# io.github.RyanKramer/autorank-mcp (pypi · autorank-mcp)

Technical SEO tools for AI agents: structured data, meta tags, robots, SERP truncation. No API key.

- Trust score: 75/100 (medium)
- Change this week: +3
- Registry status: active
- Liveness: live
- Owner verified: no
- Last scored: 2026-09-21

## Components

- pypi · `autorank-mcp`: 75/100 (this document), [markdown](https://verifymcp.io/servers/ryankramer-autorank-mcp/autorank-mcp.md), [page](https://verifymcp.io/servers/ryankramer-autorank-mcp/autorank-mcp)

## Channel facts

- Registry: `pypi`
- Package: `autorank-mcp`
- Version: `0.1.0`
- 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 2026-09-21.

- **Supply Chain Security**: 100/100
  - No malware found by supply-chain analysis.
  - No known CVEs affecting this package version or its production dependencies.
  - Runs hatchling.build at install time, a recognised native-build step with no shell scripting around it.
  - 1 of 15 dependencies flagged as unhealthy.
- **Provenance & Transparency**: 32/100
  - Source repository is publicly reachable at the declared URL.
  - Provenance check failed: no build-provenance attestation is published.
  - License check failed: the license (MIT License) isn't a recognized OSI-approved license.
  - Actively maintained (last published 49 days ago).
  - Disclosure check failed: no security disclosure policy was found in the source repository.
- **Schema Quality & AI Usability**: 64/100
  - AI-judged instruction clarity (good).
  - Tool/resource definitions use about 1046 tokens (~58/item across 18 items; 18 tools + 0 resources), lean.
  - Usage-examples check failed: none of the tools include examples.
- **Stability & Change Management**: 83/100
  - Stability observed for 25 of 30 days with no destabilising changes; credit accrues until the full window elapses.
- **Tool Coverage**: 71/100
  - 100% of tools have a non-trivial description (not blank, and not just the tool's name).
  - 0% of tool parameters carry a description.
  - Structured output schemas are declared (100% of tools); any adoption earns full credit.
- **Tool Safety**: 100/100
  - No prompt-injection markers were found in the server instructions, tool names or descriptions we captured.
  - We read all 18 captured tool definition(s), and no name or description among them implies an irreversible operation.
  - An AI judge read all 19 captured unit(s) of tool text and found none that tries to manipulate the model reading it.
- **Capabilities**: 100/100
  - Implements a current MCP spec version (2026-07-28).

## Install

### How do I install the io.github.RyanKramer/autorank-mcp server?

io.github.RyanKramer/autorank-mcp runs locally as a PyPI package, launched with uvx autorank-mcp. 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 ryankramer-autorank-mcp -- uvx autorank-mcp
```

### Cursor

```json
{
  "mcpServers": {
    "ryankramer-autorank-mcp": {
      "command": "uvx",
      "args": [
        "autorank-mcp"
      ]
    }
  }
}
```

### VS Code

```json
{
  "servers": {
    "ryankramer-autorank-mcp": {
      "command": "uvx",
      "args": [
        "autorank-mcp"
      ]
    }
  }
}
```

### Codex

```bash
codex mcp add ryankramer-autorank-mcp -- uvx autorank-mcp
```

### opencode

```json
{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "ryankramer-autorank-mcp": {
      "type": "local",
      "command": [
        "uvx",
        "autorank-mcp"
      ],
      "enabled": true
    }
  }
}
```

### OpenClaw

```bash
openclaw mcp add ryankramer-autorank-mcp --command uvx --arg autorank-mcp
```

### Hermes

```yaml
mcp_servers:
  ryankramer-autorank-mcp:
    command: "uvx"
    args: ["autorank-mcp"]
```

### Netclaw

```json
{
  "McpServers": {
    "ryankramer-autorank-mcp": {
      "Transport": "stdio",
      "Command": "uvx",
      "Arguments": [
        "autorank-mcp"
      ]
    }
  }
}
```

### Vellum

```bash
assistant mcp add ryankramer-autorank-mcp -t stdio -c uvx -a autorank-mcp
```

### Other

```json
{
  "mcpServers": {
    "ryankramer-autorank-mcp": {
      "command": "uvx",
      "args": [
        "autorank-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.

