RRepoGEO

REPOGEO REPORT · LITE

tbxark/ChatGPT-Telegram-Workers

Default branch master · commit 131bbf48 · scanned 6/30/2026, 3:02:31 PM

GitHub: 3,803 stars · 893 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 tbxark/ChatGPT-Telegram-Workers, 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 statement to clarify it's a ready-to-deploy solution

    Why:

    CURRENT
    Deploy your own Telegram ChatGPT bot on Cloudflare Workers with ease.
    COPY-PASTE FIX
    A ready-to-deploy, serverless Telegram bot template for ChatGPT and other AI models, easily hosted on Cloudflare Workers, Vercel, or Docker.
  • mediumtopics#2
    Add topics that emphasize the 'ready-to-deploy solution' aspect

    Why:

    CURRENT
    bot, chatgpt, cloudflare, cloudflare-workers, gpt, serverless, telegram, telegram-bot, vercel
    COPY-PASTE FIX
    bot, chatgpt, cloudflare, cloudflare-workers, gpt, serverless, telegram, telegram-bot, vercel, ai-bot, deployable-bot, bot-template, serverless-bot
  • lowreadme#3
    Add a concise problem/solution statement to the 'About' section

    Why:

    CURRENT
    The simplest and fastest way to deploy your own ChatGPT Telegram bot. Use Cloudflare Workers, single file, copy and paste directly, no dependencies required, no need to configure local development environment, no domain name required, serverless.
    COPY-PASTE FIX
    This project offers the simplest and fastest way to deploy your own ChatGPT Telegram bot. It solves the complexity of setting up AI-powered Telegram bots by providing a single-file, serverless solution that can be deployed directly to platforms like Cloudflare Workers without local development environment configuration or domain name requirements.

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 tbxark/ChatGPT-Telegram-Workers
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Cloudflare Workers
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Cloudflare Workers · recommended 1×
  2. ChatGPT · recommended 1×
  3. OpenAI API · recommended 1×
  4. Telegram Bot API · recommended 1×
  5. Hono · recommended 1×
  • CATEGORY QUERY
    How can I quickly set up a serverless Telegram bot powered by ChatGPT on Cloudflare Workers?
    you: not recommended
    AI recommended (in order):
    1. Cloudflare Workers
    2. ChatGPT
    3. OpenAI API
    4. Telegram Bot API
    5. Hono
    6. itty-router
    7. wrangler
    8. BotFather
    9. gpt-3.5-turbo
    10. gpt-4o
    11. gpt-4-turbo

    AI recommended 11 alternatives but never named tbxark/ChatGPT-Telegram-Workers. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a tool to integrate various AI models into a Telegram bot with flexible deployment options.
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. Botpress
    3. Rasa
    4. DeepPavlov
    5. Microsoft Bot Framework
    6. Hugging Face Transformers
    7. python-telegram-bot
    8. Telethon

    AI recommended 8 alternatives but never named tbxark/ChatGPT-Telegram-Workers. 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 tbxark/ChatGPT-Telegram-Workers?
    pass
    AI did not name tbxark/ChatGPT-Telegram-Workers — 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 tbxark/ChatGPT-Telegram-Workers in production, what risks or prerequisites should they evaluate first?
    pass
    AI named tbxark/ChatGPT-Telegram-Workers 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 tbxark/ChatGPT-Telegram-Workers solve, and who is the primary audience?
    pass
    AI did not name tbxark/ChatGPT-Telegram-Workers — 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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tbxark/ChatGPT-Telegram-Workers — 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