Mobile-Harness vs nimbalyst

nimbalyst is much bigger: 2.0k stars against 766. Over the days we have tracked them Mobile-Harness moved +68% and nimbalyst +44%, so Mobile-Harness is growing faster right now.

nimbalyst leads on noise control. Mobile-Harness does not take any axis by a clear margin.

Stars and commit dates come from our own daily tracking. The six axes are read off each project's documentation by our review pipeline, so they describe what a project says about itself, not what we measured in its code.

Where they stand today

Runs a full Ubuntu userspace and integrated AI agents directly on ARM64 Android devices, enabling on-device builds, terminal access, and live web previews in a single mobile app.

Stars
766
Tracked growth
+68%
Maturity
●●●●●
Last commit
40m ago
Language
Kotlin
License
MIT
Cost to run
Requires cloud model API keys

A visual WYSIWYG workspace that runs multiple coding agents in parallel and lets you review and approve their edits as red/green diffs while managing sessions and tasks.

Stars
2.0k
Tracked growth
+44%
Maturity
●●●●●
Last commit
15h ago
Language
TypeScript
License
MIT
Cost to run
Free desktop app; external model API costs may apply
0%+68%90 tracked days
techjarves/Mobile-Harnessnimbalyst/nimbalyst

Six axes, head to head

Each axis runs 0 to 5. The label under a score is what that project's own docs claim, not a category average.

AxisMobile-Harnessnimbalyst
Context depth
How much of your codebase it sees before it answers: the open diff, the diff plus related files, or the whole repository.
●●●●●
Project workspace
●●●●●
Multi-file workspace
Noise control
How it keeps output volume down — severity thresholds, deduplication, incremental runs over new commits only.
●●●●●
None mentioned
●●●●●
Approve/reject review
Customization
How far it bends to your team: custom rules, prompts, style guides, per-path config.
●●●●●
Provider & toolchain configs
●●●●●
Extensible plugins
Privacy
Whether your code stays on your own infrastructure: fully local, self-hostable, or cloud API only.
●●●●●
Cloud APIs (local keys)
●●●●●
Cloud-connected desktop
Model freedom
Whether you can point it at any provider, or it is wired to one.
●●●●●
Anthropic-compatible & gateways
●●●●●
Multiple providers
Setup ease
What it takes to get a first useful run out of it.
●●●●●
Guided setup
●●●●●
Desktop installer

Which one to pick

Pick Mobile-Harness if…

Mobile-first — choose Mobile Harness when you want a self-contained, privacy-minded development workspace on your phone with integrated agent workflows, local builds, and encrypted API key storage.

Runs in ide. Works with anthropic, byok.

Pick nimbalyst if…

Visual workflow — choose Nimbalyst when you want a local desktop WYSIWYG workspace to run, review, and iterate with multiple coding agents in parallel, with integrated session and task management.

  • Noise control: Approve/reject review (4/5 against 1/5)
Runs in ide. Works with openai, anthropic, other-fixed.

What people want from each one

Questions people ask

Is Mobile-Harness better than nimbalyst?

nimbalyst leads on noise control. Mobile-Harness does not take any axis by a clear margin. Mobile-Harness is worth picking when mobile-first — choose Mobile Harness when you want a self-contained, privacy-minded development workspace on your phone with integrated agent workflows, local builds, and encrypted API key storage.

Which of Mobile-Harness and nimbalyst keeps my code private?

Mobile-Harness: Cloud APIs (local keys) (3/5). nimbalyst: Cloud-connected desktop (2/5).

What does each one cost to run?

Mobile-Harness: Requires cloud model API keys. nimbalyst: Free desktop app; external model API costs may apply.

Full profiles: techjarves/Mobile-Harness and nimbalyst/nimbalyst. Everything else in IDE & editor agents.