Alternatives

Iris alternatives for AI agents.

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

Current skill

Iris

A powerful, format-agnostic, and community-driven Python package for analysing and visualising Earth science data

86
Quality
89
Trust
716
Stars
#1

Pandas

Similarity 134Trust 98Excellent 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
#2

Streamlit

Similarity 134Trust 95Excellent 100

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

45K starsJun 14, 2026 pushdata-analysisPythonData Analysis
$ npx skills add streamlit/streamlit
#3

Imbalanced Learn

Similarity 132Trust 97Excellent 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
#4

Plotnine

Similarity 130Trust 93Excellent 100

A Grammar of Graphics for Python

4.6K starsJun 13, 2026 pushdata-analysisPythonData Analysis
$ npx skills add has2k1/plotnine
#5

Data Science For Beginners

Similarity 128Trust 95Excellent 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
#6

Octosuite

Similarity 126Trust 86Excellent 94

Terminal-based toolkit for GitHub data analysis.

1.9K starsFeb 28, 2026 pushdata-analysisPythonData Analysis
$ npx skills add bellingcat/octosuite
#7

Scientific Agent Skills

Similarity 126Trust 98Excellent 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, Pi, Antigravity, and the open Agent Skills standard.

28K starsJun 13, 2026 pushdata-analysisPythonData Analysis
$ npx skills add K-Dense-AI/scientific-agent-skills
#8

BettaFish

Similarity 126Trust 95Excellent 100

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。

41K starsMay 24, 2026 pushdata-analysisPythonData Analysis
$ npx skills add 666ghj/BettaFish
#9

Reflex

Similarity 126Trust 95Excellent 100

🕸️ Web apps in pure Python 🐍

29K starsJun 13, 2026 pushdata-analysisPythonData Analysis
$ npx skills add reflex-dev/reflex
#10

Akshare

Similarity 126Trust 98Excellent 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
#11

Scikit Learn

Similarity 125Trust 92Excellent 100

scikit-learn: machine learning in Python

66K starsJun 13, 2026 pushdata-analysisPythonData Analysis
$ npx skills add scikit-learn/scikit-learn
#12

Airbyte

Similarity 125Trust 94Excellent 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 14, 2026 pushdata-analysisPythonData Analysis
$ npx skills add airbytehq/airbyte
#13

Knowledge Repo

Similarity 125Trust 86Strong 78

A next-generation curated knowledge sharing platform for data scientists and other technical professions.

5.5K starsSep 4, 2024 pushdata-analysisPythonData Analysis
$ npx skills add airbnb/knowledge-repo
#14

Statsmodels

Similarity 124Trust 95Excellent 100

Statsmodels: statistical modeling and econometrics in Python

11K starsJun 12, 2026 pushdata-analysisPythonData Analysis
$ npx skills add statsmodels/statsmodels
#15

Python Mini Project

Similarity 124Trust 82Strong 77

🙌 Welcome open-source Python mini-project contributions!

4.3K starsAug 16, 2024 pushdata-analysisPythonData Analysis
$ npx skills add ndleah/python-mini-project
#16

Plotly Resampler

Similarity 123Trust 86Strong 84

Visualize large time series data with plotly.py

1.2K starsDec 6, 2025 pushdata-analysisPythonData Analysis
$ npx skills add predict-idlab/plotly-resampler

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 Iris 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.