HACKER Q&A
📣 tornikeo

Do you use a visual debugging AI tool?


Integration tests are pain and I have to mock things (email inbox, oauth, etc.) and tests are flaky.

Is it possible to automate (with some tool or CLI) the manual clicking and checking and re-checking webpages? I have yet to find a CLI tool that specializes in this.

Essentially, I need this tool to screenshot my environment, use mouse and provide (text) reports to the coding CLI tools.

  👤 jackfranklyn Accepted Answer ✓
Playwright + something like Claude with computer use is probably closest to what you're describing. Though I'd push back a bit on the approach.

The flaky test problem usually comes from either race conditions (waiting for wrong things) or environmental differences. Adding AI vision on top often adds another layer of flakiness - now you're debugging "why did the model misread this button" on top of "why did the test timeout."

For mocking external services specifically - tools like MailHog (email) or mock OAuth providers tend to be more reliable than screenshot-based approaches. The determinism matters.

That said, if you genuinely need to test against production-like visual state - Playwright's screenshot comparison (toHaveScreenshot) combined with proper wait strategies has gotten pretty solid. The visual regression approach catches layout bugs that functional tests miss.

👤 solusmukess
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