Skill comparison
Compare agent skills before installing.
Comparing 4 skills
Use this as a shortlist, then open the skill detail page before adopting.
Decision summary
BettaFish is the strongest overall pick here because it has a 100/100 readiness score and fits RAG and knowledge.
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
Sqlalchemy
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 | 91/100 Excellent | 100/100 Excellent | 100/100 Excellent | 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. | 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 0 installs | 41K stars 0 installs | 18K stars 0 installs | 12K stars 0 installs |
| Freshness | May 3, 2026 | May 24, 2026 | Jun 18, 2026 | Jun 18, 2026 |
| Use-case fit | ||||
| Workflow fit | ||||
| Platform hints | Python, SQL, Claude Code | Python, Data Analysis, Claude Code | Python, SQL, Claude Code | Python, SQL, Claude Code |
| Warnings | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet |
| Best for | Coding agents workflows · Claude Code teams · teams that value GitHub adoption signals | RAG and knowledge workflows · Claude Code teams · teams that value GitHub adoption signals | GitHub automation workflows · Claude Code teams · teams that value GitHub adoption signals | Coding agents workflows · Claude Code teams · teams that value GitHub adoption signals |
| Not ideal for | teams that need a vendor-supported SLA · high-compliance environments without internal security review | teams that need a vendor-supported SLA · high-compliance environments without internal security review | teams that need a vendor-supported SLA · high-compliance environments without internal security review | teams that need a vendor-supported SLA · high-compliance environments without internal security review |
| OpenAgentSkill engagement | 0 views 0 install copies | 0 views 0 install copies | 0 views 0 install copies | 0 views 0 install copies |
| Install | $ npx skills add skygazer42/DL-Hub | $ npx skills add 666ghj/BettaFish | $ npx skills add fastapi/sqlmodel | $ npx skills add sqlalchemy/sqlalchemy |