RRepoGEO

REPOGEO REPORT · LITE

amchii/tg-signer

Default branch main · commit 95a98572 · scanned 6/2/2026, 4:22:02 PM

GitHub: 922 stars · 202 forks

AI VISIBILITY SCORE
35 /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
3 / 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 amchii/tg-signer, 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
    Add a clear introductory sentence to the README to correct AI's misinterpretation

    Why:

    CURRENT
    The README currently starts with "## Telegram每日自动签到/个人、群组、频道消息监控与自动回复".
    COPY-PASTE FIX
    Add the following sentence *before* or immediately after the H1: "This is a powerful Telegram automation tool for daily check-ins, message monitoring, forwarding, and AI-powered auto-replies, not a cryptographic signing utility."
  • mediumtopics#2
    Expand topics to reflect automation, monitoring, and AI application

    Why:

    CURRENT
    telegram, telegram-bot
    COPY-PASTE FIX
    telegram-automation, telegram-monitor, telegram-auto-reply, ai-bot, python-tool, rule-engine
  • lowhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/amchii/tg-signer

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 amchii/tg-signer
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Telethon
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Telethon · recommended 2×
  2. Pyrogram · recommended 2×
  3. node-telegram-bot-api · recommended 1×
  4. Telegram Bot API · recommended 1×
  5. ManyChat · recommended 1×
  • CATEGORY QUERY
    How to automate Telegram message sending, monitoring, and auto-replies for groups?
    you: not recommended
    AI recommended (in order):
    1. Telethon
    2. Pyrogram
    3. node-telegram-bot-api
    4. Telegram Bot API
    5. ManyChat
    6. BotFather
    7. Zapier
    8. Make

    AI recommended 8 alternatives but never named amchii/tg-signer. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a Python tool to build custom Telegram bots with AI and rule-based actions.
    you: not recommended
    AI recommended (in order):
    1. python-telegram-bot
    2. transformers
    3. spaCy
    4. NLTK
    5. OpenAI's GPT-4
    6. Google's Gemini
    7. aiogram
    8. Telethon
    9. Pyrogram
    10. Flask
    11. Django

    AI recommended 11 alternatives but never named amchii/tg-signer. 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 amchii/tg-signer?
    pass
    AI named amchii/tg-signer explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts amchii/tg-signer in production, what risks or prerequisites should they evaluate first?
    pass
    AI named amchii/tg-signer 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 amchii/tg-signer solve, and who is the primary audience?
    pass
    AI named amchii/tg-signer explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

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amchii/tg-signer — 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