NiceTryGPT is a Claude Code skill that identifies and reduces cheap LLM shortcuts in CTF challenges through minimal, targeted modifications. It solves challenges end-to-end, finds pattern-matching exploits, applies small changes to increase uncertainty without increasing complexity, and verifies the result while preserving the original learning objective and difficulty for humans.