{"id":2750,"name":"AI-Driven Vulnerability Benchmarking Tool","purpose":"A tool allowing developers to easily benchmark and identify vulnerabilities in agent-generated code (vibe coding), based on the CMU research findings.  It integrates a series of automated tests and reports, providing actionable insights for improving the security of AI-assisted software development.","profitable":1,"date_generated":"Tuesday December 2025 02:37","reference":"project-ai-vulnerability-benchmarking","technology_advise":["Python","PostgreSQL","Medium"],"development_time_estimation_mvp_in_hours":100,"grade":7.5,"category":null,"view_count":55,"similar_ideas":[{"id":1051,"name":"AI-Powered Code Risk Mitigation Tool","grade":7.2,"category":null},{"id":1047,"name":"Vibe Coding Risk Detector","grade":7.2,"category":null},{"id":8229,"name":"AI Code Vulnerability Auditor","grade":7.8,"category":"security"},{"id":13775,"name":"AI Security Benchmark Optimizer","grade":8.2,"category":"ai"},{"id":13102,"name":"AI-Powered Vibe-Coded App Scanner","grade":8.2,"category":"devtools"}],"source_headline":null}