### 2026-09-20 (score 75, +1)

No change was recorded against any check on this day. Stability & Change Management went from 77 to 80. That category is still filling its 30-day observation window: 23 days of observed history at the previous scan, 24 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-09-18 (score 74, +1)

No change was recorded against any check on this day. Stability & Change Management went from 70 to 73. That category is still filling its 30-day observation window: 21 days of observed history at the previous scan, 22 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-09-16 (score 73, +1)

No change was recorded against any check on this day. Stability & Change Management went from 63 to 67. That category is still filling its 30-day observation window: 19 days of observed history at the previous scan, 20 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-09-13 (score 72, +1)

No change was recorded against any check on this day. Stability & Change Management went from 53 to 57. That category is still filling its 30-day observation window: 16 days of observed history at the previous scan, 17 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-09-11 (score 71, +1)

No change was recorded against any check on this day. Stability & Change Management went from 47 to 50. That category is still filling its 30-day observation window: 14 days of observed history at the previous scan, 15 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-09-09 (score 70, +1)

No change was recorded against any check on this day. Stability & Change Management went from 40 to 43. That category is still filling its 30-day observation window: 12 days of observed history at the previous scan, 13 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-09-07 (score 69, +1)

No change was recorded against any check on this day. Stability & Change Management went from 33 to 37. That category is still filling its 30-day observation window: 10 days of observed history at the previous scan, 11 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-09-05 (score 68, +1)

No change was recorded against any check on this day. Stability & Change Management went from 27 to 30. That category is still filling its 30-day observation window: 8 days of observed history at the previous scan, 9 at this one. The score rises as the window fills, whether or not the server changes.

## MCP tools (18)

### `check_title_length` (~56 tokens)

Check Title Length

Check whether a page title will be truncated in Google results.

Measures approximate pixel width rather than character count, because
Google truncates on width. Returns the estimate, the limit, and a verdict.

Input parameters:

- `title` (string, required)

### `check_description_length` (~28 tokens)

Check Description Length

Check whether a meta description will be truncated in Google results.

Input parameters:

- `description` (string, required)

### `generate_meta_tags` (~81 tokens)

Generate Meta Tags

Generate a complete head block: title, description, canonical, Open Graph
and Twitter Card tags. Returns HTML ready to paste.

Input parameters:

- `canonical_url` (string, required)
- `description` (string, required)
- `image_url` (string)
- `site_name` (string)
- `title` (string, required)
- `twitter_card` (string)

Output parameters:

- `result` (string)

### `generate_robots_meta` (~98 tokens)

Generate Robots Meta

Build a robots meta tag from directives, with the resulting tag and an
explanation of what it permits.

Input parameters:

- `follow` (boolean)
- `index` (boolean)
- `max_image_preview` (string)
- `max_snippet` (integer)
- `noarchive` (boolean)
- `noimageindex` (boolean)
- `nosnippet` (boolean)
- `unavailable_after` (string)

### `generate_robots_txt` (~65 tokens)

Generate Robots Txt

Generate a robots.txt. Optionally block the major AI training crawlers.

Input parameters:

- `allow_paths`
- `block_ai_crawlers` (boolean)
- `crawl_delay` (integer)
- `disallow_paths`
- `sitemap_url` (string)

Output parameters:

- `result` (string)

### `validate_robots_txt` (~30 tokens)

Validate Robots Txt

Validate a robots.txt and surface the mistakes that actually cause damage.

Input parameters:

- `content` (string, required)

### `generate_faq_schema` (~64 tokens)

Generate Faq Schema

Generate FAQPage JSON-LD. Each item needs 'question' and 'answer'.

The answers MUST already be visible on the page. Schema that disagrees with
the rendered page is a spam signal, not a shortcut.

Input parameters:

- `questions_and_answers` (array, required)

Output parameters:

- `result` (string)

### `generate_article_schema` (~82 tokens)

Generate Article Schema

Generate Article JSON-LD. Dates should be ISO 8601 (YYYY-MM-DD).

Input parameters:

- `author_name` (string, required)
- `date_modified` (string)
- `date_published` (string, required)
- `description` (string)
- `headline` (string, required)
- `image_url` (string)
- `publisher_name` (string)

Output parameters:

- `result` (string)

### `generate_breadcrumb_schema` (~34 tokens)

Generate Breadcrumb Schema

Generate BreadcrumbList JSON-LD. Each item needs 'name' and 'url'.

Input parameters:

- `items` (array, required)

Output parameters:

- `result` (string)

### `generate_local_business_schema` (~87 tokens)

Generate Local Business Schema

Generate LocalBusiness JSON-LD with a postal address.

