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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.

SignalDeeptime

Deep learning meets molecular dynamics.

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
49/100
Needs review
100/100
Excellent
100/100
Excellent
100/100
Excellent
Decision verdict
39/100
Needs manual review

Do a manual repository review before adding this to an agent workflow.

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.

Adoption190 stars
0 installs
45K stars
0 installs
43K stars
0 installs
24K stars
0 installs
FreshnessMay 3, 2019Jun 14, 2026Jun 17, 2026Jun 11, 2026
Use-case fit
Data analysisCoding agentsRAG and knowledge
Data analysisGitHub automationCoding agents
Data analysisGitHub automationCoding agents
Data analysisGitHub automationCoding agents
Stack fit
Coding review agentContent growth agent
Content growth agentCoding review agent
Coding review agentBrowser QA agent
Content growth agentCoding review agent
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 · builders willing to evaluate younger projectsData 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 markovmodel/deeptime
$ npx skills add streamlit/streamlit
$ npx skills add gradio-app/gradio
$ npx skills add lukasmasuch/best-of-ml-python