Orchestration·Orchestration
Multi-agent orchestration and control planes
Frameworks and products that coordinate fleets of agents—graphs, crews, worktrees, and visibility.
This article is AI-assisted and co-authored by Xesca Alabart, co-founder of EasySpecs.
Multi-agent orchestration is how you avoid a single overloaded chat: planner, implementer, reviewer, and tool runners as separate roles with explicit handoffs. For coding factories, orchestration must connect to git, CI, and review—not only LLM messages.
Tools in this category
| Tool | Notes |
|---|---|
| LangGraph | Stateful graphs, checkpoints, durable workflows. |
| CrewAI | Role-based crews and delegation. |
| AutoGen | Microsoft conversational multi-agent framework. |
| Mastra | TypeScript-native agents. |
| OpenHands SDK | Composable agents, LiteLLM, events. |
| Claude Code Agent Teams | Multiple Claude sessions as a team. |
| GitHub Agent HQ | Multi-agent visibility in GitHub. |
| Conductor | Parallel tasks, git worktree isolation. |
| xAI Grok Build | Many parallel agents + conflict handling. |
Link to validation
Orchestration without a validation harness risks parallel wrong changes. Treat orchestration as routing; the harness remains the proof.
Related
References
- LangGraph — LangChain
- CrewAI — Crews
- AutoGen — Microsoft
- Mastra — TypeScript
- OpenHands SDK — SDK
- Claude Code — Agent Teams
- GitHub Copilot — Agent HQ
- Conductor — Worktrees
- xAI Grok Build — Parallel agents