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Shill Shield

Open-source Chrome extension that detects bot and shill accounts on Reddit in real-time as you browse.

How It Works

  1. You browse Reddit normally
  2. Shill Shield analyzes every commenter's public posting history
  3. Colored badges appear next to usernames showing bot probability
  4. Click any badge for a detailed signal breakdown

Detection Signals

Signal What It Detects
Posting regularity Bot-like mechanical posting cadence
Active hours Accounts active 16+ hours/day
Promo density Repeated links to the same domain
Reply ratio Accounts that only reply, never post
Subreddit diversity Campaigns targeting few subreddits
Account age New accounts (<30 days)
Comment similarity Template-based repetitive comments
Karma ratio Low karma relative to activity

Install

  1. Clone this repo
  2. Open chrome://extensions/
  3. Enable "Developer mode"
  4. Click "Load unpacked"
  5. Select the shill-shield folder
  6. Browse Reddit — badges appear automatically

Privacy

  • All analysis runs locally in your browser
  • No data is sent to any server
  • User data is fetched from Reddit's public JSON API
  • Cached results are stored in local browser storage (24hr TTL)

Tech

  • Chrome Extension Manifest V3
  • Zero dependencies
  • Pure JavaScript, no build step

License

MIT

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Open-source Chrome extension that detects bot and shill accounts on Reddit in real-time

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