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GoAI Moat AI Visibility Audit

R0· no sign-in

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

v1.0.0 · active · repository · descriptor JSON · versions

An agent can connect right now, no human step.Remote endpoint, no authentication, reachable on the last probe.
Quality67needs work
Trust89of 100
Uptime, 30 days99%
Latency p501601 ms

Connect

8 clients · secrets stay placeholders
{
  "mcpServers": {
    "ai-visibility": {
      "type": "http",
      "url": "https://mcp.goaimoat.com/mcp"
    }
  }
}
claude mcp add --transport http ai-visibility https://mcp.goaimoat.com/mcp
[mcp_servers.ai-visibility]
url = "https://mcp.goaimoat.com/mcp"

{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "ai-visibility": {
      "type": "remote",
      "url": "https://mcp.goaimoat.com/mcp",
      "enabled": true
    }
  }
}
{
  "mcpServers": {
    "ai-visibility": {
      "type": "http",
      "url": "https://mcp.goaimoat.com/mcp"
    }
  },
  "deeplink": "cursor://anysphere.cursor-deeplink/mcp/install?name=ai-visibility&config=eyJ0eXBlIjoiaHR0cCIsInVybCI6Imh0dHBzOi8vbWNwLmdvYWltb2F0LmNvbS9tY3AifQ%3D%3D"
}
{
  "servers": {
    "ai-visibility": {
      "type": "http",
      "url": "https://mcp.goaimoat.com/mcp"
    }
  }
}
{
  "mcpServers": {
    "ai-visibility": {
      "httpUrl": "https://mcp.goaimoat.com/mcp"
    }
  }
}
extensions:
  "ai-visibility":
    enabled: true
    name: "ai-visibility"
    type: streamable_http
    uri: "https://mcp.goaimoat.com/mcp"
    timeout: 300

Quality 67 / 100needs work

protocol88 · weight 25
  • pass
    protocol.modernsupports 2026-07-28 (server/discover)
  • pass
    protocol.statelessanswers without a session
  • pass
    protocol.transportstreamable HTTP
  • warn
    protocol.list_ttltools/list declares ttlMs 0, so clients re-fetch it on every use
authorizationn/a · weight 15
  • n/a
    auth.prm, auth.as_metadata, auth.cimdno remote uses OAuth
  • n/a
    auth.secret_in_urlno templated URL
tool hygiene71 · weight 30
  • pass
    tools.descriptionsevery tool has a description
  • pass
    tools.description_lengthdescriptions are concise
  • pass
    tools.schemasevery tool has an object input schema
  • fail
    tools.annotationsno tool declares readOnlyHint or destructiveHint, so clients cannot tell safe calls from risky ones
  • fail
    tools.directory_hintsno tool declares all four of readOnlyHint, destructiveHint, idempotentHint and openWorldHint; missing: audit_ai_visibility (readOnlyHint, destructiveHint, idempotentHint, openWorldHint); get_checklist (readOnlyHint, destructiveHint, idempotentHint, openWorldHint); get_fix_priority (readOnlyHint, destructiveHint, idempotentHint, openWorldHint); …
  • pass
    tools.token_costabout 706 tokens to load every tool
  • pass
    tools.api_dumptools are not a one-to-one API dump
stability25 · weight 15
  • warn
    stability.changes14 tool changes in 30 days
  • fail
    stability.rug_pull1 tools kept their name but changed most of their description in 30 days; review before trusting them
dependenciesn/a · weight 15
  • n/a
    deps.known_vulns, deps.mcp_sdk_version, deps.resolvableno npm or PyPI package

6 tools, about 706 tokens to load them all · tool set 361e6b6d0883 · tools last changed 2026-10-06 · checked 2026-10-20 11:08 UTC

Tool changes

  • check_licensechangeddescription, input schemameaning changed
    before

    Check whether a Gumroad license key is valid for unlimited audits.

    after · 20% of words in common

    Activate a Gumroad license and receive a GoAI Moat api_key (validated server-side).

  • audit_ai_visibilitychangeddescription
    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 · 96% of words in common

    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.

  • get_category_leadersadded

    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_usageadded

    Report the caller's API usage volume (total audits, last called, recent brands).

  • check_licenseadded

    Check whether a Gumroad license key is valid for unlimited audits.

  • get_fix_priorityadded

    Turn a 0-30 visibility score into a tier and prioritized fix plan. Free.

  • get_checklistadded

    Return the full 30-point AI visibility checklist (5 categories × 6 checks). Free.

  • audit_ai_visibilityadded

    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.

  • get_checklistremoved

    Return the full 30-point AI visibility checklist (5 categories × 6 checks). Free.

  • get_category_leadersremoved

    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.

Showing the latest 10. Full history: list_changes · trend: quality JSON.

Checks run on what our credential-free, read-only probes observe; tools are never called and no code audit is performed. How it is computed.

Trust 89 / 100

duplicate-repo
provenance75
liveness100
freshness100
hygiene80

+repository +dns-namespace +reachable +uptime-99% +updated-28d-ago -duplicate-repo(15 names)

Derived from observable signals (official registry feed and our own credential-free probes); no code audit performed. How it is computed.

Endpoints

remoteauthreachableuptime 30dp50protocollast ok
https://mcp.goaimoat.com/mcp streamable-httpnoneyes99%1601 ms2026-07-282026-10-20

Tools (6)

audit_ai_visibilityDeep-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_licenseActivate a Gumroad license and receive a GoAI Moat api_key (validated server-side).
get_category_leadersReturn 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_checklistReturn the full 30-point AI visibility checklist (5 categories × 6 checks). Free.
get_fix_priorityTurn a 0-30 visibility score into a tier and prioritized fix plan. Free.
get_usageReport the caller's API usage volume (total audits, last called, recent brands).

Schemas: list_tools.

Also listed as

14 other active names share this repository (showing 10): com.goaimoat/brand-intel-memory, com.goaimoat/competitor-signals, com.goaimoat/cross-border-profit, com.goaimoat/cross-border-tax, com.goaimoat/decision-maker-lookup, com.goaimoat/export-compliance, com.goaimoat/inventory-fulfillment, com.goaimoat/ip-brand-protection, com.goaimoat/market-intel-brief, com.goaimoat/pricing-strategy

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Official server.json
{
  "name": "com.goaimoat/ai-visibility",
  "title": "GoAI Moat AI Visibility Audit",
  "$schema": "https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json",
  "remotes": [
    {
      "url": "https://mcp.goaimoat.com/mcp",
      "type": "streamable-http"
    }
  ],
  "version": "1.0.0",
  "repository": {
    "url": "https://github.com/jayniebingyu-cyber/goaimoat-ai-visibility-mcp",
    "source": "github"
  },
  "description": "Diagnose brand visibility in AI answers (ChatGPT, Perplexity, AI Overviews). Free + paid audits."
}