RRepoGEO

REPOGEO REPORT · LITE

n3d1117/chatgpt-telegram-bot

Default branch main · commit df4dcaa2 · scanned 5/23/2026, 10:06:49 AM

GitHub: 3,452 stars · 1,556 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 n3d1117/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" and explicitly mention DALL·E/Whisper

    Why:

    CURRENT
    A Telegram bot that integrates with OpenAI's _official_ ChatGPT, DALL·E and Whisper APIs to provide answers. Ready to use with minimal configuration required.
    COPY-PASTE FIX
    A **ready-to-deploy**, full-featured Telegram bot that integrates with OpenAI's _official_ ChatGPT (for conversational AI), DALL·E (for image generation), and Whisper (for audio transcription) APIs to provide answers. Get started with minimal configuration to run your own AI assistant.
  • mediumtopics#2
    Add more specific and descriptive topics

    Why:

    CURRENT
    chatgpt, dall-e, openai, python, telegram-bot, whisper
    COPY-PASTE FIX
    chatgpt, dall-e, openai, python, telegram-bot, whisper, ai-chatbot, image-generation, audio-transcription, deployable-bot, full-featured, telegram-ai-bot
  • lowhomepage#3
    Add a homepage URL to the repository's About section

    Why:

    COPY-PASTE FIX
    https://github.com/n3d1117/chatgpt-telegram-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 n3d1117/chatgpt-telegram-bot
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenAI API
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenAI API · recommended 2×
  2. python-telegram-bot/python-telegram-bot · recommended 2×
  3. Rapptz/discord.py · recommended 2×
  4. microsoft/botframework-sdk · recommended 2×
  5. RasaHQ/rasa · recommended 1×
  • CATEGORY QUERY
    Seeking a ready-to-use Python bot for a messaging app that integrates with advanced conversational AI.
    you: not recommended
    AI recommended (in order):
    1. Rasa (RasaHQ/rasa)
    2. DeepPavlov (deepmipt/DeepPavlov)
    3. Botpress (botpress/botpress)
    4. OpenAI API
    5. python-telegram-bot (python-telegram-bot/python-telegram-bot)
    6. slack_sdk (slackapi/python-slack-sdk)
    7. discord.py (Rapptz/discord.py)
    8. Google Dialogflow
    9. Microsoft Bot Framework (microsoft/botframework-sdk)

    AI recommended 9 alternatives but never named n3d1117/chatgpt-telegram-bot. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are good options for a messaging bot that can generate images and transcribe audio via AI?
    you: not recommended
    AI recommended (in order):
    1. Discord.js (discordjs/discord.js)
    2. OpenAI API
    3. DALL-E 3
    4. GPT-4o
    5. ElevenLabs
    6. Whisper (openai/whisper)
    7. Telegram Bot API
    8. Microsoft Bot Framework (microsoft/botframework-sdk)
    9. Azure OpenAI Service
    10. Azure AI Speech
    11. python-telegram-bot (python-telegram-bot/python-telegram-bot)
    12. discord.py (Rapptz/discord.py)
    13. Stability AI (Stable Diffusion) (Stability-AI/StableDiffusion)
    14. AssemblyAI
    15. Node.js (nodejs/node)
    16. Express.js (expressjs/express)
    17. Midjourney API
    18. Google Cloud Speech-to-Text

    AI recommended 18 alternatives but never named n3d1117/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 n3d1117/chatgpt-telegram-bot?
    pass
    AI did not name n3d1117/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 n3d1117/chatgpt-telegram-bot in production, what risks or prerequisites should they evaluate first?
    pass
    AI named n3d1117/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 n3d1117/chatgpt-telegram-bot solve, and who is the primary audience?
    pass
    AI did not name n3d1117/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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  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite