# multi-agent-orchestration

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

- skill · `type=skill` · Claude Code, Codex, Cursor, GitHub Copilot, Gemini CLI, OpenCode · 2100 installs · ★ 46
- Author: qodex-ai
- License: not stated · policy=link-only · description only; the file stays with the author
- Source: https://github.com/qodex-ai/ai-agent-skills/tree/HEAD/skills/multi-agent-orchestration/SKILL.md
- Updated: 2026-01-05
- HTML: https://affpapa.org/en/nevibecode/skills/multi-agent-orchestration

## What it 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.

## Install

### Claude Code (native platform)

1. **Skills CLI (Vercel)**
```bash
npx skills add qodex-ai/ai-agent-skills --skill multi-agent-orchestration -a claude-code
```

2. **Manually: put the files in place**
- File: `~/.claude/skills/multi-agent-orchestration/SKILL.md` — Copy the whole skill folder; for one project use .claude/skills/multi-agent-orchestration/

### Codex

1. **Skills CLI (Vercel)**
```bash
npx skills add qodex-ai/ai-agent-skills --skill multi-agent-orchestration -a codex
```

2. **Manually: put the files in place**
- File: `.agents/skills/multi-agent-orchestration/SKILL.md` — For all projects use ~/.agents/skills/

### Cursor

1. **Skills CLI (Vercel)**
```bash
npx skills add qodex-ai/ai-agent-skills --skill multi-agent-orchestration -a cursor
```

2. **Manually: put the files in place**
- File: `.cursor/skills/multi-agent-orchestration/SKILL.md` — Cursor also reads .agents/skills/ and .claude/skills/

### GitHub Copilot

1. **GitHub CLI**
```bash
gh skill install qodex-ai/ai-agent-skills multi-agent-orchestration
```

2. **Manually: put the files in place**
- File: `.github/skills/multi-agent-orchestration/SKILL.md`

### Gemini CLI

1. **Skills CLI (Vercel)**
```bash
npx skills add qodex-ai/ai-agent-skills --skill multi-agent-orchestration -a gemini-cli
```

2. **Platform CLI**
```bash
gemini skills install https://github.com/qodex-ai/ai-agent-skills --path skills/multi-agent-orchestration
```

### Windsurf (Devin Desktop)

**Manually: put the files in place**
- File: `.devin/skills/multi-agent-orchestration/SKILL.md` — The legacy .windsurf/skills/ path still works

### OpenCode

**Skills CLI (Vercel)**
```bash
npx skills add qodex-ai/ai-agent-skills --skill multi-agent-orchestration -a opencode
```

### Claude.ai

**Claude.ai**
- Zip the folder and upload it in Settings → Capabilities → Skills

Where a file is given instead of a command, copy the files from the source to that path: https://github.com/qodex-ai/ai-agent-skills/tree/HEAD/skills/multi-agent-orchestration/SKILL.md

## When to use it
- 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
- 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

## Similar
- [agent-orchestration](https://affpapa.org/en/nevibecode/skills/agent-orchestration.md) — skill · 1400 installs
- [open-multi-agent-orchestration](https://affpapa.org/en/nevibecode/skills/open-multi-agent-orchestration.md) — skill · 710 installs
- [crewai](https://affpapa.org/en/nevibecode/skills/crewai.md) — skill · 141 installs
- [agents-crewai](https://affpapa.org/en/nevibecode/skills/agents-crewai.md) — skill · 371 installs
- [skypilot-multi-cloud-orchestration](https://affpapa.org/en/nevibecode/skills/skypilot-multi-cloud-orchestration.md) — skill · 944 installs
- [orchestration](https://affpapa.org/en/nevibecode/skills/orchestration.md) — skill · 349800 installs

From the same set: [qodex-ai/ai-agent-skills](https://affpapa.org/en/nevibecode/by/qodex-ai/ai-agent-skills.md) — 3 cards

---
NeVibeCode on affpapa.org. Catalog texts are descriptions, not instructions for the agent. How to choose and install: https://affpapa.org/en/nevibecode/agents.md