orchestrate

Decompose complex development tasks into parallel sub-agent operations and synthesize results.

2|Updated Apr 21, 2026
One-click install
npx skills add https://github.com/dd-xiaozhi/dev-agent-flow --skill orchestrate-dd-xiaozhi
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: orchestrate
Source: https://github.com/dd-xiaozhi/dev-agent-flow/tree/main/.claude/skills/orchestrate
Command: npx skills add https://github.com/dd-xiaozhi/dev-agent-flow --skill orchestrate-dd-xiaozhi

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This Skill solves the challenge of managing large-scale, irregular, or multi-faceted tasks that exceed the capabilities of standard, linear development workflows.

Core Features & Use Cases

  • Dynamic Fan-out: Automatically decomposes massive tasks into parallel sub-agent operations based on object dimensions like modules or files.
  • Single-Point Synthesis: Ensures consistency by aggregating results from multiple parallel agents into a unified output without state conflicts.
  • Use Case: Use this for large-scale code migrations, cross-module security audits, or deep-dive research projects where a simple linear flow is insufficient.

Quick Start

Invoke the orchestrate skill to perform a cross-module audit of the authentication service by decomposing the task into parallel sub-agent analysis.

Frequently Asked Questions about orchestrate

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

FAQPage Schema
How do I automate large-scale code migrations across multiple modules?

You can automate large-scale code migrations by decomposing the workload into parallel sub-agent operations mapped to specific modules or files, then synthesizing the aggregated results into a single unified output.

What is the best way to run a cross-module security audit without state conflicts?

Run a cross-module security audit using a fan-out-synthesize pattern to execute parallel agent operations while maintaining conflict-free state management and aggregating findings into a single-point synthesis.

How does dynamic agent orchestration work for non-linear development tasks?

Dynamic agent orchestration works for non-linear development tasks by automatically decomposing complex requirements into parallel sub-agent operations based on object dimensions, executing loop-until-done cycles, and synthesizing structured artifacts.

Can I use parallel sub-agents for deep-dive research and structured artifact generation?

Yes, you can use parallel sub-agents for deep-dive research by distributing the analysis workload across multiple agents and synthesizing their aggregated results into structured artifacts without state conflicts.

When should I use a fan-out-synthesize workflow instead of a linear automation flow?

Use a fan-out-synthesize workflow instead of linear automation when managing large-scale, irregular, or multi-faceted tasks that exceed standard linear development workflows and require parallel sub-agent execution.