Effective academic support is essential to address diverse student learning needs, yet traditional tutoring and mentorship programs often lack flexibility and immediacy. This paper presents the design and implementation of a web-based student-centered peer tutoring platform, with a focus on real-time, secure, and interactive learning experiences. Leveraging a backend architecture that embeds real-time applications, alongside a frontend that prioritizes user ease of access, the platform employs a novel matching algorithm to connect students based on complementary skills and learning needs. The overarching objective is to develop a reliable, scalable, and user-friendly system that integrates seamlessly into the student learning ecosystem. Through this initiative, the project intends to bridge gaps in understanding, promote community-based education, and foster an academic environment where students contribute actively to each other’s success.