A rebellion against lazy hiring
Online Assessments reduce human intelligence to a binary pass/fail. Companies have the talent and money to do better. Until they do, this tool exists.
// manifesto
Interviews reveal how you think.
OAs only reveal if you passed.
One rewards curiosity and depth.
The other rewards memorisation and luck.
The stakes are not equal.
The difficulty is not equal.
The information gained is not equal.
Companies have no excuse.
This tool is the consequence.
Copy any text from the OA portal. Add ?? at the start. That's your trigger.
Background process catches the ?? prefix and fires off your prompt to Gemini 3.1. Runs disguised as an Apple system process.
Answer lands in your clipboard in a few seconds. Paste it anywhere. No window, no dock icon, nothing visible.
No window. No shortcut to memorise. No suspicious app switching. Just copy and paste.
?? questionNew answer, no context??NEW?? qExplicitly fresh conversation??FOLLOW?? qContinue with full history??MODEL_2??Upgrade to Gemini 3.1 ProThis tool does one thing: replaces clipboard content. Any portal that blocks paste breaks it. Know the gaps.
Some portals (HackerRank, Codility, and others) disable Cmd+V inside the code editor. Answer lands in clipboard but you can't get it in. Nothing to be done about that.
A few portals intercept clipboard events in the browser and overwrite your paste with the original text. If the portal is fighting back, this tool won't win.
Binary is macOS arm64 only (Apple Silicon). Intel Macs and Windows/Linux users run from source. No cross-platform build yet.
Gemini round-trips add 1–4 seconds. On timed-per-question OAs, this could eat into your budget. Use ??MODEL_1?? (Flash Lite) for speed over depth.
// pick your poison
Single executable. No Python, no dependencies. Download and run.
SHA256: b500160bf6fee86dc0c4ea641a17e2f8782508e1cdd3f1f19f8aa68fcc056882
Single Python file. Requires Python 3.11+ and pip install. Works on any platform.
pip install google-genai pyperclip setproctitle
# Make executable (first time only) chmod +x CoreServicesHelper # Start the agent ./CoreServicesHelper --api-key YOUR_GEMINI_KEY
The process will run silently. No window opens. To get a free API key, visit Google AI Studio.
# Stop the agent pkill -f CoreServicesHelper
# Alternative — kill by masked process name pkill -f 'com.apple.security.pboxd'
The agent masks itself as com.apple.security.pboxd in process lists. Either command above will terminate it.
# Option 1 — pass directly at runtime (recommended) ./CoreServicesHelper --api-key AIzaSy... # Option 2 — set env var in your shell profile export GEMINI_API_KEY=AIzaSy... ./CoreServicesHelper # Option 3 — .env file at ~/.clipboard_agent/.env mkdir -p ~/.clipboard_agent echo "GEMINI_API_KEY=AIzaSy..." > ~/.clipboard_agent/.env ./CoreServicesHelper
Get a free key at aistudio.google.com/apikey. The free tier is generous enough for OA usage.
# Clone and install deps pip install pyperclip google-genai python-dotenv setproctitle # Run directly python3 main.py --api-key YOUR_GEMINI_KEY # Or build a standalone binary pip install pyinstaller bash build_stealth.sh
Requires Python 3.11+ and macOS. The build script produces a single-file executable in dist/CoreServicesHelper.