Alternatives

Data Scientist Handbook alternatives for AI agents.

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

Current skill

Data Scientist Handbook

Curated Data Science resources (Free & Paid) to help aspiring and experienced data scientists learn, grow, and advance their careers.

80
Quality
85
Trust
1.4K
Stars
#1

Streamlit

Similarity 136Trust 95Excellent 100

Streamlit — A faster way to build and share data apps.

45K starsJun 14, 2026 pushdata-analysisPythonData Analysis
$ npx skills add streamlit/streamlit
#2

Scikit Learn

Similarity 136Trust 93Excellent 100

scikit-learn: machine learning in Python

66K starsJun 13, 2026 pushdata-analysisPythonData Analysis
$ npx skills add scikit-learn/scikit-learn
#3

Imbalanced Learn

Similarity 134Trust 97Excellent 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
#4

Fklearn

Similarity 129Trust 90Excellent 97

fklearn: Functional Machine Learning

1.5K starsJun 10, 2026 pushdata-analysisJupyter NotebookData Analysis
$ npx skills add nubank/fklearn
#5

Gradio

Similarity 129Trust 99Excellent 100

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

43K starsJun 15, 2026 pushdata-analysisPythonData Analysis
$ npx skills add gradio-app/gradio
#6

Pandas

Similarity 128Trust 98Excellent 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
#7

Data Science For Beginners

Similarity 128Trust 96Excellent 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
#8

AI Expert Roadmap

Similarity 127Trust 90Excellent 100

Roadmap to becoming an Artificial Intelligence Expert in 2022

31K starsSep 12, 2025 pushdata-analysisJavaScriptData Analysis
$ npx skills add AMAI-GmbH/AI-Expert-Roadmap
#9

Data Analysis And Machine Learning Projects

Similarity 126Trust 83Strong 74

Repository of teaching materials, code, and data for my data analysis and machine learning projects.

6.7K starsJun 21, 2023 pushdata-analysisJupyter NotebookData Analysis
$ npx skills add rhiever/Data-Analysis-and-Machine-Learning-Projects
#10

Skore

Similarity 125Trust 88Excellent 85

Track your Data Science. Skore's open-source Python library accelerates ML model development with automated evaluation reports, smart methodological guidance, and comprehensive cross-validation analysis.

640 starsJun 12, 2026 pushdata-analysisPythonData Analysis
$ npx skills add probabl-ai/skore
#11

Mlcourse.AI

Similarity 124Trust 88Excellent 98

Open Machine Learning Course

11K starsMar 1, 2026 pushdata-analysisPythonData Analysis
$ npx skills add Yorko/mlcourse.ai
#12

Awesome Python Data Science

Similarity 123Trust 91Excellent 100

Probably the best curated list of data science software in Python.

3.5K starsApr 13, 2026 pushdata-analysisData AnalysisClaude Code
$ npx skills add krzjoa/awesome-python-data-science
#13

Nfstream

Similarity 122Trust 92Excellent 100

NFStream: a Flexible Network Data Analysis Framework.

1.2K starsJun 9, 2026 pushdata-analysisPythonData Analysis
$ npx skills add nfstream/nfstream
#14

Data Science On Gcp

Similarity 121Trust 93Excellent 93

Source code accompanying book: Data Science on the Google Cloud Platform, Valliappa Lakshmanan, O'Reilly 2017

1.4K starsFeb 20, 2026 pushdata-analysisJupyter NotebookData Analysis
$ npx skills add GoogleCloudPlatform/data-science-on-gcp
#15

Reflex

Similarity 120Trust 95Excellent 100

🕸️ Web apps in pure Python 🐍

29K starsJun 13, 2026 pushdata-analysisPythonData Analysis
$ npx skills add reflex-dev/reflex
#16

Akshare

Similarity 120Trust 98Excellent 100

AKShare is an elegant and simple financial data interface library for Python, built for human beings! 开源财经数据接口库

20K starsMay 27, 2026 pushdata-analysisPythonData Analysis
$ npx skills add akfamily/akshare

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 Scientist Handbook if it already passes your workflow test and repository review.

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