Alternatives

Visualize ML alternatives for AI agents.

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

Current skill

Visualize ML

Python package for consolidated and extensive Univariate,Bivariate Data Analysis and Visualization catering to both categorical and continuous datasets.

49
Quality
72
Trust
205
Stars
#1

Imbalanced Learn

Similarity 147Trust 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
#2

Pandas

Similarity 142Trust 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
#3

Streamlit

Similarity 141Trust 92Excellent 100

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

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

Scikit Learn

Similarity 141Trust 90Excellent 100

scikit-learn: machine learning in Python

66K starsJun 17, 2026 pushdata-analysisPythonData Analysis
$ npx skills add scikit-learn/scikit-learn
#5

Data Science For Beginners

Similarity 135Trust 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
#6

Pygwalker

Similarity 132Trust 91Excellent 100

PyGWalker: Turn your dataframe into an interactive UI for visual analysis

16K starsJun 20, 2026 pushdata-analysisPythonData Analysis
$ npx skills add Kanaries/pygwalker
#7

Sqlmodel

Similarity 126Trust 92Excellent 100

SQL databases in Python, designed for simplicity, compatibility, and robustness.

18K starsJun 18, 2026 pushdata-analysisPythonSQL
$ npx skills add fastapi/sqlmodel
#8

Matplotlib

Similarity 126Trust 88Excellent 100

matplotlib: plotting with Python

23K starsJun 16, 2026 pushdata-analysisPythonData Visualization
$ npx skills add matplotlib/matplotlib
#9

Gradio

Similarity 126Trust 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
#10

Numpy 100

Similarity 126Trust 90Excellent 100

100 numpy exercises (with solutions)

14K starsApr 29, 2026 pushdata-analysisPythonNotebook
$ npx skills add rougier/numpy-100
#11

Scientific Agent Skills

Similarity 125Trust 93Excellent 100

Turn any AI agent into an AI Scientist. The #1 Agent Skills library for science, used by 160,000+ scientists worldwide. 140 ready-to-use skills plus 100+ scientific databases covering biology, chemistry, medicine, and drug discovery. Compatible with Cursor, Claude Code, Codex, Pi, Antigravity, and the open Agent Skills standard.

30K starsJul 1, 2026 pushdata-analysisPythonData Analysis
$ npx skills add K-Dense-AI/scientific-agent-skills
#12

Sqlalchemy

Similarity 125Trust 90Excellent 100

The Database Toolkit for Python

12K starsJun 18, 2026 pushdata-analysisPythonSQL
$ npx skills add sqlalchemy/sqlalchemy
#13

Reflex

Similarity 125Trust 92Excellent 100

🕸️ Web apps in pure Python 🐍

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

Sqlfluff

Similarity 125Trust 91Excellent 100

A modular SQL linter and auto-formatter with support for multiple dialects and templated code.

9.8K starsJun 19, 2026 pushdata-analysisPythonSQL
$ npx skills add sqlfluff/sqlfluff
#15

BettaFish

Similarity 125Trust 90Excellent 100

微舆:人人可用的多Agent舆情分析助手,打破信息茧房,还原舆情原貌,预测未来走向,辅助决策!从0实现,不依赖任何框架。

41K starsMay 24, 2026 pushdata-analysisPythonData Analysis
$ npx skills add 666ghj/BettaFish
#16

Akshare

Similarity 125Trust 92Excellent 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 Visualize ML 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.