Data Science Bundle
Data Science Bundle is an code AI skill with a core value of Bundle of 50+ granular skills for Python Data Stack, SQL, Amplitude, and data engineering patterns. It
helps developers solve real-world problems in the code domain, boosting
efficiency, automating repetitive tasks, and optimizing workflows.
Bundle of 50+ granular skills for Python Data Stack, SQL, Amplitude, and data engineering patterns.
Quick Facts
mkdir -p ./skills/data-science-bundle && curl -sfL https://raw.githubusercontent.com/mayurrathi/awesome-agent-skills/main/skills/data-science-bundle/SKILL.md -o ./skills/data-science-bundle/SKILL.mdRun in terminal / PowerShell. Requires curl (Unix) or PowerShell 5+ (Windows).
Skill Content
# 9.6.1 Data Science Bundle
This bundle provides workflows for data extraction, analysis, and visualization.
Sub-Skills Included
These skills are located in `./sub-skills/`:
- **Python Stack**: `pandas-data-wrangling`, `numpy-numerical-computing`, `jupyter-notebook-best-practices`
- **Databases**: `sql-complex-queries`, `data-modeling-principles`, `etl-pipeline-patterns`
- **Product Analytics**: `amplitude-integration`, `google-analytics-4-tracking`, `mixpanel-funnel-analysis`
Usage
Reference any sub-skill by navigating to `./sub-skills/[skill-name]/SKILL.md`.
🎯 Best For
- Claude users
- Software engineers
- Development teams
- Tech leads
💡 Use Cases
- Python code quality enforcement
- Dependency management
📖 How to Use This Skill
- 1
Install the Skill
Copy the install command from the Terminal tab and run it. The SKILL.md file downloads to your local skills directory.
- 2
Load into Your AI Assistant
Open Claude and reference the skill. Paste the SKILL.md content or use the system prompt tab.
- 3
Apply Data Science Bundle to Your Work
Open your project in the AI assistant and ask it to apply the skill. Start with a small module to verify the output quality.
- 4
Review and Refine
Review AI suggestions before committing. Run tests, check for regressions, and iterate on the skill output.
❓ Frequently Asked Questions
Is Data Science Bundle compatible with Cursor and VS Code?
Yes — this skill works with any AI coding assistant including Cursor, VS Code with Copilot, and JetBrains IDEs.
Do I need specific dependencies for Data Science Bundle?
Check the install command and Works With section. Most code skills only require the AI assistant and your codebase.
How do I install Data Science Bundle?
Copy the install command from the Terminal tab and run it. The skill downloads to ./skills/data-science-bundle/SKILL.md, ready to use.
Can I customize this skill for my team?
Absolutely. Edit the SKILL.md file to add team-specific instructions, examples, or workflows.
⚠️ Common Mistakes to Avoid
Skipping validation
Always test AI-generated code changes, even for simple refactors.
Missing dependency updates
Check if the skill requires updated dependencies or new packages.