REPOGEO REPORT · LITE

GongRzhe/Gmail-MCP-Server

Default branch main · commit a890d191 · scanned 6/25/2026, 9:47:45 AM

GitHub: 1,149 stars · 386 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)

3 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

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 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

3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION

hightopics#1
Add relevant topics to improve categorization
Why:
COPY-PASTE FIX
```
gmail, ai-assistant, email-automation, mcp-server, claude-desktop, api-server, oauth2
```

highreadme#2

Reposition the README's opening paragraph to clarify its unique role

Why:

CURRENT

# Gmail AutoAuth MCP Server

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

# Gmail AutoAuth MCP Server

A dedicated Model Context Protocol (MCP) server for secure, auto-authenticated Gmail integration with AI assistants, specifically designed for Claude Desktop. This server provides a robust API endpoint, enabling AI to manage comprehensive Gmail operations (send, read, search, label, attachments) through natural language interactions. It acts as a specialized intermediary, distinct from general AI platforms or direct Gmail client libraries.

mediumhomepage#3
Add the project's Smithery.ai link as the repository homepage
Why:
COPY-PASTE FIX
```
https://smithery.ai/server/@gongrzhe/server-gmail-autoauth-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 GongRzhe/Gmail-MCP-Server

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

Google Cloud AI Platform

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

Google Cloud AI Platform · recommended 1×
Dialogflow ES · recommended 1×
Dialogflow CX · recommended 1×
Google Cloud Functions · recommended 1×
App Engine · recommended 1×

CATEGORY QUERY
How can I enable an AI assistant to manage Gmail operations using natural language commands?
you: not recommended
AI recommended (in order):
1. Google Cloud AI Platform
2. Dialogflow ES
3. Dialogflow CX
4. Google Cloud Functions
5. App Engine
6. Gmail API
7. OpenAI GPT-4
8. GPT-3.5 Turbo
9. Python
10. Flask
11. FastAPI
12. Node.js
13. Express.js
14. Microsoft Azure Bot Service
15. Azure Cognitive Services
16. Language Understanding - LUIS
17. Azure Functions
18. Rasa
19. Rasa NLU
20. Rasa Core
21. LangChain
AI recommended 21 alternatives but never named GongRzhe/Gmail-MCP-Server. This is the gap to close.
Show full AI answer
CATEGORY QUERY
What library allows programmatic Gmail interaction, including sending attachments and managing labels securely?
you: not recommended
AI recommended (in order):
1. Google APIs Client Library
2. NodeMailer
3. MailKit
4. JavaMail API
5. PHPMailer
AI recommended 5 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 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?
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