Score: 38

Explorer

65% confidence

Executive Summary

An early-career developer exhibiting a broad interest in game development, web applications, and automation scripts across Python, JavaScript, and Java. While the portfolio demonstrates creativity and the ability to ship functional prototypes, the codebases reflect academic learning patterns with opportunities to improve standard engineering practices like error handling and modular architecture.

Score Context: Score reflects current portfolio maturity, which is heavily weighted towards academic projects and learning exercises. Fundamentals are visible, but production-readiness practices (testing, CI/CD, modern patterns) are currently undeveloped.

Technical Arsenal

Language

Python6

JavaScript3

Java1

Framework

React1

Next.js1

Platform

Firebase1

Key Repositories

attendance-app

Score: 8/10

Track attendance by using the location of the phones of participants with the tap of a button

“The most substantial full-stack application in the portfolio, utilizing React and Firebase with a clear project structure.”

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Night-Is-Coming

Score: 7/10

Java game I made for my Advanced Computer Science final project

“A complex academic capstone project demonstrating object-oriented programming and game loop logic in Java.”

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ToTheBeatPython

Score: 6/10

This program syncs video with music

“The highest rated repository by stars (3), showing creative integration of multimedia processing.”

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PongWithPygame

Score: 5/10

A pygame lesson that teaches you how to create a simple pong game

“Demonstrates educational intent and clear, if procedural, Python coding style for beginners.”

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create_nativescript_app_image_resource

Score: 4/10

Creates correctly sized images for different resolutions for both Android and IOS apps

“A practical utility script that solves a specific development pain point using image processing.”

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Developer Persona

Code Reliability

3/10

Scripts frequently lack try/except blocks, leading to silent crashes on invalid inputs or missing files.

Maintainability

4/10

Tendency towards monolithic files, hardcoded configuration values, and significant code duplication across files.

Modern Standards

3/10

Uses deprecated libraries (React 16.6, Pillow ANTIALIAS) and legacy patterns, creating technical debt.

Algorithm Fundamentals

6/10

Willingness to implement complex logic (OCR, OCR line separation, custom collision detection) from scratch, even if optimization is lacking.

Skill Assessment

Python

4/10

Writes functional scripts for utilities and games, but code is procedural, lacks error handling, and hardcodes paths.

JavaScript / React

5/10

Capable of building full-stack apps (attendance-app), but relies on outdated class components and unsafe lifecycle methods.

Java

3/10

Understands syntax but reinvents standard data structures (custom LinkedList) rather than using the Collections framework.

Game Development

4/10

Demonstrates core concepts (loops, rendering) in Pygame and Java, though physics and collision logic are manually implemented and error-prone.

Backend Development

3/10

Basic Flask implementation shown in MyLinesServer, but lacks scalability, input validation, or dependency management.

Growth Areas

•Adopt modern framework standards: Refactor React class components to Functional Components with Hooks, and update Python dependencies to current versions.
•Improve code robustness: Implement `try-except` blocks and input validation to prevent scripts from crashing on unexpected user input.
•Leverage standard libraries: Avoid reinventing data structures (like Linked Lists in Java) or physics collisions; use language-native collections and game engine features instead.
•Professionalize project structure: Add `requirements.txt` or `package.json` files, and move hardcoded paths/secrets into configuration files or environment variables.
•Implement automated testing: Start adding basic unit tests (e.g., JUnit for Java, pytest for Python) to ensure logic correctness, especially for math-heavy code.

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