RRepoGEO

REPOGEO REPORT · LITE

yym68686/ChatGPT-Telegram-Bot

Default branch main · commit cf2430d9 · scanned 6/29/2026, 4:53:35 PM

GitHub: 1,282 stars · 412 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
22 /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
1 / 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 yym68686/ChatGPT-Telegram-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
    Reposition README opening to emphasize "ready-to-deploy Telegram bot"

    Why:

    CURRENT
    ChatGPT Telegram Bot is a powerful Telegram bot that supports OpenAI-compatible large language model APIs.
    COPY-PASTE FIX
    TeleChat is a ready-to-deploy, self-hostable Telegram bot that integrates advanced AI models like GPT-5, DALL·E, Groq, Gemini 2.5 Pro/Flash, and Claude 4.1 for powerful chat and web search capabilities.
  • hightopics#2
    Refine topics to remove framework tags and add deployable bot tags

    Why:

    CURRENT
    agent, chatgpt, claude, claude-3-opus, claude-api, docker, fly-io, gemini, gpt-4-api, groq, koyeb, langchain, mixtral-8x7b, python-telegram-bot, replit, replit-bot, telegram-bot, vertex-ai, zeabur
    COPY-PASTE FIX
    agent, ai-bot, chatgpt, claude, claude-3-opus, claude-api, deployable-bot, docker, fly-io, gemini, gpt-4-api, groq, koyeb, mixtral-8x7b, python-telegram-bot, replit, replit-bot, self-hosted, telegram-bot, vertex-ai, zeabur
  • mediumhomepage#3
    Add a homepage URL pointing to the live bot

    Why:

    COPY-PASTE FIX
    https://t.me/chatgpt68_bot

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 yym68686/ChatGPT-Telegram-Bot
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 1×
  2. LlamaIndex · recommended 1×
  3. Botpress · recommended 1×
  4. Microsoft Semantic Kernel · recommended 1×
  5. Haystack · recommended 1×
  • CATEGORY QUERY
    How to build a messaging app bot with diverse large language model integrations?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Botpress
    4. Microsoft Semantic Kernel
    5. Haystack
    6. OpenAI Assistants API
    7. Rasa

    AI recommended 7 alternatives but never named yym68686/ChatGPT-Telegram-Bot. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a Python framework to deploy an AI assistant on a chat platform.
    you: not recommended
    AI recommended (in order):
    1. Rasa Open Source (RasaHQ/rasa)
    2. Haystack (deepset-ai/haystack)
    3. LangChain (langchain-ai/langchain)
    4. FastAPI (tiangolo/fastapi)
    5. Flask (pallets/flask)
    6. Django (django/django)

    AI recommended 6 alternatives but never named yym68686/ChatGPT-Telegram-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
    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 yym68686/ChatGPT-Telegram-Bot?
    pass
    AI did not name yym68686/ChatGPT-Telegram-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?

  • If a team adopts yym68686/ChatGPT-Telegram-Bot in production, what risks or prerequisites should they evaluate first?
    pass
    AI named yym68686/ChatGPT-Telegram-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 yym68686/ChatGPT-Telegram-Bot solve, and who is the primary audience?
    pass
    AI did not name yym68686/ChatGPT-Telegram-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?

Embed your GEO score

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MARKDOWN (README)
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yym68686/ChatGPT-Telegram-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