Devtools
Prompt Regression Tests
Catch quality drops when prompts or models change
Intermediate14h1–2
Node.jsLLMGitHub Actions
17/20Screenshot key pages on each PR and highlight visual changes.
Build Visual Regression Bot for frontend teams in ~16h with 1–2 people. Stack: Playwright + GitHub Actions + Node.js.
Why it wins: Visible output and real value.
| Tech | Role | |
|---|---|---|
| Playwright | Browser automation | Tool |
| GitHub Actions | Repo + PR data | API |
| Node.js | Backend runtime | Backend |
Open-source projects you can build on. Links checked 2026-10-31.
Devtools
Catch quality drops when prompts or models change
Devtools
Detect breaking API changes in pull requests before clients break
Flag migrations that will lock tables or lose data before they run