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

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

Strongest overall

Quantstats

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

Fastest prototype

Quantstats

Best first install candidate based on install readiness and adoption.

Freshest repo

Ib Gateway Docker

Most recent maintenance signal among this shortlist.

Signal	Ib Gateway Docker Docker image with IB Gateway/TWS and IBC	Ibkr Docker Run IBKR Gateway/TWS in a Docker container	Quantstats Portfolio analytics for quants, written in Python	Finance 150+ quantitative finance Python programs to help you gather, manipulate, and analyze stock market data
Quality	100/100 Excellent	78/100 Strong	100/100 Excellent	100/100 Excellent
Decision verdict	100/100 Production-ready Use this as a leading candidate, then validate the README and install path in your own agent stack.	77/100 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.
Adoption	1.0K stars 0 installs	367 stars 0 installs	7.3K stars 0 installs	3.9K stars 0 installs
Freshness	Jun 10, 2026	Jun 7, 2026	Jan 13, 2026	Mar 26, 2026
Use-case fit	RAG and knowledge Finance and quant Coding agents	Finance and quant Coding agents RAG and knowledge	Finance and quant RAG and knowledge Research agents	Finance and quant RAG and knowledge Research agents
Stack fit	RAG knowledge base Content growth agent	Content growth agent Coding review agent	RAG knowledge base Research report agent	RAG knowledge base Research report agent
Platform hints	Shell, Finance, Claude Code	Shell, Trading, Claude Code	Python, Finance, Claude Code	Python, Finance, Claude Code
Warnings	No OpenAgentSkill engagement data yet	No OpenAgentSkill engagement data yet	No OpenAgentSkill engagement data yet	No OpenAgentSkill engagement data yet
Best for	RAG and knowledge workflows · Claude Code teams · teams that value GitHub adoption signals	Finance and quant workflows · Claude Code teams · builders willing to evaluate younger projects	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
Not ideal for	teams that need a vendor-supported SLA · high-compliance environments without internal security review	teams that need a vendor-supported SLA · high-compliance environments without internal security review	teams that need a vendor-supported SLA · high-compliance environments without internal security review	teams that need a vendor-supported SLA · high-compliance environments without internal security 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 gnzsnz/ib-gateway-docker`	`$ npx skills add extrange/ibkr-docker`	`$ npx skills add ranaroussi/quantstats`	`$ npx skills add shashankvemuri/Finance`