#1
10 Weeks, 20 Lessons, Data Science for All!
36K starsJun 10, 2026 pushdata-analysisJupyter NotebookData Analysis
$ npx skills add microsoft/Data-Science-For-BeginnersAlternatives
Kangas alternatives for AI agents.
Compare similar skills by workflow fit, trust score, quality, GitHub adoption, maintenance, and install readiness.
Current skill
Kangas
🦘 Explore multimedia datasets at scale
71
Quality
84
Trust
1.1K
Stars
#2
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#3
fklearn: Functional Machine Learning
1.5K starsJun 10, 2026 pushdata-analysisJupyter NotebookData Analysis
$ npx skills add nubank/fklearn#4
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#5
100 data puzzles for pandas, ranging from short and simple to super tricky (60% complete)
3.0K starsJul 10, 2024 pushdata-analysisJupyter NotebookData Analysis
$ npx skills add ajcr/100-pandas-puzzles#6
interactive notebooks from Planet Engineering
673 starsJun 12, 2026 pushdata-analysisJupyter NotebookData Analysis
$ npx skills add planetlabs/notebooks#7
PyMC educational resources
2.1K starsDec 23, 2024 pushdata-analysisJupyter NotebookData Analysis
$ npx skills add pymc-devs/pymc-resources#8
利用Python进行数据分析 第二版 (2017) 中文翻译笔记
4.7K starsMay 8, 2018 pushdata-analysisJupyter NotebookData Analysis
$ npx skills add BrambleXu/pydata-notebook#9
Kotlin DataFrame: typesafe in-memory structured data processing for JVM
1.0K starsJun 12, 2026 pushdata-analysisKotlinData Analysis
$ npx skills add Kotlin/dataframe#10
Practical Full-Stack Machine Learning
708 starsMar 29, 2023 pushdata-analysisJupyter NotebookData Analysis
$ npx skills add BindiChen/machine-learning#11
Apache Hamilton helps data scientists and engineers define testable, modular, self-documenting dataflows, that encode lineage/tracing and metadata. Runs and scales everywhere python does.
2.5K starsJun 14, 2026 pushdata-analysisJupyter NotebookData Analysis
$ npx skills add apache/hamilton#12
Book_6_《数据有道》 | 鸢尾花书：从加减乘除到机器学习；欢迎大家批评指正！纠错多的同学会得到赠书感谢！
2.7K starsMay 1, 2026 pushdata-analysisJupyter NotebookData Visualization
$ npx skills add Visualize-ML/Book6_First-Course-in-Data-Science#13
小型金融知识图谱构建流程（neo4j / python / cypher / KG）
3.1K starsJul 7, 2024 pushdata-analysisJupyter NotebookData Analysis
$ npx skills add jm199504/Financial-Knowledge-Graphs#14
Kernel Density Estimation in Python
645 starsMay 6, 2026 pushdata-analysisJupyter NotebookData Analysis
$ npx skills add tommyod/KDEpy#15
”数学不难“ 之 《线性代数不难》上下册，66话题完册；欢迎批评指正
2.3K starsMay 1, 2026 pushdata-analysisJupyter NotebookData Visualization
$ npx skills add Visualize-ML/Linear-Algebra-Made-Easy---Learn-with-Python-and-Visualization#16
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/pandasHow 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 Kangas if it already passes your workflow test and repository review.
Next step
Compare top candidates side by side
Open the compare page, test the install commands in a sandbox, and check each repository before using a skill in production.