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huifer/WellAlly-health

默认分支 main · commit 27c2603b · 扫描时间 2026/5/30 07:48:07

星标 874 · Fork 110

AI 可见性总分
40 /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
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 huifer/WellAlly-health 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 the README's opening to clearly state its purpose

    原因:

    当前
    # Claude-Ally-Health - Personal Health Information System
    
    A file-based personal health data management system using Claude Code CLI tools for data management.
    复制粘贴的修复
    # WellAlly-Health: Your Intelligent Personal AI Healthcare Assistant
    
    WellAlly-Health is a self-hosted, intelligent personal healthcare assistant that combines AI technology with medical expertise. Through natural language interaction, it helps users record symptoms, manage medications, track medical records, and access professional multidisciplinary consultation analysis—making personal health management smarter and more accessible.
    
    It features pure file-based storage, requiring no database, and utilizes Claude Code CLI tools for data management.
  • hightopics#2
    Update repository topics for better categorization

    原因:

    当前
    claude, claude-code, health, health-data
    复制粘贴的修复
    personal-health-records, ai-healthcare-assistant, medical-data-extraction, health-management, self-hosted, natural-language-processing, medical-imaging-analysis
  • mediumabout#3
    Refine the repository description to highlight key differentiators

    原因:

    当前
    Ally-Health is an intelligent healthcare assistant that combines Claude AI technology with medical expertise. Through natural language interaction, it helps users record symptoms, manage medications, track medical records, and access professional multidisciplinary consultation analysis—making health management smarter and more accessible
    复制粘贴的修复
    WellAlly-Health is a self-hosted, intelligent personal healthcare assistant that combines AI technology with medical expertise. Through natural language interaction, it helps users record symptoms, manage medications, track medical records, and access professional multidisciplinary consultation analysis—making personal health management smarter and more accessible.

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 huifer/WellAlly-health
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
OpenEMR
在 2 个问题中被推荐 1 次
竞品排行
  1. OpenEMR · 被推荐 1 次
  2. spaCy · 被推荐 1 次
  3. NLTK · 被推荐 1 次
  4. MedCAT · 被推荐 1 次
  5. cTAKES · 被推荐 1 次
  • 品类问题
    What open-source tools help manage personal health records using AI and natural language?
    你:未被推荐
    AI 推荐顺序:
    1. OpenEMR
    2. spaCy
    3. NLTK
    4. MedCAT
    5. cTAKES
    6. FHIR
    7. HAPI FHIR
    8. Doccano
    9. Hugging Face Transformers
    10. Jupyter Notebooks
    11. scikit-learn

    AI 推荐了 11 个替代方案,却始终没点名 huifer/WellAlly-health。这就是要补上的差距。

    查看 AI 完整回答
  • 品类问题
    Looking for a self-hosted solution to extract and manage medical data from reports?
    你:未被推荐
    AI 推荐顺序:
    1. Medplum (medplum/medplum)
    2. OpenEMR (openemr/openemr)
    3. Redcap
    4. DocuWare
    5. Nuxeo Platform (nuxeo/nuxeo)

    AI 推荐了 5 个替代方案,却始终没点名 huifer/WellAlly-health。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 huifer/WellAlly-health?
    pass
    AI 明确点名了 huifer/WellAlly-health

    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 huifer/WellAlly-health in production, what risks or prerequisites should they evaluate first?
    pass
    AI 明确点名了 huifer/WellAlly-health

    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 huifer/WellAlly-health solve, and who is the primary audience?
    pass
    AI 明确点名了 huifer/WellAlly-health

    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 huifer/WellAlly-health 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

huifer/WellAlly-health — 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