Agent Orchestrator
Here's a list of Agent Orchestrator tools and libraries you can explore to build, coordinate, or manage multi-agent systems — especially for LLM-driven or hybrid (LLM + Tool) environments:
⚙️ Top Agent Orchestrator Tools & Libraries
Autogen (Microsoft)
Framework for multi-agent conversation orchestration using LLMs.
Python
Supports memory, tools, group chats, customizable agents.
CrewAI
Lightweight framework for task-based multi-agent collaboration.
Python
Role-based agents (e.g., Researcher, Engineer, Reviewer).
LangGraph (LangChain)
Graph-based multi-agent orchestration using LangChain.
Python
Async support, dynamic routing, perfect for LLM flows.
Haystack Agents
Pipeline-based framework extended for agent workflows.
Python
Emphasizes RAG + Agent flows with tools.
MetaGPT
Builds multi-role agents for software development teams.
Python
Generates PRDs, tasks, code, and reviews like a human team.
CAMEL
Pairs of agents (User & Assistant) roleplay to solve problems.
Python
Good for research and simulations.
AgentVerse
Simulates multi-agent environments.
Python
Focused on social interaction and behavior simulation.
Orca (OpenAgents)
Open framework for multi-agent workflows with tools.
Python
Agent registration, messaging, memory.
OpenDevin (early)
Dev-focused agent orchestrator inspired by Devin.
JS/Python
Still evolving — devops/coding assistant focus.
Superagent.sh
Open-source platform to deploy, schedule, and monitor agents.
TypeScript
UI, prompt management, vector store plugins.
Flowise
No-code orchestration for agents and LLMs using nodes.
Node.js
Best for non-dev teams or fast prototyping.
🧠 Bonus Libraries for Building Custom Orchestrators
Ray
Parallel task scheduling and distributed agent execution.
FastAPI + Celery
Build API-driven agent systems with async task queuing.
LangChain Expression Language (LCEL)
DSL for chaining and routing LLM agents with conditions.
ReAct (Reason + Act)
Pattern to coordinate thought-action loops in agents.
Want help picking the best one for a specific use case (like resume scoring, customer support, or workflow automation)? Just tell me your goal and I can recommend the most efficient stack.
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