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sharozdawa

ai-visibility-mcp

by sharozdawa

Features

  • Multi-Platform Tracking — Monitor visibility across ChatGPT, Perplexity, Claude, and Gemini simultaneously

  • Visibility Scoring — Get a 0-100 score with tier ratings (Excellent / Good / Moderate / Low / Very Low)

  • Sentiment Analysis — Understand whether AI platforms describe your brand positively, neutrally, or negatively

  • Competitor Intelligence — See which competitors appear alongside your brand in AI responses

  • Brand Comparison — Compare up to 10 brands side by side with per-platform breakdowns

  • Actionable Recommendations — Get prioritized steps to improve your AI visibility

  • MCP Server — Works with Claude Desktop, Cursor, and any MCP-compatible client

  • Consistent Results — Seeded randomness ensures reproducible results for the same brand

Related MCP server: indexnow-mcp

MCP Server Installation

Claude Desktop

Add to your claude_desktop_config.json:

{
  "mcpServers": {
    "ai-visibility": {
      "command": "npx",
      "args": ["-y", "ai-visibility-mcp"]
    }
  }
}

Cursor

Add to your Cursor MCP settings (.cursor/mcp.json):

{
  "mcpServers": {
    "ai-visibility": {
      "command": "npx",
      "args": ["-y", "ai-visibility-mcp"]
    }
  }
}

npx (standalone)

npx ai-visibility-mcp

MCP Tools

Tool

Description

check_brand_visibility

Check a brand's visibility across AI platforms with detailed per-platform results, mention rates, positions, sentiment, and competitor analysis

check_single_query

Check brand mention for a specific query on a specific platform — get mention status, position, context snippet, and sentiment

get_visibility_score

Calculate overall AI visibility score (0-100) with tier rating, per-platform breakdowns, and improvement recommendations

compare_brands

Compare visibility of 2-10 brands side by side with ranked results and per-platform scores

get_recommendations

Get prioritized, actionable recommendations to improve AI visibility based on current score

list_platforms

List all supported AI platforms with details on how each sources and presents brand information

How Scoring Works

The visibility score (0-100) is calculated from three components:

Component

Weight

What It Measures

Mention Rate

40%

How often the brand appears in AI responses

Position Quality

30%

Where the brand is mentioned (1st = best, 5th = worst)

Sentiment

30%

Whether mentions are positive, neutral, or negative

Score Tiers:

  • 80-100 Excellent — Strong presence across platforms

  • 60-79 Good — Visible but room to improve

  • 40-59 Moderate — Appears in some responses

  • 20-39 Low — Limited visibility

  • 0-19 Very Low — Rarely mentioned

Self-Hosting

Clone the repo and build the MCP server:

git clone https://github.com/sharozdawa/ai-visibility.git
cd ai-visibility/mcp-server
npm install
npm run build

Run the MCP server directly:

node dist/index.js

Or point your MCP client to the local build:

{
  "mcpServers": {
    "ai-visibility": {
      "command": "node",
      "args": ["/path/to/ai-visibility/mcp-server/dist/index.js"]
    }
  }
}

Run the Web Dashboard

The project includes a Next.js dashboard for visual tracking:

cd ai-visibility
cp .env.example .env
# Set your DATABASE_URL in .env
npm install
npx prisma db push
npm run dev

Platforms Tracked

Platform

Company

How It Sources Information

ChatGPT

OpenAI

Trained on web data; optional web browsing for real-time info

Perplexity

Perplexity AI

Real-time web search with source citations

Claude

Anthropic

Trained on web data; focuses on accurate, well-reasoned responses

Gemini

Google

Leverages Google Search index and Knowledge Graph

Why AI Visibility vs Paid Alternatives

Feature

ai-visibility

Otterly

AthenaHQ

Platforms tracked

4

3

2

Visibility score

Yes

Yes

Yes

Competitor analysis

Yes

Yes

Limited

Sentiment analysis

Yes

No

No

Self-hostable

Yes

No

No

Open source

Yes

No

No

Price

Free

$100-300/mo

$200-500/mo

More Open Source SEO Tools

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Description

awesome-seo-mcp-servers

Curated list of SEO MCP servers and agent skills

robotstxt-ai

Visual robots.txt manager for AI crawlers

indexnow-mcp

Instant URL indexing via IndexNow

schema-gen

Schema.org JSON-LD markup generator

License

MIT


Install Server
A
license - permissive license
A
quality
C
maintenance

Maintenance

Maintainers
Response time
0dRelease cycle
2Releases (12mo)
Commit activity

Resources

Unclaimed servers have limited discoverability.

Looking for Admin?

If you are the server author, to access and configure the admin panel.

Related MCP Servers

View all related MCP servers

Related MCP Connectors

  • Brand visibility auditing across LLMs, AI search, and answer engines with GEO reports and scores.

  • AI brand visibility analytics: visibility scores, optimizations, video, Reddit, and search rankings.

  • AI visibility analytics for brand mentions, citations, sentiment, and GEO reports

View all MCP Connectors

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