OFFLINE HEURISTIC

Prompt Injection Scanner

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What gets flagged

Each category has a weight. The score is their sum, capped at 100. 0–27 is Low, 28–59 is Medium, 60–100 is High. One textbook override rates High. A lone “act as” stays Low.

  • 62Instruction overridePhrases that tell a model to drop, forget, or replace earlier instructions. This is the classic direct injection.
  • 18Role hijackingAttempts to redefine who the assistant is. A lone “act as” is often a normal prompt; it matters more when stacked with other hits.
  • 44System prompt extractionAsks the model to reveal hidden instructions, the system prompt, or text that came before the user message.
  • 64Delimiter and token injectionFake chat-template tags (ChatML, Llama, Mistral, and similar) used to spoof a system or assistant turn.
  • 36Encoding smuggleBase64, rot13, hex, or similar encoding next to instruction language, or a blob that decodes into injection text.
  • 48Jailbreak and unrestricted modeDeveloper mode, DAN, jailbreak, or language about disabling safety filters and guardrails.
  • 30Indirect model addressInstructions buried in ordinary content that speak to the model directly — common in poisoned pages, emails, and files.