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.

Decision summary

Strongest overall

BettaFish

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

Fastest prototype

BettaFish

Best first install candidate based on install readiness and adoption.

Freshest repo

BettaFish

Most recent maintenance signal among this shortlist.

Signal	DL Hub llms 大模型笔记50篇此仓库包含关于机器学习、深度学习、计算机视觉、自然语言处理、大模型爬虫等领域项目实战	BettaFish 微舆：人人可用的多Agent舆情分析助手，打破信息茧房，还原舆情原貌，预测未来走向，辅助决策！从0实现，不依赖任何框架。	Sqlmodel SQL databases in Python, designed for simplicity, compatibility, and robustness.	Sqlalchemy The Database Toolkit for Python
Quality	87/100 Excellent	100/100 Excellent	100/100 Excellent	100/100 Excellent
Decision verdict	98/100 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.
Adoption	1.1K stars Verified outcomes are shown on each skill page	42K stars Verified outcomes are shown on each skill page	18K stars Verified outcomes are shown on each skill page