REPOGEO 报告 · LITE
yaklang/hack-skills
默认分支 main · commit 5bf2fd1e · 扫描时间 2026/6/13 23:28:20
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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 yaklang/hack-skills 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。
- hightopics#1Add relevant topics to the repository
原因:
复制粘贴的修复cybersecurity, hacking, penetration-testing, ctf, bug-bounty, offensive-security, ai-agents, yaklang, security-research, exploit-development, red-teaming
- highreadme#2Clarify the README's opening paragraph to emphasize practical skills for agents
原因:
当前An Agent Skills knowledge base covering web security, API security, authentication & authorization, OS privilege escalation (Linux/Windows/macOS), Active Directory attacks, mobile security, binary exploitation (Pwn), reverse engineering, cryptography attacks, blockchain & smart contract security, AI/ML & LLM security, network protocols & pivoting, and digital forensics — built for bug bounty, penetration testing, CTF competitions, and authorized security research.
复制粘贴的修复A practical arsenal of skills for AI agents, covering web security, API security, authentication & authorization, OS privilege escalation (Linux/Windows/macOS), Active Directory attacks, mobile security, binary exploitation (Pwn), reverse engineering, cryptography attacks, blockchain & smart contract security, AI/ML & LLM security, network protocols & pivoting, and digital forensics — built for bug bounty, penetration testing, CTF competitions, and authorized security research.
- mediumabout#3Incorporate 'Yaklang' into the repository description
原因:
当前Helping AI Agent become an awesome practical hacker!
复制粘贴的修复Helping AI Agents become awesome practical hackers with offensive security skills implemented in Yaklang.
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。
- MITRE ATT&CK · 被推荐 1 次
- OWASP Top 10 · 被推荐 1 次
- Cyber Kill Chain (Lockheed Martin) · 被推荐 1 次
- NIST National Vulnerability Database (NVD) · 被推荐 1 次
- Exploit-DB · 被推荐 1 次
- 品类问题Where can I find a comprehensive knowledge base for various cybersecurity attack techniques?你:未被推荐AI 推荐顺序:
- MITRE ATT&CK
- OWASP Top 10
- Cyber Kill Chain (Lockheed Martin)
- NIST National Vulnerability Database (NVD)
- Exploit-DB
- SANS Institute Reading Room
- CISA Known Exploited Vulnerabilities Catalog
AI 推荐了 7 个替代方案,却始终没点名 yaklang/hack-skills。这就是要补上的差距。
查看 AI 完整回答
- 品类问题What resources provide practical hacking skills for penetration testing and CTF competitions?你:未被推荐AI 推荐顺序:
- Hack The Box
- TryHackMe
- VulnHub
- PortSwigger Web Security Academy
- CTFtime.org
- Offensive Security
- SANS Cyber Aces Online
- SANS Institute Courses
AI 推荐了 8 个替代方案,却始终没点名 yaklang/hack-skills。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 yaklang/hack-skills?passAI 未点名 yaklang/hack-skills —— 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 yaklang/hack-skills in production, what risks or prerequisites should they evaluate first?passAI 明确点名了 yaklang/hack-skills
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 yaklang/hack-skills solve, and who is the primary audience?passAI 明确点名了 yaklang/hack-skills
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 yaklang/hack-skills 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/yaklang/hack-skills)<a href="https://repogeo.com/zh/r/yaklang/hack-skills"><img src="https://repogeo.com/badge/yaklang/hack-skills.svg" alt="RepoGEO" /></a>订阅 Pro,解锁深度诊断
yaklang/hack-skills — 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