agencyenterprise/PromptInject

• highreadme#1

  Reposition README H1 and opening paragraph to emphasize evaluation framework

  原因：

  当前

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

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  # 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

  待办完成忽略
• mediumreadme#2

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

  原因：

  复制粘贴的修复

  复制

  ## 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]

  待办完成忽略
• mediumhomepage#3

  Add a homepage URL to the repository metadata

  原因：

  复制粘贴的修复

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  https://arxiv.org/abs/2211.09528

  待办完成忽略

本次扫描解析到的品类 GEO 通道：google/gemini-2.5-flash, deepseek/deepseek-v4-flash

• 品类问题

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

  你：未被推荐
  AI 推荐顺序：

  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 推荐了 5 个替代方案，却始终没点名 agencyenterprise/PromptInject。这就是要补上的差距。

  查看 AI 完整回答
• 品类问题

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

  你：第 3 位
  AI 推荐顺序：

  1. Garak
  2. Adversarial Robustness Toolbox (ART)
  3. PromptInject ← 你
  4. OpenAI Evals
  5. Surge AI
  6. Scale AI
  查看 AI 完整回答

• Metadata completeness

  warn

  建议：

• README presence

  pass

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

  pass
  ✓AI 明确点名了 agencyenterprise/PromptInject

  AI 的回答可能信誓旦旦却是错的。请按事实核对：技术栈、目标人群、差异化点是不是和你实际的对得上？

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

  pass
  ✓AI 明确点名了 agencyenterprise/PromptInject

  AI 的回答可能信誓旦旦却是错的。请按事实核对：技术栈、目标人群、差异化点是不是和你实际的对得上？

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

  pass
  ✓AI 明确点名了 agencyenterprise/PromptInject

  AI 的回答可能信誓旦旦却是错的。请按事实核对：技术栈、目标人群、差异化点是不是和你实际的对得上？