Your security reputation,
quantified.
Vibe Score tracks how you interact with AI‑generated code-accept, modify or reject ratio, critical catches, your security streak-and turns it into a score that proves you're not just vibe coding.
How Vibe Score Works
Accept / Modify / Reject
How often you accept AI suggestions verbatim vs modifying or rejecting them. Higher modification ratio = higher score.
Critical Catches
How many critical vulnerabilities you caught and addressed before they shipped. Each one boosts your score.
Security Streak
Consecutive days without introducing critical issues. Like Duolingo for code security. Break the streak, rebuild it.
Review Depth
How thoroughly you examine AI suggestions before accepting. Time spent, lines reviewed, patterns checked.
For Individual Developers
Your personal Vibe Score is your security reputation. Track streaks, earn badges and prove to yourself (and your team) that you're reviewing AI output responsibly.
For Teams
Team leaderboards, aggregate trends and "who's vibe coding?" alerts give engineering leads visibility without micromanaging.
Team Leaderboard
Friendly competition drives security behavior. See who's reviewing AI output most carefully.
Aggregate Trends
Track team-wide Vibe Score trends over time. Spot when AI adoption changes team security posture.
"Who's Vibe Coding?"
Automated alerts when team members rapidly accept AI suggestions without review. Catch vibe coding before it ships.
What is Vibe Coding?
Vibe coding is the practice of rapidly accepting AI‑generated code suggestions without thorough review-trusting the "vibe" that the code looks right rather than verifying it. The term was coined by Andrej Karpathy in February 2025 and was named Collins Dictionary Word of the Year 2025.
While vibe coding dramatically accelerates development, it introduces significant security risks. When developers accept AI suggestions at high speed, SQL injections, hardcoded secrets, disabled TLS verification and authentication bypasses slip through unchecked.
CodeMarine's Vibe Score quantifies this behavior. Instead of banning AI tools (which developers will route around), it measures how responsibly developers interact with AI suggestions and provides guardrails that catch risks in real time.
Start tracking your Vibe Score
Free 14-day trial. No credit card required. Your code never leaves your machine.