orchestrator

Coordinate multi-agent workflows and delegate tasks within the Xray framework.

Updated Jun 5, 2026
One-click install
npx skills add https://github.com/0xRayAI/xray --skill orchestrator-0xrayai
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: orchestrator
Source: https://github.com/0xRayAI/xray/tree/main/skills/orchestrator
Command: npx skills add https://github.com/0xRayAI/xray --skill orchestrator-0xrayai

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This skill solves the complexity of managing multi-agent systems by providing a centralized mechanism for task coordination, agent delegation, and workflow management.

Core Features & Use Cases

  • Task Coordination: Synchronizes complex multi-step processes across different agents.
  • Agent Delegation: Dynamically assigns specific sub-tasks to the most capable agents within the system.
  • Workflow Management: Maintains the state and progression of long-running autonomous operations.
  • Use Case: Use this skill to manage a multi-agent research project where one agent gathers data, another synthesizes findings, and a third performs a final quality review.

Quick Start

Invoke the orchestrator skill to coordinate the current multi-agent workflow for the pending task list.

Frequently Asked Questions about orchestrator

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

FAQPage Schema
How do I coordinate multi-agent workflows for complex task delegation?

Multi-agent workflows are coordinated by invoking the orchestrator to dynamically assign sub-tasks to specialized agents, manage state transitions, and synchronize inter-agent communication protocols.

What is the best way to manage state transitions across multiple autonomous agents?

Managing state transitions across autonomous agents requires a centralized orchestration mechanism to track workflow progression, delegate specific sub-tasks, and maintain long-running operational logic.

Does multi-agent orchestration work with the Xray MCP server architecture?

Multi-agent orchestration requires integration with the Xray MCP server architecture to execute node-based commands and facilitate inter-agent communication protocols for task coordination.

How do I delegate sub-tasks to specialized agents within an automation workflow?

Delegating sub-tasks to specialized agents is handled by the orchestrator, which dynamically evaluates the pending task list and assigns each sub-task to the most capable agent within the Xray framework.

When do I need a centralized orchestrator for multi-agent automation?

A centralized orchestrator is needed when managing complex multi-step processes that require synchronized task coordination across different agents, such as a multi-stage research and quality review pipeline.

What are the limitations of using node-based orchestration commands for agent delegation?

Node-based orchestration commands for agent delegation are limited to environments integrated with the Xray MCP server architecture, meaning they cannot execute workflows outside this specific framework protocol.