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Infrastructure Manager — AI-Powered Multi-Cloud Enterprise Automation · lloydchang | DecimalAI

devopsby lloydchang

Infrastructure Manager — AI-Powered Multi-Cloud Enterprise Automation

lloydchang/manage-infrastructure

Source lloydchang/agentic-reconciliation-engine ↗License AGPL-3.0

AI-powered infrastructure management skill with intelligent resource allocation, predictive scaling, and automated optimization.

SkillScore96Maintained

Automatic

DevOps & SRE pack

Last verified 8/4/2026

What it changes

Passed 22 of 23 test cases with the skill, and 14 of 23 without it.

Without skill61%

With skill96%

Checks it passed that the model alone missed

States that dryRun defaults to true.
States that cloudProvider defaults to all.
Sets cloudProvider parameter value to azure.

and 8 more in the full report

8 fixed14 passed either way1 still failing0 broke

Pass-rate lift: +35 pp
Tokens: +4%
Agent turns: 0%
Response time: -58%

Model gemini-3.6-flashMeasured 8/4/2026v122 of 23 cases passed with skill

Tokens, turns and time describe resource use, not a dollar price.

Use this skill

Save it into your project's skills folder. Claude Code picks it up in its next session.

curl -fsSL --create-dirs -o .claude/skills/lloydchang-manage-infrastructure/SKILL.md https://app.decimal.ai/s/lloydchang-manage-infrastructure/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add lloydchang-manage-infrastructure, and start Claude Code with claude --plugin-dir "$(git rev-parse --show-toplevel)/.agents"

1 · One-time — install the CLI (docs ↗)

pip install "decimalai>=0.15"

2 · Get the skill — writes .agents/skills/lloydchang-manage-infrastructure/ and pins it in .decimal/skills.lock

decimalai skills add lloydchang-manage-infrastructure

No CLI? Get the same file — curl · raw file

curl -fsSL --create-dirs -o .claude/skills/lloydchang-manage-infrastructure/SKILL.md https://app.decimal.ai/s/lloydchang-manage-infrastructure/SKILL.md

Raw file: /s/lloydchang-manage-infrastructure/SKILL.md ↗ · machine-readable summary at /s/lloydchang-manage-infrastructure.json ↗

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

See it in action

One of 8 test cases the skill fixed. Same model, same prompt, with and without the skill.

1 of 8

Prompt

If an operator invokes the infrastructure manager with operation="terminate" and targetResource="dev-cluster-01" without setting dryRun, what is the default dryRun boolean state?

What was checked, without and with the skill
Checked	Without skill	With skill
States that dryRun defaults to true.	Missed	Passed

case-20 · gemini-3.6-flash · 8/4/2026 · answers are capped and redacted

What's inside

The instructions your model reads when the skill loads.

SKILL.md92 lines5 filesincludes scripts

Infrastructure Manager — AI-Powered Multi-Cloud Enterprise Automation

Purpose

Enterprise-grade automation solution for infrastructure manager operations across AWS, Azure, GCP, and on-premise environments with advanced AI capabilities including intelligent resource allocation, predictive scaling, and automated optimization to maximize operational efficiency while maintaining security and compliance standards.

When to Use

AI-powered infrastructure management across multi-cloud environments
Predictive scaling and intelligent resource allocation
Automated infrastructure optimization using ML and predictive analytics
Proactive infrastructure monitoring with anomaly detection
Cost optimization through AI-driven resource management
Infrastructure automation with intelligent decision-making
Compliance and governance for infrastructure manager activities

Inputs

operation: Operation type (required)
targetResource: Target resource identifier (required)
cloudProvider: Cloud provider - aws|azure|gcp|onprem|all (optional, default: all)
parameters: Operation-specific parameters including AI model configurations (optional)
environment: Target environment (optional, default: production)
dryRun: Dry run mode (optional, default: true)
aiMode: Enable AI-powered analysis and recommendations (optional, default: true)

Process

Cloud Provider Detection: Identify target cloud providers and environments
Input Validation: Comprehensive parameter validation and security checks
AI-Powered Analysis: Apply ML algorithms for intelligent resource analysis
Predictive Planning: Generate optimized execution plan with AI insights
Risk Assessment: AI-enhanced risk analysis and impact evaluation
Intelligent Execution: Perform operations with AI monitoring and validation
Results Analysis: Process results and generate AI-enhanced reports
Learning Integration: Update AI models with operational outcomes

Outputs

AI-Enhanced Operation Results: Detailed execution results with AI insights
Predictive Analytics: Infrastructure performance predictions and forecasts
Intelligent Recommendations: AI-generated optimization suggestions
Anomaly Detection: Infrastructure anomalies and potential issues
Cost Optimization: AI-powered cost analysis and savings opportunities
Compliance Reports: Validation and compliance status with AI insights

Track record

Benchmark

22 / 23

test cases passed, vs 14 / 23 without

Adoption

Users: 0
Times used: 0

Safety and source details

SkillSafety

✓ 3 of 3 passed

Code scan15 of 15 checks clean

0 critical · 0 warning · 0 info — scanner v4 — 8/1/2026

View 15 scanner checks

live_secretremote_code_executionreverse_shelldata_exfiltrationssrf_metadataagent_snoopinganti_refusaldestructive_commandsobfuscated_unicodeunicode_homoglyphopaque_blobsuspicious_urltool_overreachtrigger_abuseprompt_injection_phrasing

IntentSafe

LLM judge · does the skill do what it claims

ContentClean

LLM judge · policy & harmful-content review

Source

Imported

lloydchang / agentic-reconciliation-engine

core/ai/skills/manage-infrastructure/SKILL.md

View on GitHub ↗

License AGPLv3Imported 8/1/2026Version v1Bundled 4 files · scripts

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See it in action

What's inside

Infrastructure Manager — AI-Powered Multi-Cloud Enterprise Automation

Purpose

When to Use

Inputs

Process

Outputs

Track record

Benchmark

Adoption

SkillSafety

Source

Other skills for the same job

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