular data and discover datasets of entities using CLI commands designed for data enrichment and entity discovery, returning structured JSON results.

What is the best way to monitor web changes and track updates over time in agent mode?▼

The best way to monitor web changes in agent mode is by launching monitoring jobs via CLI that track changes over time, using citation discipline based on returned URLs for verification.

Do I need to install any dependencies to perform deep web research and context chaining?▼

No external dependencies are required to perform deep web research and context chaining, as the skill operates natively through Parallel CLI commands for non-interactive workflows.

Why use a CLI for web search and extraction instead of manual browser research?▼

Using a CLI for web search and extraction eliminates manually stitching multiple tools together, enabling faster multi-step research runs with reliable JSON output and async job launching.

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