| name | moai-domain-data-science |
| version | 2.0.0 |
| created | "2025-10-22T00:00:00.000Z" |
| updated | "2025-10-22T00:00:00.000Z" |
| status | active |
| description | Data analysis, visualization, statistical modeling, and reproducible research workflows. |
| keywords | ["data","analysis","visualization","statistics","jupyter"] |
| allowed-tools | ["Read","Bash"] |
Domain Data Science Skill
Skill Metadata
| Field | Value |
|---|
| Skill Name | moai-domain-data-science |
| Version | 2.0.0 (2025-10-22) |
| Allowed tools | Read (read_file), Bash (terminal) |
| Auto-load | On demand when keywords detected |
| Tier | Domain |
What It Does
Data analysis, visualization, statistical modeling, and reproducible research workflows.
Key capabilities:
- ✅ Best practices enforcement for domain domain
- ✅ TRUST 5 principles integration
- ✅ Latest tool versions (2025-10-22)
- ✅ TDD workflow support
When to Use
Automatic triggers:
- Related code discussions and file patterns
- SPEC implementation (
/alfred:2-run)
- Code review requests
Manual invocation:
- Review code for TRUST 5 compliance
- Design new features
- Troubleshoot issues
Tool Version Matrix (2025-10-22)
| Tool | Version | Purpose | Status |
|---|
| Pandas | 2.2.0 | Primary | ✅ Current |
| NumPy | 2.2.0 | Primary | ✅ Current |
| Jupyter | 1.1.0 | Primary | ✅ Current |
Inputs
- Language-specific source directories
- Configuration files
- Test suites and sample data
Outputs
- Test/lint execution plan
- TRUST 5 review checkpoints
- Migration guidance
Failure Modes
- When required tools are not installed
- When dependencies are missing
- When test coverage falls below 85%
Dependencies
- Access to project files via Read/Bash tools
- Integration with
moai-foundation-langs for language detection
- Integration with
moai-foundation-trust for quality gates
References (Latest Documentation)
Documentation links updated 2025-10-22
Changelog
- v2.0.0 (2025-10-22): Major update with latest tool versions, comprehensive best practices, TRUST 5 integration
- v1.0.0 (2025-03-29): Initial Skill release
Works Well With
moai-foundation-trust (quality gates)moai-alfred-code-reviewer (code review)moai-essentials-debug (debugging support)
Best Practices
✅ DO:
- Follow domain best practices
- Use latest stable tool versions
- Maintain test coverage ≥85%
- Document all public APIs
❌ DON'T:
- Skip quality gates
- Use deprecated tools
- Ignore security warnings
- Mix testing frameworks
