msoedov/agentic_security

• highreadme#1

  Reposition the README's opening to highlight the 'agentic' methodology

  原因：

  当前

  An open-source vulnerability scanner for Agent Workflows and Large Language Models (LLMs) Protecting AI systems from jailbreaks, fuzzing, and multimodal attacks.

  复制粘贴的修复

  复制

  An open-source **agentic** vulnerability scanner for Agent Workflows and Large Language Models (LLMs), leveraging autonomous agents to protect AI systems from jailbreaks, fuzzing, and multimodal attacks.

  待办完成忽略
• mediumcomparison#2

  Add a dedicated 'Comparison' or 'Why Agentic Security?' section to the README

  原因：

  复制粘贴的修复

  复制

  A new section titled 'Why Agentic Security? (vs. Giskard, LLM Guard, Garak)' or similar, outlining key differentiators like its agentic approach, multi-step attack simulation, and multimodal capabilities.

  待办完成忽略
• lowtopics#3

  Expand the 'Topics' list with more specific terms related to agentic AI and security

  原因：

  当前

  agent-framework, agent-security, ai-red-team, llm-evaluation, llm-evaluation-framework, llm-fuzzer, llm-fuzzer-aggregator, llm-fuzzing, llm-guardrails, llm-jailbreaks, llm-scanner, llm-security, llm-vulnerabilities, prompt-testing

  复制粘贴的修复

  复制

  agent-framework, agent-security, ai-red-team, llm-evaluation, llm-evaluation-framework, llm-fuzzer, llm-fuzzer-aggregator, llm-fuzzing, llm-guardrails, llm-jailbreaks, llm-scanner, llm-security, llm-vulnerabilities, prompt-testing, agentic-ai-security, autonomous-red-teaming, multimodal-llm-attacks, rl-based-attacks

  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 scan large language models for vulnerabilities and potential jailbreaks?

  你：未被推荐
  AI 推荐顺序：

  1. Giskard
  2. LLM Guard
  3. OWASP LLM Top 10 Project
  4. MITRE ATLAS
  5. PromptInject
  6. Scale AI
  7. Surge AI
  8. LangChain
  9. LlamaIndex
  10. Semantic Kernel
  11. OpenAI's moderation endpoint

  AI 推荐了 11 个替代方案，却始终没点名 msoedov/agentic_security。这就是要补上的差距。

  查看 AI 完整回答
• 品类问题

  What tools are available for AI red teaming and LLM security fuzzing?

  你：未被推荐
  AI 推荐顺序：

  1. Garak
  2. LLM-Security
  3. Adversarial GLUE (AdvGLUE)
  4. OpenAI Evals
  5. Robustness Gym
  6. Microsoft Counterfit
  7. IBM Adversarial Robustness Toolbox (ART)

  AI 推荐了 7 个替代方案，却始终没点名 msoedov/agentic_security。这就是要补上的差距。

  查看 AI 完整回答

• Metadata completeness

  pass

• README presence

  pass

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

  pass
  ⚠AI 未点名 msoedov/agentic_security —— 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 msoedov/agentic_security in production, what risks or prerequisites should they evaluate first?

  pass
  ✓AI 明确点名了 msoedov/agentic_security

  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 msoedov/agentic_security solve, and who is the primary audience?

  pass
  ✓AI 明确点名了 msoedov/agentic_security

  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？