Joe-B-Security/awesome-prompt-injection

• hightopics#1

  Add specific technical topics to improve categorization

  原因：

  当前

  awesome, awesome-list

  复制粘贴的修复

  复制

  awesome, awesome-list, prompt-injection, llm-security, machine-learning-security, ai-security, vulnerability

  待办完成忽略
• highreadme#2

  Reposition the README's opening description to clarify the repo's nature

  原因：

  当前

  Learn about a type of vulnerability that specifically targets machine learning models.

  复制粘贴的修复

  复制

  A curated list of resources to learn about, detect, and mitigate prompt injection vulnerabilities in machine learning models.

  待办完成忽略
• mediumhomepage#3

  Add a homepage URL to the repository's About section

  原因：

  复制粘贴的修复

  复制

  https://github.com/Joe-B-Security/awesome-prompt-injection

  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 can I learn about prompt injection vulnerabilities in large language models?

  你：未被推荐
  AI 推荐顺序：

  1. OWASP Top 10 for Large Language Model Applications
  2. Gandalf by Lakera AI
  3. Simon Willison's "Prompt Injection Explained"
  4. "Universal and Transferable Adversarial Attacks on Aligned Language Models"
  5. Hugging Face
  6. PortSwigger's Web Security Academy

  AI 推荐了 6 个替代方案，却始终没点名 Joe-B-Security/awesome-prompt-injection。这就是要补上的差距。

  查看 AI 完整回答
• 品类问题

  What are effective strategies to prevent prompt injection in AI applications?

  你：未被推荐
  AI 推荐顺序：

  1. OWASP Top 10 for LLMs
  2. Guardrails.ai
  3. NeMo Guardrails

  AI 推荐了 3 个替代方案，却始终没点名 Joe-B-Security/awesome-prompt-injection。这就是要补上的差距。

  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 Joe-B-Security/awesome-prompt-injection?

  pass
  ⚠AI 未点名 Joe-B-Security/awesome-prompt-injection —— 很可能在说另一个项目

  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 Joe-B-Security/awesome-prompt-injection in production, what risks or prerequisites should they evaluate first?

  pass
  ✓AI 明确点名了 Joe-B-Security/awesome-prompt-injection

  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 Joe-B-Security/awesome-prompt-injection solve, and who is the primary audience?

  pass
  ⚠AI 未点名 Joe-B-Security/awesome-prompt-injection —— 很可能在说另一个项目

  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？