Alternatives

Rumale alternatives for AI agents.

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

Current skill

Rumale

Rumale is a machine learning library in Ruby

81
Quality
84
Trust
913
Stars
#1

Imbalanced Learn

Similarity 142Trust 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
#2

Fklearn

Similarity 137Trust 90Excellent 97

fklearn: Functional Machine Learning

1.5K starsJun 10, 2026 pushdata-analysisJupyter NotebookData Analysis
$ npx skills add nubank/fklearn
#3

Pandas

Similarity 136Trust 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
#4

Data Science For Beginners

Similarity 136Trust 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
#5

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
#6

Scikit Learn

Similarity 136Trust 93Excellent 100

scikit-learn: machine learning in Python

66K starsJun 17, 2026 pushdata-analysisPythonData Analysis
$ npx skills add scikit-learn/scikit-learn
#7

Nannyml

Similarity 135Trust 87Excellent 87

nannyml: post-deployment data science in python

2.1K starsJul 12, 2025 pushdata-analysisPythonData Analysis
$ npx skills add NannyML/nannyml
#8

AI Expert Roadmap

Similarity 135Trust 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 134Trust 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 133Trust 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 132Trust 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 131Trust 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

DATAGEN

Similarity 130Trust 93Excellent 98

DATAGEN: AI-driven multi-agent research assistant automating hypothesis generation, data analysis, and report writing.

1.8K starsApr 27, 2026 pushdata-analysisPythonData Analysis
$ npx skills add starpig1129/DATAGEN
#14

Nfstream

Similarity 130Trust 92Excellent 100

NFStream: a Flexible Network Data Analysis Framework.

1.2K starsJun 9, 2026 pushdata-analysisPythonData Analysis
$ npx skills add nfstream/nfstream
#15

Dataframe

Similarity 129Trust 92Excellent 100

Kotlin DataFrame: typesafe in-memory structured data processing for JVM

1.0K starsJun 12, 2026 pushdata-analysisKotlinData Analysis
$ npx skills add Kotlin/dataframe
#16

Pycm

Similarity 129Trust 90Excellent 97

Multi-class confusion matrix library in Python

1.5K starsJun 12, 2026 pushdata-analysisPythonData Analysis
$ npx skills add sepandhaghighi/pycm

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 Rumale 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.