Stop Vibe Coding.
Start Understanding.
AI assistants can write code for you, but they cannot build your engineering skills. Codswallop helps learners develop genuine comprehension through targeted quizzes.
Powered by modern technologies
The Hidden Cost of Vibe Coding
AI can accelerate development, but over-reliance stunts the engineering skills you need to succeed.
Surface-Level Knowledge
AI writes the code, you hit accept. The result works, but you cannot explain why, modify it confidently, or debug when it breaks.
Fragile Foundations
Without understanding fundamentals, learners struggle when AI suggestions are wrong. Debugging becomes guesswork instead of systematic problem-solving.
Interview Exposure
Technical interviews quickly reveal comprehension gaps. Explaining code you did not truly write becomes impossible under pressure.
Workplace Struggles
Junior developers who cannot reason about code become bottlenecks. Code reviews, pair programming, and on-call rotations expose the skills gap.
How Codswallop Works
Build genuine engineering skills through active comprehension checks.
Detect
Codswallop monitors your coding patterns: rapid code additions, sudden complexity spikes, and large paste operations that suggest AI-generated content.
Quiz
When patterns are detected, Claude AI generates targeted questions about the specific code. Questions focus on logic, edge cases, and behaviour you must understand.
Learn
Answering quizzes reinforces comprehension. Track your progress over time and identify areas where you need deeper understanding.
Features
Tools designed to build comprehension, not just detect gaps.
Line Spike Detection
Identifies rapid code additions that suggest copy-paste from AI or external sources, prompting you to verify understanding.
Complexity Analysis
Monitors cyclomatic complexity to catch when complex logic appears suddenly. Understanding branching and loops is essential.
Paste Monitoring
Large paste operations trigger comprehension checks. Typing code helps retention; pasting requires verification.
Animated Companion
A friendly detective character provides visual feedback on your coding, celebrating when you pass quizzes and encouraging practice when needed.
Educator Dashboard
Educators can monitor progress across classrooms, identify common struggle areas, and provide targeted support to learners.
Progress Tracking
Quiz results sync in real-time. Track your improvement over time and see which concepts need more attention.
Ready to build real engineering skills?
Stop letting AI do your thinking. Start understanding the code you write and prepare for interviews, code reviews, and your engineering career.