Project Roulette / Projects

Frontend, Mobile, Data & ML, Security and Games projects

14 of 30 projects. Each has a stack, five features to ship, a difficulty, a time estimate, and a bonus challenge.

Frontend · Intermediate · 2 weeks

Accessible Design System & Component Library

A themeable library of accessible UI components (dialog, combobox, tabs, data table, toast) published to npm, with a documentation site where people can try every component live.

  • React
  • TypeScript
  • Storybook
  • Vitest
  • Testing Library
  • axe-core

Features

  1. 8–10 components with full keyboard support and correct ARIA roles
  2. Light and dark theming driven by design tokens
  3. Docs site with a live props playground for each component
  4. Automated accessibility tests that run in CI on every pull request
  5. Versioned releases to npm with a generated changelog

Bonus: Visual regression testing with Playwright screenshots that block a PR if any component changes unexpectedly.

Frontend · Intermediate · 1–2 weeks

Git Repo Time-Lapse Visualizer

Paste any public GitHub repository and watch its file tree grow over time as an animated treemap, with contributor activity and the files that change most often.

  • TypeScript
  • Vite
  • D3.js
  • GitHub REST API
  • Web Workers

Features

  1. Fetch and cache commit history with pagination and rate-limit handling
  2. Animated treemap playback with a timeline scrubber
  3. Contributor timeline and a churn heatmap of hot-spot files
  4. Heavy parsing moved into a Web Worker to keep animation smooth
  5. Shareable URLs that encode the repo and timestamp

Bonus: Export the playback as a WebM or GIF that people can drop straight into their own README.

Frontend · Intermediate · 2 weeks

Browser Logic Circuit Simulator

Drag gates, wires, clocks, and LEDs onto a canvas and watch signals propagate in real time. Build anything from a half adder to a tiny CPU in the browser.

  • TypeScript
  • Canvas 2D or SVG
  • Vite
  • Web Workers
  • Vitest

Features

  1. Drag-and-drop gates, switches, clocks, LEDs, and seven-segment displays
  2. Event-driven simulation with propagation delay
  3. Truth-table generator for any selected circuit
  4. Reusable custom components built from sub-circuits
  5. Save, load, and share circuits by link

Bonus: A waveform timing-diagram viewer that works like a logic analyzer for any wire you probe.

Mobile · Intermediate · 2–3 weeks

Offline-first Field Inspection App

A mobile app for technicians who inspect equipment on site: checklists, photos, and signatures that work with no signal and sync later.

  • React Native (Expo)
  • TypeScript
  • SQLite
  • Supabase

Features

  1. Dynamic checklist templates loaded from the server
  2. Photo capture with on-image annotation
  3. Local-first storage with background sync and conflict handling
  4. Signature capture and PDF report export
  5. GPS-tagged inspections

Bonus: A small web admin dashboard where managers create templates and review submitted inspections.

Mobile · Intermediate · 2 weeks

Bluetooth LE Sensor Companion App

A phone app that discovers a Bluetooth Low Energy sensor, streams live readings, keeps a history, and sends settings back to the device.

  • Flutter (Dart)
  • flutter_blue_plus
  • SQLite
  • ESP32 or nRF52 as the peripheral

Features

  1. Scan, connect, and auto-reconnect to the device
  2. A custom GATT service and characteristics that you define
  3. Live charts of incoming readings
  4. Local history with CSV export
  5. Write settings like sample rate and thresholds back to the device

Bonus: Firmware updates delivered over Bluetooth straight from the app.

Data & ML · Intermediate · 1–2 weeks

Resume ↔ Job Description Matcher

Upload a resume and a job posting. It scores how well they match, highlights missing skills, and suggests stronger bullet points.

  • Python
  • sentence-transformers
  • spaCy
  • FastAPI
  • Streamlit

Features

  1. PDF parsing and section extraction (experience, skills, education)
  2. Skill extraction against a curated skills taxonomy
  3. Semantic similarity scoring with a readable explanation
  4. Gap report listing missing and weak skills
  5. A small labeled test set that measures accuracy

Bonus: Benchmark three embedding models on your test set and publish the results table in the README.

Data & ML · Intermediate · 1–2 weeks

Webcam Hand-Gesture Controller

Recognizes hand gestures from a webcam in real time and uses them to control slides, media playback, or smart lights.

  • Python
  • MediaPipe
  • PyTorch or scikit-learn
  • OpenCV

Features

  1. Hand landmark extraction from live video
  2. Data-collection tool for recording custom gestures
  3. Trained classifier with a confusion matrix and accuracy report
  4. Smoothing and debounce so actions don't misfire
  5. Config file that maps gestures to actions

Bonus: Export the model to ONNX and run it fully in the browser with a live demo page.

