parallel-cli

Run Parallel CLI search, extract, research, enrich, and monitor workflows with JSON output.

Updated Aug 23, 2026

Search Tags:#web-search #enrichment #deep-research #monitor #json-output #findall #parallel-cli

Ready to run

npx skills add https://github.com/travelinman1013/leroys-agent --skill parallel-cli-travelinman1013

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: parallel-cli
Source: https://github.com/travelinman1013/leroys-agent/tree/main/optional-skills/research/parallel-cli
Command: npx skills add https://github.com/travelinman1013/leroys-agent --skill parallel-cli-travelinman1013

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Parallel CLI enables researchers and developers to orchestrate vendor-specific web search, extraction, deep research, enrichment, and monitoring tasks from a single command-line interface, turning scattered web results into actionable insights and structured outputs.

Core Features & Use Cases

Agent-native web search, extraction, and deep research across multiple sources with JSON-friendly output.
Enrichment, FindAll-style entity discovery, and ongoing monitor workflows for research programs and competitive analysis.
Use Case: Run a long-running research task with status polling to collect and synthesize a report on a set of competitors, then enrich results with additional attributes.

Quick Start

Run a quick search with parallel-cli search "latest AI coding agents" --json to obtain structured results.

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 search and data extraction to return structured JSON?▼

You can automate web search and data extraction to return structured JSON by running command-line operations like search and extract, which natively output machine-readable JSON formats for immediate downstream processing.

What is the best way to monitor vendor websites for competitive analysis research?▼

The best way to monitor vendor websites for competitive analysis is using asynchronous monitor workflows that continuously track specific sources, polling for status updates and returning structured insights from ongoing research tasks.

Do I need an authenticated account to run deep research workflows from the command line?▼

Yes, you need an authenticated Hermes Parallel account to execute deep research workflows, as the command-line interface requires valid credentials to process search, enrich, and monitor commands.

How do I enrich search results with additional attributes for a competitor report?▼

To enrich search results with additional attributes, run the enrich command after your initial search or findall discovery step, appending supplementary data fields to your existing structured JSON outputs.

Can I run long-running research tasks asynchronously and poll for status updates?▼

Yes, you can run long-running research tasks asynchronously and poll for status updates, allowing you to execute multi-step search and extraction workflows without blocking your command-line session.

What is the difference between findall entity discovery and standard web search?▼

Findall entity discovery systematically locates all matching entities across multiple sources, whereas standard web search returns general ranked results, making findall better suited for comprehensive vendor-specific research programs.