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mohi-devhub/antivibe

默认分支 main · commit 7faebe18 · 扫描时间 2026/6/3 00:38:04

星标 648 · Fork 41

AI 可见性总分
35 /100
亟需修复
品类召回
0 / 2
在所有问题中均未被推荐
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 mohi-devhub/antivibe 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
  • highreadme#1
    Reposition README's opening paragraph to clarify category and differentiate

    原因:

    当前
    An anti-vibecoding learning framework for Claude Code that generates detailed, educational explanations of AI-generated code.
    复制粘贴的修复
    AntiVibe is a **specialized learning framework and Claude Code skill** for generating deep, educational explanations of AI-generated code. Unlike general code assistants or development environments, AntiVibe focuses purely on helping developers understand *why* AI writes code the way it does, moving beyond 'vibecoding' to true comprehension.
  • mediumreadme#2
    Add a 'Comparison' section to the README

    原因:

    复制粘贴的修复
    ## 🆚 AntiVibe vs. Other Tools
    
    AntiVibe is distinct from:
    
    *   **General-purpose AI Assistants (e.g., ChatGPT, Claude, Copilot Chat):** While these tools generate code, AntiVibe's purpose is to *explain* that generated code in an educational context, focusing on design decisions, patterns, and alternatives, rather than just producing it.
    *   **Development Environments (e.g., VS Code, Jupyter Notebooks):** These are platforms for writing and running code. AntiVibe integrates as a skill within such environments (specifically Claude Code) to provide learning insights *about* the code, not to replace the environment itself.
    *   **Static Code Analyzers:** These tools focus on code quality, bugs, and security. AntiVibe focuses on pedagogical explanation and conceptual understanding.
  • lowabout#3
    Add a homepage URL to the repository's 'About' section

    原因:

    复制粘贴的修复
    [Add a relevant URL, e.g., a project documentation site, a dedicated landing page, or the GitHub repository URL itself if no other exists]

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
0 / 2
0% 的问题里出现了 mohi-devhub/antivibe
平均排名
越小越好。#1 表示首位推荐。
声量占比
0%
在所有被点名的工具中,你占了多少?
头号对手
microsoft/vscode
在 2 个问题中被推荐 1 次
竞品排行
  1. microsoft/vscode · 被推荐 1 次
  2. jupyter/notebook · 被推荐 1 次
  3. googlecolab/colabtools · 被推荐 1 次
  4. replit/replit · 被推荐 1 次
  5. GitHub Codespaces · 被推荐 1 次
  • 品类问题
    How can I deeply understand and learn from AI-generated code snippets effectively?
    你:未被推荐
    AI 推荐顺序:
    1. VS Code (microsoft/vscode)
    2. Jupyter Notebooks (jupyter/notebook)
    3. Google Colab (googlecolab/colabtools)
    4. Repl.it (replit/replit)
    5. GitHub Codespaces
    6. Gitpod (gitpod-io/gitpod)
    7. Python Tutor (pgbovine/OnlinePythonTutor)
    8. GDB (bminor/binutils-gdb)
    9. LLDB (llvm/llvm-project)
    10. Chrome (chromium/chromium)
    11. Firefox (mozilla/gecko-dev)
    12. Edge (microsoft/msedge)
    13. Stack Overflow
    14. GitHub
    15. Obsidian
    16. Notion
    17. MkDocs (mkdocs/mkdocs)
    18. Sphinx (sphinx-doc/sphinx)

    AI 推荐了 18 个替代方案,却始终没点名 mohi-devhub/antivibe。这就是要补上的差距。

    查看 AI 完整回答
  • 品类问题
    Tool to generate comprehensive educational explanations for AI-written programming solutions?
    你:未被推荐
    AI 推荐顺序:
    1. GitHub Copilot Chat
    2. ChatGPT
    3. Google Gemini
    4. Claude
    5. Tabnine Chat
    6. Codeium Chat

    AI 推荐了 6 个替代方案,却始终没点名 mohi-devhub/antivibe。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 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 mohi-devhub/antivibe?
    pass
    AI 明确点名了 mohi-devhub/antivibe

    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 mohi-devhub/antivibe in production, what risks or prerequisites should they evaluate first?
    pass
    AI 明确点名了 mohi-devhub/antivibe

    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 mohi-devhub/antivibe solve, and who is the primary audience?
    pass
    AI 明确点名了 mohi-devhub/antivibe

    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 mohi-devhub/antivibe 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

mohi-devhub/antivibe — 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