compare
BentoML vs KServe
The same facts for both, read from GitHub every night, and the relation a person reviewed.
| Fact | BentoML | KServe |
|---|---|---|
| Language | Python | Go |
| Licence | Apache-2.0 | Apache-2.0 |
| Stars | 8.9k | 6.1k |
| Latest | v1.4.39 | v0.21.0 |
| Last push | 2026-10-05 | 2026-10-06 |
| Release cadence | about 25 days between releases | too few releases |
| Active contributors | 2 commit authors on the default branch in the last 90 days | 50 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 →
PartialBentoMLPackages models as API services and container images to run anywhere.
PartialKServeKubernetes resources for serving predictive and generative models with autoscaling.
BentoML
- v1.4.392026-05-07ci: pre-commit autoupdate [skip ci] by @pre-commit-ci[bot] in
- v1.4.382026-04-02feat: native support for src-layout projects
- v1.4.372026-03-25docs: Update slack to forum link
- v1.4.362026-03-06fix: correct typo 'seperators' to 'separators'
- v1.4.352026-02-03fix(client): recreate connector on session refresh to prevent closed session errors
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
BentoML
✓ signed The latest release, v1.4.39, carries a signature GitHub verified.
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KServe
✓ signed The latest release, v0.21.0, carries a signature GitHub verified.
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