Fast Match Finder Uses Graph Validation
Fast Match Finder is an open-source timed perception game that models a 57-card deck as a projective plane graph and uses Neo4j as authoritative validation. The repository (with quickstart) supports optional OpenAI vision-based AI opponents, PNG rendering, and API endpoints for round creation, validation, and AI play; Neo4j is optional with an internal math fallback. Run locally via uv run uvicorn main:app and access http://localhost:8000.
Scoring Rationale
Practical, reproducible demo with usable code and AI-vision integration; limited novelty and single-repo scope for practitioners.
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