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.

Add more skills

Decision summary

OpenRefine is the strongest overall pick here because it has a 100/100 readiness score and fits GitHub automation.

Strongest overall

OpenRefine

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

Fastest prototype

Pandas AI

Best first install candidate based on install readiness and adoption.

Freshest repo

Hamilton

Most recent maintenance signal among this shortlist.

SignalDataCleaner

The premier open source Data Quality solution

Pandas AI

Chat with your database or your datalake (SQL, CSV, parquet). PandasAI makes data analysis conversational using LLMs and RAG.

OpenRefine

OpenRefine is a free, open source power tool for working with messy data and improving it

Hamilton

Apache Hamilton helps data scientists and engineers define testable, modular, self-documenting dataflows, that encode lineage/tracing and metadata. Runs and scales everywhere python does.

Quality
79/100
Strong
94/100
Excellent
100/100
Excellent
100/100
Excellent
Decision verdict
90/100
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.

Adoption651 stars
0 installs
24K stars
0 installs
12K stars
0 installs
2.5K stars
0 installs
FreshnessMay 6, 2026Oct 28, 2025Jun 12, 2026Jun 14, 2026
Use-case fit
Stack fit
Platform hintsJava, Data Analysis, Claude CodePython, Data Analysis, Claude Code, OpenAI AgentsJava, Data Analysis, Claude CodeJupyter Notebook, Data Analysis, Claude Code
WarningsNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo major risk signals from current metadata
Best forGitHub automation workflows · Claude Code teams · teams that value GitHub adoption signalsData analysis workflows · Claude Code teams · teams that value GitHub adoption signalsGitHub automation workflows · Claude Code teams · teams that value GitHub adoption signalsData analysis 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
0 install copies
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Install
$ npx skills add datacleaner/DataCleaner
$ npx skills add sinaptik-ai/pandas-ai
$ npx skills add OpenRefine/OpenRefine
$ npx skills add apache/hamilton