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

D3 is the strongest overall pick here because it has a 100/100 readiness score and fits Data analysis.

Strongest overall

D3

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

Fastest prototype

D3

Best first install candidate based on install readiness and adoption.

Freshest repo

agent-browser

Most recent maintenance signal among this shortlist.

Signalagent-browser

Automates browser interactions for web testing, form filling, screenshots, and data extraction. Use when the user needs to navigate websites, interact with web pages, fill forms, take screenshots, test web applications, or extract information from web pages.

D3

Bring data to life with SVG, Canvas and HTML. :bar_chart::chart_with_upwards_trend::tada:

Echarts

Apache ECharts is a powerful, interactive charting and data visualization library for browser

Data Science For Beginners

10 Weeks, 20 Lessons, Data Science for All!

Quality
57/100
Promising
100/100
Excellent
100/100
Excellent
100/100
Excellent
Decision verdict
56/100
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.

Adoption33 stars
Verified outcomes are shown on each skill page
113K stars
Verified outcomes are shown on each skill page
67K stars
Verified outcomes are shown on each skill page
36K stars
Verified outcomes are shown on each skill page
FreshnessAug 20, 2026May 28, 2026Jun 2, 2026Jun 10, 2026
Use-case fit
Workflow fit
Platform hintsClaude Code, Browser agentsShell, Data Visualization, Claude CodeTypeScript, Data Visualization, Claude Code, Browser agentsJupyter Notebook, Data Analysis, Claude Code
WarningsLow GitHub adoption signal · License metadata inconsistency: SKILL.md declares Apache-2.0 (matching upstream), but plugin.json declares MIT. This could cause legal ambiguity for users. · No OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yet
Best forTesting and QA 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 need a vendor-supported SLA · 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
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Install
$ npx skills add shipshitdev/skills --skill agent-browser
$ npx skills add d3/d3
$ npx skills add apache/echarts
$ npx skills add microsoft/Data-Science-For-Beginners