RRepoGEO

REPOGEO REPORT · LITE

hanxiao/claudecode-telegram

Default branch main · commit c925f90e · scanned 6/1/2026, 12:43:08 PM

GitHub: 603 stars · 85 forks

AI VISIBILITY SCORE
17 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 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 hanxiao/claudecode-telegram, 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
  • hightopics#1
    Add specific topics to improve categorization

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    claude-code, telegram-bot, ai-bridge, code-assistant, developer-tools, generative-ai
  • highreadme#2
    Reposition the README's opening sentence to clarify its specific function

    Why:

    CURRENT
    Telegram bot bridge for Claude Code. Send messages from Telegram, get responses back.
    COPY-PASTE FIX
    A dedicated Telegram bot bridge for Claude Code, enabling developers to interact with Claude's AI code assistant directly from Telegram and receive code responses.
  • highlicense#3
    Add a standard open-source license file

    Why:

    CURRENT
    (no LICENSE file detected — the repo has no recognizable license)
    COPY-PASTE FIX
    Add a LICENSE file to the repository root, containing the text of a standard open-source license such as MIT or Apache-2.0.

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 hanxiao/claudecode-telegram
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Slack
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Slack · recommended 1×
  2. GitHub Copilot for Business · recommended 1×
  3. GPT-4 · recommended 1×
  4. OpenAI API · recommended 1×
  5. Zapier · recommended 1×
  • CATEGORY QUERY
    How to connect an AI assistant for coding directly to a chat application?
    you: not recommended
    AI recommended (in order):
    1. Slack
    2. GitHub Copilot for Business
    3. GPT-4
    4. OpenAI API
    5. Zapier
    6. Make.com
    7. Integromat
    8. slack_sdk (slackapi/python-slack-sdk)
    9. @slack/bolt (slackapi/bolt-js)
    10. Google Gemini
    11. Microsoft Teams
    12. Azure OpenAI Service
    13. Azure Bot Service
    14. Microsoft Bot Framework SDK (microsoft/botframework-sdk)
    15. Discord
    16. discord.py (Rapptz/discord.py)
    17. discord.js (discordjs/discord.js)
    18. Telegram
    19. Telegram Bot API
    20. python-telegram-bot (python-telegram-bot/python-telegram-bot)
    21. Mattermost

    AI recommended 21 alternatives but never named hanxiao/claudecode-telegram. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are options for bridging a local AI model with a popular messaging platform?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. Botpress
    3. Rasa
    4. FastAPI
    5. Flask
    6. python-telegram-bot
    7. discord.py
    8. twilio-python
    9. Node-RED

    AI recommended 9 alternatives but never named hanxiao/claudecode-telegram. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    fail

    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 hanxiao/claudecode-telegram?
    pass
    AI did not name hanxiao/claudecode-telegram — 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 hanxiao/claudecode-telegram in production, what risks or prerequisites should they evaluate first?
    pass
    AI named hanxiao/claudecode-telegram 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 hanxiao/claudecode-telegram solve, and who is the primary audience?
    pass
    AI did not name hanxiao/claudecode-telegram — 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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hanxiao/claudecode-telegram — 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