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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

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Decision summary

Freqtrade is the strongest overall pick here because it has a 100/100 readiness score and fits Finance and quant.

Strongest overall

Freqtrade

Use this as a leading candidate, then validate the README and install path in your own agent stack.

Fastest prototype

Freqtrade

Best first install candidate based on install readiness and adoption.

Freshest repo

Freqtrade

Most recent maintenance signal among this shortlist.

SignalTrademind

Hybrid Event-driven and Vectorized Strategy Backtesting Library

Freqtrade

Free, open source crypto trading bot

FinRL

FinRL®: Financial Reinforcement Learning. 🔥

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.

Quality
47/100
Needs review
100/100
Excellent
100/100
Excellent
100/100
Excellent
Decision verdict
37/100
Needs manual review

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

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.

Adoption128 stars
0 installs
52K stars
0 installs
15K stars
0 installs
44K stars
0 installs
FreshnessJun 20, 2025Jun 17, 2026May 25, 2026Apr 22, 2026
Use-case fit
Finance and quantCoding agentsRAG and knowledge
Finance and quantGitHub automationCoding agents
Finance and quantGitHub automationCoding agents
Finance and quantRAG and knowledgeBrowser automation
Stack fit
Coding review agentRAG knowledge base
Content growth agentCoding review agent
Content growth agentCoding review agent
RAG knowledge baseResearch report agent
Platform hintsC++, Trading, Claude CodePython, Trading, Claude CodeJupyter Notebook, Trading, Claude CodePython, Finance, Claude Code
WarningsRepository looks stale · No OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo major risk signals from current metadata
Best forFinance and quant workflows · Claude Code teams · builders willing to evaluate younger projectsFinance and quant workflows · Claude Code teams · teams that value GitHub adoption signalsFinance and quant 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 need a vendor-supported SLA · high-compliance environments without internal security reviewteams that need a vendor-supported SLA · high-compliance environments without internal security reviewteams that need a vendor-supported SLA · high-compliance environments without internal security review
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Install
$ npx skills add jialuechen/trademind
$ npx skills add freqtrade/freqtrade
$ npx skills add AI4Finance-Foundation/FinRL
$ npx skills add microsoft/qlib