RRepoGEO

REPOGEO REPORT · LITE

easychen/openai-gpt-dev-notes-for-cn-developer

Default branch master · commit 4d97b2d1 · scanned 5/19/2026, 10:28:36 AM

GitHub: 1,546 stars · 105 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE
10 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 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 easychen/openai-gpt-dev-notes-for-cn-developer, 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
    Reposition the README's opening paragraph to clearly state the repo's purpose as a guide

    Why:

    CURRENT
    在写了一堆应用以后，我们打算众筹一个GPT课程。之前我以为现在GPT应用已经是红海了，但实际测试下来发现，GPT应用其实可以是非标准品。独有的提示词、独有的知识库、独有的工作流都可以做出独一无二的GPT体验。在课程中我们将讲解如何设计、搭建和开发一个与众不同的商业GPT应用。<https://subdeer.cn/product/3>
    COPY-PASTE FIX
    本仓库为国内开发者提供了快速开发OpenAI/GPT应用的全面开发笔记和实用指南。内容涵盖免费应用开发必备知识，并提供商业化方案的见解。我们还提供相关GPT课程，供深入学习：<https://subdeer.cn/product/3>
  • hightopics#2
    Add specific topics to improve categorization and searchability

    Why:

    COPY-PASTE FIX
    openai, gpt, ai-development, developer-guide, api-notes, chinese-developers, llm, generative-ai, ai-applications
  • mediumlicense#3
    Add a LICENSE file to clarify usage terms

    Why:

    COPY-PASTE FIX
    Create a `LICENSE` file in the repository root, for example, using the Creative Commons Attribution 4.0 International License (CC-BY-4.0) given the content is primarily notes and documentation.

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 easychen/openai-gpt-dev-notes-for-cn-developer
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Azure OpenAI Service
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Azure OpenAI Service · recommended 1×
  2. Hugging Face Endpoints/APIs · recommended 1×
  3. Baidu ERNIE Bot API · recommended 1×
  4. Alibaba Cloud PAI-EAS · recommended 1×
  5. Tencent Cloud Hunyuan API · recommended 1×
  • CATEGORY QUERY
    How can Chinese developers overcome OpenAI API access and account registration challenges for GPT apps?
    you: not recommended
    AI recommended (in order):
    1. Azure OpenAI Service
    2. Hugging Face Endpoints/APIs
    3. Baidu ERNIE Bot API
    4. Alibaba Cloud PAI-EAS
    5. Tencent Cloud Hunyuan API
    6. API2GPT
    7. VPN

    AI recommended 7 alternatives but never named easychen/openai-gpt-dev-notes-for-cn-developer. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the essential steps and knowledge for rapidly building an OpenAI/GPT powered application?
    you: not recommended
    AI recommended (in order):
    1. Flask
    2. FastAPI
    3. Express.js
    4. Streamlit
    5. Next.js
    6. requests
    7. axios
    8. fetch
    9. LangChain
    10. LlamaIndex
    11. OpenAI Python Library
    12. OpenAI Node.js Library
    13. Hugging Face `transformers`
    14. Pinecone
    15. Weaviate
    16. ChromaDB
    17. Vercel
    18. Render
    19. Heroku
    20. AWS
    21. Google Cloud
    22. Azure

    AI recommended 22 alternatives but never named easychen/openai-gpt-dev-notes-for-cn-developer. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    fail

    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 easychen/openai-gpt-dev-notes-for-cn-developer?
    pass
    AI did not name easychen/openai-gpt-dev-notes-for-cn-developer — 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 easychen/openai-gpt-dev-notes-for-cn-developer in production, what risks or prerequisites should they evaluate first?
    pass
    AI did not name easychen/openai-gpt-dev-notes-for-cn-developer — 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 easychen/openai-gpt-dev-notes-for-cn-developer solve, and who is the primary audience?
    pass
    AI did not name easychen/openai-gpt-dev-notes-for-cn-developer — 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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easychen/openai-gpt-dev-notes-for-cn-developer — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite