# com.frontstat/visibility (remote · frontstat.com)

See whether ChatGPT, Claude and Gemini recommend a startup's product, and who they name instead.

- Trust score: 77/100 (medium)
- Registry status: active
- Liveness: live
- Owner verified: no
- Last scored: 2026-10-06

## Components

- remote · `frontstat.com`: 77/100 (this document), [markdown](https://verifymcp.io/servers/com-frontstat-visibility/api-mcp.md), [page](https://verifymcp.io/servers/com-frontstat-visibility/api-mcp)

## Channel facts

- Endpoint: `https://frontstat.com/api/mcp`
- Transports: `streamable-http`
- Auth: `none`
- Version: `1.0.0`

## Trust breakdown

How this component scores in each security and reliability category. Every signal is checked automatically against the live server, and we only credit what we can confirm. Scores are 0–100 per category. Scoring method: https://verifymcp.io/docs/scoring (what has changed: https://verifymcp.io/docs/scoring/changelog)

Scored 2026-10-06.

- **Endpoint Security**: 80/100
  - The endpoint's TLS certificate is valid, in date, and uses a strong key.
  - No authorisation is required to call this server. Every tool declares its destructiveHint and none is destructive, so open access doesn't expose one.
  - HTTPS is enforced; there's no plaintext access path.
  - The HSTS (Strict-Transport-Security) header is present.
  - DNSSEC check failed: this domain isn't protected by DNSSEC.
- **Transport & Reachability**: 100/100
  - Verified streamable-http transport via a live MCP handshake.
- **Schema Quality & AI Usability**: 79/100
  - AI-judged instruction clarity (excellent).
  - Tool/resource definitions use about 506 tokens (~84/item across 6 items; 6 tools + 0 resources), lean.
  - Usage-examples check failed: none of the tools include examples.
- **Stability & Change Management**: 17/100
  - Stability observed for 5 of 30 days with no destabilising changes; credit accrues until the full window elapses.
- **Tool Coverage**: 100/100
  - 100% of tools have a non-trivial description (not blank, and not just the tool's name).
  - 100% of tool parameters carry a description.
- **Tool Safety**: 100/100
  - No prompt-injection markers were found in the server instructions, tool names or descriptions we captured.
  - We read all 6 captured tool definition(s), and no name or description among them implies an irreversible operation.
  - An AI judge read all 7 captured unit(s) of tool text and found none that tries to manipulate the model reading it.
- **Capabilities**: 100/100
  - Implements a supported MCP spec version (2025-11-25); the latest is 2026-07-28.

## Install

### How do I install the com.frontstat/visibility MCP server?

com.frontstat/visibility is a hosted endpoint at https://frontstat.com/api/mcp, so there is nothing to install locally. Ready-made configuration for Claude, Cursor, VS Code, Codex and 5 more is on this page, copied from each client's own documentation.

### Claude

```bash
claude mcp add --transport http com-frontstat-visibility 'https://frontstat.com/api/mcp'
```

### Cursor

```json
{
  "mcpServers": {
    "com-frontstat-visibility": {
      "url": "https://frontstat.com/api/mcp"
    }
  }
}
```

### VS Code

```json
{
  "servers": {
    "com-frontstat-visibility": {
      "type": "http",
      "url": "https://frontstat.com/api/mcp"
    }
  }
}
```

### Codex

```toml
[mcp_servers.com-frontstat-visibility]
url = "https://frontstat.com/api/mcp"
```

### opencode

```json
{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "com-frontstat-visibility": {
      "type": "remote",
      "url": "https://frontstat.com/api/mcp",
      "enabled": true
    }
  }
}
```

### OpenClaw

```bash
openclaw mcp add com-frontstat-visibility --url 'https://frontstat.com/api/mcp' --transport streamable-http
```

### Hermes

```yaml
mcp_servers:
  com-frontstat-visibility:
    url: "https://frontstat.com/api/mcp"
```

### Netclaw

```json
{
  "McpServers": {
    "com-frontstat-visibility": {
      "Transport": "http",
      "Url": "https://frontstat.com/api/mcp"
    }
  }
}
```

### Vellum

```bash
assistant mcp add com-frontstat-visibility -t streamable-http -u 'https://frontstat.com/api/mcp'
```

### Other

```json
{
  "mcpServers": {
    "com-frontstat-visibility": {
      "type": "http",
      "url": "https://frontstat.com/api/mcp"
    }
  }
}
```

The mcpServers block is a cross-client convention. Remote transports vary, so check your client's docs.

## Changelog

Every change recorded for this component, newest first. Days that predate change tracking, or that we cannot explain, say so: "we were watching and nothing happened" and "we were not watching" are different claims.

