huhusmang/Awesome-LLMs-for-Vulnerability-Detection

• highreadme#1

  Reposition the README's opening to clarify its nature as a research index

  原因：

  当前

  # Awesome Large Language Models for Vulnerability Detection 
  
  | Title | Venue | Year | Paper | Github |

  复制粘贴的修复

  复制

  # Awesome Large Language Models for Vulnerability Detection 
  
  This repository is the community's most comprehensive, continuously-updated index of research on Large Language Models for software vulnerability detection — covering papers across function-level, repository-level, agentic, and smart-contract detection, plus datasets, benchmarks, and surveys.
  
  | Title | Venue | Year | Paper | Github |

  待办完成忽略
• highhomepage#2

  Add a Homepage URL to the repository's About section

  原因：

  复制粘贴的修复

  复制

  https://github.com/huhusmang/Awesome-LLMs-for-Vulnerability-Detection

  待办完成忽略
• mediumtopics#3

  Refine existing topics to emphasize 'research index' nature

  原因：

  当前

  awesome-list, code-security, large-language-models, llm, security, static-analysis, vulnerability-detection

  复制粘贴的修复

  复制

  awesome-list, code-security, large-language-models, llm, security, static-analysis, vulnerability-detection, research-papers, literature-review, academic-research

  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 leverage AI to automatically find security flaws in my code?

  你：未被推荐
  AI 推荐顺序：

  1. Snyk Code
  2. GitHub Advanced Security (github/codeql)
  3. Checkmarx SAST
  4. Sonatype Nexus Lifecycle
  5. Veracode Static Analysis
  6. HCL AppScan Static Analyzer

  AI 推荐了 6 个替代方案，却始终没点名 huhusmang/Awesome-LLMs-for-Vulnerability-Detection。这就是要补上的差距。

  查看 AI 完整回答
• 品类问题

  Where can I find comprehensive research on using LLMs for code vulnerability analysis?

  你：未被推荐
  AI 推荐顺序：

  1. arXiv.org
  2. Google Scholar
  3. OWASP
  4. Snyk
  5. GitHub
  6. Hugging Face

  AI 推荐了 6 个替代方案，却始终没点名 huhusmang/Awesome-LLMs-for-Vulnerability-Detection。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 huhusmang/Awesome-LLMs-for-Vulnerability-Detection?

  pass
  ⚠AI 未点名 huhusmang/Awesome-LLMs-for-Vulnerability-Detection —— 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 huhusmang/Awesome-LLMs-for-Vulnerability-Detection in production, what risks or prerequisites should they evaluate first?

  pass
  ✓AI 明确点名了 huhusmang/Awesome-LLMs-for-Vulnerability-Detection

  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 huhusmang/Awesome-LLMs-for-Vulnerability-Detection solve, and who is the primary audience?

  pass
  ⚠AI 未点名 huhusmang/Awesome-LLMs-for-Vulnerability-Detection —— 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？