Best tools to run AI coding agents in parallel (2026)

A fair 2026 comparison of tools that run several AI coding agents in parallel: AgentVera, Conductor, Superset, Nimbalyst, Vibe Kanban, Claude Squad and more.

Solviera Teknoloji 9 min read Türkçe oku

Running one AI coding agent is easy: open a terminal and type claude or codex. Running four of them on the same project without them overwriting each other is a different job. Since early 2025 a whole category of tools has grown around that problem: desktop apps, terminal UIs and kanban boards that start several agents, give each one its own branch and help you review what they produced.

This post compares the tools people actually use for that in 2026. I build AgentVera, so it comes first, but I’ve tried to be fair: where another tool is the better choice, I say so. Prices change often, so for every tool other than AgentVera I simply point you to their site.

What makes a good parallel agent tool?

Before the list, the criteria I used. A tool for parallel coding agents should handle five things:

  • Isolation: each agent works in its own git worktree or folder, so two agents never edit the same file.
  • Overview: you can see which agent is working, which is waiting for approval and which failed, without clicking through tabs.
  • Agent choice: it runs the agents you already use, with their own logins, instead of forcing one vendor.
  • Review and merge: it helps you read diffs and get finished branches back into main.
  • Platform: it runs on the operating system your team uses.

No tool wins on all five. The table below shows where each one stands.

Comparison table

ToolPlatformsAgentsLicenseIsolationPrice
AgentVeramacOS, Windows, Linux18 CLIs (Claude Code, Codex, Gemini CLI, Copilot, Cursor, opencode …)Not open sourceWorktree panel, agent per worktreeFree plan; Pro and Team
ConductormacOS onlyClaude Code, Codex, Cursor, OpenCodeClosed sourceWorktree per agentSee their site
SupersetElectron app, optimized for macOSAny CLI agentSource-available (ELv2)Worktree per taskSee their site
NimbalystmacOS, Windows, LinuxClaude Code, Codex, OpenCodeMIT, freeWorktreesFree
Vibe KanbanRuns locallySeveral CLI agentsApache-2.0Worktree per task cardSee their site
Claude SquadTerminal (tmux)Claude Code and other CLIsAGPLtmux session + worktreeFree
EmdashDesktopMany providersOpen sourceWorktree per agentSee their site
Claude Code desktop appDesktopClaude onlyAnthropicParallel sessions in worktreesClaude plan
Codex appmacOS, WindowsCodex onlyOpenAIParallel threadsChatGPT plan
Cursor background agentsCursorCursor’s own agentCursorRemote environmentsUsage billed
VS Code Agent SessionsVS CodeCopilot and supported agentsMicrosoftPer sessionSee their site

The tools, one by one

1. AgentVera

AgentVera is a desktop app for macOS, Windows and Linux that runs 18 coding agents in real terminals, side by side, per project. Each agent uses its CLI’s own login, so your Claude Pro or Max plan and your ChatGPT plan work as they are; no API key is needed.

What it does well:

  • A grid per project. Lay out anywhere from 1×1 to 5×4 panes and drag agents between them. Each pane shows status and live context size. See the workspace.
  • Worktrees from a panel. Create a worktree from a new or existing branch and start an agent directly in it. The Git panel shows how far each branch is ahead or behind.
  • Mixing agents. Claude Code, Codex, Gemini CLI, Copilot, Cursor, opencode, Qwen Code, Kiro, Amp, Aider and others run in the same grid; anything else runs in a Terminal agent.
  • Work between agents. Flows pass one agent’s reply to another, and automatic code review checks each finished turn.
  • Limits. Automatic account switching moves an agent to the next Claude or Codex account when a limit runs out, and /compact can run automatically at a context threshold.

Where others are better: AgentVera is not open source. If you only use Claude Code on a Mac and want the most polished single-vendor experience, Conductor or the Claude Code app may feel simpler. Flows and account switching are on the Pro plan; the grid, worktrees and the 18 agents are free.

2. Conductor

Conductor is a macOS app that runs Claude Code, Codex, Cursor and OpenCode agents, each in its own git worktree. It is closed source and Mac only. Its strength is a focused, well-designed flow: create a workspace, let the agent work, review the diff, open a pull request. If your whole team is on Macs, it is one of the smoothest options. If anyone is on Windows or Linux, it is not an option at all. We compare it in more detail in AgentVera vs Conductor.

3. Superset

Superset is an Electron app optimized for macOS that can run any CLI agent, with a worktree per task. Its source is available under the Elastic License 2.0 (ELv2), which lets you read and run the code but is not an OSI open-source license. It suits people who want a terminal-first tool that doesn’t care which agent they use. See AgentVera vs Superset.

4. Nimbalyst

Nimbalyst is the successor of Crystal, which was deprecated in February 2026. It is free, MIT-licensed and runs on macOS, Windows and Linux, with Claude Code, Codex and OpenCode. It also has a mobile companion app for checking on agents away from your desk. If you want a free, open-source, cross-platform tool, Nimbalyst is the strongest pick. See AgentVera vs Nimbalyst.

