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Model serving

Serve trained machine learning models behind an API, with batching, scaling and versioning.

Side by side

Model serving
ToolStarsLicenceTermsSelf-hostedLanguageLatestLast push
Triton Inference Server11kBSD-3-ClauseOpen sourceYesPythonv2.73.02026-10-06
BentoML8.9kApache-2.0Open sourceYesPythonv1.4.392026-10-05
KServe6.1kApache-2.0Open sourceYesGov0.21.02026-10-06
MLServer900Apache-2.0Open sourceYesPython1.7.12026-10-05

4 tools

BentoML

The easiest way to serve AI apps and models - Build Model Inference APIs, Job queues, LLM apps, Multi-model pipelines, and more!

Language
Python
Licence
Apache-2.0
Stars
8.9k
Latest
v1.4.39
Last push
2026-10-05
KServe

Standardized Distributed Generative and Predictive AI Inference Platform for Scalable, Multi-Framework Deployment on Kubernetes

Language
Go
Licence
Apache-2.0
Stars
6.1k
Latest
v0.21.0
Last push
2026-10-06
MLServer

An inference server for your machine learning models, including support for multiple frameworks, multi-model serving and more

Language
Python
Licence
Apache-2.0
Stars
900
Latest
1.7.1
Last push
2026-10-05

What these tools replace