Alternatives

Cookbook 2nd Code alternatives for AI agents.

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

Current skill

Cookbook 2nd Code

Code of the IPython Cookbook, Second Edition, by Cyrille Rossant, Packt Publishing 2018 [read-only repository]

55
Quality
75
Trust
741
Stars
#1

Gradio

Similarity 135Trust 90Excellent 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
#2

Streamlit

Similarity 135Trust 88Excellent 100

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

45K starsJun 14, 2026 pushdata-analysisPythonData Analysis
$ npx skills add streamlit/streamlit
#3

Data Science For Beginners

Similarity 133Trust 88Excellent 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

Scikit Learn

Similarity 127Trust 88Excellent 100

scikit-learn: machine learning in Python

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

Reflex

Similarity 126Trust 88Excellent 100

🕸️ Web apps in pure Python 🐍

29K starsJun 13, 2026 pushdata-analysisPythonData Analysis
$ npx skills add reflex-dev/reflex
#6

Best Of Ml Python

Similarity 126Trust 88Excellent 100

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

24K starsJun 11, 2026 pushdata-analysisData AnalysisOpenAI Agents
$ npx skills add lukasmasuch/best-of-ml-python
#7

Imbalanced Learn

Similarity 124Trust 89Excellent 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
#8

Ipython

Similarity 120Trust 89Excellent 100

Official repository for IPython itself. Other repos in the IPython organization contain things like the website, documentation builds, etc.

17K starsJun 15, 2026 pushdata-analysisPythonNotebook
$ npx skills add ipython/ipython
#9

Pandas

Similarity 119Trust 90Excellent 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
#10

Akshare

Similarity 118Trust 90Excellent 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
#11

Docker Stacks

Similarity 118Trust 86Excellent 100

Ready-to-run Docker images containing Jupyter applications

8.4K starsJun 20, 2026 pushdata-analysisPythonNotebook
$ npx skills add jupyter/docker-stacks
#12

Fg Data Profiling

Similarity 117Trust 89Excellent 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
#13

OpenRefine

Similarity 117Trust 90Excellent 100

OpenRefine is a free, open source power tool for working with messy data and improving it

12K starsJun 12, 2026 pushdata-analysisJavaData Analysis
$ npx skills add OpenRefine/OpenRefine
#14

Notebook

Similarity 117Trust 88Excellent 100

Jupyter Interactive Notebook

13K starsJun 19, 2026 pushdata-analysisJupyter NotebookNotebook
$ npx skills add jupyter/notebook
#15

Statsmodels

Similarity 117Trust 88Excellent 100

Statsmodels: statistical modeling and econometrics in Python

11K starsJun 12, 2026 pushdata-analysisPythonData Analysis
$ npx skills add statsmodels/statsmodels
#16

Jimureport

Similarity 116Trust 89Excellent 100

免费的AI可视化报表。一句话描述需求,AI 自动生成报表与数据大屏;同时提供类 Excel 拖拽设计器,兼容 30 余种数据源,轻松应对各类复杂报表场景——帆软、Tableau 的高性价比开源替代。

8.0K starsMay 22, 2026 pushdata-analysisJavaData Analysis
$ npx skills add jeecgboot/jimureport

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 Cookbook 2nd Code 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.