RRepoGEO

REPOGEO REPORT · LITE

kx-Huang/ChatGPT-on-WeChat

Default branch master · commit 02338f77 · scanned 6/16/2026, 3:58:04 AM

GitHub: 914 stars · 378 forks

AI VISIBILITY SCORE
33 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 warn · 0 fail
Objective metadata checks
AI knows your name
2 / 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 kx-Huang/ChatGPT-on-WeChat, 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 README's H1 and opening sentence to emphasize "ready-to-deploy template"

    Why:

    CURRENT
    # ChatGPT on WeChat

🤖️ Turn your WeChat into ChatGPT [**within only 2 steps!**](#12-deploy-on-cloud) 🤖️
    COPY-PASTE FIX
    # ChatGPT on WeChat: A Ready-to-Deploy GPT-4o Bot Template

🤖️ This project provides a ready-to-use template to turn your WeChat into a powerful ChatGPT assistant, deployable in just 2 steps! 🤖️
  • mediumtopics#2
    Add specific topics to highlight "deployable solution" and "template"

    Why:

    CURRENT
    chatgpt, gpt-4, railway-app, wechat-bot
    COPY-PASTE FIX
    chatgpt, gpt-4, gpt-4o, railway-app, wechat-bot, wechat-chatbot, ai-chatbot-template
  • lowreadme#3
    Rephrase the introduction to the "Features" section

    Why:

    CURRENT
    ## Features 

This project is implemented based on this amazing project that I contibuted before, with `Wechaty SDK` and `OpenAI API`, we achieve:
    COPY-PASTE FIX
    ## Features 

This project offers a robust, ready-to-use WeChat bot solution. Leveraging the `Wechaty SDK` and `OpenAI API`, it provides:

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 kx-Huang/ChatGPT-on-WeChat
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
WeChat Official Account Platform
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. WeChat Official Account Platform · recommended 1×
  2. Microsoft Azure Bot Service · recommended 1×
  3. Azure OpenAI Service · recommended 1×
  4. Google Dialogflow CX · recommended 1×
  5. Dialogflow ES · recommended 1×
  • CATEGORY QUERY
    How to integrate an advanced conversational AI assistant directly into my WeChat account?
    you: not recommended
    AI recommended (in order):
    1. WeChat Official Account Platform
    2. Microsoft Azure Bot Service
    3. Azure OpenAI Service
    4. Google Dialogflow CX
    5. Dialogflow ES
    6. Amazon Lex V2
    7. Baidu Unit (UNIT)
    8. Rasa (RasaHQ/rasa)

    AI recommended 8 alternatives but never named kx-Huang/ChatGPT-on-WeChat. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a way to deploy a large language model powered bot on WeChat easily.
    you: not recommended
    AI recommended (in order):
    1. Dify
    2. Botpress
    3. OpenAI Assistants API
    4. LangChain
    5. LlamaIndex

    AI recommended 5 alternatives but never named kx-Huang/ChatGPT-on-WeChat. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    pass

  • 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 kx-Huang/ChatGPT-on-WeChat?
    pass
    AI named kx-Huang/ChatGPT-on-WeChat explicitly

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

  • If a team adopts kx-Huang/ChatGPT-on-WeChat in production, what risks or prerequisites should they evaluate first?
    pass
    AI named kx-Huang/ChatGPT-on-WeChat explicitly

    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 kx-Huang/ChatGPT-on-WeChat solve, and who is the primary audience?
    pass
    AI did not name kx-Huang/ChatGPT-on-WeChat — 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?

Embed your GEO score

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