N-Gram Frequency Engine MCP Server with 1 Tools for Claude, Cursor, and AI Agents
GDPR Free for SubscribersExact deterministic unigram, bigram, and trigram counting over huge texts. Save tokens and guarantee 100% accurate phrase counts. Vinkius routes your AI agents directly to N-Gram Frequency Engine through a governed connection. 1 tools ready to use with Claude, ChatGPT, Cursor, or any AI agent — no hosting, no setup, connect in 30 seconds.
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Compatible with every major AI agent and IDE
Gemini* Every MCP server runs on Vinkius-managed infrastructure inside AWS - a purpose-built runtime with per-request V8 isolates, Ed25519 signed audit chains, and sub-40ms cold starts optimized for native MCP execution. See our infrastructure
What is the natural MCP Server?
The natural MCP Server routes AI agents like Claude, ChatGPT, and Cursor directly to natural via 1 tools. Exact deterministic unigram, bigram, and trigram counting over huge texts. Save tokens and guarantee 100% accurate phrase counts. Powered by Vinkius — your credentials stay on your side of the connection, every request is auditable. Connect in under 2 minutes.
Built-in capabilities (1)
Tools for your AI Agents to operate natural
Ask your AI agent "Here is a 50-page PDF text. Find the top 10 most frequent trigrams (n=3) to help me understand the core topics." and get the answer without opening a single dashboard. With 1 tools connected to real natural 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 N-Gram Frequency Engine App Connector works with every AI agent you already use
…and any MCP-compatible client
Use all 1 N-Gram Frequency Engine tools with your AI agents right now
Vinkius routes your AI agents to N-Gram Frequency Engine 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 ngram frequencies on N-Gram Frequency Engine
Extracts the top most frequent N-Grams (e.g. bigrams, trigrams) from a text deterministically
What the N-Gram Frequency Engine MCP Server unlocks
Counting the most frequent 2-word or 3-word phrases (N-Grams) in a 100-page document is an expensive and inaccurate task for an LLM. Due to token limits, LLMs will approximate the counts or miss phrases entirely. The N-Gram Frequency Engine processes the text directly in native V8 JavaScript, delivering mathematically perfect frequency counts for bigrams, trigrams, and custom N-Grams in milliseconds.
Frequently asked questions about the N-Gram Frequency Engine MCP Server
What are Bigrams and Trigrams?
A bigram is a sequence of two adjacent words (e.g., 'machine learning'). A trigram is three (e.g., 'natural language processing').
Does it lowercase the text automatically?
Yes, all text is automatically lowercased and tokenized natively to ensure accurate aggregation of phrases.
Is this faster than asking Claude?
Significantly faster and 100% accurate. LLMs cannot count occurrences across thousands of tokens reliably.
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We built the connector to N-Gram Frequency Engine. 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 N-Gram Frequency Engine 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.