# io.github.arthurcarlsonn/aeo-mcp (npm · aeo-mcp)

AEO tools for AI agents: crawler permissions, llms.txt, structured data, AI-readiness audit.

- Trust score: 70/100 (medium)
- Change this week: +24
- Registry status: active
- Liveness: live
- Owner verified: no
- Last scored: 2026-08-03

## Components

- npm · `aeo-mcp`: 70/100 (this document), [markdown](https://verifymcp.io/servers/arthurcarlsonn-aeo-mcp/aeo-mcp.md), [page](https://verifymcp.io/servers/arthurcarlsonn-aeo-mcp/aeo-mcp)

## Channel facts

- Registry: `npm`
- Package: `aeo-mcp`
- Version: `1.0.1`
- Transport: `stdio`

## Trust breakdown

How this component scores in each security and reliability category. Every signal is checked automatically from public evidence about the published package, including repeated runs of it in an isolated sandbox, 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.

- **Supply Chain Security**: 87/100
  - No malware found by supply-chain analysis.
  - Only part of the dependency tree could be resolved (120 of 125), so this covers what we could see, not the whole tree.
  - No install/post-install scripts declared.
  - Only part of the dependency tree could be resolved (120 of 125), so this covers what we could see, not the whole tree.
- **Provenance & Transparency**: 45/100
  - Source repository is publicly reachable at the declared URL.
  - Provenance check failed: no build-provenance attestation is published.
  - Clear OSI-approved license (MIT).
  - Actively maintained (last published 29 days ago).
  - Disclosure check failed: no security disclosure policy was found in the source repository.
- **Schema Quality & AI Usability**: 81/100
  - AI-judged instruction clarity (excellent).
  - Tool/resource definitions use about 465 tokens (~93/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**: 100/100
  - Implements a supported MCP spec version (2025-11-25); the latest is 2026-07-28.

## Install

### Claude

```bash
claude mcp add arthurcarlsonn-aeo-mcp -- npx -y aeo-mcp
```

### Codex

```bash
codex mcp add arthurcarlsonn-aeo-mcp -- npx -y aeo-mcp
```

### opencode

```json
{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "arthurcarlsonn-aeo-mcp": {
      "type": "local",
      "command": [
        "npx",
        "-y",
        "aeo-mcp"
      ],
      "enabled": true
    }
  }
}
```

### OpenClaw

```bash
openclaw mcp add arthurcarlsonn-aeo-mcp --command npx --arg -y --arg aeo-mcp
```

### Hermes

```yaml
mcp_servers:
  arthurcarlsonn-aeo-mcp:
    command: "npx"
    args: ["-y", "aeo-mcp"]
```

### Other

```json
{
  "mcpServers": {
    "arthurcarlsonn-aeo-mcp": {
      "command": "npx",
      "args": [
        "-y",
        "aeo-mcp"
      ]
    }
  }
}
```

## 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.

### 2026-08-03 (score 70, +4)

- [functional improvement] Stability: unverified → 0.27

### 2026-08-02 (score 66, +61)

- [security regression] Provenance: unverified → fail
- [security improvement] Known CVEs: unverified → partial
- [security improvement] Install scripts: unverified → pass
- [security improvement] Malware scan: unverified → pass
- [security] Stability: Stability not yet verified: not enough scan history yet (needs a 30-day window).
- [functional improvement] License: unverified → pass
- [functional improvement] Dependency health: unverified → partial
- [functional improvement] Maintenance: unverified → pass
- [functional improvement] MCP protocol: unverified → pass
- [functional improvement] Tool coverage: unverified → 100
- [functional] Licence: MIT

### 2026-08-01 (score 5, −31)

- [security] Stability: Stability not yet verified: we do not have a sandbox capture of the MCP schema this version of the package serves yet.
- [functional regression] Capabilities: pass → unverified
- [functional regression] Tool coverage: 100 → unverified

