RRepoGEO

REPOGEO REPORT · LITE

HenryXiaoYang/XYBotV2

Default branch main · commit 8f8b65cd · scanned 6/13/2026, 12:54:40 PM

GitHub: 811 stars · 204 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 HenryXiaoYang/XYBotV2, 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
    Clarify the project's identity as a WeChat bot framework in the README's opening

    Why:

    CURRENT
    XYBot V2 是一个功能丰富的微信机器人框架,支持多种互动功能和游戏玩法。
    COPY-PASTE FIX
    XYBot V2 is a feature-rich **WeChat bot framework** (功能丰富的微信机器人框架) designed for building interactive bots with AI chat, game features, and a loyalty points system. It's implemented without relying on WeChat hooks or web interfaces, offering a robust and stable architecture.
  • highreadme#2
    Add an explicit license statement to the README

    Why:

    COPY-PASTE FIX
    ## 📄 License

This project is open-source and licensed under the GPL-3.0 License.
  • mediumreadme#3
    Emphasize the 'non-Hook non-Web' implementation and architectural benefits in the README

    Why:

    COPY-PASTE FIX
    In the '✨ 主要功能' section or a new '💡 Why XYBot V2?' section, add a sentence like: 'Unlike many alternatives, XYBot V2 achieves its functionality through a **non-Hook and non-Web implementation**, offering a robust and stable architecture that addresses common pain points found in previous WeChat bot solutions.'

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 HenryXiaoYang/XYBotV2
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Flask
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Flask · recommended 2×
  2. Redis · recommended 2×
  3. PostgreSQL · recommended 2×
  4. MySQL · recommended 2×
  5. WeChat Official Account Development Platform · recommended 1×
  • CATEGORY QUERY
    How to build an interactive WeChat bot with AI chat and game features?
    you: not recommended
    AI recommended (in order):
    1. WeChat Official Account Development Platform
    2. Python
    3. Flask
    4. Django
    5. OpenAI API
    6. Redis
    7. Pygame
    8. Pyglet
    9. Node.js
    10. Express.js
    11. Google Cloud Dialogflow
    12. MongoDB
    13. PostgreSQL
    14. Phaser
    15. PixiJS
    16. PHP
    17. Laravel
    18. Symfony
    19. Microsoft Azure Bot Service
    20. MySQL
    21. Go
    22. Gin
    23. Echo
    24. Cohere API

    AI recommended 24 alternatives but never named HenryXiaoYang/XYBotV2. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a Python framework to manage a WeChat bot with a loyalty points system.
    you: not recommended
    AI recommended (in order):
    1. itchat
    2. WeRoBot
    3. PostgreSQL
    4. MySQL
    5. SQLite
    6. Flask
    7. SQLAlchemy
    8. Redis
    9. Celery

    AI recommended 9 alternatives but never named HenryXiaoYang/XYBotV2. 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 HenryXiaoYang/XYBotV2?
    pass
    AI named HenryXiaoYang/XYBotV2 explicitly

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

  • If a team adopts HenryXiaoYang/XYBotV2 in production, what risks or prerequisites should they evaluate first?
    pass
    AI named HenryXiaoYang/XYBotV2 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 HenryXiaoYang/XYBotV2 solve, and who is the primary audience?
    pass
    AI did not name HenryXiaoYang/XYBotV2 — 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

Drop this badge into the README of HenryXiaoYang/XYBotV2. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)
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HTML
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HenryXiaoYang/XYBotV2 — 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