GitHub Copilot for Cybersecurity Specialists

Hands-on video training for security professionals leveraging GitHub Copilot to detect vulnerabilities, implement security protocols, automate testing, and ensure compliance.

Watching the Microsoft Press course? This is the hands-on repo. Each lesson-0N folder holds that lesson's demo code, prompts, and runbook, so lesson-01/demo-02-sql-injection/ is right where the course says it is. The slide PDFs and the full prompt library live in the companion repo, github-copilot-cybersecurity-professionals.

---

About This Course

This repository contains all demo materials, code samples, and resources for the GitHub Copilot for Cybersecurity Specialists video course. Learn how to harness AI-assisted development to strengthen your security posture, from vulnerability detection to compliance automation.

Who This Course Is For

• Security Engineers & Analysts
• DevSecOps Practitioners
• Penetration Testers
• Compliance Officers
• Software Developers focused on secure coding

Prerequisites

• Basic understanding of cybersecurity concepts
• Familiarity with GitHub and version control
• GitHub Copilot subscription (Individual, Business, or Enterprise)
• Development environment (VS Code recommended)

---

Course Outline

Course Introduction (5 min)

Overview of the course structure, learning objectives, and how GitHub Copilot transforms security workflows.

---

Lesson 1: Vulnerability Detection with GitHub Copilot (40 min)

Learn to identify and remediate common security vulnerabilities using AI-assisted code analysis.

Module	Topic	Duration
1.1	Set up Copilot for security tasks and secure coding best practices	8 min
1.2	Identify and mitigate SQL injection vulnerabilities	10 min
1.3	Detect and prevent XSS vulnerabilities with Copilot assistance	10 min
1.4	Create custom vulnerability scanners for proprietary code and business logic flaws	12 min

Demos: lesson-01/

---

Lesson 2: Implement Security Protocols (40 min)

Build robust security architectures using AI-assisted development for authentication, encryption, and zero-trust implementations.

Module	Topic	Duration
2.1	Build secure authentication and authorization systems	10 min
2.2	Implement encryption and secure key management	10 min
2.3	Create secure API gateway authentication and enforce least privilege access controls	10 min
2.4	Design zero-trust network access policies and segmentation using infrastructure-as-code	10 min

Demos: lesson-02/

---

Lesson 3: Automated Security Testing (40 min)

Automate your security testing pipeline with AI-generated tests, fuzz testing, and integrated SAST/DAST workflows.

Module	Topic	Duration
3.1	Generate AI-assisted security unit tests for critical functions	10 min
3.2	Create fuzz testing harnesses with Copilot for input validation	10 min
3.3	Automate DAST and SAST workflows for web and cloud applications	10 min
3.4	Build continuous security validation pipelines in CI/CD	10 min

Demos: lesson-03/

---

Lesson 4: Security Code Review, Threat Modeling, and Auditing (40 min)

Leverage Copilot Chat for comprehensive security reviews, threat modeling, and automated auditing workflows.

Module	Topic	Duration
4.1	Use Copilot Chat to assist in secure code reviews and threat modeling	10 min
4.2	Automatically generate security review checklists and risk assessment reports	10 min
4.3	Create custom security linters and static analysis rules for detecting misconfigurations	10 min
4.4	Automate dependency vulnerability assessments and patching workflows	10 min

Demos: lesson-04/

---

Lesson 5: Compliance, Incident Response, and Configuration Management (40 min)

Master compliance automation, security baselines, and incident response playbook generation.

Module	Topic	Duration
5.1	Generate compliant infrastructure-as-code templates and security baselines	10 min
5.2	Automate CIS and NIST benchmark verification scripts	10 min
5.3	Build STIG compliance validation and auto-remediation tools	10 min
5.4	Automate security documentation, audit logs, and incident response playbooks	10 min

Demos: lesson-05/

---

Repository Structure

github-security-testbed/
├── lesson-01/                    # Vulnerability Detection
│   ├── demo-01-configuration/    # Copilot security setup
│   ├── demo-02-sql-injection/    # SQL injection examples
│   ├── demo-03-xss/              # XSS vulnerability demos
│   ├── demo-04-custom-scanners/  # Custom scanner development
│   └── prompts/                  # Copilot prompt templates
├── lesson-02/                    # Security Protocols
│   ├── demo-01-crypto/           # Encryption implementations
│   ├── demo-02-oauth/            # OAuth/authentication
│   ├── demo-03-key-management/   # Key management practices
│   ├── demo-04-zero-trust/       # Zero-trust architecture
│   └── prompts/                  # Copilot prompt templates
├── lesson-03/                    # Automated Security Testing
│   ├── demo-01-oauth-tests/      # Security unit tests
│   ├── demo-02-fuzzing/          # Fuzz testing harnesses
│   ├── demo-03-sast-dast/        # SAST/DAST workflows
│   └── demo-04-cicd-pipeline/    # CI/CD security integration
├── lesson-04/                    # Code Review & Threat Modeling
│   ├── demos/                    # Code review demonstrations
│   ├── linters/                  # Custom security linters
│   └── scripts/                  # Automation scripts
└── lesson-05/                    # Compliance & Incident Response
    ├── demo-01-iac-templates/    # IaC security templates
    ├── demo-02-compliance-scripts/ # CIS/NIST automation
    ├── demo-03-stig-remediation/ # STIG compliance tools
    └── demo-04-ir-playbooks/     # Incident response automation

---

Key Topics Covered

• OWASP Top 10 - SQL Injection, XSS, and other critical vulnerabilities
• Authentication & Authorization - OAuth 2.0, JWT, RBAC, least privilege
• Cryptography - Encryption, hashing, key management best practices
• Zero Trust Architecture - Network segmentation, identity-based access
• Security Testing - SAST, DAST, fuzz testing, security unit tests
• CI/CD Security - Pipeline hardening, automated security gates
• Threat Modeling - STRIDE, attack trees, risk assessment
• Compliance Frameworks - CIS Benchmarks, NIST, STIGs
• Infrastructure as Code - Secure Terraform, ARM, CloudFormation templates
• Incident Response - Automated playbooks, audit logging, documentation

---

Getting Started

1. Clone this repository

   git clone https://github.com/timothywarner-org/github-security-testbed.git
   cd github-security-testbed

2. Ensure GitHub Copilot is enabled in your IDE

3. Navigate to any lesson folder and follow along with the video demonstrations

4. Check the lesson README in each folder for specific setup instructions

---

Tools & Technologies

Category	Tools
AI Assistant	GitHub Copilot, Copilot Chat
Languages	Python, JavaScript/TypeScript, Go, Bash
Security Testing	OWASP ZAP, Semgrep, Bandit, ESLint Security
Infrastructure	Terraform, Docker, Kubernetes
CI/CD	GitHub Actions
Compliance	CIS-CAT, OpenSCAP, InSpec

---

Additional Resources

• GitHub Copilot Documentation
• OWASP Top 10
• CIS Benchmarks
• NIST Cybersecurity Framework
• DISA STIGs

---

License

This project is licensed under the MIT License - see the LICENSE file for details.

---

Author

Timothy Warner

Created for cybersecurity professionals looking to leverage AI-assisted development for enhanced security practices.

---

Happy Secure Coding!