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
Pyql
Most recent maintenance signal among this shortlist.
| Signal | Pyql Cython QuantLib wrappers | Vnpy 基于Python的开源量化交易平台开发框架 | Gs Quant Python toolkit for quantitative finance | QuantLib The QuantLib C++ library |
|---|---|---|---|---|
| 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 | 1.3K stars 0 installs | 42K stars 0 installs | 11K stars 0 installs | 7.2K stars 0 installs |
| Freshness | Jul 17, 2026 | May 17, 2026 | Jul 15, 2026 | Jun 11, 2026 |
| Use-case fit | ||||
| Workflow fit | ||||
| Platform hints | Cython, QuantLib, Claude Code | Python, Quant, Claude Code | Python, Risk Management, Claude Code | C++, Finance, 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 | 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 | 0 views 0 install copies |
| Install | $ npx skills add enthought/pyql | $ npx skills add vnpy/vnpy | $ npx skills add goldmansachs/gs-quant | $ npx skills add lballabio/QuantLib |