agencyenterprise/PromptInject

• highreadme#1

  Reposition README H1 and opening paragraph to emphasize evaluation framework

  Why:

  CURRENT

  # PromptInject
  
  **Paper: Ignore Previous Prompt: Attack Techniques For Language Models**
  
  ## Abstract

  COPY-PASTE FIX

  Copy

  # PromptInject: A Framework for Quantitatively Evaluating LLM Robustness to Adversarial Prompt Attacks
  
  PromptInject provides a modular framework to systematically analyze and measure the resilience of large language models against various prompt injection techniques, helping developers and security teams assess AI safety and alignment.
  
  **Paper: Ignore Previous Prompt: Attack Techniques For Language Models**
  
  ## Abstract

  OpenDoneDismiss
• mediumreadme#2

  Add a 'Quick Start' or 'How to Use' section to the README

  Why:

  COPY-PASTE FIX

  Copy

  ## Quick Start
  
  To begin evaluating your LLMs with PromptInject, follow these steps:
  
  1.  **Installation:** `pip install promptinject`
  2.  **Basic Usage:** [Provide a minimal code example demonstrating a simple attack or evaluation run]
  3.  **Configuration:** [Briefly mention how to configure different attack types or LLMs]

  OpenDoneDismiss
• mediumhomepage#3

  Add a homepage URL to the repository metadata

  Why:

  COPY-PASTE FIX

  Copy

  https://arxiv.org/abs/2211.09528

  OpenDoneDismiss

Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash

• CATEGORY QUERY

  How to evaluate large language model robustness against prompt injection attacks?

  you: not recommended
  AI recommended (in order):

  1. Garak (llm-garak/garak)
  2. Confidential AI
  3. Microsoft Guidance (microsoft/guidance)
  4. OWASP LLM Top 10 Project (OWASP/owasp-llm-top-10)
  5. Adversarial GLUE (microsoft/AdvGLUE)

  AI recommended 5 alternatives but never named agencyenterprise/PromptInject. This is the gap to close.

  Show full AI answer
• CATEGORY QUERY

  Tools for assessing AI safety and alignment against adversarial prompt attacks?

  you: #3
  AI recommended (in order):

  1. Garak
  2. Adversarial Robustness Toolbox (ART)
  3. PromptInject ← you
  4. OpenAI Evals
  5. Surge AI
  6. Scale AI
  Show full AI answer

• Metadata completeness

  warn

  Suggestion:

• README presence

  pass

• Compared to common alternatives in this category, what is the core differentiator of agencyenterprise/PromptInject?

  pass
  ✓AI named agencyenterprise/PromptInject explicitly

  AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

• If a team adopts agencyenterprise/PromptInject in production, what risks or prerequisites should they evaluate first?

  pass
  ✓AI named agencyenterprise/PromptInject explicitly

  AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

• In one sentence, what problem does the repo agencyenterprise/PromptInject solve, and who is the primary audience?

  pass
  ✓AI named agencyenterprise/PromptInject explicitly

  AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?