PentAGI is an innovative, AI-powered autonomous penetration testing tool designed for cybersecurity professionals, researchers, and enthusiasts. It leverages cutting-edge AI to automate security testing steps within secure, isolated Docker environments, featuring intelligent task planning. The system integrates over 20 professional pentesting tools, boasts a smart memory system, Graphiti-powered knowledge graph for advanced context, web intelligence via a built-in browser, and integrates with multiple external search systems. PentAGI offers a modern web UI, comprehensive APIs, scalable microservices architecture, and supports over 10 LLM providers, making it a flexible, self-hosted solution for generating detailed vulnerability reports.
Paper2Code is a tool powered by PaperCoder, a multi-agent Large Language Model (LLM) system, designed to automate the generation of executable code repositories directly from machine learning scientific papers. It employs a three-stage pipeline—planning, analysis, and code generation—each managed by specialized agents. This method has shown superior performance on Paper2Code and PaperBench benchmarks, producing faithful and high-quality implementations, supporting both OpenAI API and open-source models via vLLM.