MisconceptionBench: scoring AI math tutors on catching documented student errors

A ready-to-run evaluation suite that has an AI math tutor or homework helper interact with simulated students who submit the classic rational-number and proportion errors, then scores how well the tutor diagnoses and remediates each documented misconception — producing one comparable metric for vendors and school buyers.