# AIGROW

> Does AI recommend a business? The free AI visibility scan and the AI Visibility Index, by AIGROW.

- name: gg.aigrow/ai-visibility
- version: 1.0.0
- connection class: R0 (autonomous)
- trust: 82/100 flags: no-repository
- quality: 91/100 (strong)
- owner: not claimed
- descriptor: https://api.protogrid.dev/v1/servers/gg.aigrow%2Fai-visibility
- tools: https://api.protogrid.dev/v1/servers/gg.aigrow%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://aigrow.gg/mcp"
    }
  }
}
```


## Trust

- hygiene: 80
- liveness: 98
- freshness: 100
- provenance: 55
- drivers: +dns-namespace +website +reachable +uptime-95% +updated-16d-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 2025-11-25; 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: 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`: 2 of 2 tools declare readOnlyHint or destructiveHint
- pass `tools.directory_hints`: every tool declares readOnlyHint, destructiveHint, idempotentHint and openWorldHint
- pass `tools.token_cost`: about 701 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`: 2 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: 2, about 701 tokens to load them all
- tool set hash: 835ceec1f40e1ac4dcba7d7640f4051c
- tools last changed: 2026-10-16T19:05:55.331Z
- badge: [![protogrid quality](https://protogrid.dev/badge/gg.aigrow/ai-visibility.svg)](https://protogrid.dev/servers/gg.aigrow/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

- 2026-10-16 `check_ai_visibility` changed (description)
  - before: Runs AIGROW's free AI visibility scan of one business: reads its website, writes the buyer questions a customer would ask an assistant, puts them to ChatGPT, Claude, Gemini and Grok, and reports how often the business was named, a score out of 100, who was named instead and what holds it back. Takes up to a minute. Shares the free scan's limits on aigrow.gg: two new websites an hour per network address (a hosted client shares one among its users), and a daily cap. A city or category makes it a new scan, even of a website scanned before.
  - after: Runs AIGROW's free AI visibility scan of one business: reads its website, writes the buyer questions a customer would ask an assistant, puts them to the models behind ChatGPT, Claude, Gemini, Grok and Meta AI, and reports how often the business was named, a score out of 100, who was named instead and what holds it back. Takes about three minutes and reports progress as the answers come in. Shares the free scan's limits on aigrow.gg: two new websites an hour per network address (a hosted client shares one among its users), and a daily cap. A city or category makes it a new scan, even of a website scanned before.
- 2026-10-06 `ai_index_lookup` changed (description)
  - before: Reads the AI Visibility Index by AIGROW: for a kind of business and a city or country, which businesses ChatGPT, Claude, Gemini and Grok name when buyers ask for a recommendation, with each one's share of the answers, the edition and the link to the Index page. Covers 35 categories (local trades such as dentists and plumbers by city, software such as CRM by country) across 88 cities and 20 countries. Category and place may be written in any of the eleven supported languages.
  - after: Reads the AI Visibility Index by AIGROW: for a kind of business and a city or country, which businesses ChatGPT, Claude, Gemini and Grok name when buyers ask for a recommendation, with each one's share of the answers, the edition and the link to the Index page. Covers 44 categories (local trades such as dentists and plumbers by city, software such as CRM by country) across 88 cities and 20 countries. Category and place may be written in any of the eleven supported languages.

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

## Remotes

- https://aigrow.gg/mcp (streamable-http, auth none, reachable true, uptime30d 0.95238096)

## Packages

_none_

## Tools (2)

- `ai_index_lookup`: Reads the AI Visibility Index by AIGROW: for a kind of business and a city or country, which businesses ChatGPT, Claude, Gemini and Grok name when buyers ask for a recommendation, with each one's share of the answers, the edition and the link to the Index page. Covers 44 categories (local trades such as dentists and plumbers by city, software such as CRM by country) across 88 cities and 20 countries. Category and place may be written in any of the eleven supported languages.
- `check_ai_visibility`: Runs AIGROW's free AI visibility scan of one business: reads its website, writes the buyer questions a customer would ask an assistant, puts them to the models behind ChatGPT, Claude, Gemini, Grok and Meta AI, and reports how often the business was named, a score out of 100, who was named instead and what holds it back. Takes about three minutes and reports progress as the answers come in. Shares the free scan's limits on aigrow.gg: two new websites an hour per network address (a hosted client shares one among its users), and a daily cap. A city or category makes it a new scan, even of a website scanned before.