OpenAgentSkill guide

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.

When to use this guide

Start from the job, then shortlist the tools.

Profile a dataset

Use quality and freshness signals to decide whether a skill belongs in this workflow.

Generate charts

Use quality and freshness signals to decide whether a skill belongs in this workflow.

Explain business metrics

Use quality and freshness signals to decide whether a skill belongs in this workflow.

Validate spreadsheet outputs

Use quality and freshness signals to decide whether a skill belongs in this workflow.

Shortlist

Top skills to evaluate

Compare top 4
#1Data Science For BeginnersExcellent · 10036K stars

10 Weeks, 20 Lessons, Data Science for All!

Best fit: High-confidence pick with strong adoption and healthy maintenance signals.

#2PygwalkerExcellent · 10016K stars

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

Best fit: High-confidence pick with strong adoption and healthy maintenance signals.

#3PandasExcellent · 10049K stars

Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R data.frame objects, statistical functions, and much more

Best fit: High-confidence pick with strong adoption and healthy maintenance signals.

#4StreamlitExcellent · 10045K stars

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

Best fit: High-confidence pick with strong adoption and healthy maintenance signals.

#5GradioExcellent · 10043K stars

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

Best fit: High-confidence pick with strong adoption and healthy maintenance signals.

#6ReflexExcellent · 10029K stars

🕸️ Web apps in pure Python 🐍

Best fit: High-confidence pick with strong adoption and healthy maintenance signals.

#7Best Of Ml PythonExcellent · 10024K stars

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

Best fit: High-confidence pick with strong adoption and healthy maintenance signals.

#8D3Excellent · 100113K stars

Bring data to life with SVG, Canvas and HTML. :bar_chart::chart_with_upwards_trend::tada:

Best fit: High-confidence pick with strong adoption and healthy maintenance signals.

#9Fg Data ProfilingExcellent · 10014K stars

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

Best fit: High-confidence pick with strong adoption and healthy maintenance signals.

#10WeFlowExcellent · 10012K stars

WeFlow - 一个本地的微信聊天记录导出和年度报告应用

Best fit: High-confidence pick with strong adoption and healthy maintenance signals.