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
Data Science For Beginners is the strongest overall pick here because it has a 100/100 readiness score and fits Data analysis.
Strongest overall
Data Science For Beginners
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Fastest prototype
Data Science For Beginners
Best first install candidate based on install readiness and adoption.
Freshest repo
ChatLab
Most recent maintenance signal among this shortlist.
| Signal | Echotrace EchoTrace 是一个本地、安全的微信聊天记录导出、分析与年度报告生成工具 | EchoTrace is a local, secure tool for exporting, analyzing, and generating annual reports of WeChat chat records | ChatLab Local-first chat history analyzer with AI. | 本地优先的 AI 聊天记录分析工具 | Data Science For Beginners 10 Weeks, 20 Lessons, Data Science for All! | WeFlow WeFlow - 一个本地的微信聊天记录导出和年度报告应用 |
|---|---|---|---|---|
| Quality | 100/100 Excellent | 100/100 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. | 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 | 3.7K stars 0 installs | 6.7K stars 0 installs | 36K stars 0 installs | 12K stars 0 installs |
| Freshness | Mar 20, 2026 | Jun 14, 2026 | Jun 10, 2026 | Jun 3, 2026 |
| Use-case fit | ||||
| Stack fit | ||||
| Platform hints | Data Analysis, Claude Code | TypeScript, Data Analysis, Claude Code | Jupyter Notebook, Data Analysis, Claude Code | Data Analysis, Claude Code |
| Warnings | No OpenAgentSkill engagement data yet | No major risk signals from current metadata | No major risk signals from current metadata | 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 | 0 views 0 install copies | 3 views 0 install copies | 5 views 0 install copies | 0 views 0 install copies |
| Install | $ npx skills add ycccccccy/echotrace | $ npx skills add ChatLab/ChatLab | $ npx skills add microsoft/Data-Science-For-Beginners | $ npx skills add hicccc77/WeFlow |