Prompt
multi-agent workflow automation tool
Latest observation
Oct 9, 2026
OpenAI APIWeb search: off
If you’re looking for a multi-agent workflow automation tool, here are the main options depending on what you want to do:
1. For building custom multi-agent systems
-
LangGraph
Good for orchestrating multiple agents with stateful workflows, branching, retries, and human-in-the-loop steps. -
CrewAI
Simple way to define a team of agents with roles, goals, and tasks. -
AutoGen
Strong for agent-to-agent conversation and collaborative workflows.
2. For general workflow automation with AI
- n8n
Open-source workflow automation with AI integrations; good for connecting APIs and triggers. - Zapier / Make
Easier no-code automation with some AI capabilities, but not true multi-agent orchestration. - Temporal
Best for robust business workflows; can integrate AI agents, but it’s more of a workflow engine than an agent framework.
3. For enterprise orchestration
- LangGraph + Temporal
A common combo: LangGraph for agent logic, Temporal for durable workflow execution. - Microsoft Semantic Kernel
Useful if you’re in the Microsoft ecosystem and want tool/plugin-based orchestration.
Quick recommendation
- Need agent collaboration? → CrewAI or AutoGen
- Need complex stateful workflows? → LangGraph
- Need drag-and-drop automation? → n8n
- Need production-grade reliability? → Temporal
If you want, I can also give you:
- a feature comparison table,
- a recommended architecture, or
- a starter template for building a multi-agent automation system.