4,000+ servers built on MCP Fusion
Vinkius

Integrate Deterministic Text Summarizer & Extractor with Claude, Cursor, Chatbots & AI Agents MCP Server

Equip your AI with pure Term Frequency (TF) text analysis. Deterministically extract keywords, bigrams, and generate extractive summaries without external API calls.
MCP Inspector GDPR Free for Subscribers

Compatible with every major AI agent and IDE

ClaudeClaude
ChatGPTChatGPT
CursorCursor
GeminiGemini
WindsurfWindsurf
VS CodeVS Code
JetBrainsJetBrains
VercelVercel
+ other MCP clients
extract

Extract top bigrams on Deterministic Text Summarizer & Extractor

Extracts the top N most frequent two-word phrases (bigrams). Excellent for SEO topic modeling

extract

Extract top keywords on Deterministic Text Summarizer & Extractor

Extracts the top N most frequent keywords from a text (TF algorithm), ignoring stop words

extractive

Extractive summary on Deterministic Text Summarizer & Extractor

Performs algorithmic extractive summarization. It selects the most mathematically important sentences based on Term Frequency (TF)

Security & Code Integrity Audit

Every tool in the Deterministic Text Summarizer & Extractor MCP Server is continuously audited by the Vinkius Security Engine. We guarantee zero-trust payload isolation, strict data boundaries, and deterministic execution for enterprise-grade AI agents.

MCP Inspector
FScore: 3.11

How Vinkius protects your data

Can I set different limits for each virtual assistant on my team?

Absolutely. You have full control in our command center. You can create an AI agent that only "reads" data so the support team can answer questions, and another superpowered agent that can "edit" and "create" information exclusively for your operations team. Each AI gets exactly the level of access you allow.

Can I audit what my AI agents are doing with this integration?

Yes, Vinkius provides an immutable, HMAC-chained audit log. Every tool execution, payload, and response is tracked in real-time on your dashboard, giving you complete visibility into your agent's actions.

What if the AI ends up reading customer data or confidential information?

We have a built-in digital "bodyguard" called DLP (Data Loss Prevention). If a tool fetches data and the response contains social security numbers, credit cards, or personal customer info, Vinkius magically blocks and erases that information before it is delivered to the AI. The AI works only with what is strictly necessary, and your sensitive data never leaks.

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.

Automated Workflows using Deterministic Text Summarizer & Extractor

Add the Deterministic Text Summarizer & Extractor tool to your AI Agents. The toolkit allows Claude and ChatGPT to securely fetch and update targeted data.

Scaling extractive summarization via MCP

Use the Deterministic Text Summarizer & Extractor MCP to manage extractive summarization requests. Models like Claude Code utilize this connection to perform reliable knowledge management updates.

Mastering term frequency with Agents

Connect Deterministic Text Summarizer & Extractor to your AI agents (Claude, ChatGPT, Cursor) to manage term frequency operations. The MCP server processes the underlying API requests and schema formatting for the knowledge management domain.

Explore More MCP Servers

View all →