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MuluBench

Real benchmarks for AI coding models. No marketing fluff. Just scores.

15 Models Tested
7 Categories
1500 Max Points
MAR 2026
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Total Score
UI Design
Code Quality
Security
Completion
Debugging
Refactoring
Speed
Category Winners
How we score
UI DesignLayout, animations, responsive polish
Code QualityClean, typed, maintainable output
SecurityVulnerability detection, safe patterns
CompletionEnd-to-end task completion rate
DebuggingFind and fix real bugs accurately
RefactoringImprove existing code structure
SpeedTokens per second, inference time

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