
Connect SEO On-Page Copy Analyzer to ChatGPT and Claude
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. Get instant technical audits for your web content.
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.

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.
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.
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 · 4 capabilities
We ship only the actions that matter.
01-04
4 capabilities in this set.
Part of 4 available through SEO On-Page Copy Analyzer.
- 01
Audit heading coverage
This capability checks your page headings to see if they contain your target keywords.
- 02
Validate meta tags
Use this to predict if your meta titles and descriptions will be truncated in search engine results.
- 03
Analyze keyword density
This capability calculates how often keywords appear in your text to identify potential stuffing.
- 04
Evaluate tfidf significance
This capability calculates TF-IDF scores to determine the actual importance of specific keywords in your content.
Real work
What teams actually run
Pre-Publishing Audits
Run a final check on a blog post to ensure the headings and density are correct.
Meta Tag Optimization
Check if your new page titles will actually show up fully on Google.
Content Relevance Testing
Use TF-IDF scores to see if your content actually focuses on the intended topic.
Keyword Stuffing Detection
Identify if you have used a specific term too many times in a single paragraph.
One connector, every AI
SEO On-Page Copy 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.
Claude
ChatGPT
Gemini
Perplexity
Grok
Microsoft Copilot
Cursor
VS Code
Windsurf
JetBrains
Cline
LangChain
Vercel AI SDK
Lovable
Z.ai
Raycast
Qwen Code
Kimi Code
Le ChatBuilding your own app? The connector is yours to use.
You don't need a client to put SEO On-Page Copy 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
669ms average. Fast in production.
SEO On-Page Copy Analyzer is checked daily against the live service.
- Fastest day
- 532ms
- Slowest day
- 817ms
- 14-day trend
- Improving-13%
Connect your client
One URL. Every client.
Activate the Connector, copy your link, and paste it into the client you already use. 4 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 SEO On-Page Copy Analyzer, so you can see the experience inside your AI.
It does not authenticate your account with SEO On-Page Copy Analyzer. Actions requiring credentials or live account data may not run until you activate the Connector and authorize the service.
SEO On-Page Copy Analyzer Connector
You're all set. Choose your MCP client and follow the setup instructions.
https://edge.vinkius.com/vk_preview_dhjliTt4BFONZ5TYJcJwn0vIRg4cpro3UnFSb64x/mcpClaude 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 — SEO On-Page Copy Analyzer capabilities are ready to use.
{
"mcpServers": {
"seo-on-page-copy-analyzer-mcp": {
"url": "https://edge.vinkius.com/vk_preview_dhjliTt4BFONZ5TYJcJwn0vIRg4cpro3UnFSb64x/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 SEO On-Page Copy Analyzer in Claude and other AIs
Who it's for
Built for the work SEO On-Page Copy Analyzer owners hand off.
Content creators and digital marketers use this to automate the technical side of SEO. You can hand off raw drafts to your AI client to get a quick audit before publishing.
- 01
Content Writers
They use the agent to check keyword density and heading structure in their drafts.
- 02
SEO Specialists
They use the capabilities to validate meta tags and keyword importance across multiple pages.
- 03
Digital Marketers
They use the MCP to ensure web content meets technical SEO requirements.
FAQ
Questions SEO On-Page Copy Analyzer owners ask.
- 01
How do I use this SEO MCP?
You connect it to an MCP-compatible client like Claude or Cursor through Vinkius. Once connected, you simply ask your AI agent to perform audits using the available capabilities.
- 02
Can this MCP check my meta descriptions?
Yes, the validate_meta_tags capability predicts if your meta titles and descriptions will be truncated in search results.
- 03
Does it help with keyword stuffing?
Yes, you can use the analyze_keyword_density capability to check if you are overusing specific terms.
- 04
What is TF-IDF significance?
The evaluate_tfidf_significance capability calculates TF-IDF scores, which helps your agent measure how important a keyword is to your specific piece of content.
- 05
Which AI clients work with this MCP?
This MCP works with any compatible client, including Claude, Cursor, Windsurf, and VS Code.
- 06
How can I check if my keywords are overused?
Use the analyze_keyword_density capability to identify density percentages and detect potential keyword stuffing.
- 07
Will my meta description be cut off in Google results?
The validate_meta_tags capability estimates pixel width to predict if your title or description will be truncated.
- 08
Can I verify my H1 and H2 tags contain target keywords?
Yes, the audit_heading_coverage capability scans headings for specific keyword presence.
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Connect SEO On-Page Copy Analyzer to Claude, Cursor, ChatGPT & more
