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	DataProfiler What's in your data? Extract schema, statistics and entities from datasets	Pandas AI Chat with your database or your datalake (SQL, CSV, parquet). PandasAI makes data analysis conversational using LLMs and RAG.	Gradio Build and share delightful machine learning apps, all in Python. 🌟 Star to support our work!	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
Quality	97/100 Excellent	94/100 Excellent	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.	96/100 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	1.6K stars 0 installs	24K stars 0 installs	43K stars 0 installs	49K stars 0 installs
Freshness	May 6, 2026	Oct 28, 2025	Jun 17, 2026	Jun 14, 2026
Use-case fit	Data analysis Workflow automation GitHub automation	Data analysis Workflow automation 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	Coding review agent Browser QA agent	Content growth agent Coding review agent
Platform hints	Python, Data Analysis, Claude Code	Python, Data Analysis, Claude Code, OpenAI Agents	Python, Data Analysis, Claude Code	Python, Data Analysis, Claude Code
Warnings	No major risk signals from current metadata	No OpenAgentSkill engagement data yet	No OpenAgentSkill engagement data yet	No OpenAgentSkill engagement data yet
Best for	Data analysis 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	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	2 views 0 install copies	0 views 0 install copies	0 views 0 install copies	0 views 0 install copies
Install	`$ npx skills add capitalone/DataProfiler`	`$ npx skills add sinaptik-ai/pandas-ai`	`$ npx skills add gradio-app/gradio`	`$ npx skills add pandas-dev/pandas`