#1
Apache Airflow - A platform to programmatically author, schedule, and monitor workflows
46K starsJun 20, 2026 pushdata-analysisPythonETL
$ npx skills add apache/airflowAlternatives
Tributary alternatives for AI agents.
Compare similar skills by workflow fit, trust score, quality, GitHub adoption, maintenance, and install readiness.
Current skill
Tributary
Streaming reactive and dataflow graphs in Python
78
Quality
78
Trust
466
Stars
#2
Empowering Data Intelligence with Distributed SQL for Sharding, Scalability, and Security Across All Databases.
21K starsJun 25, 2026 pushdata-analysisJavaData Pipeline
$ npx skills add apache/shardingsphere#3
Change data capture for a variety of databases. Please log issues at https://github.com/debezium/dbz/issues.
13K starsJun 12, 2026 pushdata-analysisJavaData Pipeline
$ npx skills add debezium/debezium#4
The leader in Customer Data Infrastructure
7.0K starsJun 17, 2026 pushdata-analysisScalaData Pipeline
$ npx skills add snowplow/snowplow#5
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#6
scikit-learn: machine learning in Python
66K starsJun 17, 2026 pushdata-analysisPythonData Analysis
$ npx skills add scikit-learn/scikit-learn#7
Streamlit — A faster way to build and share data apps.
45K starsJun 14, 2026 pushdata-analysisPythonData Analysis
$ npx skills add streamlit/streamlit#8
Python ETL framework for stream processing, real-time analytics, LLM pipelines, and RAG.
63K starsJul 2, 2026 pushdata-analysisPythonETL
$ npx skills add pathwaycom/pathway#9
Open-source data movement for ELT pipelines and AI agents — from APIs, databases & files to warehouses, lakes, and AI applications. Both self-hosted and Cloud.
21K starsJun 14, 2026 pushdata-analysisPythonData Analysis
$ npx skills add airbytehq/airbyte#10
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#11
SQL databases in Python, designed for simplicity, compatibility, and robustness.
18K starsJun 18, 2026 pushdata-analysisPythonSQL
$ npx skills add fastapi/sqlmodel#12
matplotlib: plotting with Python
23K starsJun 16, 2026 pushdata-analysisPythonData Visualization
$ npx skills add matplotlib/matplotlib#13
100 numpy exercises (with solutions)
14K starsApr 29, 2026 pushdata-analysisPythonNotebook
$ npx skills add rougier/numpy-100#14
The Database Toolkit for Python
12K starsJun 18, 2026 pushdata-analysisPythonSQL
$ npx skills add sqlalchemy/sqlalchemy#15
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#16
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-learnHow 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 Tributary 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.