# AI Site Scorer (remote · ai-readiness.mingles.ai)

Check website AI-readiness: Schema.org, llms.txt, E-E-A-T, robots.txt. Works in Cursor & Claude.

- Trust score: 57/100 (low)
- Change this week: +1
- Registry status: active
- Liveness: live
- Owner verified: no
- Last scored: 2026-08-03

## Components

- remote · `ai-readiness.mingles.ai`: 57/100 (this document), [markdown](https://verifymcp.io/servers/minglesai-ai-site-scorer/api-mcp.md), [page](https://verifymcp.io/servers/minglesai-ai-site-scorer/api-mcp)

## Channel facts

- Endpoint: `https://ai-readiness.mingles.ai/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 2026-08-03.

- **Endpoint Security**: 46/100
  - The endpoint's TLS certificate is valid, in date, and uses a strong key.
  - Authorisation not fully verified: no authorisation is required to call this server, and 5 tool(s) never declared a destructiveHint. The MCP spec treats an absent hint as destructive by default, so we cannot call this surface safe.
  - HTTPS not yet verified: we couldn't determine whether a plaintext access path exists.
  - HSTS check failed: the Strict-Transport-Security header is absent.
  - 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**: 70/100
  - AI-judged instruction clarity (good).
  - Tool/resource definitions use about 567 tokens (~113/item across 5 items; 5 tools + 0 resources), lean.
  - Usage-examples check failed: none of the tools include examples.
- **Stability & Change Management**: 27/100
  - Stability observed for 8 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.
- **Capabilities**: 20/100
  - Spec-recency check failed: implements MCP spec 2024-11-05; the latest is 2026-07-28.

## Install

### Claude

```bash
claude mcp add --transport http minglesai-ai-site-scorer https://ai-readiness.mingles.ai/api/mcp/
```

### Codex

```toml
[mcp_servers.minglesai-ai-site-scorer]
url = "https://ai-readiness.mingles.ai/api/mcp/"
```

### opencode

```json
{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "minglesai-ai-site-scorer": {
      "type": "remote",
      "url": "https://ai-readiness.mingles.ai/api/mcp/",
      "enabled": true
    }
  }
}
```

### OpenClaw

```bash
openclaw mcp add minglesai-ai-site-scorer --url https://ai-readiness.mingles.ai/api/mcp/ --transport streamable-http
```

### Hermes

```yaml
mcp_servers:
  minglesai-ai-site-scorer:
    url: "https://ai-readiness.mingles.ai/api/mcp/"
```

### Other

```json
{
  "mcpServers": {
    "minglesai-ai-site-scorer": {
      "type": "http",
      "url": "https://ai-readiness.mingles.ai/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.

### 2026-08-02 (score 57, +1)

No change was recorded against any check on this day. Stability & Change Management went from 20 to 23. That category is still filling its 30-day observation window: 6 days of observed history at the previous scan, 7 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-07-31 (score 56, −2)

- [functional] We updated how we score, so this day's move reflects our rubric, not a change to the server

### 2026-07-30 (score 58, +1)

- [functional] We updated how we score, so this day's move reflects our rubric, not a change to the server

### 2026-07-28 (score 57, +1)

No change was recorded against any check on this day. Stability & Change Management went from 3 to 7. That category is still filling its 30-day observation window: 1 days of observed history at the previous scan, 2 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-07-27 (score 56, +1)

- [functional] We updated how we score, so this day's move reflects our rubric, not a change to the server

### 2026-07-26 (score 55)

First indexed and scored.

## MCP tools (5)

### `analyze_url` (~238 tokens)

Submit a URL for AI-readiness analysis. Checks how well the site is structured for AI/LLM crawling (robots.txt, structured data, page speed, content quality, etc.). Returns scores and recommendations. Set wait_for_result=true to wait for completion (up to 60s). Pricing: Free for registered users (100/mo). Anonymous (x402): $0.001 USDC for analysis only; $0.006 USDC combined when enhance=true ($0.001 analyze + $0.005 enhance, charged as a single upfront payment so only one X-PAYMENT header is needed per request).

Input parameters:

- `enhance` (boolean): If true, automatically run LLM deep analysis after basic analysis completes. Anonymous users: combined $0.006 USDC ($0.001 analyze + $0.005 enhance) charged as a single upfront payment. Default: fals…
- `url` (string, required): The URL to analyze (must include http:// or https://).
- `wait_for_result` (boolean): If true (default), wait for the analysis to complete and return the full report. If false, return the job_id immediately.

### `enhance_report` (~68 tokens)

Run LLM deep analysis on a completed report. Returns detailed AI analysis with priority issues and actionable recommendations. Pricing: Free with Pro subscription, or $0.005 USDC via x402 (anonymous or free-tier).

Input parameters:

- `job_id` (string, required): The UUID job_id of a completed report.

### `generate_fix_prompt` (~73 tokens)

Generate a Cursor/IDE-ready prompt to fix AI readiness issues found in a report. Returns a comprehensive, actionable developer prompt. Pricing: Free with Pro subscription, or $0.002 USDC via x402 (anonymous or free-tier).

Input parameters:

- `job_id` (string, required): The UUID job_id of a completed report.

### `get_report` (~43 tokens)

Fetch a previously completed analysis report by job ID. Returns scores, check details, and recommendations.

Input parameters:

- `job_id` (string, required): The UUID job_id returned by analyze_url.

### `list_recent_analyses` (~51 tokens)

List the 10 most recent analyses for the authenticated account. Returns URLs, scores, and statuses.

Input parameters:

- `limit` (integer): Number of results to return (1-50, default 10).

## Diagnostics

Captured diagnostic sections: TLS, DNSSEC, Authorisation, Transports. The full working is on the page: https://verifymcp.io/servers/minglesai-ai-site-scorer/api-mcp#diagnostics

## Score history

- 2026-08-03: 57
- 2026-08-02: 57
- 2026-08-01: 56
- 2026-07-31: 56
- 2026-07-30: 58
- 2026-07-29: 57
- 2026-07-28: 57
- 2026-07-27: 56
- 2026-07-26: 55

## Links

- Remote endpoint: https://ai-readiness.mingles.ai/api/mcp/
- Repository: https://github.com/MinglesAI/ai-site-scorer
- Website: https://ai-readiness.mingles.ai/
- Changelog RSS feed: https://verifymcp.io/servers/minglesai-ai-site-scorer/api-mcp/changelog.xml
- Changelog JSON feed: https://verifymcp.io/servers/minglesai-ai-site-scorer/api-mcp/changelog.json
- HTML version of this page: https://verifymcp.io/servers/minglesai-ai-site-scorer/api-mcp