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wjmuse

Document Assistant MCP Server

by wjmuse

Document Assistant MCP Server

A Model Context Protocol (MCP) server for document processing, note-taking, and knowledge management. This server provides tools for indexing documents, creating notes, searching content, and extracting metadata.

Features

  • Document Indexing: Index documents for fast search and retrieval

  • Note Taking: Create and organize markdown notes with tags

  • Search: Search indexed documents by keywords and tags

  • Metadata Extraction: Extract metadata from documents automatically

Related MCP server: Rememberizer MCP Server for Common Knowledge

Installation

Prerequisites

  • Python 3.10 or higher

  • pip (Python package installer)

Setup

  1. Clone or download this repository to your workspace

  2. Activate your Python virtual environment:

source myvenv/bin/activate
  1. Install dependencies:

pip install -r requirements.txt
  1. Install the package in development mode:

pip install -e .

Project Structure

.
├── .clinerules/              # Cline rules for coding standards
│   ├── 01-coding.md          # Core coding standards
│   ├── 02-documentation.md   # Documentation requirements
│   └── current-sprint.md     # Current sprint rules
├── memory-bank/              # Cline Memory Bank
│   ├── common-knowledge/     # Document format knowledge
│   ├── code-snippets/        # Reusable code patterns
│   └── configuration/        # Configuration settings
├── src/
│   └── document_assistant/   # Main package
│       ├── server.py         # MCP server implementation
│       └── utils/            # Utility modules
│           ├── errors.py              # Custom exceptions
│           └── document_processor.py  # Document processing logic
├── requirements.txt          # Python dependencies
├── setup.py                  # Package setup configuration
└── README.md                 # This file

Usage

Starting the Server

Run the MCP server using Python:

python -m document_assistant.server

Or use the installed console script:

document-assistant

Available Tools

1. index_document

Index a document for search and retrieval.

Parameters:

  • path (required): Path to the document to index

  • tags (optional): Array of tags for categorization

Example:

{
  "path": "/path/to/document.md",
  "tags": ["work", "project"]
}

2. create_note

Create a new note in markdown format.

Parameters:

  • title (required): Title of the note

  • content (required): Content of the note in markdown

  • tags (optional): Array of tags for the note

Example:

{
  "title": "Meeting Notes",
  "content": "## Discussion Points\n\n- Item 1\n- Item 2",
  "tags": ["meeting", "2024"]
}

3. search_documents

Search indexed documents by keywords or tags.

Parameters:

  • query (required): Search query string

  • tags (optional): Array of tags to filter results

  • limit (optional): Maximum number of results (default: 10)

Example:

{
  "query": "meeting",
  "tags": ["work"],
  "limit": 5
}

4. extract_metadata

Extract metadata from a document.

Parameters:

  • path (required): Path to the document

Example:

{
  "path": "/path/to/document.md"
}

Configuration

Storage Locations

  • Documents: ./documents (created automatically)

  • Index: ./index (created automatically)

  • Backups: ./backups (if enabled)

Supported File Formats

  • Markdown (.md)

  • Plain text (.txt)

  • JSON (.json)

Development

Running Tests

pytest tests/

Code Style

This project follows PEP 8 coding standards. Use the following tools for code quality:

# Format code
black src/

# Check style
flake8 src/

# Type checking
mypy src/

MCP Configuration

To use this server with Cline or other MCP clients, add it to your MCP settings:

{
  "mcpServers": {
    "document-assistant": {
      "command": "python",
      "args": ["-m", "document_assistant.server"],
      "cwd": "/home/wjmuse/workspace/mcp_daily_life"
    }
  }
}

Memory Bank

The memory-bank/ directory contains custom instructions for Cline:

  • common-knowledge/: Document format knowledge and best practices

  • code-snippets/: Reusable MCP patterns and code examples

  • configuration/: Server settings and preferences

Contributing

  1. Follow the coding standards in .clinerules/01-coding.md

  2. Update documentation as per .clinerules/02-documentation.md

  3. Check current sprint rules in .clinerules/current-sprint.md

License

MIT License

Troubleshooting

Import Errors

If you encounter import errors, ensure:

  1. Virtual environment is activated

  2. Dependencies are installed: pip install -r requirements.txt

  3. Package is installed in development mode: pip install -e .

Path Issues

  • Use absolute paths when possible

  • Ensure document paths are accessible

  • Check file permissions

Support

For issues and questions, please refer to:

  • .clinerules/ directory for development guidelines

  • memory-bank/ directory for knowledge base

  • MCP documentation: https://docs.cline.bot/mcp

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maintenance

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