Alternatives

BAP alternatives for AI agents.

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

Current skill

BAP

Bayesian Analysis with Python (Second Edition)

49
Quality
73
Trust
678
Stars
#1

Data Science For Beginners

Similarity 150Trust 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
#2

Fklearn

Similarity 135Trust 90Excellent 97

fklearn: Functional Machine Learning

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

Data Analysis And Machine Learning Projects

Similarity 132Trust 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
#4

100 Pandas Puzzles

Similarity 131Trust 87Strong 75

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
#5

Notebooks

Similarity 131Trust 84Excellent 86

interactive notebooks from Planet Engineering

673 starsJun 12, 2026 pushdata-analysisJupyter NotebookData Analysis
$ npx skills add planetlabs/notebooks
#6

Book6 First Course In Data Science

Similarity 129Trust 87Excellent 95

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
#7

Financial Knowledge Graphs

Similarity 129Trust 79Strong 70

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
#8

KDEpy

Similarity 129Trust 84Strong 79

Kernel Density Estimation in Python

645 starsMay 6, 2026 pushdata-analysisJupyter NotebookData Analysis
$ npx skills add tommyod/KDEpy
#9

”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
#10

Pandas

Similarity 128Trust 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
#11

Streamlit

Similarity 128Trust 95Excellent 100

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

45K starsJun 14, 2026 pushdata-analysisPythonData Analysis
$ npx skills add streamlit/streamlit
#12

Scikit Learn

Similarity 128Trust 93Excellent 100

scikit-learn: machine learning in Python

66K starsJun 13, 2026 pushdata-analysisPythonData Analysis
$ npx skills add scikit-learn/scikit-learn
#13

Data Science On Gcp

Similarity 127Trust 93Excellent 93

Source code accompanying book: Data Science on the Google Cloud Platform, Valliappa Lakshmanan, O'Reilly 2017

1.4K starsFeb 20, 2026 pushdata-analysisJupyter NotebookData Analysis
$ npx skills add GoogleCloudPlatform/data-science-on-gcp
#14

WeFlow

Similarity 126Trust 92Excellent 100

WeFlow - 一个本地的微信聊天记录导出和年度报告应用

12K starsJun 3, 2026 pushdata-analysisData AnalysisClaude Code
$ npx skills add hicccc77/WeFlow
#15

Imbalanced Learn

Similarity 126Trust 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
#16

Missingno

Similarity 126Trust 82Strong 77

Missing data visualization module for Python.

4.2K starsMay 14, 2024 pushdata-analysisPythonData Analysis
$ npx skills add ResidentMario/missingno

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 BAP 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.