Analyze datasets

Best data analysis skills for AI agents

Discover skills for inspecting CSVs, summarizing datasets, creating charts, validating metrics, and helping agents reason over structured data.

Builders choosing skills for profile a dataset and generate charts. Ranked from the OpenAgentSkill index using quality, trust, freshness, adoption, and install readiness.

30
Ranked
694K
Stars
100
Top trust

Workflow

Profile a dataset

Workflow

Generate charts

Workflow

Explain business metrics

#1

Data Science For Beginners

32 fitTrust 100Excellent 100

10 Weeks, 20 Lessons, Data Science for All!

Excellent quality, 36K stars, and a 32 use-case fit score.

36K starsJun 10, 2026 pushProduction candidateJupyter NotebookData Analysis
$ npx skills add microsoft/Data-Science-For-Beginners
#2

Dtale

30 fitTrust 100Excellent 100

Visualizer for pandas data structures

Excellent quality, 5.2K stars, and a 30 use-case fit score.

5.2K starsMay 29, 2026 pushProduction candidateTypeScriptData Analysis
$ npx skills add man-group/dtale
#3

Metabase

29 fitTrust 100Excellent 100

The easy-to-use open source Business Intelligence and Embedded Analytics tool that lets everyone work with data :bar_chart:

Excellent quality, 48K stars, and a 29 use-case fit score.

48K starsJun 12, 2026 pushProduction candidateClojureData Analysis
$ npx skills add metabase/metabase
#4

Dataease

28 fitTrust 100Excellent 100

🔥 人人可用的开源 BI 工具,数据可视化神器。An open-source BI tool alternative to Tableau.

Excellent quality, 24K stars, and a 28 use-case fit score.

24K starsJun 12, 2026 pushProduction candidateJavaData Analysis
$ npx skills add dataease/dataease
#5

Pygwalker

28 fitTrust 100Excellent 100

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

Excellent quality, 16K stars, and a 28 use-case fit score.

16K starsJun 12, 2026 pushProduction candidatePythonData Analysis
$ npx skills add Kanaries/pygwalker
#6

Jimureport

27 fitTrust 100Excellent 100

免费的AI可视化报表。一句话描述需求,AI 自动生成报表与数据大屏;同时提供类 Excel 拖拽设计器,兼容 30 余种数据源,轻松应对各类复杂报表场景——帆软、Tableau 的高性价比开源替代。

Excellent quality, 8.0K stars, and a 27 use-case fit score.

8.0K starsMay 22, 2026 pushProduction candidateJavaData Analysis
$ npx skills add jeecgboot/jimureport
#7

Superset

27 fitTrust 100Excellent 100

Apache Superset is a Data Visualization and Data Exploration Platform

Excellent quality, 73K stars, and a 27 use-case fit score.

73K starsJun 12, 2026 pushProduction candidateTypeScriptData Analysis
$ npx skills add apache/superset
#8

Pandas

26 fitTrust 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

Excellent quality, 49K stars, and a 26 use-case fit score.

49K starsJun 11, 2026 pushProduction candidatePythonData Analysis
$ npx skills add pandas-dev/pandas
#9

Streamlit

26 fitTrust 100Excellent 100

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

Excellent quality, 45K stars, and a 26 use-case fit score.

45K starsJun 12, 2026 pushProduction candidatePythonData Analysis
$ npx skills add streamlit/streamlit
#10

Gradio

26 fitTrust 100Excellent 100

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

Excellent quality, 43K stars, and a 26 use-case fit score.

43K starsJun 12, 2026 pushProduction candidatePythonData Analysis
$ npx skills add gradio-app/gradio
#11

Reflex

26 fitTrust 100Excellent 100

🕸️ Web apps in pure Python 🐍

Excellent quality, 28K stars, and a 26 use-case fit score.

28K starsJun 12, 2026 pushProduction candidatePythonData Analysis
$ npx skills add reflex-dev/reflex
#12

Best Of Ml Python

25 fitTrust 100Excellent 100

🏆 A ranked list of awesome machine learning Python libraries. Updated weekly.

Excellent quality, 24K stars, and a 25 use-case fit score.

24K starsJun 11, 2026 pushProduction candidateData AnalysisClaude Code
$ npx skills add lukasmasuch/best-of-ml-python
#13

Fg Data Profiling

25 fitTrust 100Excellent 100

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

Excellent quality, 14K stars, and a 25 use-case fit score.

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

WeFlow

25 fitTrust 100Excellent 100

WeFlow - 一个本地的微信聊天记录导出和年度报告应用

Excellent quality, 12K stars, and a 25 use-case fit score.

12K starsJun 3, 2026 pushProduction candidateData AnalysisClaude Code
$ npx skills add hicccc77/WeFlow
#15

Statsmodels

25 fitTrust 100Excellent 100

Statsmodels: statistical modeling and econometrics in Python

Excellent quality, 11K stars, and a 25 use-case fit score.

11K starsJun 12, 2026 pushProduction candidatePythonData Analysis
$ npx skills add statsmodels/statsmodels
#16

Mito

24 fitTrust 100Excellent 100

Jupyter extensions that help you write code faster: Context aware AI Chat, Autocomplete, and Spreadsheet

Excellent quality, 2.6K stars, and a 24 use-case fit score.

