LeetCode Agent

Created by team Peka Coders on September 21, 2025

LeetCode Agent – A Smart Coding Companion LeetCode Agent is an intelligent assistant designed to make competitive programming practice on LeetCode more structured, personalized, and automated. Many programmers struggle with consistency, deciding which problems to solve, and managing their GitHub repositories where they maintain their solutions. This project aims to solve those pain points by functioning as a daily practice companion, an automation tool, and a progress tracker. Purpose and Vision The primary goal of LeetCode Agent is to help programmers at all levels practice efficiently while staying motivated. Beginners often lack structure, intermediate users seek consistency and better tracking, and advanced users want smart recommendations and automation. LeetCode Agent caters to all three classes by analyzing past progress, recommending balanced problems, keeping repositories neat, and sending reminders that spark curiosity. The vision is to create an agent-like experience—something that works in the background so the user can focus only on problem-solving. Core Features Daily Problem Recommendation Each day, the system suggests a problem tailored to the user’s journey. It does this by analyzing the GitHub repository, tracking which categories and difficulties have already been solved, and then selecting a problem that balances progress. If the user wants more practice, alternative suggestions are also provided. Future versions may include AI-enhanced recommendations using embeddings and historical solution patterns to predict the “next best problem” based on what others solved after similar progress. Repository Analysis The agent automatically inspects the structure of the user’s GitHub repository. Many programmers organize their solutions by categories such as Arrays/, Backtracking/, or DynamicProgramming/. The agent parses this structure, identifies unsolved or underrepresented topics, and

Category tags:

"The idea of a LeetCode problem recommender based on past problems, especially as an extension, is extremely helpful and unique. It is well thought out and feels like something people would genuinely want to use. The only issue is with the demo. Since it cannot be run without cloning the repository, it does not meet the requirements for a deployable demo and therefore cannot be fully graded in that category."

avatar

Prachi Tomar