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multi-agent-orchestration — Claude Code skill: how to install

Guides the architecture of multi-agent setups, delegating specialized roles and combining outputs. Helpful for multi-stage workflows across multiple LLMs.

Install into Claude Code · Skills CLI (Vercel) All methods and platforms ↓
npx skills add qodex-ai/ai-agent-skills --skill multi-agent-orchestration -a claude-code
Open on GitHub

What multi-agent-orchestration does

This skill guides how to structure teams of cooperating agents. It includes reference implementations in examples/orchestration_patterns.py for pipeline flows, concurrent runs, manager delegation, and consensus loops. Framework boilerplates for CrewAI, AutoGen, LangGraph, and Swarm live inside examples/framework_implementations.py.

Support code sits in the scripts/ directory. You get agent_communication.py for shared state and message brokers, workflow_management.py for task execution, and benchmarking.py to evaluate efficiency. Keep in mind that running these Python scripts requires installing each respective framework dependency locally. That makes setting up your virtual environment the immediate first step.

What it helps with

  • Coordinate agents in hierarchical structures with a manager lead
  • Run concurrent research tasks and aggregate outputs into one report
  • Implement message bus and shared state across Python agent modules
  • Build stateful multi-step pipelines with LangGraph or CrewAI

Example prompts for the agent

  • Create a CrewAI team where a researcher passes findings to a report writer
  • How do I build a consensus voting pattern across multiple agents in AutoGen?
  • Set up a LangGraph state graph with parallel steps and error recovery

How to install multi-agent-orchestration

1Skills CLI (Vercel)

npx skills add qodex-ai/ai-agent-skills --skill multi-agent-orchestration -a claude-code

2Manually: put the files in place

~/.claude/skills/multi-agent-orchestration/SKILL.md

Copy the whole skill folder; for one project use .claude/skills/multi-agent-orchestration/

Step by step, with commands for each platform: How to install skills in Claude Code: five ways

Questions about multi-agent-orchestration

How do I install multi-agent-orchestration in Claude Code?

Run npx skills add qodex-ai/ai-agent-skills --skill multi-agent-orchestration -a claude-code in your terminal. You can also place the skill file directly at ~/.claude/skills/multi-agent-orchestration/SKILL.md.

What agent orchestration patterns does this skill cover?

It provides patterns for sequential execution, parallel workers, manager-led hierarchies, consensus debate, and tool-mediated coordination.

Which multi-agent frameworks are included in the examples?

The repository provides code templates for CrewAI, Microsoft AutoGen, LangGraph, and OpenAI Swarm in examples/framework_implementations.py.

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