- Comparisons
- StarSling vs Ubicloud runners for GitHub Actions
StarSling vs Ubicloud runners for GitHub Actions
StarSling is AI-native CI for GitHub Actions: drop-in Ubuntu runners plus agents that open optimization PRs for your workflows.
Ubicloud runs managed GitHub Actions runners on x64 and arm64 Linux, selected with a one-line label change and billed per minute. StarSling runs managed Ubuntu runners and adds AI agents that open workflow optimization PRs. Choose around the architectures you need and how you want to improve the workflow. For new accounts, AI-powered optimization PRs are only available to customers on paid plans and are not enabled by default.
Last updated 2026-09-27
Head to head
ubuntu-latest for starsling-ubuntu-24.04.ubuntu-latest for a label such as ubicloud-standard-2. The number is the vCPU count, -arm selects arm64, and -ubuntu-2204 selects Ubuntu 22.04.actions/cache, actions/setup-* caches and Docker type=gha layer caching, with 30 GB per repository per week.starsling-ubuntu-24.04, so every run gets Ubuntu 24.04.How Ubicloud runners work
Ubicloud installs as the Ubicloud Managed Runners GitHub App. A job moves to Ubicloud when its runs-on label changes from ubuntu-latest to a Ubicloud label such as ubicloud-standard-2, and each job gets an isolated, clean and ephemeral VM.
Ubicloud's docs place the managed runner VMs across data centers in Germany. Ubicloud's source code is available under the AGPL license, so a team can also run the software itself.
Ubicloud cache and Docker layer caching
Ubicloud's transparent cache serves actions/cache, the package-manager caches in actions/setup-*, and Docker layer caching through type=gha, with 30 GB of cache storage per repository per week. Ubicloud recommends the transparent cache, and its older ubicloud/cache action is a drop-in replacement for actions/cache.
When moving a workflow between providers, list those cache actions next to the runner label, and restore GitHub Actions caching where the trial needs it.
Try StarSling on one Linux workflow
Choose a representative Ubuntu job with a clear success condition. Keep the same commit, tests and build outputs across the comparison, and record queue time separately from execution time.
- Install the StarSling GitHub App for the trial repository, then choose a label from StarSling runner sizes. The default
starsling-ubuntu-24.04selects 4 vCPU; match the size to the Ubicloud label you are comparing. - Prepare a small workflow PR. Where the job uses
ubicloud/cache, switch it back toactions/cachein the same PR. Preserve required check names, permissions and test commands. - Run repeated cold-cache and warm-cache trials. Compare completed work, error rate, queue time, execution time and billed usage. Use the GitHub Actions pricing guide to compare the cost of your actual workload.
- Keep the original workflow revision available. Roll back the trial by reverting the runner label and any cache edits together.
Workflow optimization you can inspect
Read the public Mastra optimization PRs and results and Better Auth case study to see changes to real workflows, the measured windows and the work behind each result. Use those examples to identify a testable improvement in your own pipeline.
For new accounts, AI-powered optimization PRs are only available to customers on paid plans and are not enabled by default.
Best fit
Choose StarSling if
Teams running Ubuntu GitHub Actions jobs who want managed runners and reviewable PRs that improve the workflow's caching, installs and test execution. For new accounts, AI-powered optimization PRs are only available to customers on paid plans and are not enabled by default.
Choose Ubicloud if
Teams that want managed x64 and arm64 Linux runners with a transparent cache, or an open-source runner stack they can host themselves.
FAQ
Can I move from Ubicloud to StarSling by changing runs-on?
Start with an Ubuntu job and a StarSling label. If the workflow uses ubicloud/cache, switch it back to actions/cache in the same trial PR. Test the resulting workflow and keep the original revision for rollback.
How should I compare Ubicloud, RunsOn and StarSling?
Start with the architectures you need, where the compute should run and how each one bills, then run the same job on matched resources. This page covers Ubicloud; StarSling vs RunsOn runners for GitHub Actions covers RunsOn. Measure runtime and total cost across repeated cold-cache and warm-cache runs before choosing.
Does installing StarSling enable AI optimization PRs?
For new accounts, AI-powered optimization PRs are only available to customers on paid plans and are not enabled by default.
Sources
- Ubicloud: GitHub Actions integration quickstarthttps://www.ubicloud.com/docs/github-actions-integration/quickstartRead 2026-09-28
- Ubicloud: runner typeshttps://www.ubicloud.com/docs/github-actions-integration/runner-typesRead 2026-09-28
- Ubicloud: Ubicloud cachehttps://www.ubicloud.com/docs/github-actions-integration/ubicloud-cacheRead 2026-09-28
- Ubicloud: pricinghttps://www.ubicloud.com/docs/about/pricingRead 2026-09-28
- Ubicloud home pagehttps://www.ubicloud.com/Read 2026-09-28
Other comparisons
Compare StarSling with the other runner and CI options teams evaluate.
- StarSling vs GitHub Actions
- StarSling vs Depot for GitHub Actions
- StarSling vs Blacksmith runners for GitHub Actions
- StarSling vs WarpBuild
- Buildkite vs GitHub Actions: where StarSling fits
- StarSling vs Namespace runners for GitHub Actions
- StarSling vs RunsOn runners for GitHub Actions
- Compare GitHub Actions runners and CI platforms: StarSling vs GitHub-hosted, Depot, Blacksmith, WarpBuild, Buildkite, and Namespace
References
- StarSling Runners are now generally available (opens in new tab)
- Launch YC: StarSling Runners - Self-Driving CI (opens in new tab)
- StarSling docs (opens in new tab)
- ci-speedup skill source (open source, MIT) (opens in new tab)
- ci-score skill source (open source, MIT) (opens in new tab)
- ci-secure skill source (open source, MIT) (opens in new tab)
- What is AI-native CI?
- All StarSling comparisons
- GitHub Actions alternatives
- GitHub Actions pricing
- Self-hosted GitHub Actions runners
- Benchmark on your own workflows (opens in new tab)
- Migration guide (opens in new tab)
- Runner label reference (opens in new tab)
- Runner instance types (opens in new tab)
- Install the /ci-speedup skill to fix slow GitHub Actions
- Install the /ci-score skill to improve your GitHub Actions setup
- Install the /ci-secure skill to close critical attack vectors in GitHub Actions
Try the AI-native runner.
One line to install. Faster runs on day one, and agents that keep optimizing your pipeline through reviewable PRs.