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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

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

Strongest overall

ChatLab

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

Fastest prototype

ChatLab

Best first install candidate based on install readiness and adoption.

Freshest repo

ChatLab

Most recent maintenance signal among this shortlist.

SignalRath

Next generation of automated data exploratory analysis and visualization platform.

ChatLab

Local-first chat history analyzer with AI. | 本地优先的 AI 聊天记录分析工具

Dtale

Visualizer for pandas data structures

Danfojs

Danfo.js is an open source, JavaScript library providing high performance, intuitive, and easy to use data structures for manipulating and processing structured data.

Quality
98/100
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.

Adoption4.7K stars
0 installs
6.7K stars
0 installs
5.2K stars
0 installs
5.1K stars
0 installs
FreshnessMar 10, 2026Jun 14, 2026May 29, 2026Apr 15, 2026
Use-case fit
Data analysisCoding agentsRAG and knowledge
Data analysisCoding agentsRAG and knowledge
Data analysisGitHub automationCoding agents
Data analysisBrowser automationGitHub automation
Stack fit
Content growth agentCoding review agent
Content growth agentCoding review agent
Content growth agentCoding review agent
Browser QA agentContent growth agent
Platform hintsTypeScript, Data Analysis, Claude CodeTypeScript, Data Analysis, Claude CodeTypeScript, Data Analysis, Claude CodeTypeScript, Data Analysis, Claude Code
WarningsNo OpenAgentSkill engagement data yetNo major risk signals from current metadataNo 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 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 engagement0 views
0 install copies
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0 install copies
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Install
$ npx skills add Kanaries/Rath
$ npx skills add ChatLab/ChatLab
$ npx skills add man-group/dtale
$ npx skills add javascriptdata/danfojs