auto-orchestrator

Route complex multi-step tasks to specialized skills via a dispatch matrix.

Updated Nov 20, 2025
One-click install
npx skills add https://github.com/wollfoo/codex-cli --skill auto-orchestrator-wollfoo
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: auto-orchestrator
Source: https://github.com/wollfoo/codex-cli/tree/main/skills/auto-orchestrator
Command: npx skills add https://github.com/wollfoo/codex-cli --skill auto-orchestrator-wollfoo

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

This Skill provides a sophisticated layer for deciding which tool or skill is best suited for complex, multi-step tasks, ensuring efficient and appropriate resource allocation.

Core Features & Use Cases

  • Complex Task Routing: Decides between oracle, librarian, search, and code-review for intricate requests.
  • Strategy Selection: Chooses the minimal necessary strategy (Direct, Sequential, Parallel).
  • Use Case: When faced with a request like "Plan an authentication refactor," it intelligently routes to search for context gathering, then to oracle for planning.

Quick Start

Use the auto-orchestrator skill to plan an authentication refactor.

Frequently Asked Questions about auto-orchestrator

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

FAQPage Schema
How does AI agent orchestration work for multi-step tasks?

AI agent orchestration analyzes request complexity and routes multi-step tasks to specialized skills using a dispatch matrix. It selects the minimal necessary strategy—Direct, Sequential, or Parallel—to ensure efficient resource allocation for complex workflows.

What is the best way to route complex code requests to specialized tools?

The best way to route complex code requests is using an intelligent dispatcher that evaluates task requirements and directs them to specialized skills like code-review for audits, search for context gathering, or oracle for planning.

How do I manage workflow dependencies when planning an authentication refactor?

To manage workflow dependencies during an authentication refactor, an orchestrator sequentially routes the task: first dispatching to search for context gathering, then to oracle for planning, ensuring each step completes before the next begins.

When do I need task routing for AI workflows instead of direct execution?

You need task routing for AI workflows when requests involve intricate, multi-step operations like debugging, library analysis, or code tracing. Direct execution lacks the strategy selection required to coordinate specialized skills effectively.

Can I use workflow management skills for both parallel and sequential task execution?

Yes, workflow management skills support both parallel and sequential task execution through strategy selection. The orchestrator evaluates request complexity to choose the minimal necessary strategy, ensuring efficient task routing.