compare
KServe vs MLServer
The same facts for both, read from GitHub every night, and the relation a person reviewed.
| Fact | KServe | MLServer |
|---|---|---|
| Language | Go | Python |
| Licence | Apache-2.0 | Apache-2.0 |
| Stars | 6.1k | 900 |
| Latest | v0.21.0 | 1.7.1 |
| Last push | 2026-10-06 | 2026-10-05 |
| Release cadence | too few releases | about 95 days between releases |
| Active contributors | 50 commit authors on the default branch in the last 90 days | 0 commit authors on the default branch in the last 90 days |
| Flags | none | none |
How they relate
Both replace Amazon SageMaker. Alternatives to Amazon SageMaker →
PartialKServeKubernetes resources for serving predictive and generative models with autoscaling.
PartialMLServerA Python inference server speaking the V2 inference protocol.
KServe
- v0.21.02026-09-25refactor(e2e): auto-assign llminferenceservice & consolidate markers
- v0.21.0-rc12026-09-23refactor(e2e): auto-assign llminferenceservice & consolidate markerspre-release
- v0.21.0-rc02026-09-10refactor(e2e): auto-assign llminferenceservice & consolidate markerspre-release
- v0.20.02026-08-06fix(ci): add debug messages to print 403 issues
- v0.20.0-rc12026-08-03feat(llmisvc): drop old flag to support new TLS flag for disagg-sidecarpre-release
MLServer
- 1.7.12025-06-06Set a lower bound for mlflow in mlserver-mlflow
- 1.7.02025-04-11MLServer has now support for Python 3.11 and 3.12 by @shivakrishnaah in (#1951)
- 1.6.12024-09-10MLServer now offers an option to use pre-existing Python environments by specifying a path to the environment to be use…
- 1.6.02024-06-26MLServer supports Pydantic V2.
- 1.5.02024-03-05Update CHANGELOG
KServe
✓ signed The latest release, v0.21.0, carries a signature GitHub verified.
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MLServer
unsigned The latest release, 1.7.1, carries no signature GitHub could verify.
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