1
scikit-learn
scikit-learn.orgAlso covers machine learning, programming, and python
The scikit-learn documentation covers machine learning tools and methods for Python.
Alternatives
The Best XGBoost Alternatives in 2026
24 alternatives2 free · 12 open source
Looking for something like XGBoost? Here are 24 alternatives, ranked by how closely they match it on purpose, features and platforms. Of these, 2 are free or have a free plan and 12 are open source.
Scalable, Portable and Distributed Gradient Boosting (GBDT, GBRT or GBM) Library.
Top picks at a glance
First suggestionscikit-learnThe scikit-learn documentation covers machine learning…Free or freemium optionshimmytokThe shimmytok project provides a pure Rust GGUF tokenizer…Open source optionrb-libsvmrb-libsvm provides Ruby bindings for the LIBSVM machine…
Quick comparison
| # | Alternative | Pricing | Open source | Platforms |
|---|---|---|---|---|
| 1 | scikit-learn | — | Not stated | Web |
| 2 | rb-libsvm | — | Yes | — |
| 3 | shimmytok | Free | Yes | — |
| 4 | ML.NET | — | Yes | — |
| 5 | pgmpy | — | Yes | — |
| 6 | python-frog | — | Yes | Linux, macOS, Windows |
| 7 | Libpython-clj | — | Yes | — |
| 8 | python-timbl | — | Yes | macOS |
| 9 | MLJ | — | Not stated | — |
| 10 | Treat | — | Not stated | — |
All XGBoost alternatives
2
Also covers machine learning, open source, and programming · same kind of open-source project
rb-libsvm provides Ruby bindings for the LIBSVM machine learning library.
3
Also covers machine learning, open source, and programming · same kind of open-source project · free
The shimmytok project provides a pure Rust GGUF tokenizer compatible with llama.cpp and ready for WebAssembly.
4
Also covers machine learning, open source, and programming · same kind of open-source project
ML.NET provides an open source, cross platform machine learning framework for .NET applications.
5
Also covers open source, programming, and python · same kind of open-source project
pgmpy provides Python tools for causal inference and probabilistic reasoning.
6
Also covers open source, programming, and python · same kind of open-source project
Python bindings for Frog expose Dutch NLP functions such as tagging, lemmatization, named entity recognition, and parsing.
7
Also covers open source, programming, and python · same kind of open-source project
libpython-clj provides Python bindings that connect Python libraries with Clojure code.
8
Also covers machine learning, open source, and python · same kind of open-source project
python-timbl exposes the TiMBL C++ programming interface to Python scripts.
9
MLJ
github.com/alan-turing-institute/MLJ.jlAlso covers machine learning and programming · same kind of open-source project
The MLJ project provides machine learning tools and a framework for Julia.
10
Treat
github.com/louismullie/treatAlso covers machine learning and programming · same kind of open-source project
Treat supplies Ruby developers with a framework for natural language processing.
11
OpenNLP
opennlp.apache.orgAlso covers machine learning and programming
Apache OpenNLP is a machine learning based toolkit for the processing of natural language text.
12
Python
python.orgAlso covers machine learning and programming
Python.org is the official site for the Python programming language and its documentation.
13
visualml.io
visualml.ioAlso covers machine learning and programming
The visualml.io site introduces a machine learning toolkit built with JavaScript.
14
LMQL
lmql.aiAlso covers programming and python · same kind of open-source project
LMQL provides a programming language for interactions with large language models.
15
Polyglot
github.com/aboSamoor/polyglotAlso covers programming and python · same kind of open-source project
Polyglot provides multilingual text processing tools for natural language processing.
16
xonsh shell
github.com/xonsh/xonshAlso covers programming and python · same kind of open-source project
xonsh is a Python-powered shell described as full-featured, cross-platform, and AI-friendly.
17
Also covers programming and python · free
Run Python with RustPython, an open-source Python 3 interpreter written in Rust.
18
FoLiA format
proycon.github.io/foliaAlso covers programming and python
FoLiA is an XML format for linguistic annotation of written language resources such as corpora.
19
Codigo
codigolangs.comAlso covers programming and python
Search and compare programming languages in Codigo, a directory that also publishes language news and examples.
20
Tribou
tribuo.orgAlso covers machine learning and python
Tribuo provides machine learning tools in Java, according to its project title.
21
Also covers open source and programming · same kind of open-source project
The Twitter Text Java library tokenizes and parses text according to platform text requirements.
22
Also covers open source and programming · same kind of open-source project
The stdlib project provides a numerical library for JavaScript and TypeScript applications.
23
Also covers open source and programming · same kind of open-source project
Explore GitHub Awesome lists through AwesomeExplorer, a web app for finding repositories and resources.
24
Also covers open source and programming · same kind of open-source project
JEnv for Windows switches the active Java version with a short command.
No alternatives match this filter.
Alternatives to similar tools
Twitter Text Java24 alternativesAwexplor.github.io24 alternativesJEnv For Windows24 alternativespython-timbl24 alternativesOpenNLP24 alternativesPolyglot24 alternatives
What is the best alternative to XGBoost?
Based on features, tags and platforms, the closest alternatives to XGBoost are scikit-learn, rb-libsvm, and shimmytok.
Is there a free alternative to XGBoost?
Yes. shimmytok and RustPython are free or offer a free plan.
Are there open-source alternatives to XGBoost?
Yes: rb-libsvm, shimmytok, ML.NET, and pgmpy.
Alternatives are suggested from the purpose and features described in our listings. Different pages for the same product appear once. Read each description to check whether it fits your task. How we choose alternatives · Suggest an alternative