Biotech Metabolomics Fundamentals

---
name: biotech-metabolomics-fundamentals
description: "Use when applying metabolomics fundamentals."
version: 1.0.0
author: Hermes Agent
license: MIT
platforms: [linux, macos, windows]
metadata:
  hermes:
    tags: [biotech, metabolomics]
    related_skills: ['']
---

## Overview
Study metabolomes.

## When to Use
- Apply domain best practices
- Optimize for scale and security
- Follow established standards

## Key Approaches
1. Define requirements and constraints
2. Choose appropriate tools
3. Implement with modularity
4. Test thoroughly at scale
5. Document decisions
6. Monitor and iterate

## Common Pitfalls
1. Ignoring key constraints
2. Skipping best practices
3. Poor alignment with architecture
4. Inadequate testing coverage
5. Lack of documentation
6. Over-engineering without justification
7. No rollback plan
8. Missing monitoring

## Verification Checklist
- [ ] Requirements validated
- [ ] Standards applied
- [ ] Architecture reviewed
- [ ] Test coverage sufficient
- [ ] Documentation complete
- [ ] Monitoring configured
- [ ] Security reviewed