REPOGEO REPORT · LITE

father-bot/chatgpt_telegram_bot

Default branch main · commit 3631d653 · scanned 7/1/2026, 10:27:13 AM

GitHub: 5,505 stars · 1,924 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

27 /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

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 father-bot/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

Clarify README's opening to emphasize 'self-hostable Telegram bot'

Why:

CURRENT

**ChatGPT, re-created as a Telegram bot — and it works great.**

COPY-PASTE FIX

**A self-hostable Telegram bot that brings advanced AI models like ChatGPT and Claude directly to your chats, using your own API keys.**

mediumtopics#2

Add more specific topics to improve categorization

Why:

CURRENT

chat-gpt, chatbot, openai, python, telegram

COPY-PASTE FIX

chat-gpt, chatbot, openai, python, telegram, telegram-bot, self-hosted, ai-assistant, claude-ai, multi-modal

lowreadme#3

Highlight core differentiators in the README's opening

Why:

COPY-PASTE FIX

It offers advanced capabilities including robust voice message transcription, multi-modal vision, and 15 specialized chat modes.

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 father-bot/chatgpt_telegram_bot

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

OpenAI API

Recommended in 2 of 2 queries

COMPETITOR LEADERBOARD

OpenAI API · recommended 2×
LangChain · recommended 1×
LlamaIndex · recommended 1×
GPT-4o · recommended 1×
GPT-4 Turbo · recommended 1×

CATEGORY QUERY
How to create a custom AI assistant for Telegram using advanced language models?
you: not recommended
AI recommended (in order):
1. LangChain
2. LlamaIndex
3. OpenAI API
4. GPT-4o
5. GPT-4 Turbo
6. GPT-3.5 Turbo
7. Telegram Bot API
8. python-telegram-bot
9. FastAPI
10. Hugging Face Transformers
11. Llama 3
12. Mistral
13. Falcon
14. Google Gemini API
15. Gemini 1.5 Pro
16. Gemini 1.5 Flash
AI recommended 16 alternatives but never named father-bot/chatgpt_telegram_bot. This is the gap to close.
Show full AI answer
CATEGORY QUERY
What are Python solutions for building a multi-modal AI chatbot on a messaging platform?
you: not recommended
AI recommended (in order):
1. Rasa (RasaHQ/rasa)
2. LangChain (langchain-ai/langchain)
3. Haystack (deepset) (deepset-ai/haystack)
4. OpenAI API
5. FastAPI (tiangolo/fastapi)
6. Flask (pallets/flask)
7. Hugging Face Transformers (huggingface/transformers)
8. Google Cloud AI Platform
9. Vertex AI
10. Cloud Vision AI
11. Cloud Speech-to-Text
12. Cloud Text-to-Speech
AI recommended 12 alternatives but never named father-bot/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 father-bot/chatgpt_telegram_bot?
pass
AI did not name father-bot/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 father-bot/chatgpt_telegram_bot in production, what risks or prerequisites should they evaluate first?
pass
AI named father-bot/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 father-bot/chatgpt_telegram_bot solve, and who is the primary audience?
pass
AI did not name father-bot/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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Deep reports10 / month
Brand-free category queries5 vs 2 in Lite
Prioritized action items8 vs 3 in Lite