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cost-optimization

Strategies and patterns for optimizing cloud costs across AWS, Azure, and GCP.

38

Quality

36%

Does it follow best practices?

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SecuritybySnyk

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tessl review fix ./skills/cost-optimization/SKILL.md
SKILL.md
Quality
Evals
Security

Quality

Content

36%Scale 1-5

Reviews the quality of instructions and guidance provided to agents. Good implementation is clear, handles edge cases, and produces reliable results.

This skill reads more like a cloud cost optimization reference guide or cheat sheet than an actionable skill for Claude. It contains useful Terraform examples but is padded with general knowledge Claude already possesses (cloud pricing models, basic definitions). The lack of a clear workflow with validation steps, combined with significant verbosity, limits its effectiveness as a skill file.

Suggestions

Remove explanatory content about what reserved instances, spot instances, and savings plans are — Claude already knows this. Focus only on decision criteria and executable implementation patterns.

Add a clear multi-step workflow with validation checkpoints, e.g.: 1. Audit current costs → 2. Identify optimization targets → 3. Implement changes → 4. Validate savings → 5. Set up ongoing monitoring, with specific commands/queries at each step.

Split cloud-provider-specific content into separate reference files (e.g., references/aws-optimization.md, references/azure-optimization.md) and keep SKILL.md as a concise overview with navigation.

Replace vague bullet points like 'Analyze resource utilization' with specific commands or queries (e.g., AWS CLI commands to find underutilized instances, specific Cost Explorer filters to use).

DimensionReasoningScore

Conciseness

The skill is significantly verbose, listing many concepts Claude already knows (what reserved instances are, what spot instances are, basic cloud pricing models). The bullet-point lists of general advice ('Use managed services', 'Implement caching') add little value. Much of this reads like a cloud certification study guide rather than actionable instructions for Claude.

2 / 5

Actionability

There are some concrete Terraform code examples (S3 lifecycle, budget alerts, auto-scaling, tagging) that are executable, but large portions are vague bullet lists ('Analyze resource utilization', 'Downsize over-provisioned resources') or plain-text tables of savings percentages without actionable steps. The mix of executable code and high-level advice lands at the midpoint.

3 / 5

Workflow Clarity

There is no clear multi-step workflow or sequenced process. The content is organized as a reference catalog of options rather than a guided process. The checklist at the end is helpful but lacks validation checkpoints, feedback loops, or any sequencing logic. For a skill involving potentially costly/destructive changes (modifying cloud infrastructure), the absence of verification steps is a significant gap.

2 / 5

Progressive Disclosure

The skill references external files (resources/implementation-playbook.md, references/tagging-standards.md, assets/cost-analysis-template.xlsx) and related skills, which is good structure. However, no bundle files are provided to verify these exist, and the main file itself is quite long (~200+ lines) with content that could be split into separate files (AWS-specific, Azure-specific, GCP-specific). The inline content is heavy for what should be an overview.

3 / 5

Total

10

/

20

Passed

Description

36%Scale 1-5

Based on the skill's description, can an agent find and select it at the right time? Clear, specific descriptions lead to better discovery.

The description identifies its domain (cloud cost optimization) and names specific cloud providers, which is helpful for basic routing. However, it lacks concrete actions, natural trigger terms beyond the basics, and entirely omits a 'Use when...' clause, making it difficult for Claude to reliably select this skill from a large pool.

Suggestions

Add a 'Use when...' clause with trigger phrases like 'Use when the user asks about reducing cloud spend, optimizing AWS/Azure/GCP bills, rightsizing instances, or FinOps practices.'

Replace 'strategies and patterns' with concrete actions such as 'Identifies unused resources, recommends reserved instance purchases, analyzes billing data, and suggests rightsizing opportunities.'

Include additional natural trigger terms and synonyms like 'cloud spend', 'billing optimization', 'FinOps', 'cost reduction', and 'reserved instances' to improve keyword coverage.

DimensionReasoningScore

Specificity

Names the domain (cloud cost optimization) and the platforms (AWS, Azure, GCP), but uses vague terms like 'strategies and patterns' without listing any concrete actions such as rightsizing instances, identifying unused resources, or setting budgets.

2 / 5

Completeness

Provides a vague 'what' (strategies and patterns for optimizing cloud costs) but completely lacks a 'when' clause or any trigger guidance for when Claude should select this skill. The missing 'Use when...' clause caps this at 3, and the vague 'what' brings it down further.

2 / 5

Trigger Term Quality

Includes relevant keywords like 'cloud costs', 'AWS', 'Azure', and 'GCP' that users might naturally mention, but misses common synonyms and phrases like 'cost savings', 'billing', 'spend optimization', 'FinOps', 'reserved instances', or 'rightsizing'.

3 / 5

Distinctiveness Conflict Risk

Specifying cloud cost optimization across three named providers gives it some distinctiveness, but 'strategies and patterns' is broad enough that it could overlap with general cloud architecture, DevOps, or infrastructure skills.

3 / 5

Total

10

/

20

Passed

Validation

90%

Checks the skill against the spec for correct structure and formatting. All validation checks must pass before discovery and implementation can be scored.

Validation10 / 11 Passed

Validation for skill structure

CriteriaDescriptionResult

frontmatter_unknown_keys

Unknown frontmatter key(s) found; consider removing or moving to metadata

Warning

Total

10

/

11

Passed

Repository
administrakt0r/AI-Agents-Safe-Coding-Skills
Reviewed

Table of Contents

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