#1
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/ipythonAlternatives
Spotify Recommendation Engine alternatives for AI agents.
Compare similar skills by workflow fit, trust score, quality, GitHub adoption, maintenance, and install readiness.
Current skill
Spotify Recommendation Engine
Music Recommender System
50
Quality
67
Trust
263
Stars
#2
Jupyter Interactive Notebook
13K starsJun 19, 2026 pushdata-analysisJupyter NotebookNotebook
$ npx skills add jupyter/notebook#3
Streamlit — A faster way to build and share data apps.
45K starsJun 14, 2026 pushdata-analysisPythonData Analysis
$ npx skills add streamlit/streamlit#4
10 Weeks, 20 Lessons, Data Science for All!
36K starsJun 10, 2026 pushdata-analysisJupyter NotebookData Analysis
$ npx skills add microsoft/Data-Science-For-Beginners#5
An Open Source implementation of Notebook LM with more flexibility and features
32K starsJun 18, 2026 pushdata-analysisTypeScriptNotebook
$ npx skills add lfnovo/open-notebook#6
Ready-to-run Docker images containing Jupyter applications
8.4K starsJun 20, 2026 pushdata-analysisPythonNotebook
$ npx skills add jupyter/docker-stacks#7
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#8
scikit-learn: machine learning in Python
66K starsJun 17, 2026 pushdata-analysisPythonData Analysis
$ npx skills add scikit-learn/scikit-learn#9
Apache Spark - A unified analytics engine for large-scale data processing
43K starsJun 20, 2026 pushdata-analysisScalaSQL
$ npx skills add apache/spark#10
$ npx skills add apache/flink#11
SQL databases in Python, designed for simplicity, compatibility, and robustness.
18K starsJun 18, 2026 pushdata-analysisPythonSQL
$ npx skills add fastapi/sqlmodel#12
Generate type-safe code from SQL
18K starsJun 19, 2026 pushdata-analysisGoSQL
$ npx skills add sqlc-dev/sqlc#13
The Database Toolkit for Python
12K starsJun 18, 2026 pushdata-analysisPythonSQL
$ npx skills add sqlalchemy/sqlalchemy#14
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
Apache Beam is a unified programming model for Batch and Streaming data processing.
8.6K starsJun 20, 2026 pushdata-analysisJavaSQL
$ npx skills add apache/beam#16
Apache DataFusion SQL Query Engine
8.9K starsJun 20, 2026 pushdata-analysisRustSQL
$ npx skills add apache/datafusionHow 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 Spotify Recommendation Engine 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.