Inspiration

Every engineer has had that moment: production breaks, logs explode, Slack lights up, and everyone is scrolling instead of fixing. Debugging is noisy, stressful, and slow — especially under on-call pressure.

We wanted to build something that turns that chaos into clarity. Instead of “what just happened?”, we wanted “here’s the fix.”

That’s how oops.stack was born.

What it does

oops.stack turns raw logs and stack traces into PR-ready fixes.

It pulls errors from Sentry, replays the failure inside a clean Daytona sandbox to ensure reproducibility, analyzes what actually went wrong, and then generates CodeRabbit-style PR review comments and patch diffs.

For on-call speed, it can also read out the diagnosis using ElevenLabs, so engineers don’t even have to read logs when things are on fire.

In short: logs in, pull request out.

How we built it

  • FastAPI backend to ingest logs and stack traces
  • Sentry as the incident and error source
  • Daytona to execute log analysis inside isolated, reproducible sandboxes
  • CodeRabbit-style output to generate PR review comments and unified diffs
  • ElevenLabs to convert root-cause summaries into voice for on-call scenarios

The system is designed to gracefully fall back if any integration isn’t available, keeping the workflow reliable during demos and real usage.

Challenges we ran into

  • Integrating Daytona reliably while keeping the system resilient to environmental issues
  • Designing CodeRabbit-style output that feels like a real PR review, not just AI text
  • Balancing a Gen-Z, playful tone with production-grade technical credibility
  • Making the demo fast, clear, and judge-friendly under hackathon time constraints

Accomplishments that we're proud of

  • Turning debugging from a reactive process into an actionable workflow
  • Using multiple sponsors meaningfully, not just name-dropping
  • Generating fixes instead of explanations
  • Building a system that feels fun, modern, and genuinely useful to developers

What we learned

  • Reproducibility matters just as much as intelligence in debugging
  • Developers don’t want more dashboards — they want fixes
  • Strong sponsor integrations work best when they mirror real workflows
  • Good developer tools can be both serious and fun

What's next for oops.stack

  • Deep GitHub integration to auto-open PRs with CodeRabbit reviews
  • More advanced Daytona workflows (test replays, CI simulation)
  • Smarter Sentry automation for zero-touch incident handling
  • Richer ElevenLabs voice modes for on-call summaries

oops.stack is just getting started.

Built With

  • coderabbit-cli
  • daytona
  • elevenlabs-api
  • fastapi
  • python
  • react
  • rest-apis
  • sentry
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