Inexperienced contributors to open-source projects often encounter difficulties in navigating and comprehending complex codebases, hindering their ability to find suitable issues and grasp relevant concepts. The current approach of using chatbots for codebase understanding and issue resolution is a step forward but remains insufficient. There is a pressing need for an enhanced system that not only assists beginners in comprehending open-source codebases but also facilitates a smoother onboarding process by providing tailored guidance, identifying suitable tasks, and offering comprehensive learning resources to alleviate the overwhelming nature of the open-source initiation process.