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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

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

Strongest overall

Pumpkin Book

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

Fastest prototype

Pumpkin Book

Best first install candidate based on install readiness and adoption.

Freshest repo

Pumpkin Book

Most recent maintenance signal among this shortlist.

SignalPumpkin Book

南瓜书：《机器学习》（西瓜书）公式详解

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.

Adoption26K stars
0 installs
FreshnessApr 22, 2026
Use-case fit
Coding agentsRAG and knowledgeWorkflow automation
Stack fit
Content growth agentCoding review agent
Platform hintsMachine Learning, Claude Code
WarningsNo OpenAgentSkill engagement data yet
Best for
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
Coding 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 review
OpenAgentSkill engagement0 views
0 install copies
Install
$ npx skills add datawhalechina/pumpkin-book