Show HN: NiceTryGPT and CTF and riduzione degli shortcut LLM
Category: security
Tags: ctf, llm, security, agent-skill, claude-code
Score: 5.5/10 (Innovation: 6, Technical: 4, Documentation: 8, Utility: 4)
NiceTryGPT is an Agent Skill for Claude Code that helps CTF challenge authors reduce cheap LLM shortcuts by applying minimal, human-friendly modifications. It solves the original challenge, identifies the simplest LLM exploit path, and makes a small change that preserves the vulnerability class and learning objective while increasing uncertainty for automated solvers.
Target audience: CTF challenge authors, security educators, and AI agent tooling developers
Repository: https://github.com/aleff-github/NiceTryGPT · Python · GPL-3.0 · 2 stars
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