What can this MCP do with my text?

It calculates word and sentence counts, checks if your text matches specific copywriting benchmarks, and evaluates scannability for mobile devices.

Which AI clients can use this MCP?

You can use this with any MCP-compatible client, including Claude, Cursor, Windsurf, and VS Code.

How does it check for mobile scannability?

The analyze_scannability capability looks at the distribution of your paragraph lengths to see if the text is easy to read on a phone.

Can I check specific formats like blog intros?

Yes, the check_benchmark_deviations capability allows you to compare your text against target ranges for specific formats like Blog Intros or Landing Page Heroes.

Do I need to host the MCP myself?

No, Vinkius hosts and manages the MCP for you, so it is ready to use as soon as you connect your client.

What metrics can I extract from my text?

Using the get_text_metrics capability, you can retrieve total word counts, sentence counts, paragraph counts, and line break frequency.

How does the analyzer handle different content types?

The check_benchmark_deviations capability compares your text metrics against specific benchmarks for formats like Landing Page Hero, Blog Intro, and Email Body.

Can I check if my content is optimized for mobile reading?

Yes, the analyze_scannability capability evaluates paragraph length distribution and white-space density to determine if your text meets mobile scannability thresholds.

An astronaut overseeing a futuristic data hub

Download PDF Markdown Version

Connect Content Length Benchmark Analyzer to your AI

Set it up once and it works in ChatGPT, Claude, Cursor, and any other client you love. It all runs safely in the background, so you can relax and focus on what really matters. Verify your copy hits the right structural targets.

Ask AI about this Connector

Developed, maintained, and hosted by Vinkius.

MCP VERIFIED · PRODUCTION READY · VINKIUS GUARANTEED

Waiting for input…

Works with modern AI clients that support MCP, including ChatGPT, Claude, Cursor, and more.

Your AI does the work. We keep it safe and sound.

No other AI tool gives you this. Your workflow runs in the client you already love, your account stays protected, and you decide what the agent can and cannot do. It is the whole reason to make the switch.

Each Connector lives inside our infrastructure, the same place where your workflow runs. The three things below are already part of it, working quietly in the background so you never have to think about them. Nothing to add, nothing to set up, nothing to worry about.

V8 Isolate01

Each Connector runs inside its own sealed environment.

Each Connector runs inside its own sealed V8 runtime — no access to your files, your system, or other servers. A Connector never sees past its own request.

Kill Switch02

One switch stops every agent. Instantly.

One action deactivates every Connector, revokes every token, and ends every session at once. AI Governance keeps the record.

FinOps per User03

Spending limits that pause instead of surprise.

Every user keeps their own connections and credentials, isolated from everyone else. Anything that would cross your spending limit is held for your approval, not billed.

Three controls, built into the layer your AI connects through.

Curated set · 3 capabilities

We ship only the actions that matter.

Capability set01 / 01

01-03

3 capabilities in this set.

Part of 3 available through Content Length Benchmark Analyzer.

01
Get text metrics
This capability extracts fundamental linguistic data from your raw text. It provides totals for words, sentences, and paragraphs.
02
Analyze scannability
This capability evaluates how easy your text is to read on mobile devices. It looks at paragraph length distribution to check for text breathability.
03
Check benchmark deviations
This capability compares your text metrics against specific copywriting benchmarks. It identifies the percentage by which your content deviates from target ranges for formats like blog intros or landing page heroes.

Real work

What teams actually run

Landing Page Audits

Check if your hero section text is too long or too short for high-conversion layouts.

Blog Post Optimization

Verify that your introductions stay within the optimal word count for reader engagement.

Mobile UX Testing

Run scannability checks to see if your paragraph lengths work for mobile users.

Copy Consistency

Compare multiple drafts to ensure they all fall within the same structural benchmarks.

One connector, every AI

Content Length Benchmark Analyzer works with the most popular AI clients.

These are the most popular clients, each with a step-by-step guide: one link, set up once, with governance and visibility built in. And because everything runs on the MCP standard, the same connection also works in any other compatible client — nothing to rebuild.

Building your own app? The connector is yours to use.

You don't need a client to put Content Length Benchmark Analyzer to work: the same hosted connection plugs into your own applications and agent code, with the same governance on every request. Build with it, chat with it — one connection for both.

Observed, not estimated

749ms average. Fast in production.

Content Length Benchmark Analyzer is checked daily against the live service.

Daily averagePeak 976ms

Oct 3Today

Fastest day: 571ms
Slowest day: 976ms
14-day trend: Improving-26%

Connect your client

One URL. Every client.