Input parameters:

- `city` (string, required)
- `country` (string, required)
- `name` (string, required)
- `postal_code` (string, required)
- `price_range` (string)
- `region` (string, required)
- `street_address` (string, required)
- `telephone` (string)
- `url` (string)

Output parameters:

- `result` (string)

### `validate_json_ld` (~45 tokens)

Validate Json Ld

Validate a JSON-LD block: parse it, check required Schema.org fields, and
flag the things that commonly cause a rich-result warning.

Input parameters:

- `content` (string, required)

### `keyword_density` (~38 tokens)

Keyword Density

Word and phrase frequency for a body of text, with a density warning.

Input parameters:

- `text` (string, required)
- `top_n` (integer)

### `readability_score` (~29 tokens)

Readability Score

Flesch Reading Ease and grade level for a body of text.

Input parameters:

- `text` (string, required)

### `build_utm_link` (~61 tokens)

Build Utm Link

Build a UTM-tagged tracking URL.

Input parameters:

- `campaign` (string, required)
- `content` (string)
- `medium` (string, required)
- `source` (string, required)
- `term` (string)
- `url` (string, required)

### `slugify` (~41 tokens)

Slugify

Turn a title into a clean URL slug.

Input parameters:

- `keep_stopwords` (boolean)
- `max_length` (integer)
- `text` (string, required)

### `generate_hreflang` (~72 tokens)

Generate Hreflang

Generate hreflang link tags. Each page needs 'lang' (e.g. en-us) and 'url'.

Every listed page must carry the full set, including a self-reference, or
the cluster is ignored.

Input parameters:

- `include_x_default` (boolean)
- `pages` (array, required)

Output parameters:

- `result` (string)

### `serp_preview` (~42 tokens)

Serp Preview

Preview how a result will render in Google, including truncation.

Input parameters:

- `description` (string, required)
- `title` (string, required)
- `url` (string, required)

### `autorank_free_tools` (~25 tokens)

Autorank Free Tools

List the browser versions of these tools, plus the ones not exposed here.

## Diagnostics

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

## Score history

- 2026-09-21: 75
- 2026-09-20: 75
- 2026-09-19: 74
- 2026-09-18: 74
- 2026-09-17: 73
- 2026-09-16: 73
- 2026-09-15: 72
- 2026-09-14: 72
- 2026-09-13: 72
- 2026-09-12: 71
- 2026-09-11: 71
- 2026-09-10: 70
- 2026-09-09: 70
- 2026-09-08: 69
- 2026-09-07: 69
- 2026-09-06: 68
- 2026-09-05: 68
- 2026-09-04: 67
- 2026-09-03: 67
- 2026-09-02: 64
- 2026-09-01: 64
- 2026-08-31: 64
- 2026-08-30: 64
- 2026-08-29: 64
- 2026-08-28: 64
- 2026-08-27: 49

## Common questions

### What is the io.github.RyanKramer/autorank-mcp server?

io.github.RyanKramer/autorank-mcp is listed in the public MCP registry as io.github.RyanKramer/autorank-mcp. Technical SEO tools for AI agents: structured data, meta tags, robots, SERP truncation. No API key. This page covers its PyPI package (autorank-mcp).

### Is the io.github.RyanKramer/autorank-mcp server safe to use?

io.github.RyanKramer/autorank-mcp scores 75 out of 100 on VerifyMCP. We found no known CVEs affecting it as of 21 September 2026. 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 io.github.RyanKramer/autorank-mcp server expose?

io.github.RyanKramer/autorank-mcp exposes 18 tools: check_title_length, check_description_length, generate_meta_tags, generate_robots_meta, generate_robots_txt, and 13 more. Their descriptions and schemas cost roughly 978 tokens of context every time the server is loaded.

### Is the io.github.RyanKramer/autorank-mcp server still maintained?

io.github.RyanKramer/autorank-mcp is still listed as active in the MCP registry. We last reached this channel on 21 September 2026. Those dates come from our own scans of the registry and the channel itself, not from anything the publisher announced.

## Links

- PyPI project: https://pypi.org/project/autorank-mcp/
- Socket report: https://socket.dev/pypi/package/autorank-mcp
- Repository: https://github.com/RyanKramer/autorank-mcp
- Changelog RSS feed: https://verifymcp.io/servers/ryankramer-autorank-mcp/autorank-mcp.xml
- Changelog JSON feed: https://verifymcp.io/servers/ryankramer-autorank-mcp/autorank-mcp.json
- HTML version of this page: https://verifymcp.io/servers/ryankramer-autorank-mcp/autorank-mcp