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cost-optimization

Optimize cloud costs through resource rightsizing, tagging strategies, reserved instances, and spending analysis. Use when reducing cloud expenses, analyzing infrastructure costs, or implementing cost governance policies.

81

1.28x
Quality

72%

Does it follow best practices?

Impact

98%

1.28x

Average score across 3 eval scenarios

SecuritybySnyk

Passed

No findings from the security scan

Fix and improve this skill with Tessl

tessl review fix ./tests/ext_conformance/artifacts/agents-wshobson/cloud-infrastructure/skills/cost-optimization/SKILL.md

The canonical home for this skill is cost-optimization in wshobson/agents

SKILL.md
Quality
Evals
Security

Quality

Content

57%Weight 40%Scale 1-5

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

The body is well-organized with genuinely executable Terraform examples and concrete pricing data, but it functions more as an inline encyclopedia than a skill: generic best-practice bullets pad the token budget, no validation checkpoints accompany the risky rightsizing/deletion guidance, and the referenced bundle files do not exist. Splitting per-cloud detail into the (currently missing) reference files and trimming boilerplate sections would materially improve it.

Suggestions

Create the referenced bundle files (references/tagging-standards.md, assets/cost-analysis-template.xlsx) or remove the citations — currently both 'Reference Files' entries and the inline 'See references/tagging-standards.md' pointer resolve to nothing.

Move the AWS/Azure/GCP pricing-model detail into per-cloud reference files and keep SKILL.md as a concise overview with clearly signaled links, which would also cut the generic bullets that restate knowledge Claude already has.

Add validation checkpoints to the framework workflow (e.g., 'confirm 14 days of utilization metrics before downsizing', 'verify tag propagation via Cost Explorer before relying on cost allocation') since rightsizing and deleting resources are risky batch operations.

DimensionReasoningScore

Conciseness

The code blocks and specific pricing figures (e.g., "Savings: 30-72% vs On-Demand", "Up to 90%") earn their tokens, but sections like "Purpose", "When to Use", and generic bullets such as "Use managed services", "Implement caching", "Optimize data transfer" restate knowledge Claude already has with no added specifics. Mostly efficient with some unnecessary explanation — the 3 anchor; not 4 because the generic best-practice bullets and filler sections are more than minor instances of over-explanation.

3 / 5

Actionability

Several complete, executable Terraform blocks (S3 lifecycle configuration, common_tags locals, aws_budgets_budget, autoscaling policy + CloudWatch alarm) are copy-paste ready, and pricing facts include concrete terms and percentages. Not 5 because the Azure and GCP sections and the framework overview offer only high-level directives ("Right-size VMs", "Use reserved capacity", "Set up budget alerts") with no commands or tool-specific steps — minor-to-moderate gaps that keep it below fully executable coverage.

4 / 5

Workflow Clarity

The "Cost Optimization Framework" provides a rough sequence (Visibility → Right-Sizing → Pricing Models → Architecture Optimization) and the closing checklist gives a verification artifact, but there are no validation checkpoints anywhere (e.g., how to confirm utilization data before downsizing, or verifying tag coverage after applying tagging). Steps present, checkpoints missing — the 3 anchor; not 4 because rightsizing/downsizing and batch resource deletion are risky operations with no explicit verify step.

3 / 5

Progressive Disclosure

Section headers are clear and content is scannable, but the body inlines substantial per-cloud reference material (full AWS/Azure/GCP pricing breakdowns) that belongs in separate reference files, and the two cited bundle paths — `references/tagging-standards.md` and `assets/cost-analysis-template.xlsx` — do not exist in the skill bundle, so the references are dangling. This sits between anchor 2 (inline content that belongs in separate files) and anchor 4 (well-placed references); the good section structure plus broken/missing reference targets lands it at 3.

3 / 5

Total

13

/

20

Passed

Description

87%Weight 40%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.

A strong description: it concisely states concrete capabilities in third person and pairs them with an explicit, multi-phrase 'Use when' trigger clause. The only weakness is that a few natural trigger variations (e.g., 'cloud bill', provider-specific spending terms) and some capabilities the body covers (budget alerts, spot instances) are absent.

DimensionReasoningScore

Specificity

Names the domain and four concrete actions — "resource rightsizing, tagging strategies, reserved instances, and spending analysis" — which is several specific capabilities, but coverage has minor gaps (e.g., budget alerts, storage lifecycle, spot capacity are covered by the skill body but not surfaced here). Not 5 because the action list is not comprehensive of what the skill actually addresses; clearly above 3, which expects only 1-2 concrete actions.

4 / 5

Completeness

Explicitly answers both questions: the first sentence states what the skill does ("Optimize cloud costs through resource rightsizing, tagging strategies, reserved instances, and spending analysis") and the second gives explicit trigger guidance ("Use when reducing cloud expenses, analyzing infrastructure costs, or implementing cost governance policies") with concrete trigger phrases. This matches the 5 anchor directly; it is not 4 because the 'when' clause is already explicit and specific rather than needing more detail.

5 / 5

Trigger Term Quality

"reducing cloud expenses", "analyzing infrastructure costs", and "implementing cost governance policies" are natural phrases a user would plausibly say, giving good keyword coverage. Not 5 because common user variations like "cloud bill", "save on AWS/Azure/GCP spending", or provider-specific terms are missing; well above 3's 'some relevant keywords but missing common variations' only partially — a few natural terms are absent, which is exactly the 4 anchor.

4 / 5

Distinctiveness Conflict Risk

Cloud cost optimization is a clear niche with distinct triggers (rightsizing, reserved instances, cost governance) that would not plausibly fire a general infrastructure or FinOps-adjacent skill. Minimal conflict risk, matching the 5 anchor; it is not 4 because there is no meaningful overlap with closely related skills implied by the description.

5 / 5

Total

18

/

20

Passed

Validation

93%

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

Validation — 15 / 16 Passed

Validation for skill structure

CriteriaDescriptionResult

referenced_paths_exist

Referenced path issues: 3 missing

Warning

Total

15

/

16

Passed

Repository
Dicklesworthstone/pi_agent_rust
Reviewed

Table of Contents

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