RRepoGEO

REPOGEO REPORT · LITE

transitive-bullshit/chatgpt-twitter-bot

Default branch main · commit ebb2077b · scanned 5/16/2026, 10:23:06 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
    Clarify project's open-source implementation nature in README intro

    Why:

    CURRENT
    > Twitter bot powered by OpenAI's ChatGPT API.
    COPY-PASTE FIX
    > An open-source example and starter kit for building a Twitter bot that replies to mentions with AI-generated threads using OpenAI's ChatGPT API.
  • mediumtopics#2
    Add more specific topics to differentiate from generic tools

    Why:

    CURRENT
    bots, chatbot, chatgpt, openai, twitter
    COPY-PASTE FIX
    bots, chatbot, chatgpt, openai, twitter, open-source, llm-bot, twitter-bot-example, ai-bot-implementation
  • lowreadme#3
    Refine the 'Intro' section to highlight developer-focused purpose

    Why:

    CURRENT
    ## Intro
@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.
    COPY-PASTE FIX
    ## Intro
This repository provides the open-source code for @ChatGPTBot, a Twitter bot designed to respond to user @mentions with AI-generated threads using OpenAI's ChatGPT API. It serves as a practical example and reference implementation for developers looking to build similar AI-powered social media bots, leveraging the chatgpt Node.js package.

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
tweepy/tweepy
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. tweepy/tweepy · recommended 1×
  2. Facebook Graph API · recommended 1×
  3. PLhery/node-twitter-api-v2 · recommended 1×
  4. node-facebook/facebook-graph-api · recommended 1×
  5. Zapier · recommended 1×
  • CATEGORY QUERY
    How can I create an automated social media account to reply to user prompts with AI?
    you: not recommended
    AI recommended (in order):
    1. Tweepy (tweepy/tweepy)
    2. Facebook Graph API
    3. twitter-api-v2 (PLhery/node-twitter-api-v2)
    4. facebook-graph-api (node-facebook/facebook-graph-api)
    5. Zapier
    6. Make
    7. Google Cloud Functions
    8. AWS Lambda
    9. Azure Functions
    10. Hugging Face Transformers (huggingface/transformers)
    11. OpenAI API
    12. LangChain (langchain-ai/langchain)

    AI recommended 12 alternatives but never named transitive-bullshit/chatgpt-twitter-bot. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a service to generate tweet threads automatically from user questions using an LLM.
    you: not recommended
    AI recommended (in order):
    1. Tweet Hunter
    2. Typefully
    3. Jasper
    4. Copy.ai
    5. ChatGPT
    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.

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