RRepoGEO

REPOGEO REPORT · LITE

m1guelpf/chatgpt-telegram

Default branch main · commit 7860003e · scanned 6/22/2026, 6:42:47 PM

GitHub: 3,885 stars · 551 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
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 the README's opening to clarify its application type

    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
    # Self-Hosted ChatGPT Telegram Bot

> Interact with ChatGPT

A ready-to-run Go CLI application that powers your own personal Telegram bot for interacting with ChatGPT, a large language model trained by OpenAI.
  • hightopics#2
    Add more specific topics to improve categorization

    Why:

    CURRENT
    gpt-3, gptchat, openai, telegram-bot
    COPY-PASTE FIX
    gpt-3, gptchat, openai, telegram-bot, self-hosted, personal-bot, ai-chatbot, go-lang
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/m1guelpf/chatgpt-telegram

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
ManyChat
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. ManyChat · recommended 1×
  2. Chatfuel · recommended 1×
  3. Google Dialogflow · recommended 1×
  4. Python-Telegram-Bot · recommended 1×
  5. OpenAI API · recommended 1×
  • CATEGORY QUERY
    How to deploy a personal AI chatbot on Telegram for interactive conversations?
    you: not recommended
    AI recommended (in order):
    1. ManyChat
    2. Chatfuel
    3. Google Dialogflow
    4. Python-Telegram-Bot
    5. OpenAI API
    6. Node-RED
    7. Botpress
    8. Microsoft Bot Framework

    AI recommended 8 alternatives but never named m1guelpf/chatgpt-telegram. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are options for self-hosting a large language model assistant via a Telegram interface?
    you: not recommended
    AI recommended (in order):
    1. LocalAI (go-skynet/LocalAI)
    2. Telegram Bot API
    3. python-telegram-bot (python-telegram-bot/python-telegram-bot)
    4. Ollama (ollama/ollama)
    5. text-generation-webui (oobabooga/text-generation-webui)
    6. LangChain (langchain-ai/langchain)
    7. llama.cpp (ggerganov/llama.cpp)
    8. llama-cpp-python (abetlen/llama-cpp-python)

    AI recommended 8 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?

Embed your GEO score

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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