Does this skill support external frameworks like CrewAI or AutoGen?

Yes, it includes specific patterns and architectural guidance for implementing CrewAI hierarchical crews, AutoGen teams, and OpenAI Agents SDK handoff workflows.

What precautions are taken to avoid context overflow and high costs?

The skill implements sliding-window memory management and strict step limits (typically 5-15 steps) to maintain context relevance and prevent runaway model invocation.

How does the supervisor-coordination pattern work?

It employs a central supervisor agent to route specific sub-tasks to specialized agents, manages dependency ordering, and synthesizes the individual findings into a cohesive final result.

What is the benefit of using Agent Orchestration in Claude Code?

It provides standardized patterns for multi-step reasoning and agent coordination, preventing common pitfalls like infinite loops and ensuring efficient task distribution among specialized AI agents.

Agent Orchestration Patterns

Name: Agent Orchestration Patterns
Author: yonatangross

byyonatangross

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116

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Productivity & Workflow

Implements sophisticated multi-agent coordination, autonomous reasoning loops, and leading agent frameworks within Claude Code.

Agent Orchestration provides a comprehensive toolkit for building complex agentic systems, ranging from single-agent ReAct reasoning loops to sophisticated multi-agent supervisor architectures. It simplifies the integration of popular frameworks like CrewAI, AutoGen, and Swarm while offering production-ready patterns for task routing, conflict resolution, and result synthesis. Whether you are building autonomous loops or coordinating a mesh of specialized agents, this skill ensures reliable execution through step limits, memory management, and error isolation.

Key Features

01Autonomous ReAct and Plan-and-Execute reasoning loops with self-correction

02Progressive difficulty scaling for parallel scenario orchestration and testing

03Advanced conflict resolution and LLM-based result synthesis for agent teams

04Multi-agent coordination using supervisor routing and fan-out/fan-in patterns

05116 GitHub stars

06Integration patterns for CrewAI, AutoGen, Swarm, and OpenAI Agents SDK

Use Cases

01Building self-correcting autonomous agents for complex, multi-step coding tasks

02Implementing and comparing different AI agent frameworks within a production environment

03Coordinating specialized security, performance, and UI agents for automated codebase audits

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add yonatangross/orchestkit agent-orchestration

For use in Claude.ai and ChatGPT

Download Skill