RRepoGEO

REPOGEO REPORT · LITE

weixin-omni/omni-bot-sdk-oss

Default branch master · commit 7c73235f · scanned 5/31/2026, 3:27:06 AM

GitHub: 505 stars · 99 forks

AI VISIBILITY SCORE
28 /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
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 weixin-omni/omni-bot-sdk-oss, 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 specific topics for better categorization

    Why:

    COPY-PASTE FIX
    wechat, rpa, bot, python, visual-recognition, ocr, llm, dify, wechat-bot, automation, yolo, sdk, chat-bot, non-invasive
  • highreadme#2
    Reposition README H1 and opening to clarify Python WeChat RPA SDK

    Why:

    CURRENT
    # omni-bot-sdk
    
    > ⚠️ **使用风险警告**
    ...
    > 🤖👁️🖥️ 一个基于视觉识别,运行时零侵入的微信4.0 RPA 框架,构建个微聊天机器人,快速接入LLM,Dify
    COPY-PASTE FIX
    # omni-bot-sdk: Python SDK for WeChat 4.0 RPA Bots (Visual Recognition & LLM Integration)
    
    一个基于视觉识别,使用自定义YOLO模型,OCR,数据库监听,实现的运行时零侵入的 微信4.0 RPA框架,支持动态接入插件,适配OpenAI,DIfy,支持解析所有消息类型,内置文本图片文件消息发送能力,可扩展小程序朋友圈发送。本SDK专为Python开发者设计,用于构建个人微信聊天机器人。
    
    ⚠️ **使用风险警告**
    
    使用本项目存在微信账号被封禁、功能受限等风险,**项目及作者概不承担任何责任**。
    
    🫸强烈建议不要使用任何在线 LLM API(如 OpenAI、百度、讯飞等)以免造成个人信息泄漏。
    
    在使用过程中,请务必遵守微信的各项行为准则,避免违规操作,降低封号概率。
    
    🙅‍♂️禁止使用范围:
    
    本项目**严禁用于营销、发广告等任何企业或商业行为**,仅推荐用于个人学习和技术交流用途。
    
    ☂️隐私与安全声明:
    
    本项目**不联网,不收集任何用户数据**,所有运行数据均保留在用户电脑本地。
    
    本项目**不会对微信数据库进行任何写操作**,不影响微信的正常运行。
  • mediumreadme#3
    Add a sentence highlighting the unique non-invasive RPA differentiator

    Why:

    COPY-PASTE FIX
    其核心优势在于采用独特的视觉识别RPA技术(YOLO模型+OCR),实现对微信的零侵入操作,显著降低封号风险,区别于传统API或HOOK方案。

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 weixin-omni/omni-bot-sdk-oss
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
UIPath Studio
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. UIPath Studio · recommended 1×
  2. Automation Anywhere Enterprise A2019/360 · recommended 1×
  3. Blue Prism Digital Workforce · recommended 1×
  4. Microsoft Power Automate Desktop · recommended 1×
  5. PyAutoGUI · recommended 1×
  • CATEGORY QUERY
    How to automate WeChat interactions and build a bot using a non-invasive RPA framework?
    you: not recommended
    AI recommended (in order):
    1. UIPath Studio
    2. Automation Anywhere Enterprise A2019/360
    3. Blue Prism Digital Workforce
    4. Microsoft Power Automate Desktop
    5. PyAutoGUI
    6. Tesseract
    7. pytesseract
    8. SikuliX

    AI recommended 8 alternatives but never named weixin-omni/omni-bot-sdk-oss. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Python library for personal WeChat bot development with visual recognition and LLM integration?
    you: not recommended
    AI recommended (in order):
    1. WeChaty (wechaty/python-wechaty)
    2. OpenCV (opencv/opencv)
    3. Pillow (python-pillow/Pillow)
    4. Hugging Face Transformers (huggingface/transformers)
    5. PyTorch (pytorch/pytorch)
    6. TensorFlow (tensorflow/tensorflow)
    7. OpenAI GPT-3.5/GPT-4
    8. Anthropic Claude
    9. Llama.cpp (ggerganov/llama.cpp)
    10. Ollama (ollama/ollama)
    11. itchat (littlecodersh/itchat)
    12. wxpy (youfou/wxpy)
    13. PyOfficeRobot (gefangshuai/PyOfficeRobot)
    14. Microsoft Azure Bot Service
    15. Google Cloud Dialogflow
    16. Azure Computer Vision
    17. Google Cloud Vision AI
    18. Azure OpenAI Service
    19. Google Cloud Vertex AI

    AI recommended 19 alternatives but never named weixin-omni/omni-bot-sdk-oss. 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 weixin-omni/omni-bot-sdk-oss?
    pass
    AI did not name weixin-omni/omni-bot-sdk-oss — 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 weixin-omni/omni-bot-sdk-oss in production, what risks or prerequisites should they evaluate first?
    pass
    AI named weixin-omni/omni-bot-sdk-oss 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 weixin-omni/omni-bot-sdk-oss solve, and who is the primary audience?
    pass
    AI named weixin-omni/omni-bot-sdk-oss explicitly

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

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