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
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
Pandas
Most recent maintenance signal among this shortlist.
| Signal | Visualpython GUI-based Python code generator for data science, extension to Jupyter Lab, Jupyter Notebook and Google Colab. | 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 | Data Science For Beginners 10 Weeks, 20 Lessons, Data Science for All! | CyberChef The Cyber Swiss Army Knife - a web app for encryption, encoding, compression and data analysis |
|---|---|---|---|---|
| Quality | 51/100 Needs review | 100/100 Excellent | 100/100 Excellent | 100/100 Excellent |
| Decision verdict | 53/100 Needs manual review Do a manual repository review before adding this to an agent workflow. | 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 | 918 stars 0 installs | 49K stars 0 installs | 36K stars 0 installs | 35K stars 0 installs |
| Freshness | Jul 3, 2024 | Jun 14, 2026 | Jun 10, 2026 | Jun 13, 2026 |
| Use-case fit | ||||
| Stack fit | ||||
| Platform hints | JavaScript, Data Analysis, Claude Code | Python, Data Analysis, Claude Code | Jupyter Notebook, Data Analysis, Claude Code | JavaScript, Data Analysis, Claude Code |
| Warnings | Repository looks stale · No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet | No major risk signals from current metadata | No major risk signals from current metadata |
| 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 | Coding agents workflows · Claude Code teams · teams that value GitHub adoption signals |
| Not ideal for | teams that require actively maintained dependencies · production agents without a repository 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 | 4 views 0 install copies | 4 views 0 install copies |
| Install | $ npx skills add visualpython/visualpython | $ npx skills add pandas-dev/pandas | $ npx skills add microsoft/Data-Science-For-Beginners | $ npx skills add gchq/CyberChef |