pgmpy provides Python tools for causal inference and probabilistic reasoning.
The Best xonsh shell Alternatives in 2026
Looking for something like xonsh shell? 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 16 are open source.
xonsh is a Python-powered shell described as full-featured, cross-platform, and AI-friendly.
Top picks at a glance
Quick comparison
| # | Alternative | Pricing | Open source | Platforms |
|---|---|---|---|---|
| 1 | pgmpy | — | Yes | — |
| 2 | python-frog | — | Yes | Linux, macOS, Windows |
| 3 | Libpython-clj | — | Yes | — |
| 4 | RustPython | Free | Yes | Web |
| 5 | scikit-learn | — | Not stated | Web |
| 6 | LMQL | — | Not stated | Web |
| 7 | Polyglot | — | Not stated | — |
| 8 | XGBoost | — | Yes | — |
| 9 | FoLiA format | — | Not stated | Web |
| 10 | Codigo | — | Not stated | Web |
All xonsh shell alternatives
Python bindings for Frog expose Dutch NLP functions such as tagging, lemmatization, named entity recognition, and parsing.
libpython-clj provides Python bindings that connect Python libraries with Clojure code.
Run Python with RustPython, an open-source Python 3 interpreter written in Rust.
scikit-learn
scikit-learn.orgThe scikit-learn documentation covers machine learning tools and methods for Python.
LMQL
lmql.aiLMQL provides a programming language for interactions with large language models.
Polyglot
github.com/aboSamoor/polyglotPolyglot provides multilingual text processing tools for natural language processing.
Scalable, Portable and Distributed Gradient Boosting (GBDT, GBRT or GBM) Library.
FoLiA format
proycon.github.io/foliaFoLiA is an XML format for linguistic annotation of written language resources such as corpora.
Codigo
codigolangs.comSearch and compare programming languages in Codigo, a directory that also publishes language news and examples.
ML.NET provides an open source, cross platform machine learning framework for .NET applications.
Python
python.orgPython.org is the official site for the Python programming language and its documentation.
Explore GitHub Awesome lists through AwesomeExplorer, a web app for finding repositories and resources.
The Twitter Text Java library tokenizes and parses text according to platform text requirements.
JEnv for Windows switches the active Java version with a short command.
Frog combines memory based NLP modules for Dutch, including tagging, lemmatization, morphology analysis, and dependency parsing.
GUI
github.com/Col-E/Recaf-LauncherLaunch Recaf 4 or later with Recaf Launcher, which documents GUI and command-line usage.
Decompile Java bytecode to Java source with Fernflower, used in IntelliJ IDEA.
The shimmytok project provides a pure Rust GGUF tokenizer compatible with llama.cpp and ready for WebAssembly.
The go-geom package provides geometry types for geospatial applications written in Go.
Retext processes natural language through a plugin based toolkit in the unified JavaScript ecosystem.
kixistats
github.com/MastodonC/kixi.statsA library of statistical distribution sampling and transducing functions.
MixedModels.jl fits statistical mixed effects models using the Julia programming language.
Natural provides general purpose natural language processing utilities for applications built with Node.js.
Alternatives to similar tools
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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



















