amux vs Jules (Google)
Jules is Google's cloud-hosted autonomous coding agent for GitHub issues. amux is an open-source control plane that runs a fleet of them — dozens of agents simultaneously, on your own infrastructure, with your choice of model. Here is how they compare. Updated July 2026.
Jules (Google) is an autonomous AI coding agent that connects to your GitHub repository and resolves issues autonomously. You assign an issue to Jules; it analyzes the problem, writes code, opens a draft PR, and asks for review. It runs entirely in Google's cloud, powered by Gemini models. Jules focuses on the single-task-at-a-time workflow: assign one issue, get back a PR.
amux is an open-source control plane for running an AI engineering team from a single dashboard or your phone. It launches, monitors, and self-heals dozens of Claude Code, Codex, or Gemini CLI sessions simultaneously. Built-in kanban board with atomic task claiming, notes, CRM, Gmail API, browser automation, and scheduler. Single Python file, MIT + Commons Clause licensed, zero external dependencies.
At a Glance
| Feature | amux | Jules |
|---|---|---|
| Parallel agents | 10-50+ simultaneously | One task at a time |
| AI model | Claude, Codex, Gemini — your choice | Gemini only |
| Self-hosted | Yes — your machine or VM | No — Google's cloud only |
| Open source | Yes (MIT + Commons Clause) | No |
| Monitoring dashboard | Web + iOS app + mobile PWA | Web (GitHub PR interface) |
| Task queue / kanban | Built-in (SQLite, atomic claiming) | GitHub Issues |
| Self-healing on crash | Yes (watchdog auto-restart) | Managed by Google |
| Built-in CRM / email | Yes | No |
| Browser automation | Yes (built-in) | No |
| Cost (orchestration layer) | Free (open source) | Usage-based (Google AI) |
| Setup time | ~5 min (local install) | ~5 min (GitHub OAuth) |
How Jules Works
Jules integrates with GitHub at the repository level. When you assign an issue to Jules (or tag it with a Jules label), it:
- Clones your repository in Google's sandboxed environment
- Reads the issue description and associated context
- Plans and writes code to resolve the issue
- Opens a draft pull request with the changes
- Requests review from the issue author or repository maintainers
Jules is optimized for this specific workflow — the "autonomous issue-to-PR" pipeline. It handles one issue at a time per assignment, running asynchronously in the background while you do other things.
How amux Works
amux is a control plane that runs on your machine (or a cloud VM) and manages a fleet of AI coding agents — Claude Code, Codex CLI, or Antigravity CLI (Gemini). You register sessions with task descriptions, and agents pull work from a shared kanban board with atomic claiming to prevent duplicate effort. A background watchdog auto-restarts crashed agents and compacts context on overflow.
Unlike Jules, amux is not limited to GitHub Issues. Agents can work on any task you define — feature implementation, refactoring, documentation, testing, code review, data processing, or any other software task. The built-in CRM, Gmail API, browser automation, and scheduler mean agents can also handle business tasks beyond coding.
Which Should You Use?
The honest answer is that they serve different needs:
Use Jules when
- You have a GitHub Issues workflow and want to automate specific issues without infrastructure setup
- You want a managed cloud service with no operational overhead
- Your task is well-defined, bounded, and maps cleanly to a single GitHub issue
- You're comfortable with code running in Google's sandbox (not on your own infrastructure)
Use amux when
- You want to run 10-50 agents in parallel overnight and wake up to dozens of completed tasks
- You want to mix Claude Code + Codex + Gemini CLI in the same fleet
- You need complete control over your code, keys, and infrastructure (self-hosted)
- Your tasks go beyond GitHub Issues — business automation, browser tasks, email, CRM
- Cost matters — amux is free; you pay only for AI provider tokens at market rates
- You want a mobile app and iOS monitoring for your agent fleet
Use both
They are not mutually exclusive. A common pattern: use Jules for triaging and resolving individual GitHub issues with a simple workflow, use amux for large batch jobs, overnight coding sprints, and anything that requires running multiple agents simultaneously or mixing providers.
Cost Comparison
| Usage scenario | amux | Jules |
|---|---|---|
| Orchestration layer | Free (open source) | Usage-based (Google AI pricing) |
| AI inference | Your API keys (Claude/OpenAI/Google) at market rates | Bundled in Jules service |
| Infrastructure | Your machine (free) or VM (~$0.60-1.20/hr) | Google's cloud (included) |
| 10 tasks overnight | ~$5-20 in API tokens (varies by model/task) | Per-task pricing (varies) |
Frequently Asked Questions
What is Jules by Google?
Jules is Google's autonomous AI coding agent that connects to GitHub repositories, resolves issues independently, and opens pull requests. It runs on Google's cloud infrastructure using Gemini models. Designed for the "assign an issue, get back a PR" workflow.
Can amux do what Jules does?
Yes, and more. amux can run an agent configured to read GitHub Issues and submit PRs — this is just one of many tasks agents can take from the board. The difference is amux runs this at scale (10-50 agents simultaneously) on your own infrastructure, with your choice of AI model, and with visibility in a dashboard or iOS app. Jules is a managed cloud product; amux is a self-hosted platform.
Does Jules support running multiple agents in parallel?
Jules handles one task at a time per issue assignment. amux runs 10-50 agents simultaneously, all pulling from a shared task queue with atomic claiming to prevent duplicate work. For high-throughput parallel workloads, amux is designed specifically for this.
Can I self-host Jules?
No. Jules is a managed Google cloud service. amux is open-source (MIT + Commons Clause) and fully self-hosted — your machine, your keys, your infrastructure. Nothing runs in a third-party sandbox.
Run your AI engineering team from one dashboard
amux is the open-source control plane for running a fleet of AI coding agents — Claude Code, Codex, Gemini CLI — simultaneously, with self-healing, kanban, and iOS app monitoring. Single Python file, zero dependencies, MIT licensed.
git clone https://github.com/mixpeek/amux && cd amux && ./install.sh
amux register myproject --dir ~/Dev/myproject --yolo
amux start myproject
amux serve # → https://localhost:8822
View on GitHub
Overnight agent guide →
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