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
Vnpy is the strongest overall pick here because it has a 100/100 readiness score and fits Finance and quant.
Strongest overall
Vnpy
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Fastest prototype
Vnpy
Best first install candidate based on install readiness and adoption.
Freshest repo
Turbovec
Most recent maintenance signal among this shortlist.
| Signal | Adata 免费开源A股量化交易数据库； 专注A股，专注量化，向阳而生； 开放、纯净、持续、为Ai(爱)发电。为个人量化交易而生，保卫3000点，珍惜底部机会......【股票数据，股票行情数据，股票量化数据，股票交易数据，k线行情数据，股票概念数据，股票数据接口，行情数据接口，量化交易数据】【多数据源融合，动态设置代理，保障数据高可用性】 | Vnpy 基于Python的开源量化交易平台开发框架 | Awesome Quant 中国的Quant相关资源索引 | Turbovec A vector index built on TurboQuant, written in Rust with Python bindings |
|---|---|---|---|---|
| Quality | 98/100 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 | 4.7K stars 0 installs | 42K stars 0 installs | 5.4K stars 0 installs | 11K stars 0 installs |
| Freshness | Dec 26, 2025 | May 17, 2026 | May 17, 2026 | Jun 10, 2026 |
| Use-case fit | ||||
| Stack fit | ||||
| Platform hints | Python, Quant, Claude Code | Python, Quant, Claude Code | Quant, Claude Code | Python, Quant, Claude Code |
| Warnings | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet | No major risk signals from current metadata |
| Best for | Finance and quant workflows · Claude Code teams · teams that value GitHub adoption signals | Finance and quant workflows · Claude Code teams · teams that value GitHub adoption signals | Finance and quant workflows · Claude Code teams · teams that value GitHub adoption signals | RAG and knowledge 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 | 18 views 0 install copies |
| Install | $ npx skills add 1nchaos/adata | $ npx skills add vnpy/vnpy | $ npx skills add thuquant/awesome-quant | $ npx skills add RyanCodrai/turbovec |