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
Abu is the strongest overall pick here because it has a 100/100 readiness score and fits Finance and quant.
Strongest overall
Abu
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Fastest prototype
Zipline
Best first install candidate based on install readiness and adoption.
Freshest repo
Ib Gateway Docker
Most recent maintenance signal among this shortlist.
| Signal | Ibkr Docker Run IBKR Gateway/TWS in a Docker container | Ib Gateway Docker Docker image with IB Gateway/TWS and IBC | Abu 阿布量化交易系统(股票，期权，期货，比特币，机器学习) 基于python的开源量化交易，量化投资架构 | Zipline Zipline, a Pythonic Algorithmic Trading Library |
|---|---|---|---|---|
| Quality | 78/100 Strong | 100/100 Excellent | 100/100 Excellent | 85/100 Excellent |
| Decision verdict | 77/100 Strong shortlist Shortlist this skill and compare it with close alternatives before production adoption. | 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. | 87/100 Production-ready Use this as a leading candidate, then validate the README and install path in your own agent stack. |
| Adoption | 367 stars 0 installs | 1.0K stars 0 installs | 17K stars 0 installs | 20K stars 0 installs |
| Freshness | Jun 7, 2026 | Jun 10, 2026 | Jan 24, 2026 | Feb 13, 2024 |
| Use-case fit | ||||
| Stack fit | ||||
| Platform hints | Shell, Trading, Claude Code | Shell, Finance, Claude Code | Python, Trading, Claude Code | Python, Trading, Claude Code |
| Warnings | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet | Repository looks stale · No OpenAgentSkill engagement data yet |
| Best for | Finance and quant workflows · Claude Code teams · builders willing to evaluate younger projects | RAG and knowledge 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 |
| 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 require actively maintained dependencies · production agents without a repository 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 extrange/ibkr-docker | $ npx skills add gnzsnz/ib-gateway-docker | $ npx skills add bbfamily/abu | $ npx skills add quantopian/zipline |