RRepoGEO

REPOGEO REPORT · LITE

AutumnWhj/ChatGPT-wechat-bot

Default branch master · commit 1af6889e · scanned 5/27/2026, 5:38:19 AM

GitHub: 4,726 stars · 963 forks

AI VISIBILITY SCORE
22 /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
1 / 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 AutumnWhj/ChatGPT-wechat-bot, 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

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

OVERALL DIRECTION
  • highreadme#1
    Add a clear English positioning statement to the README's introduction

    Why:

    CURRENT
    > 几步即可获得一个基于 ChatGPT 的微信机器人 🤖。
> [English](README.md) | 中文文档
    COPY-PASTE FIX
    A simple, self-hostable WeChat bot powered by ChatGPT for automated replies in private and group chats.

> 几步即可获得一个基于 ChatGPT 的微信机器人 🤖。
> [English](README.md) | 中文文档
  • mediumhomepage#2
    Set the repository homepage URL

    Why:

    COPY-PASTE FIX
    https://github.com/AutumnWhj/ChatGPT-wechat-bot

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 AutumnWhj/ChatGPT-wechat-bot
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Tencent Cloud
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Tencent Cloud · recommended 1×
  2. ManyChat · recommended 1×
  3. Chatfuel · recommended 1×
  4. Dialogflow · recommended 1×
  5. Rasa · recommended 1×
  • CATEGORY QUERY
    How to integrate a conversational AI assistant with WeChat for automated replies?
    you: not recommended
    AI recommended (in order):
    1. Tencent Cloud
    2. ManyChat
    3. Chatfuel
    4. Dialogflow
    5. Rasa
    6. Microsoft Bot Framework
    7. Azure Bot Service

    AI recommended 7 alternatives but never named AutumnWhj/ChatGPT-wechat-bot. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best tools for building a custom ChatGPT bot for WeChat group chats?
    you: not recommended
    AI recommended (in order):
    1. WeChaty
    2. OpenAI API
    3. Node.js
    4. Python
    5. WeixinBot
    6. Go-WeChaty
    7. Go
    8. LangChain
    9. LlamaIndex
    10. Hugging Face Transformers
    11. GPT-2
    12. LLaMA
    13. AWS EC2
    14. Google Cloud Run
    15. Vercel
    16. Heroku

    AI recommended 16 alternatives but never named AutumnWhj/ChatGPT-wechat-bot. 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 AutumnWhj/ChatGPT-wechat-bot?
    pass
    AI did not name AutumnWhj/ChatGPT-wechat-bot — 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 AutumnWhj/ChatGPT-wechat-bot in production, what risks or prerequisites should they evaluate first?
    pass
    AI named AutumnWhj/ChatGPT-wechat-bot 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 AutumnWhj/ChatGPT-wechat-bot solve, and who is the primary audience?
    pass
    AI did not name AutumnWhj/ChatGPT-wechat-bot — 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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AutumnWhj/ChatGPT-wechat-bot — 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