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

Pandas is the strongest overall pick here because it has a 100/100 readiness score and fits Data analysis.

Strongest overall

Pandas

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

Fastest prototype

Pandas

Best first install candidate based on install readiness and adoption.

Freshest repo

Gradio

Most recent maintenance signal among this shortlist.

Signal	Goto Conversion goto_conversion - Powered $47,000 of prize money, 10+ Gold Medals and 100+ Medals on Kaggle	Nautilus Trader Production-grade Rust-native trading engine with deterministic event-driven architecture	Pandas Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R data.frame objects, statistical functions, and much more	Gradio Build and share delightful machine learning apps, all in Python. 🌟 Star to support our work!
Quality	78/100 Strong	100/100 Excellent	100/100 Excellent	100/100 Excellent
Decision verdict	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.	100/100 Production-ready Use this as a leading candidate, then validate the README and install path in your own agent stack.
Adoption	111 stars 0 installs	23K stars 0 installs	49K stars 0 installs	43K stars 0 installs
Freshness	Jun 13, 2026	Jun 14, 2026	Jun 14, 2026	Jun 17, 2026
Use-case fit	Sports analytics Coding agents RAG and knowledge	Finance and quant Sports analytics GitHub automation	Data analysis GitHub automation Coding agents	Data analysis GitHub automation Coding agents
Stack fit	Content growth agent Coding review agent	Content growth agent Coding review agent	Content growth agent Coding review agent	Coding review agent Browser QA agent
Platform hints	Python, Sports Analytics, Claude Code	Rust, Sports Analytics, Claude Code	Python, Data Analysis, Claude Code	Python, Data Analysis, 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	Sports analytics workflows · Claude Code teams · builders willing to evaluate younger projects	Finance and quant workflows · Claude Code teams · teams that value GitHub adoption signals	Data analysis workflows · Claude Code teams · teams that value GitHub adoption signals	Data analysis 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 gotoConversion/goto_conversion`	`$ npx skills add nautechsystems/nautilus_trader`	`$ npx skills add pandas-dev/pandas`	`$ npx skills add gradio-app/gradio`