tldrsec/prompt-injection-defenses

• highlicense#1

  Add a LICENSE file to the repository

  原因：

  当前

  (no LICENSE file detected — the repo has no recognizable license)

  复制粘贴的修复

  复制

  Add a LICENSE file (e.g., MIT, Apache-2.0, or GPL-3.0) to the repository root.

  待办完成忽略
• highreadme#2

  Reposition the README's opening to clarify the repo's type

  原因：

  当前

  # prompt-injection-defenses
  
  This repository centralizes and summarizes practical and proposed defenses against prompt injection.

  复制粘贴的修复

  复制

  # prompt-injection-defenses: A Comprehensive Compendium of Defense Strategies
  
  This repository serves as a centralized, categorized, and practical overview of every known and proposed defense against prompt injection attacks, designed for AI developers and security professionals. It is a resource for understanding and evaluating techniques, not a deployable tool or library.

  待办完成忽略
• mediumtopics#3

  Expand repository topics for better categorization

  原因：

  当前

  ai, cybersecurity, prompt-injection, security

  复制粘贴的修复

  复制

  ai, cybersecurity, prompt-injection, security, llm-security, defense-strategies, research, knowledge-base, threat-modeling

  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 protect my AI application from malicious prompt injection attacks?

  你：未被推荐
  AI 推荐顺序：

  1. OpenAI Moderation API
  2. Azure AI Content Safety
  3. Google Cloud's Perspective API
  4. Garak
  5. Rebuff
  6. LLM Guard

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

  查看 AI 完整回答
• 品类问题

  What are effective strategies and tools to mitigate large language model prompt injection?

  你：未被推荐
  AI 推荐顺序：

  1. OpenAI Moderation API
  2. Azure Content Moderator
  3. Google Cloud Content Moderation
  4. LangChain
  5. LlamaIndex
  6. OWASP Top 10 for LLMs (Draft)
  7. Docker
  8. Kubernetes
  9. `re` module
  10. PromptPerfect
  11. Guardrails AI

  AI 推荐了 11 个替代方案，却始终没点名 tldrsec/prompt-injection-defenses。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 tldrsec/prompt-injection-defenses?

  pass
  ✓AI 明确点名了 tldrsec/prompt-injection-defenses

  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 tldrsec/prompt-injection-defenses in production, what risks or prerequisites should they evaluate first?

  pass
  ✓AI 明确点名了 tldrsec/prompt-injection-defenses

  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 tldrsec/prompt-injection-defenses solve, and who is the primary audience?

  pass
  ⚠AI 未点名 tldrsec/prompt-injection-defenses —— 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？