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
OpenBB is the strongest overall pick here because it has a 100/100 readiness score and fits Finance and quant.
Strongest overall
OpenBB
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Fastest prototype
OpenBB
Best first install candidate based on install readiness and adoption.
Freshest repo
OpenBB
Most recent maintenance signal among this shortlist.
| Signal | AFML All the answers for exercises from Advances in Financial Machine Learning by Dr Marco Lopez de Parodo. | Qlib Qlib is an AI-oriented Quant investment platform that aims to use AI tech to empower Quant Research, from exploring ideas to implementing productions. Qlib supports diverse ML modeling paradigms, including supervised learning, market dynamics modeling, and RL, and is now equipped with https://github.com/microsoft/RD-Agent to automate R&D process. | Vnpy 基于Python的开源量化交易平台开发框架 | OpenBB Financial data platform for analysts, quants and AI agents. |
|---|---|---|---|---|
| Quality | 56/100 Promising | 100/100 Excellent | 100/100 Excellent | 100/100 Excellent |
| Decision verdict | 58/100 Prototype first Prototype with this skill first; keep a fallback candidate ready. | 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 | 845 stars 0 installs | 44K stars 0 installs | 42K stars 0 installs | 70K stars 0 installs |
| Freshness | Sep 5, 2024 | Apr 22, 2026 | May 17, 2026 | Jun 21, 2026 |
| Use-case fit | ||||
| Workflow fit | ||||
| Platform hints | Jupyter Notebook, Financial ML, Claude Code | Python, Finance, Claude Code | Python, Quant, Claude Code | Python, Finance, Claude Code |
| Warnings | Repository looks stale · 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 | Finance and quant workflows · Claude Code teams · teams that value GitHub adoption signals |
| Not ideal for | teams that require actively maintained dependencies · production agents without a repository 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 boyboi86/AFML | $ npx skills add microsoft/qlib | $ npx skills add vnpy/vnpy | $ npx skills add OpenBB-finance/OpenBB |