RRepoGEO

REPOGEO REPORT · LITE

djun/wechatbot

Default branch main · commit 9e7ffcbd · scanned 6/3/2026, 3:47:47 PM

GitHub: 951 stars · 976 forks

AI VISIBILITY SCORE
30 /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
3 / 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 djun/wechatbot, 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
  • hightopics#1
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    wechat, chatgpt, openai, chatbot, ai-assistant, go, golang
  • highreadme#2
    Reposition the README's opening to emphasize ChatGPT integration

    Why:

    CURRENT
    # wechatbot
最近chatGPT异常火爆，想到将其接入到个人微信是件比较有趣的事，所以有了这个项目。项目基于openwechat开发
    COPY-PASTE FIX
    # wechatbot: 将ChatGPT接入个人微信 (ChatGPT Integration for Personal WeChat)
这是一个基于openwechat开发的开源项目，旨在将OpenAI的ChatGPT能力无缝接入到您的个人微信，实现智能群聊@回复、私聊回复和自动通过回复。
  • mediumlicense#3
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a LICENSE file in the root of the repository, for example, with the MIT License text.

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 djun/wechatbot
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Twilio
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Twilio · recommended 1×
  2. Telegram Bot API · recommended 1×
  3. python-telegram-bot · recommended 1×
  4. Discord.js · recommended 1×
  5. Matrix Synapse · recommended 1×
  • CATEGORY QUERY
    How to connect a conversational AI model to a personal instant messaging client for automated replies?
    you: not recommended
    AI recommended (in order):
    1. Twilio
    2. Telegram Bot API
    3. python-telegram-bot
    4. Discord.js
    5. Matrix Synapse
    6. matrix-nio
    7. matrix-bot-sdk
    8. Signal-cli
    9. Pypostal

    AI recommended 9 alternatives but never named djun/wechatbot. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are some open-source tools to build an AI assistant within a chat application?
    you: not recommended
    AI recommended (in order):
    1. Rasa
    2. DeepPavlov
    3. Open Assistant
    4. Haystack
    5. LangChain
    6. Hugging Face Transformers

    AI recommended 6 alternatives but never named djun/wechatbot. 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 djun/wechatbot?
    pass
    AI named djun/wechatbot explicitly

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

  • If a team adopts djun/wechatbot in production, what risks or prerequisites should they evaluate first?
    pass
    AI named djun/wechatbot 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 djun/wechatbot solve, and who is the primary audience?
    pass
    AI named djun/wechatbot explicitly

    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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djun/wechatbot — 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