Multi-agent coding tools that actually run on Windows (2026)
The most-recommended tool in this category does not run on your machine. This is the list after you filter out everything that assumes a Mac.
Search for the best way to run several coding agents at once and you will get the same answer repeatedly: Conductor. It is a good tool. It is also macOS-only, which means a large share of the category's recommendations are unusable to you, and the roundups rarely say so above the fold.
On Windows the practical options are Nimbalyst, Sculptor, OpenHands, JetBrains Air, Paseo and AgentPilot. Conductor and most Mac-first dashboards are out. Terminal tools such as Claude Squad depend on tmux, so on Windows they mean WSL — which works, but changes where your files and toolchain live.
The WSL question, first
Half the advice you will find quietly assumes WSL. It is worth deciding this before you evaluate anything, because it splits the list in two.
Running agents inside WSL gets you the Linux tooling most of these projects were built and tested against, and terminal-first options such as Claude Squad become available. The cost is a filesystem boundary: crossing between Windows and WSL paths is slow, editors on the Windows side can behave oddly against files in the Linux filesystem, and every "just run this" instruction now has an implicit "inside WSL" attached. If your repository, toolchain and editor already live in WSL, take this route. If they live on Windows proper, adding WSL to solve an orchestration problem is a large change to make for a small reason.
Native Windows options
| Tool | Isolation | Shape | Trade-off |
|---|---|---|---|
| JetBrains Air | Docker or git worktree, optional | Standalone desktop app | Supports Codex, Claude Code, Gemini CLI and Junie out of the box; heavier if you are not already in the JetBrains world |
| Nimbalyst | Git worktree | Visual workspace with a board | Open source and cross-platform; formerly named Crystal, so search results are split across two names |
| Sculptor | Docker containers | Container-per-agent | The strongest isolation here — agents cannot touch your host at all; you are running Docker whether you wanted to or not |
| Paseo | Per-agent sessions | Desktop plus mobile apps | Widest agent roster via an in-app catalogue; speaks the Agent Client Protocol |
| OpenHands | Sandboxed runtime | Self-hostable platform | Scales to a real deployment; more infrastructure than a solo developer needs |
| AgentPilot | Per-mission permissions | Routing and handoff across agents | Solves context handoff rather than parallelism; in early access, not generally available |
Which one, concretely
You want the closest thing to Conductor
JetBrains Air is the nearest match in shape: a standalone desktop application built to orchestrate several coding agents, with tasks running locally by default and isolation available through either Docker containers or git worktrees. It supports Codex, Claude Code and Gemini CLI alongside JetBrains' own Junie agent.
You want open source
Nimbalyst. It is a visual workspace that handles multiple agents in parallel with worktree isolation. One search tip: it was called Crystal until recently, so half the useful discussion of it is filed under the old name.
You want agents that cannot break anything
Sculptor is the outlier in this category because it uses Docker containers rather than git worktrees. Worktrees stop agents overwriting each other's files; they do nothing about an agent running a destructive command against your machine. Containers close that gap. If you are letting agents run terminal commands unattended, this is the meaningful difference.
You are already deep in one vendor
Check the first-party option before adding a tool. OpenAI shipped a Codex desktop app for Windows in March 2026, positioned as a command centre for running agents in parallel, and Anthropic has rolled parallel worktree-isolated subtasks into its paid Claude plans. If you only run one vendor's agent, that may already cover you.
Isolation is not the same as coordination
Every tool above solves the same problem: stopping agents from overwriting each other. That problem is now solved several times over, which is why these roundups all start blurring together.
The unsolved problem is what happens between agents. Worktree isolation means each agent starts empty and ends by discarding what it learned, so anything one agent discovers has to reach the next one through you — reading the output, deciding what matters, pasting it forward.
For three genuinely independent tasks that is fine. For one task that needs several agents in sequence, you are the integration layer, and no amount of isolation improves that.
AgentPilot is built for the sequential case: one task in, each step routed to the agent suited to it, accumulated context carried across each handoff, one finished result out. It runs on Windows and macOS, missions execute on your own machine, and file, terminal and web access are granted per mission and revocable.
Worth stating plainly: it is in early access, not generally available. If you need something installed this afternoon, take JetBrains Air, Nimbalyst or Sculptor from the table above. If the re-explaining is the part that wears you down, the waitlist is the right link.
Budget before you parallelise
Running agents concurrently multiplies token spend faster than most people expect — a three-agent team has been measured at roughly seven times a single-agent session, because each agent independently reads and re-derives the same context. Two to four concurrent agents is where most people settle. Set iteration limits before your first long run, not after.
Frequently asked questions
- Does Conductor work on Windows?
- No. Conductor is a macOS-only application. Windows users looking for something comparable should consider JetBrains Air, Nimbalyst, Sculptor or Paseo.
- What is the best multi-agent coding tool for Windows?
- It depends on what you want isolated. JetBrains Air is the closest match to a Conductor-style desktop dashboard, Nimbalyst is the open-source visual workspace, and Sculptor gives the strongest isolation by running each agent in a Docker container rather than a git worktree.
- Do I need WSL to run multiple AI coding agents on Windows?
- Not for the native desktop options such as JetBrains Air, Nimbalyst, Sculptor or Paseo. You do need WSL for terminal-first tools like Claude Squad, which depend on tmux. Choosing WSL also means accepting a filesystem boundary between your Windows and Linux environments.
- Does git worktree isolation protect my machine?
- No. Git worktrees stop agents overwriting each other's files. They do not stop an agent running a destructive terminal command against your host. For that you need container-level isolation, which is what Sculptor provides, or per-mission permission grants.
- Which of these run on both macOS and Windows?
- Nimbalyst, Sculptor, OpenHands, JetBrains Air, Paseo and AgentPilot are all cross-platform. Conductor is the notable macOS-only tool in the category.
Disclosure: this page is published by AgentPilot, which is one of the tools compared. Details about other products come from their own public documentation on the date shown above, and this category changes fast — verify anything you are about to depend on.