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.

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Decision summary

Marimo is the strongest overall pick here because it has a 100/100 readiness score and fits Coding agents.

Strongest overall

Marimo

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

Fastest prototype

Marimo

Best first install candidate based on install readiness and adoption.

Freshest repo

Marimo

Most recent maintenance signal among this shortlist.

SignalViolit

Pure Python Web Framework. Streamlit simplicity, no reruns.

Marimo

A reactive notebook for Python — run reproducible experiments, query with SQL, execute as a script, deploy as an app, and version with git. Stored as pure Python. All in a modern, AI-native editor.

Dvc

🦉 Data Versioning and ML Experiments

Iii

Effortlessly compose, extend, and observe every service in real-time for the first time ever.

Quality
78/100
Strong
100/100
Excellent
100/100
Excellent
100/100
Excellent
Decision verdict
77/100
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.

Adoption461 stars
Verified outcomes are shown on each skill page
21K stars
Verified outcomes are shown on each skill page
16K stars
Verified outcomes are shown on each skill page
18K stars
Verified outcomes are shown on each skill page
FreshnessJun 9, 2026Jun 16, 2026Jun 15, 2026Jun 16, 2026
Use-case fit
Workflow fit
Platform hintsPython, Developer Tools, Claude CodePython, Developer Tools, Claude CodePython, Developer Tools, Claude CodeRust, Developer Tools, Claude Code
WarningsNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yet
Best forCoding agents workflows · Claude Code teams · builders willing to evaluate younger projectsCoding agents workflows · Claude Code teams · teams that value GitHub adoption signalsCoding agents workflows · Claude Code teams · teams that value GitHub adoption signalsCoding agents 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
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Install
$ npx skills add violit-dev/violit
$ npx skills add marimo-team/marimo
$ npx skills add treeverse/dvc
$ npx skills add iii-hq/iii