How is this different from a standard AI summary?

Standard AI summaries are abstractive, meaning the AI rewrites the text. This MCP is extractive, meaning it pulls the original, unmodified sentences based on mathematical importance.

Does this MCP require an external API key?

No. This MCP uses a zero-dependency Javascript runtime to perform calculations locally without calling external NLP APIs.

Which languages are supported?

The keyword extraction capability includes built-in stop word filtering for English, Spanish, and Portuguese.

Will this help reduce my token costs?

Yes. By using extractive summarization to shorten text before your agent reads it, you use fewer tokens than if the agent had to process the entire document.

Can I use this with Claude or Cursor?

Yes. This MCP is compatible with any MCP-compatible client, including Claude, Cursor, and Windsurf.

What is the difference between Extractive and Abstractive summarization?

Abstractive summarization (what ChatGPT does) writes a completely new text based on its understanding. Extractive summarization (what this capability does) selects the most mathematically important sentences directly from the original text without changing a single word. It guarantees 100% factual accuracy.

Does the keyword extraction ignore simple connection words?

Yes. It has a built-in cross-language 'Stop Words' dictionary (supporting English, Portuguese, and Spanish) to ensure words like 'the', 'and', 'for', 'uma' are completely ignored during Term Frequency calculations.

Why use this capability instead of just asking an AI to summarize?

If you have a massive 50-page document, passing the entire text into an AI context window is extremely expensive and slow. Running an algorithmic extraction first condenses the text dramatically while retaining all key facts.

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Connect Deterministic Text Summarizer & Extractor 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. Get exact text extractions without AI hallucinations.

Ask AI about this Connector

Developed, maintained, and hosted by Vinkius.

MCP VERIFIED · PRODUCTION READY · VINKIUS GUARANTEED

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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 Deterministic Text Summarizer & Extractor.

01
Extract top bigrams
This capability finds the most frequent two-word phrases in your text. It is useful for identifying recurring themes or performing SEO topic modeling.
02
Extract top keywords
This capability identifies the most frequent keywords using a Term Frequency algorithm. It automatically filters out standard stop words to keep the results relevant.
03
Extractive summary
This capability generates a summary by selecting the most mathematically significant sentences from the source. It pulls exact sentences rather than rewriting them.

Real work

What teams actually run

Document Pre-processing

Use the extractive summary to condense a massive document before feeding it into your AI client.

SEO Topic Modeling

Run bigram analysis on a set of articles to find the most common two-word phrases.

Fact-Strict Summarization

Extract the most important sentences from a legal or technical document where word-for-word accuracy matters.

Content Auditing

Identify the primary keywords in a text to see if it aligns with intended topics.

Automate a task

Put Deterministic Text Summarizer & Extractor to work on one thing.

Step-by-step automations your AI runs through this Connector: the workflow, the prompts to start with, and the exact capabilities behind each move.

One connector, every AI

Deterministic Text Summarizer & Extractor 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 Deterministic Text Summarizer & Extractor 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

842ms average. Fast in production.

Deterministic Text Summarizer & Extractor is checked daily against the live service.

Daily averagePeak 1212ms

Oct 3Today

Fastest day: 664ms
Slowest day: 1212ms
14-day trend: Improving-25%

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 Deterministic Text Summarizer & Extractor, so you can see the experience inside your AI.

It does not authenticate your account with Deterministic Text Summarizer & Extractor. Actions requiring credentials or live account data may not run until you activate the Connector and authorize the service.

Deterministic Text Summarizer & Extractor Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_x32zMiM6lRsYu5lv1NDLGVRYYFMM8douF0KY03eU/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 — Deterministic Text Summarizer & Extractor capabilities are ready to use.

Configuration · claude_desktop_config.jsonCopy

{
  "mcpServers": {
    "deterministic-text-summarizer-extractor-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_x32zMiM6lRsYu5lv1NDLGVRYYFMM8douF0KY03eU/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 Deterministic Text Summarizer & Extractor in Claude and other AIs

See all the AI clients this connector works with ↑

Who it's for

Built for the work Deterministic Text Summarizer & Extractor owners hand off.

This MCP is built for users who need mathematical certainty from their text analysis rather than probabilistic guesses.

01
Data Analysts
They hand off raw text to the MCP to get clean keyword and bigram counts for modeling.
02
SEO Specialists
They use the bigram and keyword capabilities to identify high-frequency topics in content.
03
AI Engineers
They use this as a pre-processing step to reduce token usage and prevent hallucinations in their agents.

FAQ

Questions Deterministic Text Summarizer & Extractor owners ask.

01
How is this different from a standard AI summary?
Standard AI summaries are abstractive, meaning the AI rewrites the text. This MCP is extractive, meaning it pulls the original, unmodified sentences based on mathematical importance.
02
Does this MCP require an external API key?
No. This MCP uses a zero-dependency Javascript runtime to perform calculations locally without calling external NLP APIs.
03
Which languages are supported?
The keyword extraction capability includes built-in stop word filtering for English, Spanish, and Portuguese.
04
Will this help reduce my token costs?
Yes. By using extractive summarization to shorten text before your agent reads it, you use fewer tokens than if the agent had to process the entire document.
05
Can I use this with Claude or Cursor?
Yes. This MCP is compatible with any MCP-compatible client, including Claude, Cursor, and Windsurf.
06
What is the difference between Extractive and Abstractive summarization?
Abstractive summarization (what ChatGPT does) writes a completely new text based on its understanding. Extractive summarization (what this capability does) selects the most mathematically important sentences directly from the original text without changing a single word. It guarantees 100% factual accuracy.
07
Does the keyword extraction ignore simple connection words?
Yes. It has a built-in cross-language 'Stop Words' dictionary (supporting English, Portuguese, and Spanish) to ensure words like 'the', 'and', 'for', 'uma' are completely ignored during Term Frequency calculations.
08
Why use this capability instead of just asking an AI to summarize?
If you have a massive 50-page document, passing the entire text into an AI context window is extremely expensive and slow. Running an algorithmic extraction first condenses the text dramatically while retaining all key facts.

Explore

More in Knowledge Management

Connect Deterministic Text Summarizer & Extractor to Claude, Cursor, ChatGPT & more

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

Extract top bigrams

Extract top keywords

Extractive summary

What teams actually run

Document Pre-processing

SEO Topic Modeling

Fact-Strict Summarization

Content Auditing

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

Deterministic Text Summarizer & Extractor Connector

Claude Desktop

Data Analysts

SEO Specialists

AI Engineers

How is this different from a standard AI summary?

Does this MCP require an external API key?

Which languages are supported?

Will this help reduce my token costs?

Can I use this with Claude or Cursor?

What is the difference between Extractive and Abstractive summarization?

Does the keyword extraction ignore simple connection words?

Why use this capability instead of just asking an AI to summarize?

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