Skill comparison

Compare agent skills before installing.

Put high-signal skills side by side and inspect quality, adoption, freshness, install readiness, use-case fit, and warnings in one place.

Comparing 4 skills

Use this as a shortlist, then open the skill detail page before adopting.

Add more skills

Decision summary

Pandas is the strongest overall pick here because it has a 100/100 readiness score and fits Data analysis.

Strongest overall

Pandas

Use this as a leading candidate, then validate the README and install path in your own agent stack.

Fastest prototype

Pandas

Best first install candidate based on install readiness and adoption.

Freshest repo

Streamlit

Most recent maintenance signal among this shortlist.

SignalFlyte

Dynamic, resilient AI orchestration. Coordinate data, models, and compute as you build AI workflows.

Pandas

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

Streamlit

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

Data Science For Beginners

10 Weeks, 20 Lessons, Data Science for All!

Quality
100/100
Excellent
100/100
Excellent
100/100
Excellent
100/100
Excellent
Decision verdict
100/100
Production-ready

Use this as a leading candidate, then validate the README and install path in your own agent stack.

100/100
Production-ready

Use this as a leading candidate, then validate the README and install path in your own agent stack.

100/100
Production-ready

Use this as a leading candidate, then validate the README and install path in your own agent stack.

100/100
Production-ready

Use this as a leading candidate, then validate the README and install path in your own agent stack.

Adoption7.1K stars
0 installs
49K stars
0 installs
45K stars
0 installs
36K stars
0 installs
FreshnessJun 12, 2026Jun 14, 2026Jun 14, 2026Jun 10, 2026
Use-case fit
Stack fit
Platform hintsGo, Data Analysis, Claude CodePython, Data Analysis, Claude CodePython, Data Analysis, Claude CodeJupyter Notebook, Data Analysis, Claude Code
WarningsNo major risk signals from current metadataNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo major risk signals from current metadata
Best forGitHub automation workflows · Claude Code teams · teams that value GitHub adoption signalsData analysis workflows · Claude Code teams · teams that value GitHub adoption signalsData analysis workflows · Claude Code teams · teams that value GitHub adoption signalsData analysis workflows · Claude Code teams · teams that value GitHub adoption signals
Not ideal forteams that need a vendor-supported SLA · high-compliance environments without internal security reviewteams that need a vendor-supported SLA · high-compliance environments without internal security reviewteams that need a vendor-supported SLA · high-compliance environments without internal security reviewteams that need a vendor-supported SLA · high-compliance environments without internal security review
OpenAgentSkill engagement3 views
0 install copies
0 views
0 install copies
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Install
$ npx skills add flyteorg/flyte
$ npx skills add pandas-dev/pandas
$ npx skills add streamlit/streamlit
$ npx skills add microsoft/Data-Science-For-Beginners