Alternatives

Getting Started alternatives for AI agents.

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

Current skill

Getting Started

This repository is a getting started guide to Singer.

80
Quality
82
Trust
1.3K
Stars
#1

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
#2

Data Science For Beginners

Similarity 128Trust 95Excellent 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
#3

Scikit Learn

Similarity 127Trust 92Excellent 100

scikit-learn: machine learning in Python

66K starsJun 13, 2026 pushdata-analysisPythonData Analysis
$ npx skills add scikit-learn/scikit-learn
#4

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
#5

Plotnine

Similarity 124Trust 93Excellent 100

A Grammar of Graphics for Python

4.6K starsJun 13, 2026 pushdata-analysisPythonData Analysis
$ npx skills add has2k1/plotnine
#6

Hamilton

Similarity 124Trust 96Excellent 100

Apache Hamilton helps data scientists and engineers define testable, modular, self-documenting dataflows, that encode lineage/tracing and metadata. Runs and scales everywhere python does.

2.5K starsJun 14, 2026 pushdata-analysisJupyter NotebookData Analysis
$ npx skills add apache/hamilton
#7

Fklearn

Similarity 121Trust 89Excellent 97

fklearn: Functional Machine Learning

1.5K starsJun 10, 2026 pushdata-analysisJupyter NotebookData Analysis
$ npx skills add nubank/fklearn
#8

Octosuite

Similarity 120Trust 86Excellent 94

Terminal-based toolkit for GitHub data analysis.

1.9K starsFeb 28, 2026 pushdata-analysisPythonData Analysis
$ npx skills add bellingcat/octosuite
#9

Streamlit

Similarity 120Trust 95Excellent 100

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

45K starsJun 14, 2026 pushdata-analysisPythonData Analysis
$ npx skills add streamlit/streamlit
#10

Knowledge Repo

Similarity 119Trust 86Strong 78

A next-generation curated knowledge sharing platform for data scientists and other technical professions.

5.5K starsSep 4, 2024 pushdata-analysisPythonData Analysis
$ npx skills add airbnb/knowledge-repo
#11

Gonum

Similarity 118Trust 95Excellent 100

Gonum is a set of numeric libraries for the Go programming language. It contains libraries for matrices, statistics, optimization, and more

8.4K starsMay 4, 2026 pushdata-analysisGoData Analysis
$ npx skills add gonum/gonum
#12

WeFlow

Similarity 117Trust 91Excellent 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
#13

Weibospider

Similarity 117Trust 79Strong 77

:zap: A distributed crawler for weibo, building with celery and requests.

4.8K starsJul 11, 2020 pushdata-analysisPythonData Analysis
$ npx skills add SpiderClub/weibospider
#14

Data Analysis And Machine Learning Projects

Similarity 117Trust 79Strong 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
#15

Siuba

Similarity 117Trust 85Strong 84

Python library for using dplyr like syntax with pandas and SQL

1.2K starsSep 24, 2025 pushdata-analysisPythonData Analysis
$ npx skills add machow/siuba
#16

Missingno

Similarity 117Trust 79Strong 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 Getting Started 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.