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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 1 skill

Use this as a shortlist, then open the skill detail page before adopting.

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Decision summary

Ibis is the strongest overall pick here because it has a 100/100 readiness score and fits Database and SQL.

Strongest overall

Ibis

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

Fastest prototype

Ibis

Best first install candidate based on install readiness and adoption.

Freshest repo

Ibis

Most recent maintenance signal among this shortlist.

SignalIbis

the portable Python dataframe library

Quality
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.

Adoption6.6K stars
0 installs
FreshnessJun 19, 2026
Use-case fit
Database and SQLCoding agentsRAG and knowledge
Workflow fit
Content growth agentCoding review agent
Platform hintsPython, SQL, Claude Code
WarningsNo OpenAgentSkill engagement data yet
Best forDatabase and SQL workflows · Claude Code teams · teams that value GitHub adoption signals
OpenAgentSkill

The skill layer for AI agents: discover, compare, audit, and install reusable capabilities across Codex, Claude Code, Cursor, and agent runtimes.

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DocsAbout OpenAgentSkillAPIllms.txtOpenAPICLICreator KitX Growth KitSubmitBlogGuidesActivity
OpenAgentSkill Registry
PrivacyBuilt for agent-native discovery
Not ideal forteams that need a vendor-supported SLA · high-compliance environments without internal security review
OpenAgentSkill engagement0 views
0 install copies
Install
$ npx skills add ibis-project/ibis