Best GPU Cluster Management Software in 2026
Updated
In short: dstack is ranked #1 of 21 as of 4 October 2026, ahead of ClearML and GPUStack. The best-ranked option with a free plan is ClearML. The lowest first paid tier on this page is ClearML at $15/mo.
GPU cluster management software helps teams coordinate shared GPUs and the workloads that use them. Compare workload scheduling and quota controls with GPU utilization metrics to see how each tool handles resource management. Cloud GPU and Kubernetes support, along with deployment model, can help you assess fit with your infrastructure. Free-plan availability and paid-from pricing provide additional comparison points. dstack, ClearML, and GPUStack are among the entries, as are Backend.AI and HAMi. Use the listed capabilities to weigh how each option could fit the environments and workload-management needs of your cluster.
21 GPU cluster management software ranked on what their makers publish — plans and prices, free tiers, platforms and the facts on their own pages.
10 of the 21 here have a free tier you can use, 0 have open-source code on record, and 0 have full bars: free, open, on most of your devices and documented.
| # | App | Signal | Free tier | Open code | Devices | From | Score |
|---|---|---|---|---|---|---|---|
| 1 | dstackWeb · Windows · Mac · Linux · Self-hosted · API | Three bars | — | 4 of 6 | Free | 6.7 | |
| 2 | ClearMLWeb · Windows · Mac · Linux · Self-hosted · API | Three bars | — | 4 of 6 | $15/mo | 6.6 | |
| 3 | GPUStackWeb · Windows · Mac · Linux · Self-hosted · API | Three bars | — | 4 of 6 | Free | 6.6 | |
| 4 | Backend.AIWeb · Linux · Self-hosted · API | Two bars | — | 2 of 6 | Free | 6.5 | |
| 5 | HAMiLinux · Self-hosted | Two bars | — | 1 of 6 | Free | 6.4 | |
| 6 | NVIDIA ShadowPlayWindows | Two bars | — | 1 of 6 | Free | 6.4 | |
| 7 | OpenPBSMac · Linux · Self-hosted · API | Two bars | — | 2 of 6 | Free | 6.4 | |
| 8 | KueueSelf-hosted · API | Two bars | — | 0 of 6 | Free | 6.3 | |
| 9 | NVIDIA Base Command ManagerWeb · Linux | Two bars | — | 2 of 6 | — | 6.3 | |
| 10 | Slurm Workload ManagerLinux · Self-hosted · API | Two bars | — | 1 of 6 | Free | 6.3 | |
| 11 | HTCondorWeb · Windows · Mac · Linux · Self-hosted · API | Two bars | — | — | 4 of 6 | — | 5.7 |
| 12 | KoordinatorLinux · Self-hosted · API | One bar | — | — | 1 of 6 | — | 5.5 |
| 13 | SkyPilotWeb · Linux · Self-hosted · API | One bar | — | — | 2 of 6 | — | 5.4 |
| 14 | Apache YuniKornWeb | No signal | — | — | 1 of 6 | — | 5.2 |
| 15 | TORQUE Resource ManagerLinux | No signal | — | — | 1 of 6 | — | 5.2 |
| 16 | KAI SchedulerNo platforms listed | No signal | — | — | 0 of 6 | — | 5.1 |
| 17 | Moab HPC SuiteLinux | No signal | — | — | 1 of 6 | — | 5.1 |
| 18 | NVIDIA Mission ControlWeb · Linux · Self-hosted | One bar | — | — | 2 of 6 | — | 5.1 |
| 19 | Voda SchedulerNo platforms listed | No signal | — | — | 0 of 6 | — | 5.1 |
| 20 | VolcanoNo platforms listed | No signal | — | — | 0 of 6 | — | 5.1 |
| 21 | NVIDIA Run:aiWeb · Linux | One bar | — | — | 2 of 6 | — | 4.9 |
Is your app on this list?
Numbered spots on this list can be sponsored. They are labelled, and the editorial order and scores never change for payment.
Questions about this list
Which GPU cluster management software is ranked first on Freedom251?
dstack is ranked #1 of 21 with a score of 6.7. ClearML is second and GPUStack third.
How many of these have a free plan?
9 of the 21 on this page publish a free plan on their own pricing pages.
Which is the cheapest paid option?
On this page, ClearML has the lowest first paid tier we found: $15/mo.
How is this list ranked?
Ranked free-and-open first: a usable free tier and open-source code, then the platforms it runs on and its documentation. Paid placements never change a rank.