LearnHeart is an innovative educational platform designed to bridge the gap between rural schools in Sri Lanka and educational contributors such as volunteers and organizations. The platform was created in response to the growing disparities in access to quality education across different regions of the country. By aligning with the United Nations Sustainable Development Goal 4 (Quality Education), LearnHeart promotes inclusive and equitable learning opportunities for all. The core functionality of LearnHeart enables schools, particularly in underserved areas, to submit seminar requests based on their subject-specific or skill-based needs. These requests are then visible to verified volunteers and organizations, who can respond by organizing and conducting seminars either in-person or virtually. The platform facilitates streamlined communication, efficient scheduling, and transparent tracking of educational activities. LearnHeart is built using the MERN stack and LangChain, offering a modern and responsive user experience. Authentication is powered by Clerk, ensuring secure and personalized access for schools, volunteers, and organizational users. Additionally, the platform integrates an AI-powered skill assessment system that evaluates volunteer capabilities through CV analysis using Python-based machine learning techniques. With its intuitive design and impactful mission, LearnHeart fosters a nationwide network of educational collaboration. It empowers rural students by connecting them with resources and expertise previously beyond their reach. Ultimately, LearnHeart aims to uplift educational standards across Sri Lanka by enabling a culture of knowledge-sharing, collaboration, and opportunity for all learners.