# io.github.edelgad3/ai-visibility-scanner

> Scan websites for AI visibility and marketing health with interactive dashboard.

- name: io.github.edelgad3/ai-visibility-scanner
- version: 1.0.0
- connection class: R0 (autonomous)
- trust: 83/100
- quality: 82/100 (good)
- owner: not claimed
- descriptor: https://api.protogrid.dev/v1/servers/io.github.edelgad3%2Fai-visibility-scanner
- tools: https://api.protogrid.dev/v1/servers/io.github.edelgad3%2Fai-visibility-scanner/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-scanner": {
      "type": "http",
      "url": "https://ai-visibility-scanner-production.up.railway.app/mcp"
    }
  }
}
```


## Trust

- hygiene: 100
- liveness: 100
- freshness: 45
- provenance: 80
- drivers: +repository +namespace-matches-repo +reachable +uptime-100% -stale-199d
- Derived from observable signals (official registry feed and our own credential-free probes); no code audit performed.

## Quality 82/100 (good)

### protocol: 75 (weight 25)

- warn `protocol.modern`: newest supported version is 2025-11-25; 2026-07-28 not supported, older versions are deprecated until 2027-07-28
- n/a `protocol.stateless`: only applies to 2026-07-28 servers
- pass `protocol.transport`: streamable HTTP
- n/a `protocol.list_ttl`: only applies to 2026-07-28 servers

### 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: 79 (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
- warn `tools.annotations`: only 1 of 5 tools declare readOnlyHint or destructiveHint
- fail `tools.directory_hints`: no tool declares all four of readOnlyHint, destructiveHint, idempotentHint and openWorldHint; missing: scan_website (idempotentHint); get_score_breakdown (readOnlyHint, destructiveHint, idempotentHint, openWorldHint); compare_scan (readOnlyHint, destructiveHint, idempotentHint, openWorldHint); …
- pass `tools.token_cost`: about 534 tokens to load every tool
- pass `tools.api_dump`: tools are not a one-to-one API dump

### stability: 100 (weight 15)

- pass `stability.changes`: 4 tool changes in 30 days
- pass `stability.rug_pull`: no tool changed its meaning under the same name

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

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

- tools: 5, about 534 tokens to load them all
- tool set hash: 12c147c2a3b768ead5b8c76e66c74801
- tools last changed: 2026-10-12T02:40:13.888Z
- badge: [![protogrid quality](https://protogrid.dev/badge/io.github.edelgad3/ai-visibility-scanner.svg)](https://protogrid.dev/servers/io.github.edelgad3/ai-visibility-scanner)
- Checks run on what our credential-free, read-only probes observe; tools are never called and no code audit is performed.

### Tool changes

- 2026-10-12 `submit_lead` changed (inputSchema)
- 2026-10-12 `compare_scan` changed (inputSchema)
- 2026-10-12 `refresh_scan` changed (inputSchema)
- 2026-10-12 `scan_website` changed (inputSchema)

Full history: https://api.protogrid.dev/v1/servers/io.github.edelgad3%2Fai-visibility-scanner/changes

## Remotes

- https://ai-visibility-scanner-production.up.railway.app/mcp (streamable-http, auth none, reachable true, uptime30d 1)

## Packages

_none_

## Tools (5)

- `compare_scan`: Scan a competitor and return side-by-side comparison
- `get_score_breakdown`: Get detailed line-item breakdown for a score dimension
- `refresh_scan`: Re-scan with updated parameters
- `scan_website`: Scan any website for AI visibility and marketing health. Returns scores for GEO (Generative Engine Optimization), Multimodal readiness, Agent-Ready infrastructure, and 6-dimension Marketing Health. Identifies critical findings with prioritized fix recommendations.
- `submit_lead`: Submit a lead for service booking