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parallel-cli

Execute web search, extraction, and deep research workflows via the Parallel CLI.

1|Updated May 12, 2026
Search Tags:#research#monitoring#cli#extraction#web-search#enrichment
One-click install
npx skills add https://github.com/projectedanx/hermes-agent --skill parallel-cli-projectedanx
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: parallel-cli
Source: https://github.com/projectedanx/hermes-agent/tree/main/optional-skills/research/parallel-cli
Command: npx skills add https://github.com/projectedanx/hermes-agent --skill parallel-cli-projectedanx

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This skill solves the challenge of performing complex, multi-step web research and entity discovery that exceeds the capabilities of standard search tools.

Core Features & Use Cases

  • Deep Research: Execute long-running, asynchronous research jobs with customizable processor tiers.
  • Entity Discovery & Enrichment: Perform web-scale entity discovery and enrich tabular data with external web insights.
  • Use Case: Use this skill to research a list of competitors, extract their latest funding rounds, and monitor their websites for future changes automatically.

Quick Start

Use the parallel-cli skill to perform a deep research report on the current state of AI coding agents using the core processor.

Frequently Asked Questions about parallel-cli

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

FAQPage Schema
How do I execute multi-step web research and entity discovery workflows?▼

Multi-step web research and entity discovery workflows are executed via the Parallel CLI tool, which runs long-running, asynchronous research jobs and performs web-scale entity discovery for complex professional research tasks.

Can I enrich tabular data with external web insights automatically?▼

Yes, you can enrich tabular data with external web insights automatically. The skill facilitates data enrichment by extracting external web data and merging it into existing tabular datasets through the Parallel CLI.

What is the best way to monitor web sources for ongoing changes to competitor websites?▼

Monitoring web sources for ongoing changes is handled by setting up continuous tracking through the Parallel CLI. This enables ongoing monitoring of web sources to automatically detect future changes to competitor websites.

Do I need authenticated API access to extract web data and run deep research jobs?▼

Yes, authenticated access to the Parallel API is required to extract web data and run deep research jobs. The CLI uses this authenticated access to execute long-running, asynchronous research workflows with customizable processor tiers.

How does structured JSON output work for integrating web extraction results into agentic pipelines?▼

Structured JSON output works by formatting extracted web data and deep research results into standardized JSON. This structured output supports seamless integration of web extraction results directly into agentic pipelines.

What are the limitations of using standard search tools for complex web research?▼

Standard search tools face limitations in performing complex, multi-step web research and entity discovery that exceeds their basic capabilities. The Parallel CLI overcomes this by executing advanced, asynchronous deep research workflows.

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