Data & ML · Advanced · 2–3 weeks

Predictive Maintenance for Jet Engines

Predicts the remaining useful life of jet engines from sensor time series using NASA's C-MAPSS dataset, served behind an API with a monitoring dashboard.

  • Python
  • pandas
  • LightGBM or PyTorch
  • MLflow
  • FastAPI
  • Docker

Features

  1. Exploratory analysis and time-series feature engineering
  2. A baseline model and an LSTM, compared with proper time-based validation
  3. Experiment tracking in MLflow
  4. Model served through FastAPI inside Docker
  5. Dashboard showing predictions per engine

Bonus: Data-drift detection that flags when incoming sensor data stops looking like the training data.

Data & ML · Intermediate · 2 weeks

Codebase Q&A Assistant

Index any Git repository and ask questions like "where is authentication handled?" Answers cite the exact files and lines they came from.

  • Python
  • tree-sitter
  • sentence-transformers
  • pgvector or Qdrant
  • FastAPI
  • An LLM API

Features

  1. Code-aware chunking by function and class using tree-sitter
  2. Hybrid keyword and vector search
  3. Answers with file and line citations
  4. Incremental re-indexing when new commits land
  5. An evaluation set of 30+ questions that measures retrieval accuracy

Bonus: A VS Code extension so you can ask questions without leaving the editor.

Security · Intermediate · 1–2 weeks

Git Secrets Scanner & GitHub Action

A CLI and GitHub Action that scans repositories, including full commit history, for leaked API keys, passwords, and private keys.

  • Go
  • Regex + entropy analysis
  • GitHub Actions
  • SARIF

Features

  1. Pattern and entropy-based secret detection
  2. Fast scanning of the full Git history
  3. Allowlist file to suppress false positives
  4. SARIF output that shows up in GitHub code scanning
  5. Pre-commit hook mode that blocks leaks before they happen

Bonus: A seeded test corpus that reports precision and recall, compared against an existing open-source scanner.

Security · Intermediate · 1–2 weeks

SSH Honeypot with Attack Dashboard

A fake SSH server on a cheap cloud VM that records the logins and commands real attackers try, shown on a live dashboard.

  • Python (asyncssh) or Go
  • Docker
  • PostgreSQL
  • Grafana
  • GeoLite2

Features

  1. Fake shell that imitates a Linux machine and logs every command
  2. Analytics on the most common passwords and commands
  3. World map of where attempts come from
  4. Strong isolation: its own VM, a container, and no outbound network
  5. Automatically generated weekly threat summary

Bonus: A write-up analyzing one week of real attack data, published alongside the repo.

Security · Advanced · 2 weeks

End-to-End Encrypted File Sharing

Share files by link, with encryption done in the browser so the server never sees file contents or keys.

  • TypeScript
  • Web Crypto API
  • Node.js or Go
  • S3-compatible storage

Features

  1. AES-GCM encryption in the browser, with the key kept only in the URL fragment
  2. Chunked streaming encryption for large files
  3. Links that expire or stop after a set number of downloads
  4. Optional password protection with proper key derivation
  5. A written threat model in the README

Bonus: A verification page that shows the stored ciphertext is unreadable without the link.

Games · Advanced · 2–3 weeks

Multiplayer Arena with Real Netcode

A fast top-down browser arena game with an authoritative server, client-side prediction, and lag compensation, so it feels smooth even at 150 ms ping.

  • TypeScript
  • HTML Canvas or Phaser
  • Node.js
  • WebSockets

Features

  1. Authoritative server running at a fixed tick rate
  2. Client-side prediction with server reconciliation
  3. Entity interpolation for other players
  4. Lobby and simple matchmaking
  5. Built-in network simulator with latency and packet-loss sliders

Bonus: A replay system that records inputs and plays back any match deterministically.

Games · Intermediate · 2–3 weeks

Procedural Roguelike with ECS

A turn-based dungeon crawler with procedurally generated levels, built on an entity-component-system architecture.

  • Rust + Bevy
  • or C# + Godot
  • WebAssembly build

Features

  1. Seeded dungeon generation using BSP or cellular automata
  2. Entity-component-system architecture for all game objects
  3. Field of view and A* pathfinding for enemies
  4. Items, inventory, and save/load
  5. A playable web build published on itch.io

Bonus: A daily seeded challenge where everyone plays the same dungeon.