2.6K starsJun 11, 2026 pushProduction candidateJupyter NotebookData Visualization
$ npx skills add mito-ds/mito
#17

Lance

24 fitTrust 100Excellent 100

Open Lakehouse Format for Multimodal AI. Convert from Parquet in 2 lines of code for 100x faster random access, vector index, and data versioning. Compatible with Pandas, DuckDB, Polars, Pyarrow, and PyTorch with more integrations coming..

Excellent quality, 6.6K stars, and a 24 use-case fit score.

6.6K starsJun 12, 2026 pushProduction candidateRustData Analysis
$ npx skills add lance-format/lance
#18

Data Juicer

24 fitTrust 100Excellent 100

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

Excellent quality, 6.5K stars, and a 24 use-case fit score.

6.5K starsJun 12, 2026 pushProduction candidatePythonData Analysis
$ npx skills add datajuicer/data-juicer
#19

Whodb

24 fitTrust 100Excellent 100

A lightweight next-gen data explorer - Postgres, MySQL, SQLite, MongoDB, Redis, MariaDB, Elastic Search, and Clickhouse with Chat interface

Excellent quality, 4.9K stars, and a 24 use-case fit score.

4.9K starsJun 12, 2026 pushProduction candidateGoData Analysis
$ npx skills add clidey/whodb
#20

Datascience

24 fitTrust 100Excellent 100

Curated list of Python resources for data science.

Excellent quality, 4.6K stars, and a 24 use-case fit score.

4.6K starsJun 5, 2026 pushProduction candidateData AnalysisClaude Code
$ npx skills add r0f1/datascience
#21

Running Page

24 fitTrust 100Excellent 100

Make your own running home page

Excellent quality, 4.5K stars, and a 24 use-case fit score.

4.5K starsJun 3, 2026 pushProduction candidatePythonData Analysis
$ npx skills add yihong0618/running_page
#22

Scikit Learn

23 fitTrust 100Excellent 100

scikit-learn: machine learning in Python

Excellent quality, 66K stars, and a 23 use-case fit score.

66K starsJun 11, 2026 pushProduction candidatePythonData Analysis
$ npx skills add scikit-learn/scikit-learn
#23

VTable

23 fitTrust 100Excellent 100

VTable is not just a high-performance multidimensional data analysis table, but also a grid artist that creates art between rows and columns.

Excellent quality, 3.6K stars, and a 23 use-case fit score.

3.6K starsJun 3, 2026 pushProduction candidateTypeScriptData Analysis
$ npx skills add VisActor/VTable
#24

Rio

23 fitTrust 100Excellent 100

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

Excellent quality, 3.4K stars, and a 23 use-case fit score.

3.4K starsJun 3, 2026 pushProduction candidatePythonData Analysis
$ npx skills add rio-labs/rio
#25

Graphic Walker

23 fitTrust 100Excellent 100

An open source alternative to Tableau. Embeddable visual analytic

Excellent quality, 3.2K stars, and a 23 use-case fit score.

3.2K starsMay 19, 2026 pushProduction candidateTypeScriptData Analysis
$ npx skills add Kanaries/graphic-walker
#26

BettaFish

23 fitTrust 100Excellent 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。

Excellent quality, 41K stars, and a 23 use-case fit score.

41K starsMay 24, 2026 pushProduction candidatePythonData Analysis
$ npx skills add 666ghj/BettaFish
#27

CyberChef

23 fitTrust 100Excellent 100

The Cyber Swiss Army Knife - a web app for encryption, encoding, compression and data analysis

Excellent quality, 35K stars, and a 23 use-case fit score.

35K starsJun 12, 2026 pushProduction candidateJavaScriptData Analysis
$ npx skills add gchq/CyberChef
#28

Scientific Agent Skills

23 fitTrust 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.

Excellent quality, 28K stars, and a 23 use-case fit score.

28K starsJun 12, 2026 pushProduction candidatePythonData Analysis
$ npx skills add K-Dense-AI/scientific-agent-skills
#29

FinceptTerminal

23 fitTrust 100Excellent 100

FinceptTerminal is a modern finance application offering advanced market analytics, investment research, and economic data tools, designed for interactive exploration and data-driven decision-making in a user-friendly environment.

Excellent quality, 26K stars, and a 23 use-case fit score.

26K starsJun 11, 2026 pushProduction candidateC++Economic Data
$ npx skills add Fincept-Corporation/FinceptTerminal
#30

Airbyte

22 fitTrust 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.

Excellent quality, 21K stars, and a 22 use-case fit score.

21K starsJun 13, 2026 pushProduction candidatePythonData Analysis
$ npx skills add airbytehq/airbyte

Selection method

How this list is ranked

OpenAgentSkill scores each candidate against the workflow keywords, then balances fit with GitHub stars, quality signals, trust profile, maintenance freshness, and whether there is a clear install path.

How does OpenAgentSkill rank data analysis?

The ranking combines workflow fit, quality score, trust profile, GitHub adoption, maintenance freshness, and whether a clear install path exists.

Should I install the top skill immediately?

No. Treat the list as a shortlist, open the skill detail page, inspect the repository and license, then test the install command in a sandbox workflow.

Can my agent consume this ranking through an API?

Yes. Use /api/skills/search with the related task or /api/agent/rankings?slug=best-data-analysis-skills to fetch ranked skill data.