Astra AI Automation Agent

Astra AI Automation Agent is an AI-driven test automation framework that uses Playwright and Python. Built on a Retrieval-Augmented Generation (RAG) architecture powered by ChromaDB and GPT-4o, the framework automatically extracts requirements from Jira tickets, Excel spreadsheets, or Azure DevOps items and generates robust, executable Playwright browser test scripts matching those requirements.

Key Features of Astra AI Automation Agent

• Ticket-to-Test Automation: Reads Jira REST API endpoints or Azure DevOps work items directly to capture user stories.
• RAG-Driven Context Engine: Embeds repository and documentation context into ChromaDB to enhance model selector accuracy.
• Playwright Script Generation: Produces clean, runnable Python Playwright scripts based on retrieved ticket details.
• CLI & Bulk Generation: Generates test scripts for single ticket IDs or complete sprint ticket lists via a simple CLI.

Benefits of Using Astra AI Automation Agent

• Drastically Reduced Scripting Effort: Auto-creates E2E scripts directly from sprint tickets with minimal manual input.
• Fewer Locating Flakiness: Integrates RAG-recalled codebase DOM layouts to generate stable visual select locators.
• Continuous Integration Ready: Generated Python tests fit instantly into standard pytest execution runners.

For testing squads seeking to unify product specifications and automated runs, Astra AI Automation Agent offers a structured RAG-powered workflow to auto-generate reliable web test suites directly from Jira issues.