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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.

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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.

SignalAFML

All the answers for exercises from Advances in Financial Machine Learning by Dr Marco Lopez de Parodo.

Adv Fin ML Exercises

Experimental solutions to selected exercises from the book [Advances in Financial Machine Learning by Marcos Lopez De Prado]

QuantsPlaybook

量化研究-券商金工研报复现

Finance Ml

Advances in Financial Machine Learning

Quality
56/100
Promising
73/100
Strong
98/100
Excellent
55/100
Promising
Decision verdict
58/100
Prototype first

Prototype with this skill first; keep a fallback candidate ready.

75/100
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.

57/100
Needs manual review

Do a manual repository review before adding this to an agent workflow.

Adoption837 stars
0 installs
1.9K stars
0 installs
5.3K stars
0 installs
803 stars
0 installs
FreshnessSep 5, 2024Dec 8, 2022May 8, 2026Jan 11, 2023
Use-case fit
Finance and quantGitHub automationCoding agents
Finance and quantGitHub automationCoding agents
RAG and knowledgeResearch agentsFinance and quant
Finance and quantGitHub automationCoding agents
Stack fit
Content growth agentCoding review agent
Content growth agentCoding review agent
RAG knowledge baseResearch report agent
Content growth agentCoding review agent
Platform hintsJupyter Notebook, Financial ML, Claude CodeJupyter Notebook, Financial ML, Claude CodeJupyter Notebook, Finance, Claude CodeJupyter Notebook, Financial ML, Claude Code
WarningsRepository looks stale · No OpenAgentSkill engagement data yetRepository looks stale · No OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetRepository looks stale · No OpenAgentSkill engagement data yet
Best forFinance and quant workflows · Claude Code teams · teams that value GitHub adoption signalsFinance and quant workflows · Claude Code teams · teams that value GitHub adoption signalsRAG and knowledge workflows · Claude Code teams · teams that value GitHub adoption signalsFinance and quant workflows · Claude Code teams · teams that value GitHub adoption signals
Not ideal forteams that require actively maintained dependencies · production agents without a repository reviewteams that require actively maintained dependencies · production agents without a repository reviewteams that need a vendor-supported SLA · high-compliance environments without internal security reviewteams that require actively maintained dependencies · production agents without a repository review
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Install
$ npx skills add boyboi86/AFML
$ npx skills add BlackArbsCEO/Adv_Fin_ML_Exercises
$ npx skills add hugo2046/QuantsPlaybook
$ npx skills add jjakimoto/finance_ml