Deterministic Text Summarizer & Extractor MCP Server with 3 Tools for Claude, Cursor, and AI Agents
GDPR Free for SubscribersEquip your AI with pure Term Frequency (TF) text analysis. Deterministically extract keywords, bigrams, and generate extractive summaries without external API calls. Vinkius routes your AI agents directly to Deterministic Text Summarizer & Extractor through a governed connection. 3 tools ready to use with Claude, ChatGPT, Cursor, or any AI agent — no hosting, no setup, connect in 30 seconds.
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What is the text-summarizer-extractor MCP Server?
The text-summarizer-extractor MCP Server routes AI agents like Claude, ChatGPT, and Cursor directly to text-summarizer-extractor via 3 tools. Equip your AI with pure Term Frequency (TF) text analysis. Deterministically extract keywords, bigrams, and generate extractive summaries without external API calls. Powered by Vinkius — your credentials stay on your side of the connection, every request is auditable. Connect in under 2 minutes.
Built-in capabilities (3)
Tools for your AI Agents to operate text-summarizer-extractor
Ask your AI agent "Create a 3-sentence extractive summary of this long article." and get the answer without opening a single dashboard. With 3 tools connected to real text-summarizer-extractor data, your agents reason over live information, cross-reference it with other MCP servers, and deliver insights you would spend hours assembling manually.
Works with Claude, ChatGPT, Cursor, and any MCP-compatible client. Powered by Vinkius — your credentials never touch the AI model, every request is auditable. Connect in under two minutes.
Why teams choose Vinkius
One subscription gives you the infrastructure to connect your AI agents to thousands of MCP servers — and deploy your own to the Vinkius Edge. Your credentials stay yours. Your data flows directly between your agent and the API. DLP blocks sensitive information from ever reaching the model, kill switch for instant shutdown, and up to 60% token savings. Enterprise-grade routing and governance, zero maintenance.
Build your own MCP Server with our secure development framework →The Deterministic Text Summarizer & Extractor App Connector works with every AI agent you already use
…and any MCP-compatible client
Use all 3 Deterministic Text Summarizer & Extractor tools with your AI agents right now
Vinkius routes your AI agents to Deterministic Text Summarizer & Extractor through a governed proxy. Beyond a simple connection, you get full visibility into every action your agents perform, with enterprise-grade security and up to 60% savings on AI costs.
Extract top bigrams on Deterministic Text Summarizer & Extractor
Extracts the top N most frequent two-word phrases (bigrams). Excellent for SEO topic modeling
Extract top keywords on Deterministic Text Summarizer & Extractor
Extracts the top N most frequent keywords from a text (TF algorithm), ignoring stop words
Extractive summary on Deterministic Text Summarizer & Extractor
Performs algorithmic extractive summarization. It selects the most mathematically important sentences based on Term Frequency (TF)
What the Deterministic Text Summarizer & Extractor MCP Server unlocks
Large Language Models generate 'Abstractive' summaries (they write new text based on their understanding), which consumes a massive amount of tokens and can introduce hallucinations or skip crucial facts. The Text Summarizer & Extractor MCP solves this by using 'Extractive' summarization—a purely mathematical algorithm (Term Frequency) that pulls the exact, unmodified, most important sentences directly from the source text. It is the ultimate pre-processing tool for strict data extraction.
The Superpowers
- Extractive Summarization: Ranks all sentences in a document mathematically by keyword density and extracts the top N sentences. Zero hallucination.
- Keyword Extraction: Instantly counts term frequency (TF) to find the most repeated topics, completely ignoring grammatical stop words (English, Portuguese, Spanish).
- Bigram Analysis: Finds the most common two-word phrases, perfect for SEO topic modeling and strict semantic analysis.
- Zero-Dependency Architecture: Pure Javascript runtime execution guarantees absolute speed without bloated NLP packages.
Frequently asked questions about the Deterministic Text Summarizer & Extractor MCP Server
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 tool 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 tool 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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We built the connector to Deterministic Text Summarizer & Extractor. Now put your agents to work. Fully governed.
Vinkius is the AI Gateway with managed hosting. Stop building connectors. Every connection runs inside eight layers of security.
Hosted, sandboxed, and live on AWS. You don't provision anything. You don't maintain anything. You connect.
Every tool call, every token, every response. Logged and auditable. Data flows direct from Deterministic Text Summarizer & Extractor to your agent. Nothing is stored on our side. Ever.
Eight governance layers on every request. Sensitive data redacted before it reaches the model. Kill switch if anything goes sideways. Always on.