Alternatives

Data Science Your Way alternatives for AI agents.

Compare similar skills by workflow fit, trust score, quality, GitHub adoption, maintenance, and install readiness.

Current skill

Data Science Your Way

Ways of doing Data Science Engineering and Machine Learning in R and Python

49
Quality
70
Trust
616
Stars
#1

Ipython

Similarity 142Trust 93Excellent 100

Official repository for IPython itself. Other repos in the IPython organization contain things like the website, documentation builds, etc.

17K starsJun 15, 2026 pushdata-analysisPythonNotebook
$ npx skills add ipython/ipython
#2

Notebook

Similarity 132Trust 92Excellent 100

Jupyter Interactive Notebook

13K starsJun 19, 2026 pushdata-analysisJupyter NotebookNotebook
$ npx skills add jupyter/notebook
#3

Streamlit

Similarity 129Trust 92Excellent 100

Streamlit β€” A faster way to build and share data apps.

45K starsJun 14, 2026 pushdata-analysisPythonData Analysis
$ npx skills add streamlit/streamlit
#4

Data Science For Beginners

Similarity 127Trust 92Excellent 100

10 Weeks, 20 Lessons, Data Science for All!

36K starsJun 10, 2026 pushdata-analysisJupyter NotebookData Analysis
$ npx skills add microsoft/Data-Science-For-Beginners
#5

Imbalanced Learn

Similarity 127Trust 92Excellent 100

A Python Package to Tackle the Curse of Imbalanced Datasets in Machine Learning

7.1K starsJun 7, 2026 pushdata-analysisPythonData Analysis
$ npx skills add scikit-learn-contrib/imbalanced-learn
#6

Numpy 100

Similarity 126Trust 90Excellent 100

100 numpy exercises (with solutions)

14K starsApr 29, 2026 pushdata-analysisPythonNotebook
$ npx skills add rougier/numpy-100
#7

Docker Stacks

Similarity 125Trust 90Excellent 100

Ready-to-run Docker images containing Jupyter applications

8.4K starsJun 20, 2026 pushdata-analysisPythonNotebook
$ npx skills add jupyter/docker-stacks
#8

Pandas

Similarity 122Trust 94Excellent 100

Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R data.frame objects, statistical functions, and much more

49K starsJun 14, 2026 pushdata-analysisPythonData Analysis
$ npx skills add pandas-dev/pandas
#9

Scikit Learn

Similarity 121Trust 90Excellent 100

scikit-learn: machine learning in Python

66K starsJun 17, 2026 pushdata-analysisPythonData Analysis
$ npx skills add scikit-learn/scikit-learn
#10

Open Notebook

Similarity 119Trust 92Excellent 100

An Open Source implementation of Notebook LM with more flexibility and features

32K starsJun 18, 2026 pushdata-analysisTypeScriptNotebook
$ npx skills add lfnovo/open-notebook
#11

Fsnotes

Similarity 116Trust 90Excellent 100

Notes manager for macOS/iOS

7.4K starsJun 7, 2026 pushdata-analysisSwiftNotebook
$ npx skills add glushchenko/fsnotes
#12

Gradio

Similarity 114Trust 94Excellent 100

Build and share delightful machine learning apps, all in Python. 🌟 Star to support our work!

43K starsJun 17, 2026 pushdata-analysisPythonData Analysis
$ npx skills add gradio-app/gradio
#13

Reflex

Similarity 113Trust 92Excellent 100

πŸ•ΈοΈ Web apps in pure Python 🐍

29K starsJun 13, 2026 pushdata-analysisPythonData Analysis
$ npx skills add reflex-dev/reflex
#14

Spark

Similarity 113Trust 90Excellent 100

Apache Spark - A unified analytics engine for large-scale data processing

43K starsJun 20, 2026 pushdata-analysisScalaSQL
$ npx skills add apache/spark
#15

Best Of Ml Python

Similarity 113Trust 92Excellent 100

πŸ† A ranked list of awesome machine learning Python libraries. Updated weekly.

24K starsJun 11, 2026 pushdata-analysisData AnalysisClaude Code
$ npx skills add lukasmasuch/best-of-ml-python
#16

Flink

Similarity 113Trust 90Excellent 100

Apache Flink

26K starsJun 20, 2026 pushdata-analysisJavaSQL
$ npx skills add apache/flink

How to choose

When should you switch?

Use an alternative when it has a clearer install path, higher trust score, fresher maintenance, or better platform fit for your current agent stack. Keep Data Science Your Way if it already passes your workflow test and repository review.

Next step

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