# GoAI Moat AI Visibility Audit

> Diagnose brand visibility in AI answers (ChatGPT, Perplexity, AI Overviews). Free + paid audits.

- name: com.goaimoat/ai-visibility
- version: 1.0.0
- connection class: R0 (autonomous)
- trust: 89/100 flags: duplicate-repo
- quality: 67/100 (needs work)
- owner: not claimed
- descriptor: https://api.protogrid.dev/v1/servers/com.goaimoat%2Fai-visibility
- tools: https://api.protogrid.dev/v1/servers/com.goaimoat%2Fai-visibility/tools

**An agent can connect right now, no human step.** Remote endpoint, no authentication, reachable on the last probe.

## Connection (mcpServers)

```json
{
  "mcpServers": {
    "ai-visibility": {
      "type": "http",
      "url": "https://mcp.goaimoat.com/mcp"
    }
  }
}
```


## Trust

- hygiene: 80
- liveness: 100
- freshness: 100
- provenance: 75
- drivers: +repository +dns-namespace +reachable +uptime-99% +updated-29d-ago -duplicate-repo(15 names)
- Derived from observable signals (official registry feed and our own credential-free probes); no code audit performed.

## Quality 67/100 (needs work)

### protocol: 88 (weight 25)

- pass `protocol.modern`: supports 2026-07-28 (server/discover)
- pass `protocol.stateless`: answers without a session
- pass `protocol.transport`: streamable HTTP
- warn `protocol.list_ttl`: tools/list declares ttlMs 0, so clients re-fetch it on every use

### authorization: n/a (weight 15)

- n/a `auth.prm`, `auth.as_metadata`, `auth.cimd`: no remote uses OAuth
- n/a `auth.secret_in_url`: no templated URL

### tool hygiene: 71 (weight 30)

- pass `tools.descriptions`: every tool has a description
- pass `tools.description_length`: descriptions are concise
- pass `tools.schemas`: every tool has an object input schema
- fail `tools.annotations`: no tool declares readOnlyHint or destructiveHint, so clients cannot tell safe calls from risky ones
- fail `tools.directory_hints`: no tool declares all four of readOnlyHint, destructiveHint, idempotentHint and openWorldHint; missing: get_category_leaders (readOnlyHint, destructiveHint, idempotentHint, openWorldHint); audit_ai_visibility (readOnlyHint, destructiveHint, idempotentHint, openWorldHint); get_checklist (readOnlyHint, destructiveHint, idempotentHint, openWorldHint); …
- pass `tools.token_cost`: about 706 tokens to load every tool
- pass `tools.api_dump`: tools are not a one-to-one API dump

### stability: 25 (weight 15)

- warn `stability.changes`: 14 tool changes in 30 days
- fail `stability.rug_pull`: 1 tools kept their name but changed most of their description in 30 days; review before trusting them

### dependencies: n/a (weight 15)

- n/a `deps.known_vulns`, `deps.mcp_sdk_version`, `deps.resolvable`: no npm or PyPI package

- tools: 6, about 706 tokens to load them all
- tool set hash: 361e6b6d0883d57da4946b4c9cee020a
- tools last changed: 2026-10-06T05:41:13.910Z
- badge: [![protogrid quality](https://protogrid.dev/badge/com.goaimoat/ai-visibility.svg)](https://protogrid.dev/servers/com.goaimoat/ai-visibility)
- Checks run on what our credential-free, read-only probes observe; tools are never called and no code audit is performed.

