File_Summarizer_MCP_Server

Muskan244/File_Summarizer_MCP_Server

3.2

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The File Summarizer MCP Server is a fully offline, multi-modal file summarization server built with FastMCP, supporting various file types and offering language detection, translation, and speech-to-text capabilities.

Tools

  1. read_file

    Reads the content of a specified file.

  2. summarize_file

    Generates a summary of the specified file's content.

  3. summarize_text

    Generates a summary of the provided text.

  4. detect_language

    Detects the language of the provided text.

  5. translate_text

    Translates the provided text to English.

  6. transcribe_file

    Transcribes audio or video file content to text.

📄 File Summarizer MCP Server

A custom MCP (Model Context Protocol) server that reads and summarizes the contents of any file type (PDF, DOCX, TXT, HTML, JSON, etc.) using Apache Tika, with optional multilingual support.

🧠 Easily plug this into Claude Desktop or other LLM tools to enable file-based context and summarization.

🚀 Features

  • 🔍 Reads content from any file type supported by Apache Tika
  • ✨ Summarizes file content or raw input text
  • 🌍 Auto-detects file language and translates non-English text before summarizing
  • 🌐 Optional MCP tools to detect language and translate text
  • 🧩 Async MCP tools for smooth integration
  • 🛠️ Built with Python 3.12 and the FastMCP framework
  • ✅ Ready for use with Claude Desktop or any other MCP client
  • 📦 Published to PyPI for easy installation

📦 Installation

From PyPI

pip install file-summarizer-mcp-server

From GitHub

git clone https://github.com/Muskan244/File_Summarizer_MCP_Server.git
cd File_Summarizer_MCP_Server
uv venv
source .venv/bin/activate  # or .venv\Scripts\activate on Windows
uv pip install -r requirements.txt

🛠 Claude Desktop Integration

To use this server inside Claude Desktop:

  1. Open (or create) your Claude config:
macOS
code ~/Library/Application\ Support/Claude/claude_desktop_config.json
Windows
code $env:AppData\Claude\claude_desktop_config.json
  1. Add your server entry:
{
  "mcpServers": {
    "file-summarizer": {
      "command": "uv",
      "args": [
        "--directory",
        "/ABSOLUTE/PATH/TO/File_Summarizer_MCP_Server/file_summarizer",
        "run",
        "file_summarizer.py"
      ]
    }
  }
}
  1. Restart Claude Desktop, and your tools should appear!

🧪 MCP Tools Provided

Tool NameDescription
read_fileReads raw content from a file
summarize_fileSummarizes content of any file
summarize_textSummarizes raw text string
detect_languageDetects the language of input text
translate_textTranslates any text to English
transcribe_fileTranscribe audio or video file content

📝 Requirements

  • Python 3.12
  • Apache Tika
  • langdetect
  • deep-translator
  • fastmcp

Install all with:

pip install -r requirements.txt

📜 License

This project is licensed under the MIT License. See the file for details.

👤 Author

Muskan Raghav