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pyupio/safety

默认分支 main · commit ec3368a4 · 扫描时间 2026/5/28 19:26:23

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AI 可见性总分
76 /100
需要改进
品类召回
2 / 2
被推荐时的平均排名 #5.0
规则结果
通过 1 · 警告 1 · 失败 0
客观元数据检查
AI 认识你的名字
3 / 3
直接询问时,AI 是否点名你的仓库
如何阅读这份报告

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 pyupio/safety 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。

整体方向
  • highlicense#1
    Add a LICENSE file to the repository

    原因:

    复制粘贴的修复
    Create a LICENSE file in the repository root with your chosen open-source license (e.g., MIT, Apache-2.0, GPL-3.0).
  • mediumreadme#2
    Refine the README's introductory paragraph

    原因:

    当前
    Safety CLI is a Python dependency vulnerability scanner designed to enhance software supply chain security by detecting packages with known vulnerabilities and malicious packages in local development environments, CI/CD, and production systems. Safety CLI can be deployed in minutes and provides clear, actionable recommendations for remediation of detected vulnerabilities. Leveraging the industry's most comprehensive database of vulnerabilities and malicious packages, Safety CLI Scanner allows teams to detect vulnerabilities at every stage of the software development lifecycle.
    复制粘贴的修复
    Safety CLI is the leading Python dependency vulnerability scanner, designed to enhance software supply chain security. It quickly detects known vulnerabilities and malicious packages in your local development, CI/CD, and production systems, providing clear, actionable remediation recommendations. Leveraging the industry's most comprehensive database, Safety CLI ensures your Python projects are secure at every stage of the SDLC.
  • mediumcomparison#3
    Add a 'Why Safety CLI?' or 'Comparison' section to the README

    原因:

    复制粘贴的修复
    Add a new section to the README, e.g., 'Why Safety CLI?' or 'Safety CLI vs. Alternatives', with content similar to: 'Safety CLI stands out as a dedicated command-line tool for scanning Python project dependencies for known security vulnerabilities. Unlike general code linters (e.g., Bandit) which scan your own code, Safety focuses purely on your dependencies. Compared to broader SCA tools (e.g., Snyk, Dependabot, Trivy), Safety offers a highly specialized and streamlined experience tailored specifically for Python-centric teams, leveraging a comprehensive Python-specific vulnerability database.'

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。

召回
2 / 2
100% 的问题里出现了 pyupio/safety
平均排名
#5.0
越小越好。#1 表示首位推荐。
声量占比
17%
在所有被点名的工具中,你占了多少?
头号对手
Snyk
在 2 个问题中被推荐 2 次
竞品排行
  1. Snyk · 被推荐 2 次
  2. Dependabot · 被推荐 2 次
  3. OWASP Dependency-Check · 被推荐 2 次
  4. Trivy · 被推荐 2 次
  5. Bandit · 被推荐 2 次
  • 品类问题
    How to scan Python project dependencies for known security vulnerabilities?
    你:第 4 位
    AI 推荐顺序:
    1. Snyk
    2. Dependabot
    3. OWASP Dependency-Check
    4. safety ← 你
    5. Trivy
    6. Bandit
    查看 AI 完整回答
  • 品类问题
    What tools help detect vulnerable Python packages in my CI/CD pipeline?
    你:第 6 位
    AI 推荐顺序:
    1. Snyk
    2. Dependabot
    3. OWASP Dependency-Check
    4. Trivy
    5. Bandit
    6. Safety ← 你
    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 completeness
    warn

    建议:

  • README presence
    pass

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 pyupio/safety?
    pass
    AI 明确点名了 pyupio/safety

    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 pyupio/safety in production, what risks or prerequisites should they evaluate first?
    pass
    AI 明确点名了 pyupio/safety

    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 pyupio/safety solve, and who is the primary audience?
    pass
    AI 明确点名了 pyupio/safety

    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 pyupio/safety 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。

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Pro

订阅 Pro,解锁深度诊断

pyupio/safety — 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