# SeekinWeb — AI visibility

> Does AI recommend a business? Who it names instead, which sources it uses, plus AI readability.

- name: com.seekinweb/ai-visibility
- version: 1.1.0
- connection class: R0 (autonomous)
- trust: 82/100 flags: no-repository
- quality: 91/100 (strong)
- owner: not claimed
- descriptor: https://api.protogrid.dev/v1/servers/com.seekinweb%2Fai-visibility
- tools: https://api.protogrid.dev/v1/servers/com.seekinweb%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://seekinweb.com/api/mcp"
    }
  }
}
```


## Trust

- hygiene: 80
- liveness: 98
- freshness: 100
- provenance: 55
- drivers: +dns-namespace +website +reachable +uptime-96% +updated-18d-ago -no-repository
- Derived from observable signals (official registry feed and our own credential-free probes); no code audit performed.

## Quality 91/100 (strong)

### protocol: 75 (weight 25)

- warn `protocol.modern`: newest supported version is 2025-06-18; 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: 100 (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
- pass `tools.annotations`: 3 of 3 tools declare readOnlyHint or destructiveHint
- pass `tools.directory_hints`: every tool declares readOnlyHint, destructiveHint, idempotentHint and openWorldHint
- pass `tools.token_cost`: about 618 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`: no 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: 3, about 618 tokens to load them all
- tool set hash: e2d6d25c4de5f2fd35a96e635021fa9c
- badge: [![protogrid quality](https://protogrid.dev/badge/com.seekinweb/ai-visibility.svg)](https://protogrid.dev/servers/com.seekinweb/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

_No tool definition changes recorded._

## Remotes

- https://seekinweb.com/api/mcp (streamable-http, auth none, reachable true, uptime30d 0.95714283)

## Packages

_none_

## Tools (3)

- `check_ai_recommendations`: Checks whether an AI assistant with live web search recommends a business when a customer asks for what it offers, without naming it. Returns how many answers named the business, which brands were named instead, which websites the assistant relied on (the sources to be present on), and what the assistant says about the business. Runs in the background on first use (about a minute): if it reports that the test is running, call it again shortly. Free, no account.
- `generate_llms_txt`: Drafts an llms.txt file (llmstxt.org convention) for the root of a domain: a structured summary of the site for language models and agents, derived from the page's real content. Returns the file text. Note: llms.txt is an emerging convention with unproven impact.
- `scan_website`: Scans a website and returns its AI Visibility Score (0-100): whether AI crawlers and agents can find, read and cite it. Eight weighted signals (content readable without JavaScript, AI crawler access in robots.txt, structured data, semantic structure, metadata, performance, llms.txt, sitemap), each with a concrete fix when it fails. Free, no account.