Alternatives

Best Of Ml Python alternatives for AI agents.

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

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Best Of Ml Python

🏆 A ranked list of awesome machine learning Python libraries. Updated weekly.

100
Quality
100
Trust
24K
Stars
#1

Streamlit

Similarity 137Trust 100Excellent 100

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

45K starsJun 12, 2026 pushdata-analysisPythonData Analysis
$ npx skills add streamlit/streamlit
#2

Gradio

Similarity 137Trust 100Excellent 100

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

43K starsJun 12, 2026 pushdata-analysisPythonData Analysis
$ npx skills add gradio-app/gradio
#3

Data Science For Beginners

Similarity 129Trust 100Excellent 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
#4

Reflex

Similarity 128Trust 100Excellent 100

🕸️ Web apps in pure Python 🐍

28K starsJun 12, 2026 pushdata-analysisPythonData Analysis
$ npx skills add reflex-dev/reflex
#5

Fg Data Profiling

Similarity 127Trust 100Excellent 100

1 Line of code data quality profiling & exploratory data analysis for Pandas and Spark DataFrames.

14K starsApr 22, 2026 pushdata-analysisPythonData Analysis
$ npx skills add Data-Centric-AI-Community/fg-data-profiling
#6

Lance

Similarity 126Trust 100Excellent 100

Open Lakehouse Format for Multimodal AI. Convert from Parquet in 2 lines of code for 100x faster random access, vector index, and data versioning. Compatible with Pandas, DuckDB, Polars, Pyarrow, and PyTorch with more integrations coming..

6.6K starsJun 12, 2026 pushdata-analysisRustData Analysis
$ npx skills add lance-format/lance
#7

Data Juicer

Similarity 126Trust 100Excellent 100

Data processing for and with foundation models! 🍎 🍋 🌽 ➡️ ➡️🍸 🍹 🍷

6.5K starsJun 12, 2026 pushdata-analysisPythonData Analysis
$ npx skills add datajuicer/data-juicer
#8

Dtale

Similarity 126Trust 100Excellent 100

Visualizer for pandas data structures

5.2K starsMay 29, 2026 pushdata-analysisTypeScriptData Analysis
$ npx skills add man-group/dtale
#9

Matplotplusplus

Similarity 125Trust 100Excellent 100

Matplot++: A C++ Graphics Library for Data Visualization 📊🗾

4.9K starsApr 2, 2026 pushdata-analysisC++Data Analysis
$ npx skills add alandefreitas/matplotplusplus
#10

Datascience

Similarity 125Trust 100Excellent 100

Curated list of Python resources for data science.

4.6K starsJun 5, 2026 pushdata-analysisData AnalysisClaude Code
$ npx skills add r0f1/datascience
#11

Rio

Similarity 125Trust 100Excellent 100

WebApps in pure Python. No JavaScript, HTML and CSS needed

3.4K starsJun 3, 2026 pushdata-analysisPythonData Analysis
$ npx skills add rio-labs/rio
#12

Deepnote

Similarity 125Trust 100Excellent 100

Deepnote is a drop-in replacement for Jupyter with an AI-first design, sleek UI, new blocks, and native data integrations. Use Python, R, and SQL locally in your favorite IDE, then scale to Deepnote cloud for real-time collaboration, Deepnote agent, and deployable data apps. https://deepnote.com/

2.9K starsJun 7, 2026 pushdata-analysisTypeScriptData Analysis
$ npx skills add deepnote/deepnote
#13

Mito

Similarity 124Trust 100Excellent 100

Jupyter extensions that help you write code faster: Context aware AI Chat, Autocomplete, and Spreadsheet

2.6K starsJun 4, 2026 pushdata-analysisJupyter NotebookData Analysis
$ npx skills add mito-ds/mito
#14

PyPOTS

Similarity 124Trust 100Excellent 100

A Python toolkit/library for reality-centric machine/deep learning & data mining on partially-observed time series, with 50+ SOTA neural network models for scientific analysis tasks (imputation, classification, clustering, forecasting, anomaly detection, cleaning) on incomplete industrial irregularly-sampled multivariate TS with NaN missing values

2.0K starsJun 9, 2026 pushdata-analysisPythonData Analysis
$ npx skills add WenjieDu/PyPOTS
#15

Scikit Learn

Similarity 121Trust 100Excellent 100

scikit-learn: machine learning in Python

66K starsJun 11, 2026 pushdata-analysisPythonData Analysis
$ npx skills add scikit-learn/scikit-learn
#16

Pandas

Similarity 121Trust 100Excellent 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 11, 2026 pushdata-analysisPythonData Analysis
$ npx skills add pandas-dev/pandas

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 Best Of Ml Python if it already passes your workflow test and repository review.

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