Alternatives

BettaFish alternatives for AI agents.

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

Current skill

BettaFish

微舆:人人可用的多Agent舆情分析助手,打破信息茧房,还原舆情原貌,预测未来走向,辅助决策!从0实现,不依赖任何框架。

100
Quality
100
Trust
41K
Stars
#1

Scikit Learn

Similarity 119Trust 100Excellent 100

scikit-learn: machine learning in Python

66K starsJun 11, 2026 pushdata-analysisPythonData Analysis
$ npx skills add scikit-learn/scikit-learn
#2

Pandas

Similarity 119Trust 100Excellent 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 11, 2026 pushdata-analysisPythonData Analysis
$ npx skills add pandas-dev/pandas
#3

Streamlit

Similarity 119Trust 100Excellent 100

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

45K starsJun 12, 2026 pushdata-analysisPythonData Analysis
$ npx skills add streamlit/streamlit
#4

Gradio

Similarity 119Trust 100Excellent 100

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

43K starsJun 12, 2026 pushdata-analysisPythonData Analysis
$ npx skills add gradio-app/gradio
#5

Reflex

Similarity 118Trust 100Excellent 100

🕸️ Web apps in pure Python 🐍

28K starsJun 12, 2026 pushdata-analysisPythonData Analysis
$ npx skills add reflex-dev/reflex
#6

Scientific Agent Skills

Similarity 118Trust 100Excellent 100

Turn any AI agent into an AI Scientist. The #1 Agent Skills library for science, used by 160,000+ scientists worldwide. 140 ready-to-use skills plus 100+ scientific databases covering biology, chemistry, medicine, and drug discovery. Compatible with Cursor, Claude Code, Codex, Antigravity, and the open Agent Skills standard.

28K starsJun 12, 2026 pushdata-analysisPythonData Analysis
$ npx skills add K-Dense-AI/scientific-agent-skills
#7

Airbyte

Similarity 118Trust 100Excellent 100

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 13, 2026 pushdata-analysisPythonData Analysis
$ npx skills add airbytehq/airbyte
#8

Akshare

Similarity 118Trust 100Excellent 100

AKShare is an elegant and simple financial data interface library for Python, built for human beings! 开源财经数据接口库

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

Pygwalker

Similarity 117Trust 100Excellent 100

PyGWalker: Turn your dataframe into an interactive UI for visual analysis

16K starsJun 12, 2026 pushdata-analysisPythonData Analysis
$ npx skills add Kanaries/pygwalker
#10

Fg Data Profiling

Similarity 117Trust 100Excellent 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
#11

Statsmodels

Similarity 117Trust 100Excellent 100

Statsmodels: statistical modeling and econometrics in Python

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

Imbalanced Learn

Similarity 116Trust 100Excellent 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
#13

Data Juicer

Similarity 116Trust 100Excellent 100

Data processing for and with foundation models! 🍎 🍋 🌽 ➡️ ➡️🍸 🍹 🍷

6.5K starsJun 12, 2026 pushdata-analysisPythonData Analysis
$ npx skills add datajuicer/data-juicer
#14

Plotnine

Similarity 115Trust 100Excellent 100

A Grammar of Graphics for Python

4.6K starsJun 11, 2026 pushdata-analysisPythonData Analysis
$ npx skills add has2k1/plotnine
#15

Running Page

Similarity 115Trust 100Excellent 100

Make your own running home page

4.5K starsJun 3, 2026 pushdata-analysisPythonData Analysis
$ npx skills add yihong0618/running_page
#16

Rio

Similarity 115Trust 100Excellent 100

WebApps in pure Python. No JavaScript, HTML and CSS needed

3.4K starsJun 3, 2026 pushdata-analysisPythonData Analysis
$ npx skills add rio-labs/rio

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 BettaFish 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.