### 2026-10-06 (score 77, +1)

No change was recorded against any check on this day. Stability & Change Management went from 10 to 17. That category is still filling its 30-day observation window: 3 days of observed history at the previous scan, 5 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-10-04 (score 76, +1)

No change was recorded against any check on this day. Stability & Change Management went from 7 to 10. That category is still filling its 30-day observation window: 2 days of observed history at the previous scan, 3 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-10-03 (score 75, 0)

- [security] Tool “get_visibility” rewrote its description, which is the text the model reads

### 2026-10-02 (score 75, 0)

- [security] The server rewrote its instructions, which are the text every model session reads
- [security] Tool “cited_sites” rewrote its description, which is the text the model reads
- [security] Tool “get_visibility” rewrote its description, which is the text the model reads
- [security] Tool “list_buyer_questions” rewrote its description, which is the text the model reads
- [security] Tool “visibility_history” rewrote its description, which is the text the model reads
- [security] Tool “who_wins_instead” rewrote its description, which is the text the model reads
- [functional improvement] Stability: unverified → 0.03
- [cosmetic] Tool “cited_sites” changed its title: Sites the assistants cite → Sites AI search engines cite

### 2026-10-01 (score 75)

First indexed and scored.

## MCP tools (6)

### `check_public_launch` (~116 tokens)

Check a launch FrontStat tracks

Look up a product launch that FrontStat already tracks: its name, its rank on this week's or this month's launch board, its visibility score (0 to 100), and whether ChatGPT, Claude and Gemini recommend it for its buyer question, with the products they name instead. Returns a link to its public FrontStat page. If FrontStat does not track the domain yet, says so and links to the free report. No token needed.

Input parameters:

- `domain` (string, required): The product's domain or URL, for example example.com.

### `get_visibility` (~79 tokens)

Your AI visibility today

Your latest FrontStat Pro report: date, visibility score, whether each AI search engine recommends your product for your main buyer question and who it names instead, and for your buyer questions how many answers recommend you (X of Y) per assistant. Needs FrontStat Pro: send your dashboard token as a Bearer token. Covers the domain on your subscription.

### `list_buyer_questions` (~60 tokens)

Your buyer questions

Each buyer question FrontStat asks the AI search engines about your market, with yes or no per engine: does the answer recommend your product. Needs FrontStat Pro: send your dashboard token as a Bearer token. Covers the domain on your subscription.

### `who_wins_instead` (~65 tokens)

Who wins instead of you

The products the AI search engines name instead of yours, and the sites they cite, each with how many answers it appears in, from your latest Pro report. Needs FrontStat Pro: send your dashboard token as a Bearer token. Covers the domain on your subscription.

### `cited_sites` (~68 tokens)

Sites AI search engines cite

The sites the AI search engines cite most when they answer your buyer questions, with how many answers cite each one, your own domain left out. These are the pages to get mentioned on. Needs FrontStat Pro: send your dashboard token as a Bearer token. Covers the domain on your subscription.

### `visibility_history` (~64 tokens)

Your visibility over 30 days

One point per day for the last 30 days: your visibility score and how many answers recommend your product. Use it to see whether your changes moved AI search engines. Needs FrontStat Pro: send your dashboard token as a Bearer token. Covers the domain on your subscription.

## Diagnostics

Captured diagnostic sections: TLS, DNSSEC, Authorisation, Transports. The full working is on the page: https://verifymcp.io/servers/com-frontstat-visibility/api-mcp#diagnostics

## Score history

- 2026-10-06: 77
- 2026-10-04: 76
- 2026-10-03: 75
- 2026-10-02: 75
- 2026-10-01: 75

## Common questions

### What is the com.frontstat/visibility MCP server?

com.frontstat/visibility is an MCP server listed in the public MCP registry as com.frontstat/visibility. See whether ChatGPT, Claude and Gemini recommend a startup's product, and who they name instead. This page covers its hosted endpoint (https://frontstat.com/api/mcp).

### Is the com.frontstat/visibility MCP server safe to use?

com.frontstat/visibility scores 77 out of 100 on VerifyMCP. That is a record of what we were able to check automatically, not an endorsement. The category breakdown on this page shows every signal behind the number, including the ones we could not confirm.

### What tools does the com.frontstat/visibility MCP server expose?

com.frontstat/visibility exposes 6 tools: check_public_launch, get_visibility, list_buyer_questions, who_wins_instead, cited_sites, visibility_history. Their descriptions and schemas cost roughly 452 tokens of context every time the server is loaded.

### Does the com.frontstat/visibility MCP server require authentication?

No. We connected to com.frontstat/visibility without credentials and it answered, so anything it exposes is reachable by anyone who knows the address.

### Is the com.frontstat/visibility MCP server still maintained?

com.frontstat/visibility is still listed as active in the MCP registry. We last reached this channel on 6 October 2026. Those dates come from our own scans of the registry and the channel itself, not from anything the publisher announced.

## Links

- Remote endpoint: https://frontstat.com/api/mcp
- Website: https://frontstat.com/mcp
- Changelog RSS feed: https://verifymcp.io/servers/com-frontstat-visibility/api-mcp.xml
- Changelog JSON feed: https://verifymcp.io/servers/com-frontstat-visibility/api-mcp.json
- HTML version of this page: https://verifymcp.io/servers/com-frontstat-visibility/api-mcp