ai-visibility

<p align="center"> <img src="https://capsule-render.vercel.app/api?type=waving&color=0:4F46E5,100:7C3AED&height=220&section=header&text=AI%20Visibility%20Tracker&fontSize=42&fontColor=ffffff&animation=fadeIn&fontAlignY=35&desc=Track%20your%20brand%20across%20ChatGPT%2C%20Perplexity%2C%20Claude%20%26%20Gemini&descSize=18&descAlignY=55" width="100%" /> </p>

<p align="center"> <a href="https://www.npmjs.com/package/ai-visibility-mcp"><img src="https://img.shields.io/npm/v/ai-visibility-mcp?style=flat-square&color=4F46E5" alt="npm version" /></a> <a href="https://github.com/sharozdawa/ai-visibility/stargazers"><img src="https://img.shields.io/github/stars/sharozdawa/ai-visibility?style=flat-square&color=7C3AED" alt="GitHub stars" /></a> <a href="https://github.com/sharozdawa/ai-visibility/blob/main/LICENSE"><img src="https://img.shields.io/github/license/sharozdawa/ai-visibility?style=flat-square&color=6366F1" alt="License" /></a> <a href="https://github.com/sharozdawa/ai-visibility/pulls"><img src="https://img.shields.io/badge/PRs-welcome-brightgreen?style=flat-square" alt="PRs Welcome" /></a> <a href="https://glama.ai/mcp/servers/sharozdawa/ai-visibility"><img src="https://glama.ai/mcp/servers/sharozdawa/ai-visibility/badges/score.svg" alt="AI Visibility MCP server" /></a> </p>

<p align="center"> <strong>Know exactly how AI platforms talk about your brand.</strong><br/> Track mentions, sentiment, position, and competitors across the AI platforms that shape buying decisions. </p>

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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

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

| Tool | 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

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<p align="center"> Built by <a href="https://github.com/sharozdawa"><strong>Sharoz Dawa</strong></a> <br/> <a href="https://github.com/sharozdawa"><img src="https://img.shields.io/badge/GitHub-sharozdawa-181717?style=flat-square&logo=github" alt="GitHub" /></a> </p>

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