REPOGEO REPORT · LITE

V-know/ChatGPT-Telegram-Bot

Default branch main · commit 970b9862 · scanned 6/5/2026, 4:12:17 PM

GitHub: 649 stars · 87 forks

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 V-know/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 to clarify it's a ready-to-deploy AI assistant

Why:

CURRENT

# ChatGPT Telegram Bot

A Telegram bot with a silky smooth AI experience.

COPY-PASTE FIX

# ChatGPT Telegram Bot: A Ready-to-Deploy AI Assistant for Telegram

This is a feature-rich, containerized Telegram bot that integrates OpenAI's ChatGPT, DALL·E 3, and other advanced AI capabilities for a complete, real-time AI experience. It's designed for easy deployment and offers a silky smooth AI interaction with features like image generation, customizable bot identities, and user-level management.

mediumtopics#2

Expand repository topics to include specific features and application type

Why:

CURRENT

chatgpt, python, telegram

COPY-PASTE FIX

chatgpt, python, telegram, telegram-bot, ai-assistant, dalle-3, openai, containerized, real-time, customizable, ui-enabled

lowreadme#3

Enhance the 'Quick Experience' section to include a deployment hint

Why:

CURRENT

## 🤖Quick Experience

Telegram Bot: RoboAceBot

COPY-PASTE FIX

## 🤖Quick Experience & Deployment

Experience the bot live: [RoboAceBot](https://t.me/RoboAceBot).

For quick local deployment, simply clone the repo and follow the containerized setup instructions in the [Deployment section](#deployment).

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 V-know/ChatGPT-Telegram-Bot

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

Docker

Recommended in 2 of 2 queries

COMPETITOR LEADERBOARD

Docker · recommended 2×
Python-Telegram-Bot · recommended 1×
GPT-4o · recommended 1×
GPT-4 · recommended 1×
GPT-3.5 Turbo · recommended 1×

CATEGORY QUERY
How to build a Telegram bot that provides real-time AI chat and image generation?
you: not recommended
AI recommended (in order):
1. Python-Telegram-Bot
2. GPT-4o
3. GPT-4
4. GPT-3.5 Turbo
5. DALL-E 3
6. DALL-E 2
7. FastAPI
8. Flask
9. Ngrok
10. Redis
11. PostgreSQL
12. Docker
AI recommended 12 alternatives but never named V-know/ChatGPT-Telegram-Bot. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Seeking a customizable, containerized Python solution for an AI assistant on Telegram.
you: not recommended
AI recommended (in order):
1. python-telegram-bot (python-telegram-bot/python-telegram-bot)
2. Docker
3. Kubernetes
4. Telethon (LonamiWebs/Telethon)
5. Docker Compose
6. Pyrogram (pyrogram/pyrogram)
7. Google Cloud Run
8. AWS Fargate
9. aiogram (aiogram/aiogram)
10. Heroku
11. Flask (pallets/flask)
12. FastAPI (tiangolo/fastapi)
AI recommended 12 alternatives but never named V-know/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
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 V-know/ChatGPT-Telegram-Bot?
pass
AI named V-know/ChatGPT-Telegram-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 V-know/ChatGPT-Telegram-Bot in production, what risks or prerequisites should they evaluate first?
pass
AI named V-know/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 V-know/ChatGPT-Telegram-Bot solve, and who is the primary audience?
pass
AI did not name V-know/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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MARKDOWN (README)

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V-know/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