RRepoGEO

REPOGEO REPORT · LITE

SnapdragonLee/ChatGPT-weBot

Default branch master · commit 829e8049 · scanned 6/8/2026, 3:32:26 PM

GitHub: 650 stars · 118 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 SnapdragonLee/ChatGPT-weBot, 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 opening to clarify it's a WeChat bot application

    Why:

    CURRENT
    Using ChatGPT-weBot based on ChatGPT(API key call), Stable Diffusion AI drawing and official WeChat hook interface.
    COPY-PASTE FIX
    ChatGPT-weBot is a ready-to-use WeChat bot application that seamlessly integrates ChatGPT (GPT-3.5 and newer) for advanced conversations and Stable Diffusion for AI image generation, all via an official WeChat hook interface.
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a `LICENSE` file in the repository root with your chosen open-source license (e.g., MIT, Apache-2.0, GPL-3.0).
  • mediumhomepage#3
    Add a homepage URL to the repository's About section

    Why:

    COPY-PASTE FIX
    Add a relevant URL (e.g., a project website, documentation, or a dedicated landing page) to the 'Homepage' field in the repository settings.

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 SnapdragonLee/ChatGPT-weBot
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenAI API
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenAI API · recommended 2×
  2. Meta for Developers · recommended 1×
  3. Google Cloud Dialogflow · recommended 1×
  4. Microsoft Azure Bot Service · recommended 1×
  5. Twilio · recommended 1×
  • CATEGORY QUERY
    How to integrate an advanced conversational AI into a popular messaging app?
    you: not recommended
    AI recommended (in order):
    1. Meta for Developers
    2. Google Cloud Dialogflow
    3. Microsoft Azure Bot Service
    4. Twilio
    5. Telegram Bot API
    6. Slack API
    7. OpenAI API

    AI recommended 7 alternatives but never named SnapdragonLee/ChatGPT-weBot. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tools for building a messaging app bot with AI image generation and smart conversation?
    you: not recommended
    AI recommended (in order):
    1. OpenAI API
    2. Google Cloud Vertex AI
    3. Hugging Face Transformers (huggingface/transformers)
    4. Stable Diffusion
    5. Microsoft Azure AI Services
    6. Azure OpenAI Service
    7. Azure AI Vision
    8. Meta Llama (meta-llama/llama)
    9. Midjourney
    10. Cohere
    11. Leonardo.Ai

    AI recommended 11 alternatives but never named SnapdragonLee/ChatGPT-weBot. 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 SnapdragonLee/ChatGPT-weBot?
    pass
    AI named SnapdragonLee/ChatGPT-weBot explicitly

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

  • If a team adopts SnapdragonLee/ChatGPT-weBot in production, what risks or prerequisites should they evaluate first?
    pass
    AI named SnapdragonLee/ChatGPT-weBot 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 SnapdragonLee/ChatGPT-weBot solve, and who is the primary audience?
    pass
    AI did not name SnapdragonLee/ChatGPT-weBot — 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 SnapdragonLee/ChatGPT-weBot. 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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SnapdragonLee/ChatGPT-weBot — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
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SnapdragonLee/ChatGPT-weBot — RepoGEO report