parallel

Decompose heavy tasks into independent sub-tasks and run them in parallel.

Updated Apr 11, 2026
Ready to run
npx skills add https://github.com/leessju/claude-skills --skill parallel-leessju
πŸ’¬ Prompt for ChatGPT / Claude Chatβ–Ό
Please help me install this Agent Skill.
Skill: parallel
Source: https://github.com/leessju/claude-skills/tree/main/parallel
Command: npx skills add https://github.com/leessju/claude-skills --skill parallel-leessju

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

메인 μ»¨ν…μŠ€νŠΈκ°€ 무거운 μž‘μ—…μœΌλ‘œ 빨리 μ°¨λ”œλ˜κ±°λ‚˜ 처리 지연이 λ°œμƒν•˜λŠ” 문제λ₯Ό ν•΄κ²°ν•©λ‹ˆλ‹€. 이 μŠ€ν‚¬μ€ μž‘μ—…μ„ 독립적인 μ„œλΈŒνƒœμŠ€ν¬λ‘œ λΆ„ν•΄ν•˜κ³  μ„œλΈŒ μ—μ΄μ „νŠΈλ₯Ό λ³‘λ ¬λ‘œ μ‹€ν–‰ν•œ λ’€, κ²°κ³Όλ₯Ό μ’…ν•©ν•΄ 전체 처리 속도와 μ‹œμŠ€ν…œ μ•ˆμ •μ„±μ„ λ†’μ—¬ μ€λ‹ˆλ‹€.

Core Features & Use Cases

  • μž‘μ—… λΆ„ν•΄ 및 병렬 μ‹€ν–‰: λ³΅μž‘ν•œ μ›Œν¬ν”Œλ‘œλ₯Ό μž‘μ€ 독립 νƒœμŠ€ν¬λ‘œ λ‚˜λˆ  λ™μ‹œμ— μ²˜λ¦¬ν•©λ‹ˆλ‹€.
  • κ²°κ³Ό μ’…ν•© 및 보고: 각 μ„œλΈŒ νƒœμŠ€ν¬μ˜ κ²°κ³Όλ₯Ό μš”μ•½ν•˜κ³  ν•˜λ‚˜μ˜ 보고둜 μ œκ³΅ν•©λ‹ˆλ‹€.
  • λ™μ‹œ μ‹€ν–‰ λͺ¨λ“œμ™€ μžλ™ μœ„μž„: μž…λ ₯ 인자 μˆ˜μ— 따라 μžλ™ λΆ„ν•΄ λͺ¨λ“œμ™€ λͺ…μ‹œμ  병렬 λͺ¨λ“œλ₯Ό μ§€μ›ν•˜κ³ , νŠΉμ • μ‘°κ±΄μ—μ„œ μžλ™ μœ„μž„μ„ μˆ˜ν–‰ν•©λ‹ˆλ‹€.
  • μ•ˆμ •μ„± 및 μ»¨ν…μŠ€νŠΈ 보호: 메인은 νŒλ‹¨λ§Œ ν•˜λ©° κ²°κ³Όλ₯Ό μš”μ•½λ°›μ•„ λ‹€μŒ λ‹¨κ³„λ‘œ μ§„ν–‰ν•©λ‹ˆλ‹€.

Quick Start

μžλ™ λΆ„ν•΄ λͺ¨λ“œλ‘œ ν•˜λ‚˜μ˜ 큰 μž‘μ—…μ„ μ£Όλ©΄ μ„œλΈŒ νƒœμŠ€ν¬λ‘œ λΆ„ν•΄ν•˜κ³  λ³‘λ ¬λ‘œ μ‹€ν–‰ν•΄ κ²°κ³Όλ₯Ό μš”μ•½ν•΄ μ£Όμ„Έμš”.

Quick Start

Decompose a long task into independent sub-tasks and run them in parallel as sub-agents.

Frequently Asked Questions about parallel

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

FAQPage Schema
How do I run sub-agents in parallel to speed up heavy task processing?β–Ό

Parallel sub-agents distribute heavy tasks across concurrent workers to protect the main context from overload. You decompose complex workflows into independent sub-tasks and execute them simultaneously, then gather summarized results for faster, stable processing.

Why does my main agent context fill up quickly during complex workflow execution?β–Ό

Main context overload happens when heavy processing consumes excessive token space. Agent orchestration solves this by delegating decomposed sub-tasks to parallel sub-agents, keeping the main context focused on judgment and summary while workers handle execution safely.

What is workflow decomposition for concurrent agent execution?β–Ό

Workflow decomposition splits a complex task into independent sub-tasks that can run concurrently as sub-agents. This agent-orchestration technique enables parallel result gathering while enforcing standardized model choices and context-protection rules for deterministic execution.

Can I automatically delegate tasks to parallel sub-agents based on input size?β–Ό

Automatic delegation supports both auto-decomposition mode and explicit parallel mode. The system determines decomposition based on input argument counts, automatically distributing independent sub-tasks across sub-agents while enforcing context-protection rules for safe concurrent execution.

When should I avoid using parallel sub-agent orchestration for task processing?β–Ό

Parallel sub-agent orchestration is unsuitable for tasks that cannot be decomposed into independent sub-tasks. If your workflow requires strict sequential dependencies between steps, concurrent execution cannot be applied safely or effectively.

Does parallel sub-agent execution enforce specific model choices and result formats?β–Ό

Parallel sub-agent execution enforces agent settings, model choices, and a standardized results-summary format. This ensures safe, deterministic parallel execution while protecting the main context from overload during concurrent task processing.