Front page / Concepts / Multi-agent orchestration
Multi-agent orchestration
Instead of one assistant doing everything in one context, several agents take roles: one plans, others research or write in parallel, one reviews. An orchestrator hands work out and collects it. It is how long or wide tasks get done without the single context filling up, at the cost of coordination.
Where it stands
Among the 14 concepts. Bars: GitHub stars gained this week.
- MCP and tool use+3.9k
- Agentic loops+1.3k
- Knowledge graphs (GraphRAG)+1.2k
- Retrieval (RAG)+1.2k
- Prompt engineering+1.1k
- Vibe coding+980
- Workflows, not agents+565
- Spec-driven work+16k
- Memory+7.3k
- Agent skills+5.7k
- Multi-agent orchestration+5.6k
- Computer use+4.7k
- Context engineering+3.3k
- Evals and verification+929
How to use it today
In ChatGPT or Claude, as a person doing the work, not as a developer.
- 1In Claude Code, use subagents (or ask "spin up a subagent to research X while you draft Y") when a task has independent parts.
- 2Give each agent one role with its own instructions and its own output format; the orchestrator should merge formats, not personalities.
- 3Keep the number small: two or three roles cover most work; more mostly adds handoff errors.
- 4Have one agent whose only job is to review the others' output against the original brief.
- 5Read the merged result as a whole before using it; seams between agents are where contradictions hide.
What changes day to day
You start writing briefs for roles rather than instructions for steps. Large pieces of work (a market scan across twenty companies, a spec with five sections) finish in one sitting, and your work shifts to the brief and the final read.
Where it goes wrong
Agents that share no context repeat each other's research or contradict each other.
Orchestration multiplies cost and time when the task was sequential anyway.
Listings that use it well
Chosen by hand after reading them, each with the reason. Install from the listing's own page.
| Listing | Kind | Why it is here | Stars |
|---|---|---|---|
| superpowers | Agent skills | dispatching-parallel-agents and subagent-driven-development split a plan into independent tasks executed by subagents. | 315k |
| ai-agent-book | Agent skills | multi-agent-design covers peer, manager and decentralised topologies, shared context decisions and failure modes. | 57k |
| engineering | Agent skills | agent-designer picks supervisor, swarm or pipeline patterns; agent-workflow-designer writes handoff contracts; agenthub races parallel subagents in worktrees. | 29k |
| c-level-advisor | Agent skills | A virtual board: chief-of-staff routes to advisor roles and board-meeting runs a six phase deliberation across isolated C-suite agents. | 29k |
| agent-teams | Agent skills | Team composition, task coordination and communication protocols for Claude Code agent teams. | 42k |
| oh-my-claudecode | Agent skills | Teams first orchestration with team, swarm, pipeline and autopilot modes. | 41k |
Elsewhere
Repositories that embody the idea and are not in the catalog.
- crewAIInc/crewAI ↗Role-based multi-agent framework with crews and flows.
- microsoft/autogen ↗Microsoft's multi-agent conversation framework; in maintenance since its merge into Microsoft Agent Framework in October 2025.
Standing
Our judgment, with the reason and the sources it rests on.
Rising since 2025-06. Anthropic described its orchestrator and subagent research system in June 2025 and shipped custom subagents in Claude Code in July 2025. Cognition argued against multi-agent systems the day before; its April 2026 follow-up found that many agents can research and review in parallel as long as only one of them writes. That is now the common advice. Adopted faster each month; the vendors are building for it and new tools keep appearing.
- How we built our multi-agent research system2025-06-13
- Don't Build Multi-Agents2025-06-12
- Enabling Claude Code to work more autonomously2025-09-29
- Multi-Agents: What's Actually Working2026-04-22
Related: Agentic loops, Workflows, not agents, Evals and verification