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

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

Strongest overall

Streamlit

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

Fastest prototype

Streamlit

Best first install candidate based on install readiness and adoption.

Freshest repo

Gradio

Most recent maintenance signal among this shortlist.

SignalHyperlearn

2-2000x faster ML algos, 50% less memory usage, works on all hardware - new and old.

Streamlit

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

Gradio

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

Best Of Ml Python

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

Quality
74/100
Strong
100/100
Excellent
100/100
Excellent
100/100
Excellent
Decision verdict
76/100
Strong shortlist

Shortlist this skill and compare it with close alternatives before production adoption.

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.

Adoption2.5K stars
0 installs
45K stars
0 installs
43K stars
0 installs
24K stars
0 installs
FreshnessNov 19, 2024Jun 14, 2026Jun 17, 2026Jun 11, 2026
Use-case fit
Workflow fit
Platform hintsJupyter Notebook, Data Analysis, Claude CodePython, Data Analysis, Claude CodePython, Data Analysis, Claude CodeData Analysis, Claude Code, OpenAI Agents
WarningsRepository looks stale · No OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yet
Best forData 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 signalsData analysis workflows · Claude Code teams · teams that value GitHub adoption signals
Not ideal forteams that require actively maintained dependencies · production agents without a repository 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 engagement0 views
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Install
$ npx skills add unslothai/hyperlearn
$ npx skills add streamlit/streamlit
$ npx skills add gradio-app/gradio
$ npx skills add lukasmasuch/best-of-ml-python