The best AI agent orchestration tools for coding in 2026
“AI orchestration” means two different things in 2026, and the tools are not interchangeable.
One meaning is pipeline orchestration: LangGraph, CrewAI, n8n, Airflow. You are building a product that calls models, and you need state, retries, and branching. That is a backend engineering problem.
The other meaning is what this page is about. You have Claude Code or Codex on your own machine, one agent is not enough, and now you are running four of them. They collide in the same working directory, they stop on approval prompts while you are looking elsewhere, and you lose track of which one was doing what. That is a workspace problem, and a different category of tool solves it.
Everything below is in the second category: local coding agent orchestration.
What these tools actually do
Strip the marketing away and every tool here does some subset of four things.
Isolation. Two agents editing the same files will overwrite each other. Every serious tool gives each agent its own workspace, usually a git worktree, sometimes a Docker container or a cloud VM.
Visibility. With one agent you watch the terminal. With six you cannot. Tools solve this with a board, a sidebar, a grid, or tmux panes. The underlying job is monitoring several agents at once.
Unblocking. Agents pause on approval prompts and wait, silently. An idle agent looks identical to a finished one, which is the tab-hunting problem. Surfacing “this one needs you” is the difference between six working agents and one working agent plus five stalled ones.
Review and merge. Six branches of agent work still have to become one branch of shipped work, and reviewing what an agent did while you were gone is its own skill.
Judge tools on those four, not on how many agents the homepage claims to support.
The comparison
| Tool | Platform | Agents | Isolation | Price |
|---|---|---|---|---|
| Conductor | macOS | Claude Code, Codex, Cursor | git worktree | free tier; Pro $50/month |
| Vibe Kanban | macOS, Windows, Linux | 10+ CLI agents | git worktree | free, Apache-2.0, unmaintained |
| crystl | macOS | any CLI agent | git worktree, optional | free tier; Guild $170/year |
| Claude Squad | anywhere tmux runs | Claude Code, Codex, OpenCode, Amp | git worktree | free, AGPL-3.0 |
| Cursor cloud agents | Cursor editor | Cursor’s own agent | Cursor’s cloud | any paid plan, from $20/month |
| Sculptor | macOS, Linux | Claude Code, Pi, any terminal agent | git worktree | free, MIT |
| Claude Code agent teams | terminal | Claude Code | worktree or none | included with Claude Code |
| tmux and git worktrees | anywhere | any | git worktree | free |
Prices and project status verified 17 August 2026. This category moves fast, so check the vendor’s own page before you commit.
Conductor
A macOS app from Melty Labs, YC-backed, that popularised this whole category. You start several Claude Code, Codex, or Cursor agents, each gets an isolated workspace backed by a git worktree, and you get one window to watch them, read their diffs, and ship.
There is a free tier that covers what most people want: parallel agents in local workspaces on your Mac, using your own Claude or Codex login. Paid plans have since shipped on top of it. Pro is $50/month and adds Conductor Cloud workspace hours and multiplayer; Teams is $60/month per user.
Best for: the shortest path from “one agent” to “four agents in worktrees” on a Mac, with no configuration.
Watch out for: macOS only, and the agent list is fixed. If your agent is not one of the three it supports, it is not for you.
Vibe Kanban
A kanban board for agent work. You write tasks into columns, assign each to an agent, and watch cards move as agents pick them up and finish. It runs as a CLI plus a local web UI, works on macOS, Windows, and Linux, and supports a wide set of CLI agents including Claude Code, Codex, Gemini CLI, Amp, and Copilot CLI.
Read the maintenance situation before you commit to it. Bloop, the company behind it, announced a shutdown in April 2026, and the repository has had no commits since 24 April 2026. It is Apache-2.0 with 27,000 stars, so the code is open and someone may yet pick it up, but as of August 2026 nothing is being fixed. Treat it as working software that has stopped moving, not as an actively maintained project.
Best for: people who already think in tickets, and the widest agent support of anything here. It is also the only board-shaped option on Windows.
Watch out for: four months without a commit. Nothing breaks today, but a Claude Code or Codex CLI change could break it tomorrow and nobody is on call.
crystl
Disclosure: this is our tool.
crystl is a macOS terminal built for running many agents at once. Projects are gems, agent sessions are shards, and both live in one window with a sidebar instead of scattered across terminal tabs. Any CLI agent runs in it, not a fixed list. Claude Code, Codex, Antigravity CLI, and Kimi Code are the tested integrations; anything else that runs in a terminal runs too.
The design bet is on unblocking rather than spawning. Approval prompts and agent questions surface in one place across every project, so a stalled agent is visible without hunting for it. There is a CLI that agents themselves can call, which lets one agent read another’s screen, send it input, or spawn a worker in its own worktree. Isolation is opt-in per shard, not mandatory, which matters when the work is a two-file change that does not need a branch.
Free tier covers unlimited projects and agents. Guild membership is $170/year and adds the agent-callable control commands, orchestration features, and phone access.
