Skip to main content
Glama

Document MCP

Python 3.10+ License: MIT

Document MCP gives writers, researchers, and knowledge-managers first-class control over large-scale Markdown documents with built-in safety features that prevent content loss. Manage books, research papers, and documentation with 37 AI-powered tools including context management, git-backed version history, and semantic search.

Phase 4 Complete āœ… - v0.0.5 Production Ready (February 26, 2026)

šŸš€ Quick Start

For Claude Desktop users - No installation required. Just add to your Claude Desktop config:

macOS: ~/Library/Application Support/Claude/claude_desktop_config.json Windows: %APPDATA%\Claude\claude_desktop_config.json

{
  "mcpServers": {
    "document-mcp": {
      "url": "https://story-mcp-451560119112.asia-east1.run.app"
    }
  }
}

Restart Claude Desktop. When you first connect:

  1. Your browser opens for Google OAuth authentication

  2. Sign in with your Google account

  3. Claude Desktop securely stores your access token

  4. Start managing documents immediately!

What you get:

  • 37 MCP tools for document management

  • Your own isolated document storage

  • Automatic snapshots and git-backed version history

  • Cross-session context management

  • Semantic search with embeddings

  • No setup, no API keys, no maintenance


Option 2: Local Installation (For Claude Code / Developers)

For Claude Code users or those who want local document storage:

pip install story-mcp

Add to your Claude Code MCP settings:

{
  "mcpServers": {
    "document-mcp": {
      "command": "python",
      "args": ["-m", "story_mcp.doc_tool_server", "stdio"]
    }
  }
}

See the Package Installation Guide for detailed setup with universal path finding.


Related MCP server: Notemd MCP Server

šŸ“– What is Document MCP?

Document MCP provides a structured way to manage large stories and documents composed of multiple chapters. Think of it as a file system specifically designed for novels, screenplays, research papers, documentation, or any content that benefits from being split into manageable sections.

Key Features

  • 37 MCP Tools (Phase 4 Complete āœ…):

    • Story management, chapter operations, paragraph editing

    • Semantic search with embeddings

    • Git-backed version history

    • Cross-session context management (OneContext-inspired)

    • Entity tracking, metadata, and safety features

  • Built-in Safety: Git-backed version control, automatic commits, snapshots, and conflict detection

  • Pagination System: Page-based content access for large documents (50K chars per page)

  • User Isolation: Each authenticated user gets their own isolated storage (hosted version)

  • Local-First Option: Keep your stories on your own machine (PyPI version)

Document Organization

.documents_storage/
ā”œā”€ā”€ my_novel/                    # A story/document
│   ā”œā”€ā”€ 01-prologue.md          # Chapters ordered by filename
│   ā”œā”€ā”€ 02-chapter-one.md
│   └── 03-chapter-two.md
└── research_paper/             # Another document
    ā”œā”€ā”€ 00-abstract.md
    ā”œā”€ā”€ 01-introduction.md
    └── 02-methodology.md

šŸ›”ļø Safety Features

Document MCP includes safety features designed to prevent content loss:

  • Automatic Snapshots: Created before every destructive operation

  • Named Checkpoints: Create restore points with snapshot_document

  • Version Restoration: Roll back to any previous version with restore_snapshot

  • Conflict Detection: Warns about potential overwrites from external modifications

  • Audit Trail: Complete modification history with timestamps

🌐 Hosted Service Details

The hosted version runs on Google Cloud Run:

Feature

Details

Authentication

OAuth 2.1 with PKCE via Google

Region

asia-east1 (Taiwan)

Scaling

Auto-scales 0-10 instances based on load

Cost

Free for users (scales to zero when idle)

šŸ”§ Tool Categories

Document MCP provides 37 tools organized into 10 categories:

Category

Tools

Description

Document

6

Create, delete, list documents; manage summaries

Chapter

4

Add, edit, delete, list chapters with frontmatter

Paragraph

4

Atomic paragraph operations (insert, replace, delete, move)

Content

6

Read, search, replace, statistics, semantic search, entity tracking

Metadata

3

Chapter frontmatter, entities, timeline management

Safety

3

Git history, restore, diff comparison

Overview

1

Document outline with metadata

Discovery

1

Tool search and discovery

Context

6

Store/recall memories, export/import, list memories

Version

3

Get history, checkout version, compare versions

Discovery

1

Tool search and discovery

šŸ¤– Example Workflows

Basic Document Management

šŸ‘¤ User: Create a new document called 'My Novel'
šŸ¤– Claude: āœ… Created document 'My Novel'

šŸ‘¤ User: Add a chapter called '01-introduction.md' with content '# Chapter 1\n\nIt was a dark and stormy night...'
šŸ¤– Claude: āœ… Created chapter '01-introduction.md' in 'My Novel'

šŸ‘¤ User: List all my documents
šŸ¤– Claude: āœ… Found 1 document: 'My Novel' with 1 chapter

Safety Features in Action

šŸ‘¤ User: Delete paragraph 3 from chapter '02-climax.md' in 'My Novel'
šŸ¤– Claude: āœ… Deleted paragraph 3. Automatic snapshot created for recovery.

šŸ‘¤ User: Actually, restore the last snapshot
šŸ¤– Claude: āœ… Restored from snapshot. Paragraph 3 is back.
šŸ‘¤ User: Find content similar to "the hero's journey" in my novel
šŸ¤– Claude: āœ… Found 3 paragraphs with similar themes:
   - Chapter 2, paragraph 5 (similarity: 0.89)
   - Chapter 4, paragraph 12 (similarity: 0.82)
   - Chapter 1, paragraph 3 (similarity: 0.78)

šŸ› ļø Development

Prerequisites

  • Python 3.10+

  • Git

Local Development Setup

# Clone the repository
git clone https://github.com/clchinkc/document-mcp.git
cd document-mcp

# Install with uv (recommended)
uv sync

# Or with pip
pip install -e ".[dev]"

Running Tests

# All tests (528 tests)
uv run pytest

# By tier
uv run pytest tests/unit/           # Fast, isolated tests
uv run pytest tests/integration/    # Real MCP, mocked LLM
uv run pytest tests/e2e/            # Full system (requires API keys)

# Code quality
uv run ruff check --fix && uv run ruff format
uv run mypy document_mcp/

Running the MCP Server Locally

# Start MCP server
uv run python -m document_mcp.doc_tool_server stdio

# Or with PyPI installation
story-mcp stdio

šŸ“š Documentation

Guide

Description

Package Installation

PyPI setup for Claude Code

Manual Testing

Creative writing workflows

MCP Design Patterns

Production patterns and best practices

Testing Strategy

4-tier testing architecture

šŸ¤ Contributing

Contributions welcome! Please run the test suite before submitting PRs:

uv run pytest && uv run ruff check && uv run mypy document_mcp/

šŸ“„ License

MIT License - see LICENSE for details.

šŸ™ Acknowledgments


⭐ Star this repo if you find it useful!

Related MCP Connectors

Related MCP Servers

  • F
    license
    A
    quality
    D
    maintenance
    Enables personal project documentation management through local markdown files stored in nested directories. Supports organizing context by project and layer (backend/frontend/fullstack) with search functionality across all documentation files.
    4
    -
  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables AI coding assistants to store and retrieve project-aware context as plain Markdown files locally, with no cloud or vector database required.
    2
    MIT