Star200+

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

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

Strongest overall

Ccxt

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

Fastest prototype

Ccxt

Best first install candidate based on install readiness and adoption.

Freshest repo

Ccxt

Most recent maintenance signal among this shortlist.

SignalBtgym

Scalable, event-driven, deep-learning-friendly backtesting library

Hummingbot

Open source software that helps you create and deploy high-frequency crypto trading bots

FinRL

FinRL®: Financial Reinforcement Learning. 🔥

Ccxt

A cryptocurrency trading API with more than 100 exchanges in JavaScript / TypeScript / Python / C# / PHP / Go / Java

Quality
70/100
Strong
100/100
Excellent
100/100
Excellent
100/100
Excellent
Decision verdict
72/100
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.

100/100
Production-ready

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

Adoption1.0K stars
Verified outcomes are shown on each skill page
19K stars
Verified outcomes are shown on each skill page
16K stars
Verified outcomes are shown on each skill page
43K stars
Verified outcomes are shown on each skill page
FreshnessAug 28, 2021Jul 17, 2026Jul 13, 2026Jul 18, 2026
Use-case fit
Finance and quantCoding agentsRAG and knowledge
Finance and quantCoding agentsRAG and knowledge
Finance and quantGitHub automationCoding agents
Finance and quantGitHub automationCoding agents
Workflow fit
Coding review agentContent growth agent
Coding review agentContent growth agent
Content growth agentCoding review agent
Content growth agentCoding review agent
Platform hintsPython, Backtrader, Claude CodePython, Crypto Trading, Claude CodeJupyter Notebook, Trading, Claude CodePython, Crypto Trading, Claude Code
WarningsRepository looks stale · No OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo 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 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 Kismuz/btgym
$ npx skills add hummingbot/hummingbot
$ npx skills add AI4Finance-Foundation/FinRL
$ npx skills add ccxt/ccxt