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

devopsby lloydchang

Kubernetes Cluster Manager — AI-Powered Multi-Cloud Enterprise Automation

lloydchang/manage-kubernetes-cluster

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

AI-powered Kubernetes cluster management skill with intelligent resource optimization, predictive scaling, and automated cluster operations.

SkillScore91Maintained

Automatic

DevOps & SRE pack

Last verified 8/4/2026

What it changes

Passed 19 of 21 test cases with the skill, and 11 of 21 without it.

Without skill50%

With skill91%

Checks it passed that the model alone missed

Sets aiMode to true
Sets dryRun to true
Sets cloudProvider to all

and 6 more in the full report

9 fixed11 passed either way2 still failing0 broke

Pass-rate lift: +41 pp
Tokens: +11%
Agent turns: 0%
Response time: -50%

Model gemini-3.6-flashMeasured 8/4/2026v120 of 22 cases passed with skill · 21 comparable

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-kubernetes-cluster/SKILL.md https://app.decimal.ai/s/lloydchang-manage-kubernetes-cluster/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add lloydchang-manage-kubernetes-cluster, 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-kubernetes-cluster/ and pins it in .decimal/skills.lock

decimalai skills add lloydchang-manage-kubernetes-cluster

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

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

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

An operator initiates a cluster scan for resource 'order-processor' without specifying a specific cloud platform. Which cloud provider target scope is selected by default?

What was checked, without and with the skill
Checked	Without skill	With skill
Sets cloudProvider to all	Missed	Passed

case-05 · 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 lines2 filesincludes scripts

Kubernetes Cluster Manager — AI-Powered Multi-Cloud Enterprise Automation

Purpose

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

When to Use

AI-powered Kubernetes cluster management across multi-cloud environments
Predictive resource optimization and intelligent scaling decisions
Automated cluster operations using ML and predictive analytics
Proactive cluster monitoring with anomaly detection
Resource optimization through AI-driven cluster management
Cluster automation with intelligent decision-making
Compliance and governance for kubernetes cluster 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 cluster 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: Cluster performance predictions and forecasts
Intelligent Recommendations: AI-generated optimization suggestions
Anomaly Detection: Cluster anomalies and potential issues
Resource Optimization: AI-powered resource analysis and optimization opportunities
Compliance Reports: Validation and compliance status with AI insights

Track record

Benchmark

19 / 21

test cases passed, vs 11 / 21 without

Adoption

Users: 4
Times used: 102

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-kubernetes-cluster/SKILL.md

View on GitHub ↗

License AGPLv3Imported 8/1/2026Version v1Bundled 1 file · scripts

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See it in action

What's inside

Kubernetes Cluster 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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