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Finalist

SecureLoop

SecureLoop turns production Sentry alerts into Codex-generated, sandbox-tested, human-approved fixes inside JetBrains.

Code Video Cerebral Valley

Core trick

Sentry alerts feed a Codex patch step, the patch is tested in a sandbox, and a human approves the diff inside JetBrains.

Tags

securitydev tools

Description

SecureLoop turns production Sentry alerts into Codex-generated, sandbox-tested, human-approved fixes inside JetBrains.
PeytonLi/SecureLoop★ 20 forksPythonMITCreated Apr 18, 2026 · last push Apr 19, 2026

README excerpt

<div align="center">

<h1>SecureLoop</h1>

**AI security remediation that closes the loop from production alert to verified PR.**

`detect -> diagnose -> patch -> sandbox -> review -> ship`

[![Python](https://img.shields.io/badge/Python-3.12-3776AB?logo=python&logoColor=white)](https://python.org)
[![Kotlin](https://img.shields.io/badge/Kotlin-JVM-7F52FF?logo=kotlin&logoColor=white)](https://kotlinlang.org)
[![Next.js](https://img.shields.io/badge/Next.js-16-000000?logo=nextdotjs&logoColor=white)](https://nextjs.org)
[![OpenAI](https://img.shields.io/badge/OpenAI-Codex-111111?logo=openai&logoColor=white)](https://openai.com)

Built at the JetBrains Codex Hackathon 2026 in San Francisco.

</div>

## The Problem

Security tools still hand developers disconnected fragments.

- Sentry shows the production failure, but not the fix.
- Dependency scanners show vulnerable packages, but not the application-level patch.
- AI chat can suggest code, but usually lacks the stack trace, repo policy,
  dependency context, verification result, and IDE approval surface.

That leaves developers doing security incident response by copy-paste: move the
stack trace into chat, explain the repo manually, write a fix manually, hope the
fix is safe, then open a PR manually.

SecureLoop turns that fragmented workflow into one controlled remediation loop.

## The Pitch

SecureLoop is a JetBrains-native AI security agent that converts a real
production-shaped alert into an OWASP/CWE-framed diagnosis, po

Team