Deterministic Text Summarizer & Extractor MCP Server for Claude CodeGive Claude Code instant access to 3 tools to Extract Top Bigrams, Extract Top Keywords, Extractive Summary

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.

Claude Code registers Deterministic Text Summarizer & Extractor as an MCP server in a single terminal command. Once connected, Claude Code discovers all 3 tools at runtime and can call them headlessly. ideal for CI/CD pipelines, cron jobs, and automated workflows where Deterministic Text Summarizer & Extractor data drives decisions without human intervention.

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.

The Deterministic Text Summarizer & Extractor MCP Server exposes 3 tools through the Vinkius. Connect it to Claude Code in under two minutes — credentials fully managed, no infrastructure to provision, no vendor lock-in. Your configuration, your data, your control.