Just-In-N-Out/LLM-Vulnerability-Scanner

The project is a zero-day repository with no community traction (0 stars/forks), positioning it as a personal experiment or early prototype. While the objective of mapping LLM vulnerabilities to the OWASP Top 10 is valuable, it is currently a crowded space with significant competition from established players. Projects like Microsoft's PyRIT, Giskard, and Promptfoo already offer mature, enterprise-grade versions of this exact workflow (adversarial probing followed by judge-based evaluation). The 'LLM-as-a-Judge' pattern for security evaluation is now a commodity approach. Defensibility is non-existent as there is no proprietary dataset of novel jailbreaks or unique evaluation logic that isn't already standard in the red-teaming community. Frontier labs are also building these capabilities directly into their developer consoles (e.g., OpenAI's Moderation API and system prompt evaluations), making standalone black-box scanners highly susceptible to platform displacement.