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westonbrown/Cyber-AutoAgent
默认分支 main · commit 54897ff9 · 扫描时间 2026/5/29 01:52:26
星标 530 · Fork 130
行动计划告诉你下一步要做什么——按影响力排序、可直接复制粘贴的修改。品类可见性是真正的 GEO 测试:当用户向 AI 提一个不带品牌、本应让 westonbrown/Cyber-AutoAgent 浮出水面的问题时,AI 是真的推荐了你,还是推荐了你的竞品?客观检查验证 AI 引擎最先权衡的那些元数据信号。自指检查判断 AI 是否还认识你的名字。
行动计划 — 可复制粘贴的修复
3 条由 gemini-2.5-flash 生成、按优先级排序的修改。修完后请把对应条目标记为完成。
- highreadme#1Reposition the project's core purpose to appear before the archive notice
原因:
当前<div align="center"> # ⚠️ PROJECT ARCHIVED Cyber-AutoAgent started as an experimental side project to explore autonomous offensive security agents and black box pentesting. After achieving 85% on the XBOW valdiation benchmark and building an engaged community, it became clear this work requires dedicated full-time focus to reach production-grade maturity.
复制粘贴的修复<div align="center"> # Cyber-AutoAgent: An experimental AI agent for autonomous offensive security and black box pentesting. ⚠️ PROJECT ARCHIVED This project started as an experimental side project to explore autonomous offensive security agents and black box pentesting. After achieving 85% on the XBOW valdiation benchmark and building an engaged community, it became clear this work requires dedicated full-time focus to reach production-grade maturity.
- mediumtopics#2Add more specific topics related to offensive security and LLM agents
原因:
当前agents, autoagents, cybersecurity-tools, strands-agent
复制粘贴的修复agents, autoagents, cybersecurity-tools, strands-agent, offensive-security, penetration-testing, red-teaming, llm-agents
- lowhomepage#3Add a homepage URL to the repository's About section
原因:
复制粘贴的修复https://github.com/westonbrown/Cyber-AutoAgent
本次扫描解析到的品类 GEO 通道:google/gemini-2.5-flash, deepseek/deepseek-v4-flash
品类可见性 — 真正的 GEO 测试
向 google/gemini-2.5-flash 提出的不带品牌问题。AI 推荐了你,还是推荐了别人?
各模型使用同一组问题 — 切换标签对比回答与排名。
- LangChain · 被推荐 2 次
- AutoGPT · 被推荐 1 次
- BabyAGI · 被推荐 1 次
- PlexTrac · 被推荐 1 次
- Intruder · 被推荐 1 次
- 品类问题How can I automate black-box penetration testing using AI agents for security assessments?你:未被推荐AI 推荐顺序:
- LangChain
- AutoGPT
- BabyAGI
- PlexTrac
- Intruder
- ImmuniWeb AI Platform
- AFL++
- Boofuzz
AI 推荐了 8 个替代方案,却始终没点名 westonbrown/Cyber-AutoAgent。这就是要补上的差距。
查看 AI 完整回答
- 品类问题What tools help with intelligent offensive security assessments using LLMs for dynamic tool selection?你:未被推荐AI 推荐顺序:
- OpenAI API
- LangChain
- LlamaIndex
- Hugging Face Transformers
- Microsoft Azure OpenAI Service
- Google Cloud Vertex AI
- Cortex
AI 推荐了 7 个替代方案,却始终没点名 westonbrown/Cyber-AutoAgent。这就是要补上的差距。
查看 AI 完整回答
客观检查
针对 AI 引擎最看重的元数据信号的规则审计。
- Metadata completenesswarn
建议:
- README presencepass
自指检查
当被直接问到你时,AI 是否还知道你的仓库存在?
- Compared to common alternatives in this category, what is the core differentiator of westonbrown/Cyber-AutoAgent?passAI 明确点名了 westonbrown/Cyber-AutoAgent
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 westonbrown/Cyber-AutoAgent in production, what risks or prerequisites should they evaluate first?passAI 明确点名了 westonbrown/Cyber-AutoAgent
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 westonbrown/Cyber-AutoAgent solve, and who is the primary audience?passAI 明确点名了 westonbrown/Cyber-AutoAgent
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?
嵌入你的 GEO 徽章
把这个徽章贴进 westonbrown/Cyber-AutoAgent 的 README。每次重新扫描都会自动更新,并跳到最新报告——是「我在乎 AI 可发现性」最简单的公开证明。
[](https://repogeo.com/zh/r/westonbrown/Cyber-AutoAgent)<a href="https://repogeo.com/zh/r/westonbrown/Cyber-AutoAgent"><img src="https://repogeo.com/badge/westonbrown/Cyber-AutoAgent.svg" alt="RepoGEO" /></a>订阅 Pro,解锁深度诊断
westonbrown/Cyber-AutoAgent — 轻量扫描仍免费;本卡列出 Pro 相对轻量的深度额度。
- 深度报告每月 10 次
- 无品牌品类查询5,轻量 2
- 优先行动项8,轻量 3