parallel-cli

Execute web research and entity enrichment workflows via the parallel-cli tool.

2|1|Updated Jul 14, 2026

Search Tags:#research #monitoring #cli #web-search #enrichment #data-extraction

Ready to run

npx skills add https://github.com/heysuhas/hermes_cli --skill parallel-cli-heysuhas

💬 Prompt for ChatGPT / Claude Chat▼

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

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, one-shot search tools.

Core Features & Use Cases

Deep Research: Executes multi-step, asynchronous research jobs with support for different processing tiers.
Structured Enrichment: Infers and adds data columns to existing datasets based on web-based research.
Entity Discovery: Performs web-scale FindAll operations to identify and catalog entities based on specific criteria.
Use Case: Use this to research a list of startups, enrich the data with their CEO and revenue information, and monitor their websites for future updates.

Quick Start

Use the parallel-cli skill to perform a deep research task on the current state of AI coding agents and output the results in JSON format.

Frequently Asked Questions about parallel-cli

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

FAQPage Schema

How do I run deep web research asynchronously across multiple sources?▼

To run deep web research, you can use this skill to execute multi-step asynchronous research jobs via the Parallel CLI. It supports different processing tiers to handle complex queries and retrieve structured results.

What is structured data enrichment for web-based research?▼

Structured data enrichment is the process of inferring and adding new data columns to an existing dataset. This skill uses web research to automatically populate missing attributes, such as adding CEO or revenue details to a startup list.

Do I need an API key to use the Parallel CLI for data extraction?▼

Yes, you need a valid API key to use the Parallel CLI. The binary must be installed and authenticated to perform network-based data retrieval, entity discovery, and ongoing monitoring of web sources.

Can I monitor web sources for ongoing updates after entity discovery?▼

Yes, you can monitor web sources for ongoing updates after entity discovery. The skill supports continuous tracking of specified URLs to keep your research and cataloged entity data current.

What's the best way to discover and catalog web entities matching specific criteria?▼

The best way to discover and catalog web entities is using web-scale FindAll operations. This skill performs targeted searches to identify and catalog entities that match your specific research constraints.

How do I output deep research results in JSON format?▼

To output deep research results in JSON format, you can configure the Parallel CLI skill to structure the extracted data accordingly. This allows you to seamlessly integrate the retrieved web research into downstream applications.