### Tool changes

- 2026-10-06 `check_license` changed (description, inputSchema) **meaning changed**
  - before: Check whether a Gumroad license key is valid for unlimited audits.
  - after: Activate a Gumroad license and receive a GoAI Moat api_key (validated server-side).
- 2026-10-04 `audit_ai_visibility` changed (description)
  - before: Deep-audit a brand's visibility in AI answers (ChatGPT, Perplexity, AI Overviews). FREE TIER: 1 full deep audit per email — pass your email to unlock it. DEVELOPER/UNLIMITED: pass an api_key (or license_key) from a developer subscription at https://niebingyu.gumroad.com/l/njpksu to run audits programmatically with no email. Without email/api_key you get the audit framework and tier mapping only.
  - after: Deep-audit a brand's visibility in AI answers (ChatGPT, Perplexity, AI Overviews). FREE TIER: 1 full deep audit per email — pass your email to unlock it. DEVELOPER/UNLIMITED: pass an api_key (or license_key) from a developer subscription at https://goaimoat.gumroad.com/l/njpksu to run audits programmatically with no email. Without email/api_key you get the audit framework and tier mapping only.
- 2026-10-02 `get_category_leaders` added
  - Return the AI-recommendation leaderboard for a product category. Combines listed-market leaders (public data) with tracked B2B brands (GoAI Moat geo-footprint audit). Useful when a user asks "who are the top Chinese suppliers of X" or "which brands does AI recommend in X". Free tier. Available categories: connector, phone_case.
- 2026-10-02 `get_usage` added
  - Report the caller's API usage volume (total audits, last called, recent brands).
- 2026-10-02 `check_license` added
  - Check whether a Gumroad license key is valid for unlimited audits.
- 2026-10-02 `get_fix_priority` added
  - Turn a 0-30 visibility score into a tier and prioritized fix plan. Free.
- 2026-10-02 `get_checklist` added
  - Return the full 30-point AI visibility checklist (5 categories × 6 checks). Free.
- 2026-10-02 `audit_ai_visibility` added
  - Deep-audit a brand's visibility in AI answers (ChatGPT, Perplexity, AI Overviews). FREE TIER: 1 full deep audit per email — pass your email to unlock it. DEVELOPER/UNLIMITED: pass an api_key (or license_key) from a developer subscription at https://niebingyu.gumroad.com/l/njpksu to run audits programmatically with no email. Without email/api_key you get the audit framework and tier mapping only.
- 2026-10-01 `get_checklist` removed
  - Return the full 30-point AI visibility checklist (5 categories × 6 checks). Free.
- 2026-10-01 `get_category_leaders` removed
  - Return the AI-recommendation leaderboard for a product category. Combines listed-market leaders (public data) with tracked B2B brands (GoAI Moat geo-footprint audit). Useful when a user asks "who are the top Chinese suppliers of X" or "which brands does AI recommend in X". Free tier. Available categories: connector, phone_case.

Full history: https://api.protogrid.dev/v1/servers/com.goaimoat%2Fai-visibility/changes

## Remotes

- https://mcp.goaimoat.com/mcp (streamable-http, auth none, reachable true, uptime30d 0.99122804)

## Packages

_none_

## Tools (6)

- `audit_ai_visibility`: Deep-audit a brand's visibility in AI answers (ChatGPT, Perplexity, AI Overviews).

FREE TIER: 1 full deep audit per email — pass your email to unlock it.
DEVELOPER/UNLIMITED: pass an api_key (or license_key) from a developer subscription
at https://goaimoat.gumroad.com/l/njpksu to run audits programmatically with no email.
Without email/api_key you get the audit framework and tier mapping only.
- `check_license`: Activate a Gumroad license and receive a GoAI Moat api_key (validated server-side).
- `get_category_leaders`: Return the AI-recommendation leaderboard for a product category.

Combines listed-market leaders (public data) with tracked B2B brands (GoAI Moat geo-footprint audit).
Useful when a user asks "who are the top Chinese suppliers of X" or "which brands does AI recommend in X".

Free tier. Available categories: connector, phone_case.
- `get_checklist`: Return the full 30-point AI visibility checklist (5 categories × 6 checks). Free.
- `get_fix_priority`: Turn a 0-30 visibility score into a tier and prioritized fix plan. Free.
- `get_usage`: Report the caller's API usage volume (total audits, last called, recent brands).