Activate the Connector, copy your link, and paste it into the client you already use. 3 capabilities arrive ready to run.

Preview access · not provider authentication

The vk_preview_* token belongs to Vinkius preview infrastructure. It lets Claude discover and display the capabilities of Content Length Benchmark Analyzer, so you can see the experience inside your AI.

It does not authenticate your account with Content Length Benchmark Analyzer. Actions requiring credentials or live account data may not run until you activate the Connector and authorize the service.

Content Length Benchmark Analyzer Connector

You're all set. Choose your MCP client and follow the setup instructions.

Connector linkhttps://edge.vinkius.com/vk_preview_K4FuBTMiO9f0YXeXC7C9PNru92yNbYeQdwK98GTf/mcp

Claude Desktop

Follow the steps below to connect in seconds.

1In Claude Desktop, open Settings → Connectors.
2Click “Add custom connector” and paste the connector link above as the remote MCP server URL.
3Click Add and start a new chat — Content Length Benchmark Analyzer capabilities are ready to use.

Configuration · claude_desktop_config.jsonCopy

{
  "mcpServers": {
    "content-length-benchmark-analyzer-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_K4FuBTMiO9f0YXeXC7C9PNru92yNbYeQdwK98GTf/mcp"
    }
  }
}

Claude
ChatGPT
Cursor
VS Code
Windsurf
Claude Code
JetBrains
Cline

Step-by-step instructions for each client are in the guide. How to connect

Guided setup for Claude? Set up Content Length Benchmark Analyzer in Claude and other AIs

See all the AI clients this connector works with ↑

Who it's for

Built for the work Content Length Benchmark Analyzer owners hand off.

This MCP is built for professionals who need to validate text structure against data rather than intuition.

01
Copywriters
They hand off drafts to the AI to check if they meet specific length requirements for different formats.
02
Content Strategists
They use the capability to ensure all content across a brand follows consistent structural benchmarks.
03
SEO Specialists
They check scannability and text density to improve user experience and readability.

FAQ

Questions Content Length Benchmark Analyzer owners ask.

01
What can this MCP do with my text?
It calculates word and sentence counts, checks if your text matches specific copywriting benchmarks, and evaluates scannability for mobile devices.
02
Which AI clients can use this MCP?
You can use this with any MCP-compatible client, including Claude, Cursor, Windsurf, and VS Code.
03
How does it check for mobile scannability?
The analyze_scannability capability looks at the distribution of your paragraph lengths to see if the text is easy to read on a phone.
04
Can I check specific formats like blog intros?
Yes, the check_benchmark_deviations capability allows you to compare your text against target ranges for specific formats like Blog Intros or Landing Page Heroes.
05
Do I need to host the MCP myself?
No, Vinkius hosts and manages the MCP for you, so it is ready to use as soon as you connect your client.
06
What metrics can I extract from my text?
Using the get_text_metrics capability, you can retrieve total word counts, sentence counts, paragraph counts, and line break frequency.
07
How does the analyzer handle different content types?
The check_benchmark_deviations capability compares your text metrics against specific benchmarks for formats like Landing Page Hero, Blog Intro, and Email Body.
08
Can I check if my content is optimized for mobile reading?
Yes, the analyze_scannability capability evaluates paragraph length distribution and white-space density to determine if your text meets mobile scannability thresholds.

Explore

Your AI does the work. We keep it safe and sound.

Each Connector runs inside its own sealed environment.

One switch stops every agent. Instantly.

Spending limits that pause instead of surprise.

We ship only the actions that matter.

01-03

Get text metrics

Analyze scannability

Check benchmark deviations

What teams actually run

Landing Page Audits

Blog Post Optimization

Mobile UX Testing

Copy Consistency

Building your own app? The connector is yours to use.

Content Length Benchmark Analyzer Connector

Claude Desktop

Copywriters

Content Strategists

SEO Specialists

What can this MCP do with my text?

Which AI clients can use this MCP?

How does it check for mobile scannability?

Can I check specific formats like blog intros?

Do I need to host the MCP myself?

What metrics can I extract from my text?

How does the analyzer handle different content types?

Can I check if my content is optimized for mobile reading?

MarketMuse (AI Content Strategy & SEO) AI Connector

Content Length Scorer AI Connector

Fliki (AI Text-to-Video & Speech API) AI Connector

SEO Analyst Prover AI Connector

Suggestions

SEO Content Brief Scorer AI Connector

Content Gap Identifier AI Connector

Readability & SEO Scorer AI Connector

SEO On-Page Copy Analyzer AI Connector