Skill comparison
Compare agent skills before installing.
Comparing 4 skills
Use this as a shortlist, then open the skill detail page before adopting.
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.
| Signal | DataCleaner 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. |
| Adoption | 651 stars 0 installs | 24K stars 0 installs | 12K stars 0 installs | 2.5K stars 0 installs |
| Freshness | May 6, 2026 | Oct 28, 2025 | Jun 12, 2026 | Jun 14, 2026 |
| Use-case fit | ||||
| Stack fit | ||||
| Platform hints | Java, Data Analysis, Claude Code | Python, Data Analysis, Claude Code, OpenAI Agents | Java, Data Analysis, Claude Code | Jupyter Notebook, Data Analysis, Claude Code |
| Warnings | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet | No major risk signals from current metadata |
| Best for | GitHub automation workflows · Claude Code teams · teams that value GitHub adoption signals | Data analysis workflows · Claude Code teams · teams that value GitHub adoption signals | GitHub automation 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 | 2 views 0 install copies |
| Install | $ npx skills add datacleaner/DataCleaner | $ npx skills add sinaptik-ai/pandas-ai | $ npx skills add OpenRefine/OpenRefine | $ npx skills add apache/hamilton |