There are 20+ tools for running AI coding agents in parallel — how to pick one

There are 20+ tools for running AI coding agents in parallel — how to pick one

Search for a way to run Claude Code or Codex sessions in parallel and you’ll find more than twenty tools.

Vibe Kanban / Nimbalyst / Parallel Code / Conductor / Claude Squad / CodeAgentSwarm
Superset / Paneflow / Sculptor / Mux / opcode / T3 Code / Paseo / Pane
Augment Intent / Gas Town / Antfarm / agor / Emdash / iloom / claudio / Chloe
agent-of-empires / sudocode / devswarm / air.dev / flightdeck / Lanes / graft ...

That’s from one Reddit thread and three comparison posts. It isn’t exhaustive.

The awkward part is that a feature table won’t help you choose between them.

Before anything else: we maintain one of these tools (MulmoTerminal — built by Satoshi Nakajima and the Singularity Society team, MIT). So this isn’t neutral. What we can offer instead is being specific about where the others are better, and about what we haven’t tested.

First: you may already have enough

claude agents has been in Claude Code since 2.1.139. It’s one command.

claude agents

It lists your background sessions grouped by Working / Needs input / Completed, with a one-line summary of what each is doing. claude --worktree <name> has been there since 2.1.49 — it cuts an isolated worktree, starts a session in it, and cleans up after.

It shipped quietly as a Research Preview, and a lot of people don’t know it exists. When we interviewed six users and read two articles people wrote about this problem unprompted, it came up zero times. What came up was VS Code (11), worktrees (10), Cursor (8), tmux (2).

If that’s enough for you, you’re done. Nothing to install. Everything below is about what happens when it isn’t.

Why the feature table doesn’t help

Here’s what surprised us when we actually checked the main ones.

Licence Execution Isolation
Vibe Kanban Apache-2.0 Local Worktrees
Nimbalyst MIT Local Worktrees
Parallel Code MIT Local Worktrees
Claude Squad OSS Local Worktrees
MulmoTerminal MIT Local Worktrees

Nearly all of them are open source, worktree-based, and run locally.

So “it’s MIT”, “it runs on your machine”, “it isolates with worktrees” are not differentiators — they’re the floor. If a tool leads with those, it hasn’t told you anything.

And here’s what none of them do: container-per-agent isolation. If what keeps you up is running a permission-skipped agent against your real machine, none of these solve it. You want a devcontainer or a VM underneath whichever one you pick.

Pick by which part hurts

When we asked people what actually went wrong, the answers fell into four groups.

1. You can’t read the output

An agent produces 4,000 characters and you’re reading it in a sixth of a screen.

Splitting the terminal six ways makes each pane too small — reading a 4,000-character reply takes scrolling and resizing.

That’s arithmetic, not a bug. Screen width is fixed; six panes means each is a sixth.

What fits: several live terminals visible at once. A one-line summary is great for triage and no help for reading.

2. You can’t judge the output

Five branches landed and you have to decide which to merge.

What fits: a diff-first design, worktree per task. Parallel Code and Conductor are both built around this step.

Parallel Code is written solo by the maintainer of Super Productivity (20k stars) and supports Gemini alongside Claude Code and Codex.

3. You lose track of the work itself

biggest pain wasn’t context handoff, it was remembering which agent knew what when I came back after lunch

What fits: a board or a task graph. Vibe Kanban (~27,500 stars) is the largest by far and models tasks rather than sessions. If what you lose is what you asked for, that’s the right abstraction.

One thing worth knowing: its company, Bloop, wound down in April 2026. The project continues as community-maintained Apache-2.0. If you care who answers issues in six months, that’s a fact, not a criticism.

4. You can’t isolate

As above — nothing here solves this. If it’s your real problem, the tool choice matters less than what you run it inside.

If you want it on your phone

A separate axis:

Nimbalyst was formerly Crystal. This space renames and disappears fast — Crystal became Nimbalyst, Terragon shut down, and the biggest project’s company closed.

Where ours sits

MulmoTerminal bets on problem 1.

A browser board of several live terminals at once, colour-coded by state, with a chime and a web push when one is waiting on you. Sessions run inside tmux, so closing the tab or restarting the server doesn’t end them.

Things it doesn’t do:

Machine-readable facts: facts.json.

So, practically

Want to stay in the terminal        → Claude Squad / claude agents
Want a real phone app               → Nimbalyst
Mostly judging diffs                → Parallel Code (or Conductor on macOS)
Losing track of the tasks           → Vibe Kanban
Want to watch several running       → MulmoTerminal

Most of these install in a minute. Trying two is cheaper than reading about six.

What we haven’t tested

Honestly: the only one we use daily is our own. The others we’ve read the source and documentation of, and have not run for a sustained period.

Everything above comes from each project’s own README and docs, not from our use of it. Star counts and licences are as of 3 August 2026. If we’ve mischaracterised yours, tell us and we’ll fix it.


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