goaimoat-ai-visibility-mcpCAUTION
GoAI Moat - AI Visibility Audit MCP server. Diagnose a brand visibility in AI answers (ChatGPT, Perplexity, AI Overviews). https://mcp.goaimoat.com/mcp
Overview
From the repository's own README, as read at the audited commit. Badges and raw HTML are left out.
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 viacheck_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
11430d6caeddOBSERVED · 2026-10-11Exposed tools (3)
3 read · 0 write · 0 destructive.
| Tool | Risk | Description |
|---|---|---|
audit_ai_visibility | read | Full AI visibility audit of a website (multi-model AI mentions + GEO/SEO + 0-100 score). |
check_ai_mentions | read | Quick check: what do ChatGPT, Perplexity and Grok say about a brand? |
check_license | read | Activate a Gumroad license and receive your GoAI Moat api_key. |
Trust audit
CAUTIONgrade B · trust 89/100 Install with care. The audit found things worth knowing before you trust its output.
| Layer | What it checks | Result |
|---|---|---|
| L0 | Provenance & inventory | PASS |
| L1 | Static analysis of the code | WARN |
| L2 | Instruction surface (what it tells the agent) | PASS |
| L3 | Class-specific surface | WARN |
| L4 | Behavioural (sandbox) | SKIPPED |
What the source does
- Filesystem
- none-observed
- Network
- declared (4 observation(s))
- Shell
- none-observed
- Dependencies
- not all pinned
- Secrets in source
- none-found
Findings (5)
AUDIT_URL = os.environ.get("AUDIT_URL", "http://127.0.0.1:8031")streamable-http
fastmcp
**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 Moa
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.
Gates applied: no_behavioural_pass.
11430d6caeddfull audit observations/trust-audit/mcp-server/jayniebingyu-cyber__goaimoat-ai-visibility-mcp.json · Report an issue / request a re-scanAudit history
Every audit this server has had. A grade with a past is a grade somebody is still checking.
| Date | Source | Verdict | Grade | Score | Change |
|---|---|---|---|---|---|
| 2026-10-11 | 11430d6caedd | CAUTION | B | 89 | first audit |
Questions
What is the goaimoat-ai-visibility-mcp MCP server?
GoAI Moat - AI Visibility Audit MCP server. Diagnose a brand visibility in AI answers (ChatGPT, Perplexity, AI Overviews). https://mcp.goaimoat.com/mcp
What tools does goaimoat-ai-visibility-mcp expose?
3 in total: 3 read-only, 0 that write, and 0 that can delete or overwrite. Every one is listed on this page with its risk.
Is goaimoat-ai-visibility-mcp safe to connect to an agent?
With care. The audit graded it B (89/100) and found 5 things worth knowing before you trust this server, listed below with the exact line each was found on.
What credentials does goaimoat-ai-visibility-mcp need?
No credential environment variables were found in its source, so it appears to need none.
How does goaimoat-ai-visibility-mcp run?
It speaks streamable-http, so it runs as a service you connect to over the network.
How current is this page?
The grade is for one exact copy of the source (11430d6caedd), read on 2026-10-11. The repository is watched and re-audited when it changes.