parallel-cli

Run async web search and deep research tasks with JSON output via Parallel CLI.

Updated Apr 16, 2026

Search Tags:#monitoring #cli #parallel #web-search #enrichment #deep-research #findall

Ready to run

npx skills add https://github.com/jacardl/New-Radar --skill parallel-cli-jacardl

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: parallel-cli
Source: https://github.com/jacardl/New-Radar/tree/main/backend/frameworks/hermes-agent/optional-skills/research/parallel-cli
Command: npx skills add https://github.com/jacardl/New-Radar --skill parallel-cli-jacardl

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Parallel CLI users need a vendor workflow that enables agent-native web search, extraction, deep research, enrichment, FindAll, and monitoring with JSON output and non-interactive flows.

Core Features & Use Cases

Agent-native web search, extraction, deep research, enrichment, FindAll, and monitoring through a cohesive CLI workflow.
Async long-running jobs with status and poll, JSON-first outputs, and non-interactive mode; supports context chaining via previous-interaction-id.
Hermes-integrated workflow: use when Parallel-specific capabilities are requested or when richer research pipelines are required beyond Hermes native tools.

Quick Start

Invoke the vendor parallel-cli to start an async web-search and deep-research task with JSON output.

Frequently Asked Questions about parallel-cli

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

FAQPage Schema

How do I automate deep web research and extraction with JSON output in non-interactive workflows?▼

Automate deep web research by running async web-search and extraction jobs that return JSON-first outputs. Non-interactive mode enables status polling for long-running tasks without manual intervention.

How does context chaining work for enrichment and monitoring tasks?▼

Context chaining for enrichment and monitoring uses a previous-interaction-id to link sequential async research tasks. This maintains state across long-running jobs for continuous data gathering.

Can I use parallel-cli for enterprise-scale FindAll tasks and async job polling?▼

Yes, parallel-cli supports enterprise-scale FindAll tasks and async job polling. It handles long-running extraction workflows by providing status updates and non-interactive JSON outputs.

When should I use parallel-cli instead of native Hermes agent tools for web search?▼

Use parallel-cli when richer research pipelines are required beyond native Hermes agent tools. It provides specialized Parallel-specific capabilities for web search, extraction, and monitoring workflows.

Do I need the Hermes agent ecosystem to run async web-search workflows with JSON outputs?▼

Yes, the vendor workflow is designed for the Hermes agent ecosystem. It integrates with Hermes tools to execute async web-search and deep-research tasks with JSON-centric outputs.