RRepoGEO

REPOGEO REPORT · LITE

GongRzhe/Gmail-MCP-Server

Default branch main · commit a890d191 · scanned 5/14/2026, 8:07:48 PM

GitHub: 1,113 stars · 359 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 GongRzhe/Gmail-MCP-Server, 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

2 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 sentence to emphasize AI assistant email management

    Why:

    CURRENT
    A Model Context Protocol (MCP) server for Gmail integration in Claude Desktop with auto authentication support. This server enables AI assistants to manage Gmail through natural language interactions.
    COPY-PASTE FIX
    Empower your AI assistants to manage Gmail through natural language interactions with this Model Context Protocol (MCP) server. Designed for seamless Gmail integration, especially with Claude Desktop, it offers auto-authentication and comprehensive email management capabilities.
  • mediumhomepage#2
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/GongRzhe/Gmail-MCP-Server

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 GongRzhe/Gmail-MCP-Server
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Zapier
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Zapier · recommended 2×
  2. OpenAI · recommended 2×
  3. ChatGPT · recommended 2×
  4. Make · recommended 2×
  5. Mailman · recommended 1×
  • CATEGORY QUERY
    How to integrate AI assistant with Gmail for email management and automation?
    you: not recommended
    AI recommended (in order):
    1. Zapier
    2. OpenAI
    3. ChatGPT
    4. Make
    5. Mailman
    6. SaneBox
    7. Gmelius
    8. Google Apps Script

    AI recommended 8 alternatives but never named GongRzhe/Gmail-MCP-Server. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tool for AI to send emails with attachments and manage Gmail via natural language?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. Zapier
    3. OpenAI
    4. ChatGPT
    5. Make
    6. Microsoft Power Automate
    7. Azure OpenAI
    8. Copilot Studio
    9. OpenAI API
    10. google-api-python-client (googleapis/google-api-python-client)
    11. Voiceflow

    AI recommended 11 alternatives but never named GongRzhe/Gmail-MCP-Server. 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 GongRzhe/Gmail-MCP-Server?
    pass
    AI did not name GongRzhe/Gmail-MCP-Server — 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 GongRzhe/Gmail-MCP-Server in production, what risks or prerequisites should they evaluate first?
    pass
    AI named GongRzhe/Gmail-MCP-Server 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 GongRzhe/Gmail-MCP-Server solve, and who is the primary audience?
    pass
    AI named GongRzhe/Gmail-MCP-Server explicitly

    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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MARKDOWN (README)
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GongRzhe/Gmail-MCP-Server — 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