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MCP Server

MCP Audio Transcriber

A portable, Dockerized Python tool that implements Model Context Protocol for audio transcription using Whisper models, featuring both CLI and web UI interfaces for converting audio files to JSON transcriptions.

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11/22/2025
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README Documentation

MCP Audio Transcriber

A Dockerized Python tool that implements the Model Context Protocol (MCP) via AssemblyAI's API. Upload or point to an audio file, and receive a structured JSON transcription.

Features

  • AssemblyMCP: a concrete MCP implementation that uses AssemblyAI's REST API
  • Command-line interface (app.py):
    python app.py <input_audio> <output_json>
    
  • Streamlit web UI (streamlit_app.py):
    • Upload local files or paste URLs
    • Click Transcribe
    • Preview transcript and download JSON
  • Docker support for environment consistency and portability

Prerequisites

  • Python 3.10+
  • An AssemblyAI API key
  • ffmpeg (for local decoding, if using local files)
  • (Optional) Docker Desktop / Engine
  • (Optional) Streamlit (pip install streamlit)

šŸ”§ Installation

  1. Clone the repo

    git clone https://github.com/ShreyasTembhare/MCP---Audio-Transcriber.git
    cd MCP---Audio-Transcriber
    
  2. Create a .env

    ASSEMBLYAI_API_KEY=your_assemblyai_api_key_here
    
  3. Ensure .gitignore contains:

    .env
    
  4. Install Python dependencies

    pip install --upgrade pip
    pip install -r requirements.txt
    
  5. Install ffmpeg

    • Ubuntu/Debian: sudo apt update && sudo apt install ffmpeg -y
    • Windows: download from https://ffmpeg.org and add its bin/ to your PATH

Usage

1. CLI Transcription

python app.py <input_audio> <output_json>
  • <input_audio>: any file or URL supported by AssemblyAI
  • <output_json>: path for the generated JSON

Example:

python app.py data/input.ogg data/output.json
cat data/output.json

2. Streamlit Web UI

streamlit run streamlit_app.py
  • Open http://localhost:8501
  • Upload or enter an audio URL
  • Click Transcribe
  • Download the JSON result

3. Docker

Build the image:

docker build -t mcp-transcriber .

Run it (mounting your data/ folder):

docker run --rm \
  -e ASSEMBLYAI_API_KEY="$ASSEMBLYAI_API_KEY" \
  -v "$(pwd)/data:/data" \
  mcp-transcriber:latest \
  /data/input.ogg /data/output.json

Then inspect:

ls data/output.json
cat data/output.json

Windows PowerShell:

docker run --rm `
  -e ASSEMBLYAI_API_KEY=$env:ASSEMBLYAI_API_KEY `
  -v "${PWD}\data:/data" `
  mcp-transcriber:latest `
  /data/input.ogg /data/output.json

Project Structure

MCP-Audio-Transcriber/
ā”œā”€ā”€ app.py               # CLI entrypoint (AssemblyMCP only)
ā”œā”€ā”€ mcp.py               # ModelContextProtocol + AssemblyMCP
ā”œā”€ā”€ streamlit_app.py     # Streamlit interface
ā”œā”€ā”€ requirements.txt     # assemblyai, python-dotenv, streamlit, etc.
ā”œā”€ā”€ Dockerfile           # builds the container
ā”œā”€ā”€ .gitignore           # ignores .env, __pycache__, etc.
ā”œā”€ā”€ LICENSE              # MIT license
└── data/                # sample input and output
    ā”œā”€ā”€ input.ogg
    └── output.json

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Key Features

Model Context Protocol
Secure Communication
Real-time Updates
Open Source

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