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

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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

Hummingbot

Most recent maintenance signal among this shortlist.

SignalBacktesting.Py

🔎 📈 🐍 💰 Backtest trading strategies in Python.

Freqtrade

Free, open source crypto trading bot

FinRL

FinRL®: Financial Reinforcement Learning. 🔥

Hummingbot

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

Quality
93/100
Excellent
100/100
Excellent
100/100
Excellent
100/100
Excellent
Decision verdict
95/100
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.

100/100
Production-ready

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

Adoption8.5K stars
Verified outcomes are shown on each skill page
52K stars
Verified outcomes are shown on each skill page
16K stars
Verified outcomes are shown on each skill page
19K stars
Verified outcomes are shown on each skill page
FreshnessDec 20, 2025Jun 17, 2026Jul 13, 2026Jul 17, 2026
Use-case fit
Finance and quantCoding agentsGitHub automation
Finance and quantGitHub automationCoding agents
Finance and quantGitHub automationCoding agents
Finance and quantCoding agentsRAG and knowledge
Workflow fit
Coding review agentContent growth agent
Content growth agentCoding review agent
Content growth agentCoding review agent
Coding review agentContent growth agent
Platform hintsPython, Trading, Claude CodePython, Trading, Claude CodeJupyter Notebook, Trading, Claude CodePython, Crypto Trading, Claude Code
WarningsNo 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 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 reviewteams that need a vendor-supported SLA · high-compliance environments without internal security review
OpenAgentSkill engagement0 views
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Install
$ npx skills add kernc/backtesting.py
$ npx skills add freqtrade/freqtrade
$ npx skills add AI4Finance-Foundation/FinRL
$ npx skills add hummingbot/hummingbot