#1
🏆 A ranked list of awesome machine learning Python libraries. Updated weekly.
24K starsJun 11, 2026 pushdata-analysisData AnalysisClaude Code
$ npx skills add lukasmasuch/best-of-ml-pythonAlternatives
My Data Competition Experience alternatives for AI agents.
Compare similar skills by workflow fit, trust score, quality, GitHub adoption, maintenance, and install readiness.
Current skill
My Data Competition Experience
本人多次机器学习与大数据竞赛Top5的经验总结，满满的干货，拿好不谢
47
Quality
66
Trust
395
Stars
#2
Streamlit — A faster way to build and share data apps.
45K starsJun 14, 2026 pushdata-analysisPythonData Analysis
$ npx skills add streamlit/streamlit#3
Official repository of Trino, the distributed SQL query engine for big data, formerly known as PrestoSQL (https://trino.io)
13K starsJun 20, 2026 pushdata-analysisJavaSQL
$ npx skills add trinodb/trino#4
SQL databases in Python, designed for simplicity, compatibility, and robustness.
18K starsJun 18, 2026 pushdata-analysisPythonSQL
$ npx skills add fastapi/sqlmodel#5
The Database Toolkit for Python
12K starsJun 18, 2026 pushdata-analysisPythonSQL
$ npx skills add sqlalchemy/sqlalchemy#6
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#7
Python SQL Parser and Transpiler
9.3K starsJun 20, 2026 pushdata-analysisPythonSQL
$ npx skills add tobymao/sqlglot#8
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#9
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#10
TiDB is built for agentic workloads that grow unpredictably, with ACID guarantees and native support for transactions, analytics, and vector search. No data silos. No noisy neighbors. No infrastructure ceiling.
40K starsJun 20, 2026 pushdata-analysisGoSQL
$ npx skills add pingcap/tidb#11
Feature-rich ORM for modern Node.js and TypeScript, it supports PostgreSQL (with JSON and JSONB support), MySQL, MariaDB, SQLite, MS SQL Server, Snowflake, Oracle DB, DB2 and DB2 for IBM i.
30K starsJun 20, 2026 pushdata-analysisTypeScriptSQL
$ npx skills add sequelize/sequelize#12
🕸️ Web apps in pure Python 🐍
29K starsJun 13, 2026 pushdata-analysisPythonData Analysis
$ npx skills add reflex-dev/reflex#13
Free universal database tool and SQL client
51K starsJun 20, 2026 pushdata-analysisJavaSQL
$ npx skills add dbeaver/dbeaver#14
ClickHouse® is a real-time analytics database management system
48K starsJun 21, 2026 pushdata-analysisC++SQL
$ npx skills add ClickHouse/ClickHouse#15
Apache Spark - A unified analytics engine for large-scale data processing
43K starsJun 20, 2026 pushdata-analysisScalaSQL
$ npx skills add apache/spark#16
DuckDB is an analytical in-process SQL database management system
39K starsJun 20, 2026 pushdata-analysisC++SQL
$ npx skills add duckdb/duckdbHow 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 My Data Competition Experience 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.