🚀 QA Automation Framework with AI Testing Orchestration
🔹 End-to-End QA Pipeline · UI + API + AI
A production-ready QA Automation Framework integrating:
UI Automation (Playwright + Pytest + POM)
API Automation (Requests + Pytest)
CI/CD (GitHub Actions)
AI-powered Test Generation & Multi-Agent Orchestration
🧠 Problem
Modern QA faces:
Manual test case creation
Repetitive validation cycles
Limited scalability with changing requirements
👉 Result: Slow testing and reduced efficiency
💡 Solution
This project introduces an AI-powered QA pipeline that:
Automatically generates test cases
Identifies edge cases and risks
Validates test coverage using intelligent agents
🏗️ Architecture
📌 This diagram represents the complete QA pipeline integrating UI automation, API testing, CI/CD, and AI-driven test orchestration.
🔧 Tech Stack
Language: Python
UI Automation: Playwright + Pytest
API Testing: Requests + Pytest
Design Pattern: Page Object Model (POM)
CI/CD: GitHub Actions
AI Layer: Custom Multi-Agent System
📂 Project Structure
tests/
├── ui/
├── api/
pages/ # Page Object Model
api_clients/ # API abstraction
utils/ # Helpers & configs
ai_testing/ # AI test generation
ai_orchestrator/ # AI pipeline (multi-agent)
screenshots/ # Execution proof
reports/ # Test outputs
🌐 UI Automation Testing
Playwright-based UI testing
Page Object Model (POM)
Covers:
Login flows
Validation scenarios
Negative testing
🔌 API Automation Testing
REST API testing using Requests
Covers:
CRUD operations
Negative scenarios
Data validation
🤖 AI Testing
🔹 Test Generation
Automatically generates:
Positive scenarios
Negative scenarios
Edge cases
📸 Output:
🧠 AI Orchestrator (Multi-Agent QA Pipeline)
Simulates intelligent QA system:
Agents:
Story Analyzer → understands requirements
Test Generator → creates test cases
Review Agent → validates coverage
📸 Execution:
🔁 CI/CD Pipeline
GitHub Actions integration
Automated execution on push
Headless test execution
📸 CI/CD Run:
📊 Test Execution
Unified UI + API test suite
Fast execution via Pytest
📸 Output:
git clone https://github.com/Pragya-19/QA-Automation-Framework-Pytest-Playwright-API-UI-CI.git
cd QA-Automation-Framework-Pytest-Playwright-API-UI-CI
python -m venv venv
venv\Scripts\activate
pip install -r requirements.txt
pytest
Run AI Modules:
python ai_testing/generate_test_cases.py
python ai_orchestrator/orchestrator.py
🏆 Key Highlights
End-to-End Automation Framework
UI + API + CI/CD Integration
AI-driven Test Generation
Multi-Agent QA Pipeline
Scalable and maintainable architecture
🚀 Future Enhancements
Allure Reporting
Parallel execution
Docker support
LLM-based dynamic execution
👩💻 Author
Pragya Kapil
QA Automation Engineer | Gen - AI Testing Enthusiast