### 2026-07-31 (score 36, −5)

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

### 2026-07-30 (score 41, −40)

- [security regression] Known CVEs: partial → unverified
- [security regression] Malware scan: pass → unverified
- [security regression] Provenance: fail → unverified
- [security regression] Install scripts: pass → unverified
- [functional regression] Maintenance: pass → unverified
- [functional regression] License: pass → unverified
- [functional regression] Dependency health: partial → unverified
- [functional] Licence: MIT

### 2026-07-29 (score 81, +56)

- [security regression] Provenance: unverified → fail
- [security improvement] Known CVEs: unverified → partial
- [security improvement] Install scripts: unverified → pass
- [functional regression] Security disclosure: unverified → fail
- [functional improvement] Maintenance: unverified → pass
- [functional improvement] License: unverified → pass
- [functional improvement] Tool coverage: unverified → 100
- [functional improvement] Schema quality: unverified → excellent
- [functional] Licence: MIT

### 2026-07-28 (score 25, −21)

- [functional regression] Security disclosure: fail → unverified
- [functional regression] Tool coverage: 100 → unverified
- [functional improvement] Dependency health: unverified → partial
- [functional] First check of Schema quality: unverified

### 2026-07-27 (score 46)

First indexed and scored.

## MCP tools (5)

### `audit_url` (~106 tokens)

Run a full AI-readiness (AEO) audit of a website: 29 checks across AI crawler access, structured data, content extractability, and answerability, returning a 0-100 score with prioritized fixes. Use when asked how visible a site is to ChatGPT, Perplexity, Gemini, or Claude, or for an overall AEO/AI-SEO health check.

Input parameters:

- `url` (string, required): Website URL to audit, e.g. https://example.com

### `check_ai_crawlers` (~104 tokens)

Check whether AI crawlers like GPTBot, ClaudeBot, PerplexityBot, Google-Extended, CCBot, and Bingbot are allowed to read a website, based on its robots.txt. Use when asked about AI visibility, AEO, crawler permissions, or why a site does not appear in ChatGPT or Perplexity.

Input parameters:

- `url` (string, required): Website URL, e.g. https://example.com (robots.txt is derived from it)

### `inspect_llms_txt` (~94 tokens)

Fetch and validate a website's llms.txt file (the Markdown file that tells AI engines what the site is about and which pages matter). Returns its title, summary, sections, links, and any structural issues. Use when asked whether a site has llms.txt or how to improve it.

Input parameters:

- `url` (string, required): Website URL, e.g. https://example.com (llms.txt is derived from it)

### `extract_structured_data` (~79 tokens)

Extract and summarize a page's JSON-LD structured data (schema.org): which types exist (Product, Article, FAQPage, Organization), their key fields, and any parse errors. Use when asked whether a page has the schema markup AI answer engines rely on for citations.

Input parameters:

- `url` (string, required): Page URL to extract structured data from

### `extract_page_signals` (~82 tokens)

Extract the on-page signals AI engines parse: title, meta description, h1, canonical, lang, text-to-HTML ratio, heading outline, and whether the page looks client-side rendered (invisible to most AI crawlers). Use to diagnose why engines misread or skip a page.

Input parameters:

- `url` (string, required): Page URL to extract signals from

## Diagnostics

Captured diagnostic sections: Provenance, Dependencies. The full working is on the page: https://verifymcp.io/servers/arthurcarlsonn-aeo-mcp/aeo-mcp#diagnostics

## Score history

- 2026-08-03: 70
- 2026-08-02: 66
- 2026-08-01: 5
- 2026-07-31: 36
- 2026-07-30: 41
- 2026-07-29: 81
- 2026-07-28: 25
- 2026-07-27: 46

## Links

- npm package: https://www.npmjs.com/package/aeo-mcp
- Socket report: https://socket.dev/npm/package/aeo-mcp
- Repository: https://github.com/arthurcarlsonn/aeo-mcp
- Changelog RSS feed: https://verifymcp.io/servers/arthurcarlsonn-aeo-mcp/aeo-mcp/changelog.xml
- Changelog JSON feed: https://verifymcp.io/servers/arthurcarlsonn-aeo-mcp/aeo-mcp/changelog.json
- HTML version of this page: https://verifymcp.io/servers/arthurcarlsonn-aeo-mcp/aeo-mcp