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ai-visibility-check

R0· no sign-in

Free AI visibility check: is your business cited when customers ask AI? Score plus competitors.

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

An agent can connect right now, no human step.Remote endpoint, no authentication, reachable on the last probe.
Quality91strong
Trust80of 100
Uptime, 30 days100%
Latency p50316 ms

Connect

8 clients · secrets stay placeholders
{
  "mcpServers": {
    "ai-visibility-check": {
      "type": "http",
      "url": "https://justinmckelvey.com/mcp"
    }
  }
}
claude mcp add --transport http ai-visibility-check https://justinmckelvey.com/mcp
[mcp_servers.ai-visibility-check]
url = "https://justinmckelvey.com/mcp"
{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "ai-visibility-check": {
      "type": "remote",
      "url": "https://justinmckelvey.com/mcp",
      "enabled": true
    }
  }
}
{
  "mcpServers": {
    "ai-visibility-check": {
      "type": "http",
      "url": "https://justinmckelvey.com/mcp"
    }
  },
  "deeplink": "cursor://anysphere.cursor-deeplink/mcp/install?name=ai-visibility-check&config=eyJ0eXBlIjoiaHR0cCIsInVybCI6Imh0dHBzOi8vanVzdGlubWNrZWx2ZXkuY29tL21jcCJ9"
}
{
  "servers": {
    "ai-visibility-check": {
      "type": "http",
      "url": "https://justinmckelvey.com/mcp"
    }
  }
}
{
  "mcpServers": {
    "ai-visibility-check": {
      "httpUrl": "https://justinmckelvey.com/mcp"
    }
  }
}
extensions:
  "ai-visibility-check":
    enabled: true
    name: "ai-visibility-check"
    type: streamable_http
    uri: "https://justinmckelvey.com/mcp"
    timeout: 300

Quality 91 / 100strong

protocol75 · weight 25
  • warn
    protocol.modernnewest supported version is 2025-06-18; 2026-07-28 not supported, older versions are deprecated until 2027-07-28
  • n/a
    protocol.statelessonly applies to 2026-07-28 servers
  • pass
    protocol.transportstreamable HTTP
  • n/a
    protocol.list_ttlonly applies to 2026-07-28 servers
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 hygiene100 · weight 30
  • pass
    tools.descriptionsevery tool has a description
  • pass
    tools.description_lengthdescriptions are concise
  • pass
    tools.schemasevery tool has an object input schema
  • pass
    tools.annotations1 of 1 tools declare readOnlyHint or destructiveHint
  • pass
    tools.directory_hintsevery tool declares readOnlyHint, destructiveHint, idempotentHint and openWorldHint
  • pass
    tools.token_costabout 361 tokens to load every tool
  • pass
    tools.api_dumptools are not a one-to-one API dump
stability100 · weight 15
  • pass
    stability.changesno tool changes in 30 days
  • pass
    stability.rug_pullno tool changed its meaning under the same name
dependenciesn/a · weight 15
  • n/a
    deps.known_vulns, deps.mcp_sdk_version, deps.resolvableno npm or PyPI package

1 tools, about 361 tokens to load them all · tool set 11cfde3d8405 · checked 2026-10-20 23:27 UTC

Tool changes

No tool definition changes recorded. A server's first observation is its baseline; later probes record what changes.

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 80 / 100

no-repository
provenance55
liveness100
freshness85
hygiene80

+dns-namespace +website +reachable +uptime-100% ~updated-59d-ago -no-repository

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://justinmckelvey.com/mcp streamable-httpnoneyes100%316 ms2025-06-182026-10-20

Tools (1)

check_ai_visibilityread-onlyCheck whether a business is visible to AI answer engines. Runs each query through a live AI search (Perplexity) and reports whether the business's site is cited, at what rank, and who gets cited instead. Pass 1-5 realistic customer-intent questions — what a potential customer would actually ask an AI (e.g. "best kitchen remodeler in Clearwater FL"). Never include the business's own name in a query. Returns a 0-100 visibility score, a tier, per-query results, the competing sources AI cited, and a shareable branded scorecard link.

Schemas: list_tools.

Similar MCP servers

Official server.json
{
  "name": "com.justinmckelvey/ai-visibility-check",
  "$schema": "https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json",
  "remotes": [
    {
      "url": "https://justinmckelvey.com/mcp",
      "type": "streamable-http"
    }
  ],
  "version": "1.0.0",
  "websiteUrl": "https://justinmckelvey.com/mcp",
  "description": "Free AI visibility check: is your business cited when customers ask AI? Score plus competitors."
}