Cyber-attacks are growing in both number and impact, so security teams need faster ways to analyse systems and share their findings. This master’s project adds a new scalable report generator to Huntdown, a service platform that offers a handy set of tools for pentesting. The work focuses on two well-known tools, Nmap and Sqlmap, but the system is designed in a generic way that lets developer to integrate new attacks easily. In addition, these reports include natural language summaries produced by large language models (LLMs) and supports different output formats, such as PDF or TXT. Finally, extra features have been implemented to facilitate the development of Huntdown and the report generation system.