Azure AI Auditor

AI-powered Azure infrastructure auditing tool built using Python, Azure CLI, and Ollama.

This project scans Azure resources, collects infrastructure data, and uses a local AI model to generate security, architecture, and cost optimization recommendations.

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Features

Azure Resource Discovery

• Resource Groups
• Virtual Machines
• Storage Accounts
• Network Security Groups (NSGs)
• Virtual Networks (VNets)

AI-Powered Analysis

• Security observations
• Cost optimization suggestions
• Architecture review
• Best-practice recommendations
• Risk assessment

Report Generation

• Markdown audit reports
• Infrastructure summary
• AI-generated recommendations

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Architecture

Azure Subscription

↓

Azure CLI

↓

Python Automation

↓

Ollama Local AI (Qwen2.5)

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Azure Audit Report

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Technologies Used

• Python
• Azure CLI
• Ollama
• Qwen2.5 Local LLM
• Git
• GitHub
• Linux (Ubuntu)

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Project Structure

azure-ai-auditor/

├── main.py

├── requirements.txt

├── README.md

├── .gitignore

├── reports/

│ ├── sample-report.md

│ └── azure-audit-report.md

└── venv/

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Sample Capabilities

Security Review

• Reviews Azure resource configuration
• Highlights missing tags
• Identifies potential security gaps
• Reviews NSG configuration

Cost Optimization

• Detects underutilized infrastructure
• Highlights unnecessary resources
• Recommends cost-saving opportunities

Architecture Review

• Reviews resource organization
• Examines Azure deployment structure
• Suggests best practices

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How To Run

Login to Azure

az login --use-device-code

Create Virtual Environment

python3 -m venv venv
source venv/bin/activate

Install Dependencies

pip install -r requirements.txt

Start Ollama

ollama run qwen2.5:1.5b

Run Auditor

python main.py

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Example Output

• Azure infrastructure inventory
• Security observations
• Cost optimization suggestions
• Architecture recommendations
• Markdown audit report

Generated report:

reports/azure-audit-report.md

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Skills Demonstrated

• Microsoft Azure
• Cloud Security
• Cloud Governance
• Cost Optimization
• Python Automation
• Infrastructure Auditing
• AI Integration
• Linux Administration
• Git & GitHub

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Author

Syed Arif Ali - Cloud Engineer

Email: Syedarif1907@gmail.com
LinkedIn: www.linkedin.com/in/syed-arif-a-a13782407
GitHub: github.com/Syed-2050