RRepoGEO

REPOGEO REPORT · LITE

m1guelpf/chatgpt-telegram

Default branch main · commit 7860003e · scanned 5/12/2026, 12:32:37 PM

GitHub: 3,884 stars · 554 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 m1guelpf/chatgpt-telegram, 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 H1 and opening paragraph to emphasize "self-hosted bot"

    Why:

    CURRENT
    # ChatGPT-bot
> Interact with ChatGPT
Go CLI to fuels a Telegram bot that lets you interact with ChatGPT, a large language model trained by OpenAI.
    COPY-PASTE FIX
    # ChatGPT-Telegram-Bot: Your Self-Hosted AI Assistant
> Deploy your own personal ChatGPT, Whisper, and DALL-E powered Telegram bot with a single command. This Go CLI provides a ready-to-use solution for interacting with OpenAI's large language models directly from Telegram.
  • hightopics#2
    Add specific topics to clarify the repo's function and features

    Why:

    CURRENT
    gpt-3, gptchat, openai, telegram-bot
    COPY-PASTE FIX
    gpt-3, gptchat, openai, telegram-bot, self-hosted, personal-assistant, ai-chatbot, dall-e, whisper
  • mediumhomepage#3
    Add a homepage URL to the repository's About section

    Why:

    COPY-PASTE FIX
    [Link to a project page, live demo, or detailed documentation]

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 m1guelpf/chatgpt-telegram
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
python-telegram-bot/python-telegram-bot
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. python-telegram-bot/python-telegram-bot · recommended 1×
  2. openai/openai-python · recommended 1×
  3. @BotFather · recommended 1×
  4. Heroku · recommended 1×
  5. Render · recommended 1×
  • CATEGORY QUERY
    How can I set up a custom AI chatbot for Telegram using OpenAI models?
    you: not recommended
    AI recommended (in order):
    1. python-telegram-bot (python-telegram-bot/python-telegram-bot)
    2. openai (openai/openai-python)
    3. @BotFather
    4. Heroku
    5. Render
    6. AWS EC2
    7. Google Cloud Run
    8. Node.js (nodejs/node)
    9. telegraf (telegraf/telegraf)
    10. LangChain (langchain-ai/langchain)
    11. Botpress (botpress/botpress)
    12. Voiceflow

    AI recommended 12 alternatives but never named m1guelpf/chatgpt-telegram. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a self-hosted solution to deploy a personal GPT-powered assistant on Telegram.
    you: not recommended
    AI recommended (in order):
    1. OpenAI API
    2. python-telegram-bot
    3. openai
    4. Telethon
    5. DigitalOcean
    6. Linode
    7. Vultr
    8. Raspberry Pi
    9. Telegraf
    10. go-telegram-bot-api
    11. PHP-Telegram-Bot
    12. Apache
    13. Nginx
    14. Docker Compose
    15. ChatGPT-Telegram-Bot (n0madic/ChatGPT-Telegram-Bot)

    AI recommended 15 alternatives but never named m1guelpf/chatgpt-telegram. 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 m1guelpf/chatgpt-telegram?
    pass
    AI named m1guelpf/chatgpt-telegram explicitly

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

  • If a team adopts m1guelpf/chatgpt-telegram in production, what risks or prerequisites should they evaluate first?
    pass
    AI named m1guelpf/chatgpt-telegram 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 m1guelpf/chatgpt-telegram solve, and who is the primary audience?
    pass
    AI did not name m1guelpf/chatgpt-telegram — 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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m1guelpf/chatgpt-telegram — 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