REPOGEO REPORT · LITE

AminForou/mcp-gsc

Default branch main · commit daab3272 · scanned 6/15/2026, 7:47:49 PM

GitHub: 999 stars · 143 forks

AI VISIBILITY SCORE

22 /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

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 AminForou/mcp-gsc, 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

Reposition README opening to prevent miscategorization

Why:

CURRENT

# Google Search Console MCP Server for SEOs

A Model Context Protocol (MCP) server that connects Google Search Console (GSC) to AI assistants, allowing you to analyze your SEO data through natural language conversations. Works with **Claude Desktop**, **Cursor**, **Codex CLI**, **Gemini CLI**, **Antigravity**, and any other MCP-compatible client.

COPY-PASTE FIX

# Google Search Console MCP Server for SEOs: AI-Powered SEO Data Analysis

A **Model Context Protocol (MCP)** server designed for SEO professionals. It seamlessly connects your Google Search Console (GSC) data to AI assistants, enabling you to analyze search performance and gain insights through natural language conversations. Works with **Claude Desktop**, **Cursor**, **Codex CLI**, **Gemini CLI**, **Antigravity**, and any other MCP-compatible client.

mediumabout#2
Add a homepage URL to the repository metadata
Why:
COPY-PASTE FIX
```
https://advanced-gsc-mcp.com
```

mediumreadme#3

Add a 'Who is this for?' section to the README

Why:

COPY-PASTE FIX

## Who is this for?

This project is ideal for SEO professionals, developers, and data analysts who want to:
- Leverage AI assistants (like Claude, Cursor, Codex) to interact with their Google Search Console data.
- Build custom SEO analysis workflows using natural language.
- Gain deeper insights into website search performance without relying solely on proprietary, black-box solutions.
- Extend and customize their SEO tooling with an open-source, Model Context Protocol (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 AminForou/mcp-gsc

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

Surfer SEO

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

Surfer SEO · recommended 1×
SEMrush · recommended 1×
Ahrefs · recommended 1×
MarketMuse · recommended 1×
BrightEdge · recommended 1×

CATEGORY QUERY
How can I use AI to analyze my website's search performance data?
you: not recommended
AI recommended (in order):
1. Surfer SEO
2. SEMrush
3. Ahrefs
4. MarketMuse
5. BrightEdge
6. Frase.io
7. Google Search Console
8. Pandas
9. Scikit-learn
10. TensorFlow
11. PyTorch
AI recommended 11 alternatives but never named AminForou/mcp-gsc. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Seeking a conversational interface to explore website search engine metrics.
you: not recommended
AI recommended (in order):
1. Google Analytics 4
2. Looker Studio
3. Dialogflow
4. OpenAI GPT API
5. SE Ranking AI Assistant
6. Semrush AI-powered features
7. ContentShake AI
8. Botpress (botpress/botpress)
9. Dashbot
AI recommended 9 alternatives but never named AminForou/mcp-gsc. 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 AminForou/mcp-gsc?
pass
AI did not name AminForou/mcp-gsc — 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 AminForou/mcp-gsc in production, what risks or prerequisites should they evaluate first?
pass
AI named AminForou/mcp-gsc 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 AminForou/mcp-gsc solve, and who is the primary audience?
pass
AI did not name AminForou/mcp-gsc — 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?

Embed your GEO score

Drop this badge into the README of AminForou/mcp-gsc. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

Live preview

MARKDOWN (README)

[![RepoGEO](https://repogeo.com/badge/AminForou/mcp-gsc.svg)](https://repogeo.com/en/r/AminForou/mcp-gsc)

HTML

<a href="https://repogeo.com/en/r/AminForou/mcp-gsc"><img src="https://repogeo.com/badge/AminForou/mcp-gsc.svg" alt="RepoGEO" /></a>

Pro

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AminForou/mcp-gsc — 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