Short answer
Choose AgentsMesh if your team wants agents on shared machines tied together by a web control plane with organizations, channels and tickets. Choose Orchestrator.inc (formerly Agent Orchestrator) if you want to run coding agents on machines you own, your laptop or your own servers, without a hosted control plane, and you care most about getting each pull request through CI and review. The deciding question is how the machines are tied together: runners registered to a shared web control plane, or Orchestrator hosts you drive from your own desktop app.
At a glance
AgentsMesh details are from its public docs as of October 2026.
| Area | Orchestrator.inc | AgentsMesh |
|---|---|---|
| Primary workflow | Issue-to-PR agent supervision from your desktop | Distributed team and AgentPod coordination |
| Control plane | Local Go daemon on 127.0.0.1 with a desktop app and ao CLI | Web control plane with runner and relay infrastructure |
| Where agents run | Your macOS, Windows or Linux machine, your own servers or cloud VMs running the Orchestrator host (several hosts in one app), or Orchestrator Cloud | Self-hosted runners connected to the cloud control plane |
| Isolation | Git worktree and branch per session; multi-repo workspaces | Sandboxed AgentPods with optional Git worktrees |
| Coding agents | 38 coding agent harnesses, chosen per session | Multiple coding agents |
| Collaboration | GitHub and GitLab issue intake, PR and review tracking, mobile companion app | Organizations, teams, channels, tickets and pod bindings |
| Feedback loop | Failing CI, review comments and merge conflicts sent to the owning session | Ticket and pod coordination through the platform |
| Credentials | Uses your installed agent CLIs and keys; no model proxy | Bring-your-own-key with encrypted credentials |
| Account needed | No, to run locally | Yes, an organization on the control plane |
| Best fit | Developers who want each PR carried to merge, on their own machines and servers | Teams operating agents across machines and cloud VMs |
The problem in practice
Say you have three issues open on one repository and you want three agents working on them at once. You also want to know, without checking GitHub every ten minutes, when one of their pull requests goes red on CI or gets a review comment.
For one developer, the friction is agents stepping on each other's files and remembering which session owns which PR. On a team with shared machines, it is also who launched which agent, where, and how the rest of the team sees it.
These two tools start from those two different situations.
How each tool handles it
In Orchestrator.inc
- Add the repository as a project in the desktop app. A local daemon keeps state in SQLite under
~/.ao. - Pick the three GitHub or GitLab issues from the intake list, or run
ao spawnfor each. Every session gets its own git worktree and branch, and project setup scripts,postCreate,symlinksand environment variables run first. - Choose an agent per session: Claude Code for one, Codex for another, OpenCode for the third.
- Watch the Kanban board. Cards move between Working, Needs you, In review and Ready to merge based on session, PR, CI and review facts, not by hand.
- When a check fails or a reviewer requests changes, Orchestrator sends the failing check names, links and the end of each failed job's log, or the review comments, to the session that owns that PR. Merge conflicts go to the same session.
- You merge when the card reaches Ready to merge. Merge is always an explicit action.
In AgentsMesh
- Set up an organization on the web control plane and register a runner on a machine you manage.
- Create AgentPods for the work. Each pod runs sandboxed, with an optional Git worktree.
- Coordinate the work through tickets and pod bindings, and share progress with teammates through channels.
- Teammates reach the pods through the browser, from wherever they are.
Both can put agents on machines other than your laptop. Orchestrator drives your laptop and any servers you add from one desktop app, and follows each PR to merge. AgentsMesh connects runners to a web control plane and gives a team a shared place in the browser to coordinate them.
Where AgentsMesh is a good fit
- Teams that want agents on shared machines or cloud VMs, reached by several people through a browser.
- Organizations that already think in tickets, channels and team permissions, and want agents to fit into that structure.
- Teams that want one shared web control plane for every runner, rather than a desktop app per person.
If that hosted control plane is the point, Orchestrator is not trying to replace it.
Where Orchestrator fits better
- Developers who want to start on their own machine today. There is no organization, hosted dashboard, relay or registered runner to set up. Install the desktop app on macOS, Windows or Linux and add a repository.
- Workflows where CI and review feedback should reach the agent on its own. Orchestrator polls GitHub and GitLab, including self-managed GitLab, with no webhooks or GitHub App, and routes failures and comments to the owning session without duplicates.
- People who want a second model to review the first. 22 of the 38 harnesses can act as reviewer agents, so Codex can review a Claude Code PR.
- Mixed-agent setups. Each session picks one of 38 coding agent harnesses, and Claude Code and Codex sessions can switch between structured Chat and their native terminal UI without losing the worktree.
- Agents on your own servers. Install the Orchestrator host on a server or cloud VM and drive sessions there from your desktop, with several hosts in one app. Machines on the same Orchestrator account find each other; otherwise they pair over an HTTPS tunnel or the LAN.
- People who want the source. Orchestrator is Apache-2.0.
When orchestration runs on your laptop, it needs to be on for automations and the mobile app; a remote host or Orchestrator Cloud keeps agents working while it is closed.
Pricing
Running Orchestrator on your own machines is free and open source (Apache-2.0), with no account needed; you bring your own agent subscriptions or API keys, and Orchestrator does not proxy model calls. Optional Orchestrator Cloud plans, for agents that keep working while your laptop is closed, are Starter at $20/month and Pro at $40/month, with Enterprise pricing on request.
AgentsMesh also follows a bring-your-own-key model for model credentials, as of October 2026. Check its current plans directly if hosted control plane pricing matters to your decision.
Who should pick which
Pick AgentsMesh if
- your team wants runners on shared machines registered to one web control plane
- several people should reach the agents through a browser
- you coordinate work through tickets, channels and team permissions
Pick Orchestrator if
- you want to run coding agents on your own machines today, a macOS, Windows or Linux desktop plus any servers you add
- you would rather skip an account or hosted dashboard
- you care about the pull request loop (CI, reviews, merge) more than team infrastructure
Try it
Install Orchestrator and spawn two agents on one repository by following the quickstart.
Frequently Asked Questions
What is the difference between Orchestrator.inc and AgentsMesh?
Orchestrator.inc is a desktop app and CLI that runs coding agents on your own machines, locally or on servers you run, and follows each pull request through CI and review. AgentsMesh is a web control plane connected to self-hosted runners, built for teams coordinating agents across machines with organizations, channels and tickets, as of October 2026.
Is Orchestrator.inc a good AgentsMesh alternative for a single developer?
Usually, yes. If you work on one machine and do not need shared runners or team channels, Orchestrator gives you isolated worktrees, a live board and automatic CI and review routing without setting up an organization. The quickstart gets two agents running in a few minutes.
Does Orchestrator.inc run on Windows and Linux?
Yes. The desktop app ships for macOS, Windows x64 with native ConPTY and no WSL, and Linux x64 as AppImage, .deb and .rpm. The companion mobile app is on iOS and Android.
Can Orchestrator.inc run agents on remote machines?
Yes. Install the Orchestrator host on your own server or cloud VM and drive its sessions from the desktop app, next to your local ones.
Is Orchestrator.inc free?
Yes, running it on your own machines is free and Apache-2.0 licensed, with no account needed. You bring your own coding agent subscriptions or API keys. Optional Orchestrator Cloud plans start at $20/month.