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Diagnose brand visibility in AI answers (ChatGPT, Perplexity, AI Overviews). Free + paid audits.
About
Diagnose brand visibility in AI answers (ChatGPT, Perplexity, AI Overviews). Free + paid audits.
Remote endpoints: streamable-http: https://mcp.goaimoat.com/mcp
Security Report
This MCP server implements AI visibility auditing with reasonable architecture, but contains several security concerns that warrant attention. The server makes unauthenticated API calls to external LLM services (ChatGPT, Perplexity, Grok, DeepSeek, Gemini, Claude) and stores API credentials in plaintext in a home directory credentials file. Additionally, the subprocess usage for calling external Monid CLI tools lacks proper input sanitization, and the quota tracking system is vulnerable to tampering via direct file manipulation. While permissions align with the tool's purpose, the credential handling and subprocess patterns present real security risks. Supply chain analysis found 5 known vulnerabilities in dependencies (1 critical, 3 high severity).
4 files analyzed · 16 issues found
Security scores are indicators to help you make informed decisions, not guarantees. Always review permissions before connecting any MCP server.
Permissions Required
This plugin requests these system permissions. Most are normal for its category.
How to Install & Connect
Available as Local & Remote
This plugin can run on your machine or connect to a hosted endpoint. during install.
Documentation
View on GitHubFrom the project's GitHub README.
GoAI Moat — AI Visibility MCP
Multi-model AI visibility audit for any website or brand. Asks ChatGPT (consumer app), Perplexity, and Grok what they actually know about a brand, scans the site for GEO/SEO health, and returns a 0–100 score with a benchmark percentile.
What it does
audit_ai_visibility(url)— full audit: multi-model AI mentions + GEO/SEO health + 0–100 score + benchmark percentile + prioritized issues.check_ai_mentions(brand)— quick check: what ChatGPT / Perplexity / Grok say about a brand.
Why pay for this
Most "AI visibility" tools only check your website. This MCP checks what AI models actually say about the brand — the ground truth of whether AI will mention, recommend, or ignore you. The benchmark percentile (vs. 500+ cross-border brands) is data you can't get by calling an LLM yourself.
Pricing
- Free: 3 audits per email.
- Subscription:
$98/month— 10 audits/day, 100 audits/month. - Activate via
check_license(license_key, email).
Run locally (stdio)
pip install -r requirements.txt
python server.py
No credentials are required to start the server (introspection works). Credentials (MONID_API_KEY, SERPER_API_KEY, GROK_API_KEY, PERPLEXITY_API_KEY) are only needed at call time — the tool returns a clear error if they are missing.
Hosted endpoint
https://ai-visibility.mcp.goaimoat.com/mcp
License
MIT
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