MCP Server - ai-content-detector-mcp

๐Ÿ” AI Content Detector MCP Server

Detect AI-generated content, analyze writing style, check plagiarism, and humanize text. Recognizes 24 AI writing patterns. Sister product of HumanizerMCP - forms a "detect + humanize" closed loop.

Features

  • 8 MCP Tools: detect_ai_content, analyze_writing_style, check_plagiarism, get_detection_report, humanize_content, batch_detect, compare_versions, get_ai_probability
  • 24 AI Patterns: Based on Wikipedia "Signs of AI writing" guide
  • Style Analysis: Sentence rhythm, vocabulary diversity, personal voice, emotional richness
  • Plagiarism Check: N-gram similarity and self-repetition detection
  • Humanization: Actionable suggestions to reduce AI traces

Quick Start

# Install
pip install -r requirements.txt

# Run (stdio mode)
python server.py

# Run (HTTP mode)
python server.py --transport http --port 8010

Tools

Tool Description
detect_ai_content Detect AI patterns with severity scores
analyze_writing_style Analyze sentence patterns and voice
check_plagiarism Check similarity and self-repetition
get_detection_report Comprehensive detection report
humanize_content Suggestions to make text more human
batch_detect Detect multiple texts at once
compare_versions Compare AI scores between versions
get_ai_probability Quick AI probability score

AI Patterns Detected

๐Ÿ”ด High Severity: Elevated vocabulary, vague attribution, promotional tone, boilerplate intro, lack of specificity, buzzword density, no personal anecdotes, parallel negation

๐ŸŸก Medium Severity: Em dash overuse, rule of three, transition overuse, conclusion summary, hedge words, redundant phrasing, over-explanation, neutral stance, generic examples

๐ŸŸข Low Severity: Perfect grammar, list-heavy, template structure, symmetric structure, emotional flatness

Integration with HumanizerMCP

This detector pairs perfectly with HumanizerMCP:

  1. Detect โ†’ Identify AI patterns and their severity
  2. Humanize โ†’ Apply fixes using HumanizerMCP's rule/LLM engine
  3. Compare โ†’ Verify AI score reduction with compare_versions

MCP Config

{
  "mcpServers": {
    "ai-content-detector": {
      "command": "python",
      "args": ["server.py"],
      "cwd": "/path/to/ai-content-detector-mcp"
    }
  }
}

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{
  "mcpServers": {
    "ai-content-detector-mcp": {
      "url": "http://www.mzse.com/detector-mcp/"
    }
  }
}

REST API

curl http://www.mzse.com/detector-mcp/

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License

MIT

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