goaimoat-ai-visibility-cn-mcpCAUTION
AI visibility audit MCP
Overview
From the repository's own README, as read at the audited commit. Badges and raw HTML are left out.
多模型 AI 可见性审计:同时问 ChatGPT(消费者版)、Perplexity、Grok 对品牌的真实认知,扫描网站 GEO/SEO 健康度,返回 0–100 评分 + 基准分位。
纯转发薄壳:本 MCP 不持任何 API 密钥、不计费、不直接调上游。它把你的请求(连同 apikey / licensekey / email)转发到 GoAI Moat 香港服务器,由服务器完成鉴权、配额判断与真实测评。MCP 只是发起请求的接口入口。
工具
audit_ai_visibility(url, api_key=..., license_key=..., email=...)— 完整审计:多模型 AI 提及 + GEO/SEO + 0–100 评分 + 基准分位 + 优先问题。check_ai_mentions(brand, api_key=..., email=...)— 快速查询:ChatGPT / Perplexity / Grok 对品牌的真实说法。check_license(license_key, email=...)— 激活 license 换取 api_key。
定价
- 免费:3 次/邮箱。
- 订阅:
$98/月。用check_license激活。
本地运行(stdio)
pip install -r requirements.txt python server.py
本服务无需任何凭证——鉴权、配额与真实测评都在 GoAI Moat 服务器端。缺少/耗尽 api_key/license/email 时服务器会返回明确错误。
托管端点
https://ai-visibility-cn.mcp.goaimoat.com/mcp
License
MIT
e100bce4aa8cOBSERVED · 2026-10-11Exposed tools (3)
3 read · 0 write · 0 destructive.
| Tool | Risk | Description |
|---|---|---|
audit_ai_visibility | read | 网站完整 AI 可见性审计(多模型 AI 提及 + GEO/SEO + 0-100 评分)。 |
check_ai_mentions | read | 快速查询:ChatGPT、Perplexity、Grok 对某品牌的真实说法。 |
check_license | read | 激活 Gumroad license,换取 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 (3)
AUDIT_URL = os.environ.get("AUDIT_URL", "http://127.0.0.1:8031")streamable-http
fastmcp
Gates applied: no_behavioural_pass.
e100bce4aa8cfull audit observations/trust-audit/mcp-server/jayniebingyu-cyber__goaimoat-ai-visibility-cn-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 | e100bce4aa8c | CAUTION | B | 89 | first audit |
Questions
What is the goaimoat-ai-visibility-cn-mcp MCP server?
AI visibility audit MCP
What tools does goaimoat-ai-visibility-cn-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-cn-mcp safe to connect to an agent?
With care. The audit graded it B (89/100) and found 3 things worth knowing before you trust this server, listed below with the exact line each was found on.
What credentials does goaimoat-ai-visibility-cn-mcp need?
No credential environment variables were found in its source, so it appears to need none.
How does goaimoat-ai-visibility-cn-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 (e100bce4aa8c), read on 2026-10-11. The repository is watched and re-audited when it changes.