N-Gram Frequency Engine

N-Gram Frequency Engine MCP Connector for Claude

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Exact deterministic unigram, bigram, and trigram counting over huge texts. Save tokens and guarantee 100% accurate phrase counts.

1 tools Official Updated Jun 28, 2026 Official Vinkius Partner

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.

nlptext-processingfrequency-analysisbigramtrigramlinguistic-analysis

1 tools expose this connector's capabilities to your AI agent.

extract_ngram_frequencies

Extracts the top most frequent N-Grams (e.g. bigrams, trigrams) from a text deterministically

See how to talk to your AI agent using N-Gram Frequency Engine.

Here is a 50-page PDF text. Find the top 10 most frequent trigrams (n=3) to help me understand the core topics.

The computation has been executed with mathematical precision. All results are exact and ready for review.

Combine all these customer reviews into one string and extract the top 5 bigrams (n=2).

The computation has been executed with mathematical precision. All results are exact and ready for review.

Extract the exact frequencies of 4-grams from this competitor's article to map their SEO keyword strategy.

The computation has been executed with mathematical precision. All results are exact and ready for review.

A bigram is a sequence of two adjacent words (e.g., 'machine learning'). A trigram is three (e.g., 'natural language processing').

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