Text Intelligence Mcp

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How to connect

Add it to any MCP client that supports remote servers.

{
  "mcpServers": {
    "text-intelligence-mcp": {
      "type": "http",
      "url": "https://text-intelligence-mcp.mcpize.run/mcp"
    }
  }
}

6 tools

• detect_language

  Detect language of text using character frequency analysis. Returns: {language, confidence, method}

• analyze_sentiment

  Analyze sentiment of text (positive/negative/neutral). Returns: {score, label, confidence}

• extract_keywords

  Extract top keywords from text using TF scoring. Returns: {keywords: [{word, score}], total_words}

• find_duplicates

  Find duplicate or near-duplicate texts using Jaccard similarity. Returns: {duplicates: [{text1_idx, text2_idx, similarity}]}

• summarize_text

  Extractive summarization — picks most important sentences. Returns: {summary, sentences_used, original_length}

• health_check

  Server health check.

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