AI Agents
Bug Report to Repro Script Agent
Paste a vague bug report and the agent tries to reproduce it as a Playwright test
Advanced30h2–3
PlaywrightLLMLangGraph
14/20An agent upgrades a dependency, fixes breaking changes and opens a PR with test results.
Build Dependency Upgrade Agent for maintainers of javascript projects in ~28h with 1–3 people. Stack: LLM + GitHub API + Node.js + Docker.
Why it wins: Real engineering value with a verifiable result.
| Tech | Role | |
|---|---|---|
| LLM | Language model | AI |
| GitHub API | Repo + PR data | API |
| Node.js | Backend runtime | Backend |
| Docker | Containers | Tool |
AI Agents
Paste a vague bug report and the agent tries to reproduce it as a Playwright test
AI Agents
Catches risky changes before a human reviewer looks at the PR
AI Agents
An agent finds accessibility issues and opens a PR that fixes them