RRepoGEO

REPOGEO REPORT · LITE

yym68686/ChatGPT-Telegram-Bot

Default branch main · commit cf2430d9 · scanned 5/18/2026, 10:49:25 AM

GitHub: 1,243 stars · 398 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 the README's opening paragraph to emphasize its role as a deployable bot solution

    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 AI chat Telegram bot, offering web search capabilities and powered by a wide range of models including GPT-5, DALL·E, Groq, Gemini 2.5 Pro/Flash, and Claude 4.1 API. It's built with Python and designed for easy deployment on platforms like Zeabur, fly.io, and Replit.
  • mediumhomepage#2
    Add a homepage URL to the repository's About section

    Why:

    COPY-PASTE FIX
    Add a direct link to the live bot or a project page, for example, `https://t.me/chatgpt68_bot`.
  • mediumreadme#3
    Clarify the 'Multiple AI Models' feature description in the README

    Why:

    CURRENT
    Multiple AI Models**: Supports APIs compatible with the OpenAI format. For other models from providers such as Anthropic, Gemini, Vertex AI, Azure, AWS, XAI, Cohere, Groq, Cloudflare, OpenRouter, etc., please integrate them using uni-api. Also supports one-api/new-api. Utilizes self-developed API to request backend SDK, does not rely on OpenAI SDK.
    COPY-PASTE FIX
    Multiple AI Models**: Directly supports a wide array of large language models including GPT-5, DALL·E, Groq, Gemini 2.5 Pro/Flash, and Claude 4.1 API. For integration with additional providers like Anthropic, Vertex AI, Azure, AWS, XAI, Cohere, Cloudflare, and OpenRouter, this bot is compatible with `uni-api` and `one-api/new-api`.

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-ai/langchain
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. langchain-ai/langchain · recommended 1×
  2. run-llama/llama_index · recommended 1×
  3. tiangolo/fastapi · recommended 1×
  4. SerpAPI · recommended 1×
  5. Google Custom Search API · recommended 1×
  • CATEGORY QUERY
    How to build a Python-based AI assistant for a popular messaging platform with web search?
    you: not recommended
    AI recommended (in order):
    1. LangChain (langchain-ai/langchain)
    2. LlamaIndex (run-llama/llama_index)
    3. FastAPI (tiangolo/fastapi)
    4. SerpAPI
    5. Google Custom Search API
    6. python-telegram-bot (python-telegram-bot/python-telegram-bot)
    7. python-slackclient (slackapi/python-slackclient)
    8. discord.py (Rapptz/discord.py)
    9. OpenAI API
    10. Anthropic API
    11. Google Gemini API
    12. Docker

    AI recommended 12 alternatives but never named yym68686/ChatGPT-Telegram-Bot. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking an open-source solution to deploy a conversational agent using multiple large language models.
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Haystack (deepset/Haystack)
    4. Open-Assistant (LAION/Open-Assistant)
    5. Rasa
    6. Transformers
    7. Guidance (Microsoft/Guidance)

    AI recommended 7 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?

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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