Data Exploration
This is Anthropic's official approach to systematically profiling datasets before you dive into analysis. It walks you through structural understanding (row counts, grain, primary keys), column-level profiling (types, nulls, distributions), and pattern discovery in a methodical way. Think of it as a checklist that prevents you from making assumptions about data you haven't actually looked at yet. With 233 installs and three security audit passes, it's clearly being used in production workflows. The methodology is opinionated but comprehensive, which is exactly what you want when you're staring at an unfamiliar CSV or database table and need to know where to start.
- skills.sh installs
- 227
- GitHub stars
- 35.3K
- last updated
- Aug 21, 2026
Install
$ npx -y skills add anthropics/knowledge-work-plugins --skill data-exploration --agent claude-codeInstalls into .claude/skills of the current project.
Files
This is Anthropic's official approach to systematically profiling datasets before you dive into analysis. It walks you through structural understanding (row counts, grain, primary keys), column-level profiling (types, nulls, distributions), and pattern discovery in a methodical way. Think of it as a checklist that prevents you from making assumptions about data you haven't actually looked at yet. With 233 installs and three security audit passes, it's clearly being used in production workflows. The methodology is opinionated but comprehensive, which is exactly what you want when you're staring at an unfamiliar CSV or database table and need to know where to start.
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- Repository
- github.com/anthropics/knowledge-work-plugins
- Categories
- Code Review & Quality, Data Science & ML
- First seen
- Jun 3, 2026
More from anthropics/knowledge-work-plugins
All 198- Campaign Planning221
- Compliance207
- Response Drafting191
- Nda Triage169
- Canned Responses163
- Escalation163
- Ux Writing134
- Design System Management118
- Change Management114
- Data Visualization14.5K
- Documentation10.6K
- Code Review10.1K
- Build Dashboard9.4K
- System Design7.7K
- Memory Management7.6K
- Task Management7.4K
- Architecture7K
- Testing Strategy6.7K
- Tech Debt6.7K
- Knowledge Synthesis6.5K
- View Pdf6.4K
- Explore Data6K
- Incident Response6K
- Debug6K
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