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GoAI Moat Review Intelligence

Official registry Other

Analyze product reviews: pain points, feature requests, sentiment and competitive gaps for sellers.

Source code Website Documentation

What can you do with GoAI Moat Review Intelligence?

  • audit_ai_visibility(url, api_key=..., license_key=..., email=...) — full audit: multi-model AI mentions + GEO/SEO health + 0–100 score + benchmark percentile + prioritized issues.
  • check_ai_mentions(brand, api_key=..., email=...) — quick check: what ChatGPT / Perplexity / Grok say about a brand.
  • check_license(license_key, email=...) — activate a license and receive your api_key.

Install

Add this to your client's MCP configuration (Claude Desktop: claude_desktop_config.json; Cursor: .cursor/mcp.json; VS Code and others use the same "mcpServers" shape).

Remote (streamable-http)
Claude Code 
claude mcp add --transport http goai-moat-review-intelligence 'https://reviewintel.mcp.goaimoat.com/mcp'
JSON configuration (Claude Desktop, Cursor, VS Code) 
{
    "mcpServers": {
        "goai-moat-review-intelligence": {
            "type": "http",
            "url": "https://reviewintel.mcp.goaimoat.com/mcp"
        }
    }
}

Documentation

From the project's README on GitHub, refreshed weekly. Links open on GitHub.

Contents
  1. GoAI Moat — AI Visibility MCP (thin relay)
  2. Tools
  3. Pricing
  4. Run locally (stdio)
  5. Hosted endpoint
  6. License

GoAI Moat — AI Visibility MCP (thin relay)

Multi-model AI visibility audit for any website or brand — ChatGPT (consumer app), Perplexity, and Grok, plus GEO/SEO health and a 0–100 score with benchmark percentile.

Thin relay by design: this MCP holds no API keys, no billing logic, and makes no direct upstream calls. It forwards your request (with your api_key / license_key / email) to the GoAI Moat server, which holds all credentials and enforces access and quota. The MCP is only the request-initiating interface.

Tools

  • audit_ai_visibility(url, api_key=..., license_key=..., email=...) — full audit: multi-model AI mentions + GEO/SEO health + 0–100 score + benchmark percentile + prioritized issues.
  • check_ai_mentions(brand, api_key=..., email=...) — quick check: what ChatGPT / Perplexity / Grok say about a brand.
  • check_license(license_key, email=...) — activate a license and receive your api_key.

Pricing

  • Free: 3 audits per email.
  • Subscription: $98/month. Activate via check_license.

Run locally (stdio)

pip install -r requirements.txt
python server.py

No credentials are needed here — authentication, quota, and the actual audit all live on the GoAI Moat server. The server returns a clear error if your api_key/license/email is missing or exhausted.

Hosted endpoint

https://ai-visibility.mcp.goaimoat.com/mcp

License

MIT

Frequently asked questions

What is GoAI Moat Review Intelligence?

Analyze product reviews: pain points, feature requests, sentiment and competitive gaps for sellers.

How do I install GoAI Moat Review Intelligence?

It runs as a remote server. In Claude Code: claude mcp add --transport http goai-moat-review-intelligence 'https://reviewintel.mcp.goaimoat.com/mcp'. For other clients, paste the JSON configuration from this page into their MCP settings.

Does GoAI Moat Review Intelligence need an API key?

Its registry entry lists no required key or secret. Some features may still need an account with the service it connects to.

Is GoAI Moat Review Intelligence open source?

Yes. Its code is on GitHub under the MIT license.

Who maintains GoAI Moat Review Intelligence?

It is published by jayniebingyu-cyber. AI.tn lists it but does not maintain or endorse it.

From the official MCP Registry. Listing is not an endorsement: review a server's code and permissions before giving it access to your data.