REPOGEO 报告 · LITE
stanfrbd/cyberbro
默认分支 main · commit c342be91 · 扫描时间 2026/6/3 14:01:21
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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 stanfrbd/cyberbro 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#1Clarify core purpose and reposition LLM integration in README
原因:
当前# About Inspired by Cybergordon and IntelOwl. This project aims to provide a simple and efficient way to check the reputation of your observables using multiple services, without having to deploy a **complex** solution. Read the docs at https://docs.cyberbro.net/ > [!TIP] > To build custom reports, use Cyberbro with your favorite **LLM** (Claude, OpenAI gpt-5...) via **MCP** (Model Context Protocol) \ > Checkout Cyberbro MCP for more information.
复制粘贴的修复# About Inspired by Cybergordon and IntelOwl, Cyberbro provides a simple and efficient way for security analysts, incident responders, and threat hunters to check the reputation of their observables (IoCs) using multiple CTI services. It streamlines the process of extracting IoCs from raw input and validating them, without requiring the deployment of complex solutions. Read the full documentation at https://docs.cyberbro.net/ (Move the LLM tip to a new section like 'LLM Integration' or 'Advanced Use Cases' later in the README to avoid initial confusion.)
- mediumreadme#2Strengthen README's opening problem statement
原因:
当前<b><i>A simple application that extracts your IoCs from garbage input and checks their reputation using multiple services.</i></b>
复制粘贴的修复<b><i>A simple application that extracts your IoCs from garbage input and checks their reputation using multiple services. Ideal for security analysts, incident responders, and threat hunters who need to quickly validate indicators without complex setups.</i></b>
- lowtopics#3Add more specific topics for IoC management and log parsing
原因:
当前blueteam, cti, cyber-threat-intelligence, cybersecurity, dfir, docker, hash, incident-response, infosec, ioc, ipinfo, osint, osint-python, python, security, security-tools, threat, threat-hunting, threat-intelligence, virustotal
复制粘贴的修复blueteam, cti, cyber-threat-intelligence, cybersecurity, dfir, docker, hash, incident-response, infosec, ioc, ipinfo, osint, osint-python, python, security, security-tools, threat, threat-hunting, threat-intelligence, virustotal, ioc-management, threat-intelligence-platform, log-parser
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。
- MISP/MISP · 被推荐 2 次
- VirusTotal · 被推荐 1 次
- Intel471 TITAN · 被推荐 1 次
- Recorded Future · 被推荐 1 次
- Anomali ThreatStream · 被推荐 1 次
- 品类问题How to quickly check threat intelligence indicator reputation across multiple CTI services?你:未被推荐AI 推荐顺序:
- MISP (Malware Information Sharing Platform & Threat Sharing) (MISP/MISP)
- VirusTotal
- Intel471 TITAN
- Recorded Future
- Anomali ThreatStream
- Pulsedive
- Censys
AI 推荐了 7 个替代方案,却始终没点名 stanfrbd/cyberbro。这就是要补上的差距。
查看 AI 完整回答
- 品类问题Need a simple tool to extract and validate IoCs from messy security logs.你:未被推荐AI 推荐顺序:
- IOC Parser (fireeye/ioc_parser)
- MISP (MISP/MISP)
- TheHive Project (TheHive-Project/TheHive)
- Cortex (TheHive-Project/Cortex)
- Logstash (elastic/logstash)
- Splunk
AI 推荐了 6 个替代方案,却始终没点名 stanfrbd/cyberbro。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 completenesspass
- 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 stanfrbd/cyberbro?passAI 明确点名了 stanfrbd/cyberbro
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 stanfrbd/cyberbro in production, what risks or prerequisites should they evaluate first?passAI 明确点名了 stanfrbd/cyberbro
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 stanfrbd/cyberbro solve, and who is the primary audience?passAI 明确点名了 stanfrbd/cyberbro
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 stanfrbd/cyberbro 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/stanfrbd/cyberbro)<a href="https://repogeo.com/zh/r/stanfrbd/cyberbro"><img src="https://repogeo.com/badge/stanfrbd/cyberbro.svg" alt="RepoGEO" /></a>订阅 Pro,解锁深度诊断
stanfrbd/cyberbro — 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