RRepoGEO

REPOGEO REPORT · LITE

KimYx0207/AI-Coding-Guide-Zh

Default branch main · commit 92f808e1 · scanned 5/12/2026, 4:37:25 PM

GitHub: 3,825 stars · 723 forks

AI VISIBILITY SCORE
15 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 warn · 0 fail
Objective metadata checks
AI knows your name
0 / 3
Direct prompts that named your repo
HOW TO READ THIS REPORT

Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface KimYx0207/AI-Coding-Guide-Zh, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.

Action plan — copy-paste fixes

3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Add a direct introductory sentence to the README

    Why:

    CURRENT
    # Claude Code & OpenClaw & Codex 中文教程

<div align="center"> **AI 三顶流 · 中文教程扛把子** </div>

> 🎯 **Claude Code（官方编程神器）+ OpenClaw（开源 AI 助手框架）+ Codex（OpenAI 编程 Agent）= 最强 AI 工具三教程**
    COPY-PASTE FIX
    # Claude Code & OpenClaw & Codex 中文教程

这是一个为中文开发者设计的，关于AI编程助手和Agent的系统化学习路径和教程。

<div align="center"> **AI 三顶流 · 中文教程扛把子** </div>

> 🎯 **Claude Code（官方编程神器）+ OpenClaw（开源 AI 助手框架）+ Codex（OpenAI 编程 Agent）= 最强 AI 工具三教程**
  • mediumtopics#2
    Add more specific topics related to 'learning path' and 'developer guide'

    Why:

    CURRENT
    ai-agent, ai-assistant, ai-tutorial, anthropic, chinese, claude, claude-code, openclaw
    COPY-PASTE FIX
    ai-agent, ai-assistant, ai-tutorial, anthropic, chinese, claude, claude-code, openclaw, learning-path, developer-guide
  • mediumhomepage#3
    Add a homepage URL to the repository's 'About' section

    Why:

    COPY-PASTE FIX
    https://my.feishu.cn/wiki/OhQ8wqntFihcI1kWVDlcNdpznFf

Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash

Category visibility — the real GEO test

Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?

Same questions for every model — switch tabs to compare answers and rankings.

Recall
0 / 2
0% of queries surface KimYx0207/AI-Coding-Guide-Zh
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
GitHub
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. GitHub · recommended 2×
  2. Bilibili · recommended 1×
  3. Zhihu · recommended 1×
  4. CSDN · recommended 1×
  5. Tencent Cloud · recommended 1×
  • CATEGORY QUERY
    Where can I find comprehensive Chinese tutorials for AI coding agents and programming assistants?
    you: not recommended
    AI recommended (in order):
    1. Bilibili
    2. Zhihu
    3. CSDN
    4. GitHub
    5. Tencent Cloud
    6. Alibaba Cloud
    7. Juejin

    AI recommended 7 alternatives but never named KimYx0207/AI-Coding-Guide-Zh. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Need a structured learning path for practical AI programming agent development, from novice to enterprise.
    you: not recommended
    AI recommended (in order):
    1. Python
    2. Anaconda
    3. Pandas
    4. NumPy
    5. scikit-learn
    6. Git
    7. GitHub
    8. TensorFlow
    9. Keras
    10. PyTorch
    11. Gymnasium
    12. Stable Baselines3
    13. Hugging Face Transformers
    14. NLTK
    15. spaCy
    16. LangChain
    17. LlamaIndex
    18. AWS SageMaker
    19. Google Cloud AI Platform
    20. Azure Machine Learning
    21. Docker
    22. Kubernetes
    23. PyGame
    24. Unity
    25. Ray
    26. ONNX Runtime
    27. OWASP Top 10 for LLM Applications
    28. Microsoft Responsible AI Toolkit
    29. Google's AI Principles
    30. Prometheus
    31. Grafana
    32. Elasticsearch
    33. Logstash
    34. Kibana
    35. Datadog

    AI recommended 35 alternatives but never named KimYx0207/AI-Coding-Guide-Zh. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    warn

    Suggestion:

  • README presence
    pass

Self-mention check

Does AI even know your repo exists when asked about it directly?

  • Compared to common alternatives in this category, what is the core differentiator of KimYx0207/AI-Coding-Guide-Zh?
    pass
    AI did not name KimYx0207/AI-Coding-Guide-Zh — likely talking about a different project

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts KimYx0207/AI-Coding-Guide-Zh in production, what risks or prerequisites should they evaluate first?
    pass
    AI did not name KimYx0207/AI-Coding-Guide-Zh — likely talking about a different project

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • In one sentence, what problem does the repo KimYx0207/AI-Coding-Guide-Zh solve, and who is the primary audience?
    pass
    AI did not name KimYx0207/AI-Coding-Guide-Zh — likely talking about a different project

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

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