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Text Intelligence Mcp

by varvararatta · remote · no sign-in to list tools · v1.0.0 · published by GitHub user varvararatta

Text Intelligence delivers robust NLP capabilities without the hassle of authentication or

Changes · 3

6 tools: 3 change things and 3 only read.

Scanned Oct 21, 2026

No check matched anything in the tool definitions. No finding is not a safety guarantee. How the checks work.

claude mcp add --transport http text_intelligence_mcp https://text-intelligence-mcp.mcpize.run/mcp

Tools

Open a tool for its reasons and full description. Descriptions are the publisher's own words, shown as they are.

6 tools

Changes things 3Claude Code: ask
  • detect_languageDetect language of text using character frequency analysis.No findings

    Why it is in this group

    • Nothing in its name or description says what it does, so it is counted as a write.
    Description, as the server wrote it
    Detect language of text using character frequency analysis. Returns: {language, confidence, method}
  • extract_keywordsExtract top keywords from text using TF scoring.No findings

    Why it is in this group

    • Nothing in its name or description says what it does, so it is counted as a write.
    Description, as the server wrote it
    Extract top keywords from text using TF scoring. Returns: {keywords: [{word, score}], total_words}
  • health_checkServer health check.No findings

    Why it is in this group

    • Nothing in its name or description says what it does, so it is counted as a write.
    Description, as the server wrote it
    Server health check.
Only reads 3Claude Code: allow
  • analyze_sentimentAnalyze sentiment of text (positive/negative/neutral).No findings

    Why it is in this group

    • The name "analyze_sentiment" says "analyze": a word for reading.
    Description, as the server wrote it
    Analyze sentiment of text (positive/negative/neutral). Returns: {score, label, confidence}
  • find_duplicatesFind duplicate or near-duplicate texts using Jaccard similarity.No findings

    Why it is in this group

    • The name "find_duplicates" says "find": a word for reading.
    Description, as the server wrote it
    Find duplicate or near-duplicate texts using Jaccard similarity. Returns: {duplicates: [{text1_idx, text2_idx, similarity}]}
  • summarize_textExtractive summarization — picks most important sentences.No findings

    Why it is in this group

    • The name "summarize_text" says "summarize": a word for reading.
    Description, as the server wrote it
    Extractive summarization — picks most important sentences. Returns: {summary, sentences_used, original_length}

This is not a safety rating, and no finding is not a safety guarantee. The groups and findings come from fixed checks of the tool definitions the server returned on the date shown, not from its code or what it does when called. How the checks work.

Install

Pinned to version 1.0.0. Values in angle brackets are yours to fill in.

claude mcp add --transport http text_intelligence_mcp https://text-intelligence-mcp.mcpize.run/mcp

Run in a terminal.

Claude Code permissions

Allow the reads, ask before a change, deny the deletes. Paste into .claude/settings.json.

.claude/settings.json
{
  "permissions": {
    "allow": [
      "mcp__text_intelligence_mcp__analyze_sentiment",
      "mcp__text_intelligence_mcp__find_duplicates",
      "mcp__text_intelligence_mcp__summarize_text"
    ],
    "ask": [
      "mcp__text_intelligence_mcp__detect_language",
      "mcp__text_intelligence_mcp__extract_keywords",
      "mcp__text_intelligence_mcp__health_check"
    ],
    "deny": []
  }
}

Tools that only read are allowed, tools that change things ask first, tools that delete or cancel are denied. It assumes the server is installed as text_intelligence_mcp. Review it before you use it.