5. Vibe Kanban

Vibe Kanban takes a different angle: tasks are cards on a kanban board, and each card runs an agent in its own worktree. It is Apache-2.0 licensed. Its company, Bloop, shut down on 2026-04-10; the project is now community-maintained. The board is a good fit if you think in tickets rather than terminals, but check the repository’s activity before betting a team workflow on it. See AgentVera vs Vibe Kanban.

6. Claude Squad

Claude Squad is a Go terminal UI built on tmux and git worktrees, licensed under AGPL. Each agent gets a tmux session and a worktree, and you switch between them from the keyboard. It is light, free and runs anywhere tmux runs, including over SSH. It has no GUI, so diffs and reviews happen in your own tools. See AgentVera vs Claude Squad.

7. Emdash

Emdash is an open-source agentic development environment that supports many providers, with an agent per worktree. It is a good choice if you want an open-source desktop app and use agents beyond Claude and Codex.

8. Claude Code desktop app

Anthropic’s own Claude Code desktop app runs parallel Claude sessions in separate worktrees. It only runs Claude, but it comes with your Claude plan and needs no extra setup. If Claude is your only agent and you don’t need flows, account chains or other CLIs, start here.

9. Codex app

OpenAI’s Codex app runs on macOS and Windows and handles several Codex threads at once. Like the Claude app, it runs only its own agent and comes with your ChatGPT plan.

10. Cursor background agents

Cursor’s background agents run Cursor’s own agent in remote environments and are billed by usage. They fit teams already living in Cursor; they don’t run Claude Code or Codex CLIs on your machine.

11. VS Code Agent Sessions

VS Code’s Agent Sessions view lists and manages agent sessions inside the editor. If your team already works in VS Code with Copilot, it is the lowest-friction way to keep several sessions in view.

How to choose

Start from your constraints, not from feature lists:

  1. Which operating systems? If anyone uses Windows or Linux, drop Conductor. Superset is built for macOS first. AgentVera, Nimbalyst and Claude Squad (via tmux or WSL) cover all three.
  2. Which agents? One vendor only: its official app is the simplest. Claude Code plus Codex: AgentVera, Conductor, Nimbalyst, Superset or Emdash. Many CLIs at once: AgentVera, Superset or Emdash.
  3. Open source required? Nimbalyst, Vibe Kanban, Claude Squad and Emdash. Superset is source-available, not open source.
  4. Terminal or GUI? If you live in tmux, Claude Squad is hard to beat. If you want panes, diffs and notifications, pick a desktop app.
  5. How do agents hand off work? If one agent’s output should feed another, look for flows or pipelines rather than isolated sessions.
  6. Do you hit limits? If you regularly run out of Claude or Codex limits, account switching and context controls matter more than layout. See Claude Code usage limits.

Practical tips for any tool

Whichever tool you pick, the same rules decide whether parallel work pays off:

  • One goal per agent. A measurable task (“move session handling to refresh tokens”) beats an open one (“improve auth”).
  • A worktree per agent when they might touch the same files. The basics are in git worktrees for parallel agents.
  • Start with two agents. Add a third when the split works.
  • Review before merging. Run the tests and read the diffs; parallel agents produce more code than you can trust blindly.
  • Watch token use. Every agent re-reads its context each turn. See cutting Claude Code token usage.

For a full walkthrough of splitting work between agents, read parallel coding agents, and for Claude-specific steps, how to run multiple Claude Code agents in parallel.

Wrapping up

There is no single best tool for parallel coding agents. Conductor is excellent if your team is all-Mac and Claude-first. Nimbalyst is the free, open-source, cross-platform pick. Claude Squad is ideal for tmux users. The official Claude Code and Codex apps are the simplest when you use one vendor.

AgentVera is for the case in between: several agents from different vendors, on macOS, Windows or Linux, in one grid, with worktrees, flows and limit handling. You can download it for free and check the plans when you need more.

Questions

What is the best tool to run multiple AI coding agents in parallel?

It depends on your platform and agents. On macOS with mainly Claude Code, Conductor and Superset are strong. If you need Windows or Linux, or want to mix many CLIs in one grid, AgentVera, Nimbalyst, Emdash and Vibe Kanban are the candidates.

Do I need git worktrees to run agents in parallel?

Not strictly, but they are the safest way. A worktree gives each agent its own folder and branch, so two agents never write the same file. Most tools in this list create worktrees for you.

Is there a free, open-source option?

Yes. Nimbalyst (MIT), Vibe Kanban (Apache-2.0), Claude Squad (AGPL) and Emdash are open source. AgentVera is not open source but has a free plan with unlimited agents.

Can I run Claude Code and Codex side by side in one window?

Yes, with a multi-agent tool such as AgentVera, Conductor, Superset, Nimbalyst or Emdash. The official Claude Code and Codex apps each run only their own agent.

Will running agents in parallel use up my limits faster?

Yes. Each agent spends tokens from the same account, so the 5-hour and weekly limits fill up faster. Keep contexts short, and split work across accounts only where the provider’s terms allow it.

Bring your agents to one desk.

Download AgentVera for free; your installed CLIs are ready to go.

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