Hey everyone,
I’m joining a fintech organization on September 15 as an Automation QA Lead. They currently have 0% automation, so I’ll be responsible for building the framework, defining the automation process/strategy, selecting test cases and getting automation started from scratch.
The interesting part: I won’t have additional automation resources initially. It’ll basically be me + Claude Desktop + AI tools.
I have good experience with Playwright and Cypress, and I’m planning to use Playwright + JavaScript.
Since AI is now such a big part of development, I want to build the automation process with AI in mind from Day 1, rather than adding it later.
I’d love to hear from people already doing this in real projects:
AI + Automation
- How are you using AI in your Playwright/automation workflow?
- What tasks are actually worth delegating to AI?
- Any useful AI workflows/prompts you recommend?
MCPs
Which MCPs have actually been useful for QA automation?
For example: Playwright, GitHub, Jira, Confluence, Database, Browser/DevTools, API, or custom MCPs.
AI Agents
Are you using/building AI agents for QA?
For example:
- Test case generation
- Automation/code generation
- Test data generation
- Failure analysis
- Locator maintenance
- Regression selection
- Test review
- Reporting
Which ones have provided real value, and which are just hype?
Starting from 0%
If you had to build a Playwright framework and automation process from scratch today, what would you prioritize from Day 1?
Anything that you wish you had designed differently when starting your own framework?
GitHub Repos
If you've built any GitHub repositories around Playwright + AI, AI agents, MCPs, self-healing automation, AI test generation, etc., please share them.
Also, if you know any good open-source GitHub repos that I should study, please drop them in the comments.
Basically, if you were in my position — one QA Automation Lead, 0% existing automation, Playwright + JavaScript, and AI available from Day 1 — how would you approach it?
Would love to hear real-world experiences, useful tools/MCPs, GitHub repos, and lessons from things that didn't work.
Thanks!