Alternatives

Penaltyblog alternatives for AI agents.

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

Current skill

Penaltyblog

โšฝ High-performance football analytics: build data pipelines, scrape data, model matches, rank teams, and bet smarter | Powered by www.pena.lt/y ๐Ÿš€

77
Quality
79
Trust
188
Stars
#1

Nautilus Trader

Similarity 104Trust 90Excellent 100

Production-grade Rust-native trading engine with deterministic event-driven architecture

23K starsJun 14, 2026 pushsports-analyticsRustSports Analytics
$ npx skills add nautechsystems/nautilus_trader
#2

Pandas

Similarity 83Trust 90Excellent 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
#3

Gradio

Similarity 83Trust 90Excellent 100

Build and share delightful machine learning apps, all in Python. ๐ŸŒŸ Star to support our work!

43K starsJun 17, 2026 pushdata-analysisPythonData Analysis
$ npx skills add gradio-app/gradio
#4

Scikit Learn

Similarity 83Trust 88Excellent 100

scikit-learn: machine learning in Python

66K starsJun 17, 2026 pushdata-analysisPythonData Analysis
$ npx skills add scikit-learn/scikit-learn
#5

Streamlit

Similarity 83Trust 88Excellent 100

Streamlit โ€” A faster way to build and share data apps.

45K starsJun 14, 2026 pushdata-analysisPythonData Analysis
$ npx skills add streamlit/streamlit
#6

SpaCy

Similarity 83Trust 88Excellent 100

๐Ÿ’ซ Industrial-strength Natural Language Processing (NLP) in Python

34K starsMay 19, 2026 pushml-automationPythonMachine Learning
$ npx skills add explosion/spaCy
#7

Reflex

Similarity 82Trust 88Excellent 100

๐Ÿ•ธ๏ธ Web apps in pure Python ๐Ÿ

29K starsJun 13, 2026 pushdata-analysisPythonData Analysis
$ npx skills add reflex-dev/reflex
#8

Akshare

Similarity 82Trust 90Excellent 100

AKShare is an elegant and simple financial data interface library for Python, built for human beings! ๅผ€ๆบ่ดข็ปๆ•ฐๆฎๆŽฅๅฃๅบ“

20K starsMay 27, 2026 pushdata-analysisPythonData Analysis
$ npx skills add akfamily/akshare
#9

Dagster

Similarity 82Trust 90Excellent 100

An orchestration platform for the development, production, and observation of data assets.

16K starsJun 12, 2026 pushautomationPythonWorkflow
$ npx skills add dagster-io/dagster
#10

Matplotlib

Similarity 82Trust 85Excellent 100

matplotlib: plotting with Python

23K starsJun 16, 2026 pushdata-analysisPythonData Visualization
$ npx skills add matplotlib/matplotlib
#11

Fg Data Profiling

Similarity 81Trust 89Excellent 100

1 Line of code data quality profiling & exploratory data analysis for Pandas and Spark DataFrames.

14K starsApr 22, 2026 pushdata-analysisPythonData Analysis
$ npx skills add Data-Centric-AI-Community/fg-data-profiling
#12

Statsmodels

Similarity 81Trust 88Excellent 100

Statsmodels: statistical modeling and econometrics in Python

11K starsJun 12, 2026 pushdata-analysisPythonData Analysis
$ npx skills add statsmodels/statsmodels
#13

Imbalanced Learn

Similarity 80Trust 89Excellent 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
#14

Folium

Similarity 79Trust 84Excellent 96

Python Data. Leaflet.js Maps.

7.4K starsJun 15, 2026 pushdata-analysisPythonData Visualization
$ npx skills add python-visualization/folium
#15

StatsBomb Open Data

Similarity 77Trust 78Excellent 100

Open football event data for match analysis, xG research, scouting, and World Cup-style dashboards.

3.9K starsJun 1, 2026 pushSports AnalyticsPythonCodex
$ npx skills add statsbomb/open-data
#16

Data Science For Beginners

Similarity 77Trust 88Excellent 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

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 Penaltyblog 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.