Star0

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

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

Strongest overall

Gradio

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

Fastest prototype

Gradio

Best first install candidate based on install readiness and adoption.

Freshest repo

Gradio

Most recent maintenance signal among this shortlist.

SignalNfstream

NFStream: a Flexible Network Data Analysis Framework.

Pycm

Multi-class confusion matrix library in Python

AI Expert Roadmap

Roadmap to becoming an Artificial Intelligence Expert in 2022

Gradio

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

Quality
100/100
Excellent
97/100
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.

Adoption1.2K stars
0 installs
1.5K stars
0 installs
31K stars
0 installs
43K stars
0 installs
FreshnessJun 9, 2026Jun 12, 2026Sep 12, 2025Jun 17, 2026
Use-case fit
GitHub automationData analysisCoding agents
GitHub automationData analysisCoding agents
GitHub automationData analysisCoding agents
Data analysisGitHub automationCoding agents
Stack fit
Coding review agentContent growth agent
Coding review agentContent growth agent
Content growth agentCoding review agent
Coding review agentBrowser QA agent
Platform hintsPython, Data Analysis, Claude CodePython, Data Analysis, Claude CodeJavaScript, Data Analysis, Claude CodePython, Data Analysis, Claude Code
WarningsNo major risk signals from current metadataNo major risk signals from current metadataNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yet
Best forGitHub automation workflows · Claude Code teams · teams that value GitHub adoption signalsGitHub automation workflows · Claude Code teams · teams that value GitHub adoption signalsGitHub automation 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 engagement2 views
0 install copies
2 views
0 install copies
0 views
0 install copies
0 views
0 install copies
Install
$ npx skills add nfstream/nfstream
$ npx skills add sepandhaghighi/pycm
$ npx skills add AMAI-GmbH/AI-Expert-Roadmap
$ npx skills add gradio-app/gradio