Open
VibeCheck
Few builders have shipped here. The gap is still unclaimed.
AI-native grading for CS courses. Students code with AI; professors get line-by-line attribution, session replay & an automated oral defense.Built with Codex+GPT-5.6. We grade understanding, not code.
- Opportunity 6
- Novelty 8
- Usefulness 7
- Commercial 4
- Buildability 5
- Who
- Builders who need a weekend-scoped product with public proof
- What
- AI-native grading for CS courses. Students code with AI; professors get line-by-line attribution, session replay & an automated oral defense.Built with Codex+GPT-5.6. We grade understanding, not code.
- Why
- SaaS or agency offer if commercial_score >= 6 else portfolio piece
- How
- Fork the cited repo or rebuild the core loop in a week
Source & credit
- Original project — https://devpost.com/software/ai-gallery-agr5jy
- Submitted to OpenAI Build Week