Visual workflow automation with AI agents β drag-and-drop scenarios across 2,000+ apps.
AI agents with multi-agent2026
Systems where multiple specialized agents collaborate β a planner, a coder, a reviewer, a writer. Outperforms single agents on long-horizon tasks where role-specialization helps.
Want the technical definition? Read the multi-agent glossary entry β
The 8 agents that ship multi-agent
- Tool useMemoryMulti-agentDemo Β· hover to play
Microsoft's open-source multi-agent framework β orchestrate conversations between specialised agents.
Multi-agentTool useCodeMemoryOpen-source framework for orchestrating role-playing autonomous AI agents in collaborative crews.
Multi-agentTool useMemoryDemo Β· hover to playLangChain's stateful multi-agent framework β graph-based orchestration with persistence and human-in-the-loop.
Multi-agentTool useMemory
Demo Β· hover to playOpenAI's lightweight multi-agent reference implementation β handoff + routine patterns, educational.
Multi-agentTool use
Demo Β· hover to playOpen-source workflow automation with first-class AI agent nodes β self-host or use cloud.
Tool useMemoryMulti-agentDemo Β· hover to playNo-code AI agent builder β design and ship multi-step LLM workflows that anyone on the team can edit.
Tool useMemoryMulti-agentRAGDemo Β· hover to playBuild durable agents that act on your internal data β open framework.
Tool useRAGMemoryMulti-agentDemo Β· hover to play
Frequently asked
What is multi-agent in AI agents?+
An architecture where several specialized agents collaborate on the same task β each handles a sub-goal and they coordinate through a shared workspace.
Which AI agents support multi-agent?+
8 agents in our index ship multi-agent. The list above is sorted by community interest; Make.com Agents, AutoGen, CrewAI are the most-researched in 2026.
How do I evaluate multi-agent in an AI agent?+
Look for: (1) reliability across edge cases, not just demo videos; (2) how the agent recovers when multi-agent fails mid-task; (3) whether multi-agent is the default mode or an opt-in feature. Production-ready agents publish multi-agent benchmarks; demos and screenshots aren't enough.