Best for: running agents that are not Claude Code, or wanting agents to coordinate each other rather than only reporting to you.
Watch out for: macOS only, and the orchestration commands sit behind the paid tier.
Claude Squad
An open source TUI written in Go, licensed AGPL-3.0. It manages a tmux session and a git worktree for each agent and lets you tab between them. It drives Claude Code, Codex, OpenCode, and Amp. No GUI, no install ceremony, works over SSH.
Best for: terminal people who want worktree isolation without writing the scripts themselves.
Watch out for: it is a wrapper, not a workspace. Review and merge are still your job. The AGPL licence is worth a look if you plan to build on it internally.
Cursor cloud agents
The one cloud option here. Cursor’s cloud agents, previously called background agents, run asynchronously on Cursor’s infrastructure and can be triggered from Slack, Linear, GitHub, or the editor. They keep working when your laptop is closed.
They need a paid plan, starting with Pro at $20/month, and every run draws from that plan’s credit pool. Heavy parallel use is what pushes people to the higher tiers rather than any hard gate. Cursor reprices often enough that you should check the current page before budgeting.
Best for: async work you start from a phone or a Slack thread and read later.
Watch out for: it runs Cursor’s agent on Cursor’s machines. If you are committed to Claude Code or Codex on your own hardware, this is a different product, not an alternative.
Sculptor
A desktop app from Imbue for running agents in parallel, MIT licensed, with builds for Apple Silicon and Linux. It gives each agent an isolated worktree with its own branch and setup, and it ships integrated support for Claude Code and Imbue’s own Pi harness while also running any terminal-based agent. There is an experimental container backend if you want stronger isolation than a worktree gives you.
Best for: wanting a desktop app rather than a TUI, on Linux as well as Mac.
Watch out for: the authors call it an experimental research preview and say it will change significantly. At a few hundred stars it is far younger than the rest of this list.
Claude Code on its own
Claude Code ships subagents and agent teams, and yes, you can run multiple instances without any of this. One instance plans and delegates to others, optionally on separate worktrees, and you can check on them from a phone.
This is the honest baseline. A meaningful number of people who install an orchestrator did not need one, and the built-in delegation would have covered them.
Best for: finding out whether you have an orchestration problem before you buy a tool for it.
Watch out for: it is one agent’s context managing the others. You see the lead’s summary of what happened, not the workers.
tmux and git worktrees by hand
git worktree add per task, a tmux window per worktree, and a small script to tear them down. We wrote up the tmux setup people build for this and where it stops holding. Free, portable, works over SSH, and nothing breaks when a startup shuts down.
Best for: three or fewer agents, and anyone who already lives in tmux.
Watch out for: it does not scale past a handful. Every tool on this page exists because the manual version stops working somewhere between three and six agents.
How to choose
Pick by the constraint that is actually binding on you.
- You are not on macOS. Claude Squad, Sculptor on Linux, or tmux. Most of this category is Mac-first, and the one cross-platform board is unmaintained.
- Your agent is not Claude Code. crystl or Vibe Kanban. The others hard-code their agent list.
- You want a board. Vibe Kanban.
- You want zero setup on a Mac. Conductor.
- You want it to keep running with your laptop closed. Cursor cloud agents.
- You are on Linux and want a GUI. Sculptor.
- You have not tried the built-in delegation yet. Do that first.
A caution about agent counts
Tool marketing has settled on a number: run 10 agents, run 20, run 100. The number is the wrong metric.
Anthropic’s multi-agent research system reported large accuracy gains from an orchestrator-worker split, at roughly fifteen times the token cost of a single chat. Cognition’s Don’t Build Multi-Agents argues the opposite for code: split work across agents and they make decisions on partial information, then quietly contradict each other.
Both are describing the same constraint. The hard part is not starting agents, it is what they know about each other’s work. A tool that makes it easy to start twelve agents and hard to see what they did has made your problem worse. Weight visibility and unblocking above parallelism when you choose. Our own answer to the shape question is roundtable orchestration, where agents coordinate as peers in one shared chat instead of reporting up to a controller.
FAQ
What is AI agent orchestration for coding? Running more than one AI coding agent at the same time, with each in its own workspace, plus a way to watch them, unblock them, and merge their work.
Do I need git worktrees?
For more than one agent in the same repository, yes. Two agents in a single working directory will overwrite each other’s edits. Worktrees share one .git directory, so they are cheap to create and remove. See worktree vs branch vs multiple clones for the distinction, and running two agents on the same repo for the practical setup.
What is the best free option? Claude Squad and Sculptor are open source and actively developed. Conductor and crystl both have free tiers. Nobody in this category charges much for the local case, because the expensive part is model usage, not the wrapper.
Are these the same as LangGraph or CrewAI? No. Those orchestrate model calls inside software you are building. These orchestrate coding agents working on your repository. Different problem, different tools.
How many agents can one person actually manage? Most people top out around three to six on a single repository, limited by review capacity rather than by the tool. Read the diffs before you raise the number.
