RRepoGEO

REPOGEO REPORT · LITE

transitive-bullshit/chatgpt-twitter-bot

Default branch main · commit ebb2077b · scanned 6/27/2026, 8:13:28 PM

GitHub: 756 stars · 95 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

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 transitive-bullshit/chatgpt-twitter-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

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

OVERALL DIRECTION
  • highreadme#1
    Elevate the core functionality description to the top of the README

    Why:

    CURRENT
    The README starts with an 'IMPORTANT' note, then the title, then a short description, with the detailed explanation in the 'Intro' section.
    COPY-PASTE FIX
    # ChatGPT Twitter Bot

@ChatGPTBot is a Twitter bot that you can @mention with a prompt, and it will respond with a twitter thread containing the ChatGPT response. It uses the chatgpt Node.js package under the hood.
  • mediumtopics#2
    Add specific topics for social media automation and Twitter bots

    Why:

    CURRENT
    bots, chatbot, chatgpt, openai, twitter
    COPY-PASTE FIX
    bots, chatbot, chatgpt, openai, twitter, social-media-automation, twitter-bot
  • mediumreadme#3
    Rephrase the V2 recommendation to clarify this repo's status

    Why:

    CURRENT
    > [!IMPORTANT] > I highly recommend you use V2 of this project, which is a significant rewrite: https://github.com/dexaai/xbot
    COPY-PASTE FIX
    This is the original, widely-used ChatGPT Twitter Bot. For a significant rewrite with improved features, consider V2: https://github.com/dexaai/xbot

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 transitive-bullshit/chatgpt-twitter-bot
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Google Dialogflow ES/CX
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Google Dialogflow ES/CX · recommended 1×
  2. Rasa · recommended 1×
  3. Microsoft Bot Framework · recommended 1×
  4. Azure Cognitive Services · recommended 1×
  5. Language Understanding (LUIS) · recommended 1×
  • CATEGORY QUERY
    How to build an AI-driven bot that automatically replies to social media interactions?
    you: not recommended
    AI recommended (in order):
    1. Google Dialogflow ES/CX
    2. Rasa
    3. Microsoft Bot Framework
    4. Azure Cognitive Services
    5. Language Understanding (LUIS)
    6. QnA Maker
    7. Text Analytics
    8. Amazon Lex
    9. AWS Lambda
    10. Facebook Graph API
    11. Twitter API
    12. OpenAI API
    13. GPT-3/GPT-4
    14. Instagram API
    15. LinkedIn API
    16. Hugging Face Transformers
    17. BERT
    18. GPT-2
    19. T5

    AI recommended 19 alternatives but never named transitive-bullshit/chatgpt-twitter-bot. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a solution to generate multi-part AI responses for public social media posts.
    you: not recommended
    AI recommended (in order):
    1. ChatGPT (OpenAI API)
    2. Claude (Anthropic API)
    3. Google Gemini API
    4. Copy.ai
    5. Jasper
    6. Writesonic

    AI recommended 6 alternatives but never named transitive-bullshit/chatgpt-twitter-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
    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 transitive-bullshit/chatgpt-twitter-bot?
    pass
    AI named transitive-bullshit/chatgpt-twitter-bot explicitly

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

  • If a team adopts transitive-bullshit/chatgpt-twitter-bot in production, what risks or prerequisites should they evaluate first?
    pass
    AI named transitive-bullshit/chatgpt-twitter-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 transitive-bullshit/chatgpt-twitter-bot solve, and who is the primary audience?
    pass
    AI did not name transitive-bullshit/chatgpt-twitter-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?

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transitive-bullshit/chatgpt-twitter-bot — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite