RRepoGEO

REPOGEO REPORT · LITE

chigwell/telegram-mcp

Default branch main · commit c64cece3 · scanned 5/29/2026, 6:06:52 AM

GitHub: 1,141 stars · 294 forks

AI VISIBILITY SCORE
28 /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
2 / 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 chigwell/telegram-mcp, 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 the "MCP" acronym in the README's opening

    Why:

    CURRENT
    A Telegram integration for Claude, Cursor, and other MCP-compatible clients. It exposes Telegram account, chat, message, contact, media, folder, and admin operations through the Model Context Protocol using Telethon.
    COPY-PASTE FIX
    A Telegram integration for Claude, Cursor, and other **Model Context Protocol (MCP)**-compatible clients. This server exposes Telegram account, chat, message, contact, media, folder, and admin operations through MCP using Telethon.
  • mediumtopics#2
    Add topics to emphasize server and AI integration roles

    Why:

    CURRENT
    admin, api, chat-management, contacts, groups, mcp, media, messaging, search, telegram, telegram-api, telegram-client, telethon
    COPY-PASTE FIX
    admin, api, chat-management, contacts, groups, mcp, media, messaging, search, telegram, telegram-api, telegram-client, telethon, ai-integration, server, gateway, model-context-protocol, llm-tools
  • lowhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/chigwell/telegram-mcp

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 chigwell/telegram-mcp
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. python-telegram-bot · recommended 1×
  3. aiogram · recommended 1×
  4. Pyrogram · recommended 1×
  5. LangChain · recommended 1×
  • CATEGORY QUERY
    How to integrate Telegram chat management and messaging into AI-powered applications?
    you: not recommended
    AI recommended (in order):
    1. python-telegram-bot
    2. Telethon
    3. aiogram
    4. Pyrogram
    5. LangChain
    6. Rasa
    7. Microsoft Bot Framework

    AI recommended 7 alternatives but never named chigwell/telegram-mcp. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools allow exposing Telegram account and group operations as an API service?
    you: not recommended
    AI recommended (in order):
    1. Telegram Bot API
    2. Telethon
    3. TDLib
    4. GramJS
    5. MadelineProto

    AI recommended 5 alternatives but never named chigwell/telegram-mcp. 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 chigwell/telegram-mcp?
    pass
    AI did not name chigwell/telegram-mcp — 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 chigwell/telegram-mcp in production, what risks or prerequisites should they evaluate first?
    pass
    AI named chigwell/telegram-mcp 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 chigwell/telegram-mcp solve, and who is the primary audience?
    pass
    AI named chigwell/telegram-mcp explicitly

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

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  • Brand-free category queries5 vs 2 in Lite
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