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Evaluate software architecture for ESG and sustainability impact

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  • Added October 14, 2026
ai-agentsgorailsdatabasesecurity

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Scanned October 14, 2026

npx -y skills add andreibesleaga/GABBE --skill product --agent claude-code

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SKILL.md
---
name: sustainability-checks
description: Evaluate software architecture for ESG and sustainability impact
triggers: [run sustainability check, audit esg, is this green, sustainability review, science-based targets, carbon footprint]
tags: [product, sustainability, green-software, esg]
context_cost: medium
---
# sustainability-checks

## Goal
To enforce broad sustainability and Environmental, Social, and Governance (ESG) checks across the project, evaluating carbon footprint, energy efficiency of algorithms, hardware utilization, and socioeconomic impacts of the software.

## Steps
1. **Analyze Compute Intensity**: Identify the most computationally expensive algorithms, database queries, and ML model training loops.
2. **Review Data Lifecycles**: Audit caching strategies, data transfer volumes, and inactive data storage (which consume baseline energy).
3. **Hardware Lifecycle Assessment**: Review infrastructure choices. Propose shifting workloads to regions running on renewable energy or utilizing spot instances to maximize existing server uptime.
4. **Social & Governance Check**: Verify that the system does not promote systemic bias (social) and handles data transparently (governance).
5. **Reporting**: Generate a `GREEN_SOFTWARE_REPORT_TEMPLATE.md` with the Software Carbon Intensity (SCI) score estimates and actionable reduction strategies.

## Security & Guardrails

### 1. Skill Security
- **Data Privacy**: The sustainability audit must not leak or transmit PII when analyzing database payloads or workload sizes.

### 2. System Integration Security
- **Safe Profiling**: When measuring CPU cycles to determine energy use, the agent must use non-invasive profiling in production to prevent degrading the user experience.

### 3. LLM & Agent Guardrails
- **Measurable Advice**: The LLM must not output vague "be more green" advice. It must calculate tangible metrics (e.g., "compressing this payload by 20% saves 50GB of transfer per month, equal to X kg of CO2").

Files in this skill

  • accessibility.skill.md6.7 KB
  • adr-writer.skill.md5 KB
  • business-case.skill.md4.1 KB
  • change-management.skill.md6.1 KB
  • decompose.skill.md4.1 KB
  • design-thinking.skill.md3.9 KB
  • estimation-sizing.skill.md5.7 KB
  • evals/spec-writer.eval.yaml967 B
  • financial-governance.skill.md5.8 KB
  • green-software.skill.md3.2 KB
  • ideation-facilitation.skill.md5.7 KB
  • market-analysis.skill.md3.5 KB
  • opportunity-assessment.skill.md5.8 KB
  • product-analytics.skill.md6.1 KB
  • professional-practice.skill.md7.6 KB
  • req-elicitation.skill.md11.4 KB
  • req-review.skill.md11.7 KB
  • spec-analyze.skill.md5.2 KB
  • spec-writer.skill.md6.5 KB
  • stakeholder-management.skill.md3.5 KB

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