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
QuantsPlaybook is the strongest overall pick here because it has a 100/100 readiness score and fits RAG and knowledge.
Strongest overall
QuantsPlaybook
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Fastest prototype
QuantsPlaybook
Best first install candidate based on install readiness and adoption.
Freshest repo
QuantsPlaybook
Most recent maintenance signal among this shortlist.
| Signal | Adv Fin ML Exercises Experimental solutions to selected exercises from the book [Advances in Financial Machine Learning by Marcos Lopez De Prado] | AFML All the answers for exercises from Advances in Financial Machine Learning by Dr Marco Lopez de Parodo. | QuantsPlaybook 量化研究-券商金工研报复现 | Finance Ml Advances in Financial Machine Learning |
|---|---|---|---|---|
| Quality | 73/100 Strong | 56/100 Promising | 98/100 Excellent | 55/100 Promising |
| Decision verdict | 75/100 Strong shortlist Shortlist this skill and compare it with close alternatives before production adoption. | 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. | 57/100 Needs manual review Do a manual repository review before adding this to an agent workflow. |
| Adoption | 1.9K stars 0 installs | 837 stars 0 installs | 5.3K stars 0 installs | 803 stars 0 installs |
| Freshness | Dec 8, 2022 | Sep 5, 2024 | May 8, 2026 | Jan 11, 2023 |
| Use-case fit | ||||
| Stack fit | ||||
| Platform hints | Jupyter Notebook, Financial ML, Claude Code | Jupyter Notebook, Financial ML, Claude Code | Jupyter Notebook, Finance, Claude Code | Jupyter Notebook, Financial ML, Claude Code |
| Warnings | Repository looks stale · No OpenAgentSkill engagement data yet | Repository looks stale · 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 · 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 | 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 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 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 BlackArbsCEO/Adv_Fin_ML_Exercises | $ npx skills add boyboi86/AFML | $ npx skills add hugo2046/QuantsPlaybook | $ npx skills add jjakimoto/finance_ml |