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Natively-AI-assistant/natively-cluely-ai-assistant

默认分支 main · commit e5c5fed9 · 扫描时间 2026/5/26 13:06:45

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AI 可见性总分
27 /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 2 · 警告 0 · 失败 0
客观元数据检查
AI 认识你的名字
1 / 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 Natively-AI-assistant/natively-cluely-ai-assistant 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 to clarify core purpose

    原因:

    当前
    The README currently starts with a sponsorship message before the main H1.
    复制粘贴的修复
    Move the 'Sponsored by Recall AI' section after the main H1 and the core value proposition. The README should start directly with: `# Natively — Free, Open-Source AI Interview Copilot & Meeting Assistant` followed by its value proposition.
  • hightopics#2
    Add more specific application-oriented topics

    原因:

    当前
    ai, ai-assistant, cheating, claude-code, claude-skills, cluely, cluely-alternative, cluely-clone, developer-tools, final-round-ai, interview, interviewcoder, llm, meeting-assistant, moltbook, moltbot, open-source, openclaw, trending, trending-repositories
    复制粘贴的修复
    ai, ai-assistant, cheating, claude-code, claude-skills, cluely, cluely-alternative, cluely-clone, developer-tools, final-round-ai, interview, interviewcoder, llm, meeting-assistant, moltbook, moltbot, open-source, openclaw, trending, trending-repositories, interview-copilot, stealth-mode, local-rag, byok, privacy-focused, coding-interview-assistant
  • mediumreadme#3
    Add a dedicated 'Key Features' section to the README

    原因:

    复制粘贴的修复
    Add a section like:
    ```
    ## Key Features
    
    - **Undetectable Stealth Mode:** Designed to operate discreetly during interviews.
    - **Local RAG (Retrieval Augmented Generation):** All processing happens on your device for maximum privacy.
    - **BYOK (Bring Your Own Key):** Use your own API keys for LLMs, maintaining full control.
    - **No Subscriptions, No Data Breaches:** Completely free and open-source, ensuring your data stays private.
    - **Real-time Transcription:** Get live transcripts during meetings and interviews.
    - **Best Alternative To:** Cluely, Final Round AI, LockedIn AI, Interview Coder.
    ```

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 Natively-AI-assistant/natively-cluely-ai-assistant
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
continue-dev/continue
在 2 个问题中被推荐 1 次
竞品排行
  1. continue-dev/continue · 被推荐 1 次
  2. ollama/ollama · 被推荐 1 次
  3. LM Studio · 被推荐 1 次
  4. Code Llama · 被推荐 1 次
  5. Mixtral · 被推荐 1 次
  • 品类问题
    Seeking a free, open-source AI assistant for coding interviews with stealth mode capabilities.
    你:未被推荐
    AI 推荐顺序:
    1. Continue.dev (continue-dev/continue)
    2. Ollama (ollama/ollama)
    3. LM Studio
    4. Code Llama
    5. Mixtral
    6. LocalAI (go-skynet/LocalAI)
    7. Open Interpreter (OpenInterpreter/OpenInterpreter)
    8. GPT-Engineer (gpt-engineer-org/gpt-engineer)
    9. FauxPilot (fauxpilot/fauxpilot)
    10. GitHub Copilot

    AI 推荐了 10 个替代方案,却始终没点名 Natively-AI-assistant/natively-cluely-ai-assistant。这就是要补上的差距。

    查看 AI 完整回答
  • 品类问题
    What are the best privacy-focused AI meeting assistants offering local RAG and no subscriptions?
    你:未被推荐
    AI 推荐顺序:
    1. Llama 3
    2. Mistral
    3. Gemma
    4. LlamaIndex (run-llama/llama_index)
    5. LangChain (langchain-ai/langchain)
    6. Whisper Desktop (chidiwilliams/whisper-desktop)
    7. MacWhisper (jordibruin/macwhisper)
    8. OpenAI's Whisper model (openai/whisper)
    9. Obsidian
    10. Local LLM Plugin (hinterdupfinger/obsidian-local-llm)
    11. Smart Connections (brawaru/SmartConnections)

    AI 推荐了 11 个替代方案,却始终没点名 Natively-AI-assistant/natively-cluely-ai-assistant。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
    pass

  • 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 Natively-AI-assistant/natively-cluely-ai-assistant?
    pass
    AI 未点名 Natively-AI-assistant/natively-cluely-ai-assistant —— 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 Natively-AI-assistant/natively-cluely-ai-assistant in production, what risks or prerequisites should they evaluate first?
    pass
    AI 明确点名了 Natively-AI-assistant/natively-cluely-ai-assistant

    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 Natively-AI-assistant/natively-cluely-ai-assistant solve, and who is the primary audience?
    pass
    AI 未点名 Natively-AI-assistant/natively-cluely-ai-assistant —— 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?

嵌入你的 GEO 徽章

把这个徽章贴进 Natively-AI-assistant/natively-cluely-ai-assistant 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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订阅 Pro,解锁深度诊断

Natively-AI-assistant/natively-cluely-ai-assistant — 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