I code-reviewed 3 "vibe-coded" PRs last week. Every one had hardcoded API keys. So I built a grader.

📰 Dev.to · wd400

Learn how to identify and prevent hardcoded API keys in vibe-coded PRs using a custom grader

intermediate Published 11 Apr 2026
Action Steps
  1. Build a custom grader to scan code for hardcoded API keys
  2. Run the grader on vibe-coded PRs to identify potential security risks
  3. Configure the grader to flag sensitive information
  4. Test the grader with sample code to ensure accuracy
  5. Apply the grader to your code review workflow to prevent hardcoded API keys
Who Needs to Know This

Developers and code reviewers can benefit from this technique to improve code security and prevent common mistakes

Key Insight

💡 Hardcoded API keys are a common security risk in vibe-coded PRs, but a custom grader can help identify and prevent them

Share This
🚨 Hardcoded API keys in vibe-coded PRs? 🚨 Build a custom grader to scan and prevent security risks! 💻

Full Article

"Vibe coding" is everywhere. You prompt an AI, it writes your whole project, you ship it. Last week...
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