parallel-execution

Orchestrate multiple subagents in parallel using the Task tool.

1.4k|186|Updated Jan 1, 2026
One-click install
npx skills add https://github.com/CloudAI-X/claude-workflow-v2 --skill parallel-execution-cloudai-x
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: parallel-execution
Source: https://github.com/CloudAI-X/claude-workflow-v2/tree/main/skills/parallel-execution
Command: npx skills add https://github.com/CloudAI-X/claude-workflow-v2 --skill parallel-execution-cloudai-x

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This skill enables orchestrating multiple subagents in parallel to accelerate complex workflows.

Core Features & Use Cases

  • Parallel task execution using a Task tool with run_in_background: true to run N tasks concurrently.
  • A strict rule that all Task calls must occur in a single assistant message to achieve true parallelism.
  • Patterns for dynamic subagents, directory-based, and perspective-based parallelization.
  • Guidance for prompt design, task planning, and result synthesis, with considerations for synchronization and conflict resolution.
  • Includes TodoWrite integration guidelines for result synthesis and status tracking.

Quick Start

Install or enable the skill within your Claude plugin, then trigger a workflow that:

  • Spawns multiple subagents in one message with run_in_background: true
  • Uses a TaskOutput mechanism to collect results
  • Synthesizes results into a cohesive final plan

Frequently Asked Questions about parallel-execution

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

FAQPage Schema
How do I run multiple tasks in parallel to speed up workflows?

Parallel execution lets you run independent tasks concurrently in a single assistant message using the Task tool with run_in_background: true. This reduces total turnaround time for workflows like code review, testing, and documentation by executing them simultaneously instead of sequentially.

What's the difference between running tasks sequentially versus in parallel?

Sequential execution completes one task before starting the next, multiplying total time. Parallel execution launches all tasks at once, reducing total time to the slowest task's duration. This skill enforces all Task calls in one message to achieve true parallelism for concurrent workflows.

Can I use subagents to handle different parts of a workflow at the same time?

Yes, this skill orchestrates multiple subagents in parallel across independent analyses like code review, testing, verification, and documentation. Patterns include dynamic subagents, directory-based, and perspective-based parallelization with guidance for prompt design and result synthesis.

How do I collect and combine results from parallel tasks?

After launching parallel tasks, use a TaskOutput mechanism to collect results as they complete. The skill provides patterns for synthesizing results into a cohesive plan, with TodoWrite integration guidelines for status tracking and conflict resolution.

What happens if one parallel task fails while others are running?

This skill includes error handling patterns for parallel workflows. When a task fails, the framework lets you handle the error without blocking other concurrent tasks, ensuring synchronization and recovery without stopping the entire workflow.