Provides AI access to documentation projects built with MkDocs Material, offering tools for full-text search, page discovery, structural outline generation, and code block extraction.
Click on "Install Server".
Wait a few minutes for the server to deploy. Once ready, it will show a "Started" state.
In the chat, type
@followed by the MCP server name and your instructions, e.g., "@MkDocs MCP Serversearch the documentation for how to set up the devcontainer"
That's it! The server will respond to your query, and you can continue using it as needed.
Here is a step-by-step guide with screenshots.
MkDocs MCP Example
A comprehensive example project demonstrating the integration of MkDocs Material documentation with a Model Context Protocol (MCP) server, showcasing modern Python development practices with uv, devcontainers, and VSCode.
π Features
π Beautiful Documentation
MkDocs Material theme with modern design
Responsive layout for all devices
Advanced search with full-text indexing
Dark/light mode with system preference detection
Mermaid diagrams and syntax highlighting
Auto-generated API documentation with mkdocstrings
π€ AI-Powered Documentation Access
MCP Server providing AI access to documentation
Resource serving for direct content access
Advanced search tools for content discovery
Code block extraction and analysis
Page outline generation and navigation
π οΈ Modern Development Stack
Python 3.11+ with type hints and modern practices
uv for lightning-fast dependency management
DevContainers for consistent development environments
VSCode integration with comprehensive tooling
Rootless Podman support for secure containerization
π§ͺ Quality Assurance
Comprehensive testing with pytest and coverage
Code formatting with Ruff
Type checking with MyPy
Pre-commit hooks for automated quality checks
CI/CD ready configuration
π Quick Start
Prerequisites
Podman (rootless preferred)
VSCode with Dev Containers extension
Git
1. Clone & Open
git clone https://github.com/robmatesick/mkdocs-mcp-example.git
cd mkdocs-mcp-example
code .2. Start DevContainer
Press
Ctrl+Shift+P(Windows/Linux) orCmd+Shift+P(macOS)Select "Dev Containers: Reopen in Container"
Wait for container setup (~5-10 minutes on first run)
3. Start Development
# Terminal 1: Documentation server
make docs-serve
# Terminal 2: MCP server
make mcp-serverVisit http://localhost:8000 to see your documentation!
π Project Structure
mkdocs-mcp-example/
βββ π docs/ # Documentation source
β βββ index.md # Homepage
β βββ getting-started/ # Setup guides
β βββ mcp-server/ # MCP documentation
β βββ api/ # Auto-generated API docs
β βββ examples/ # Usage examples
β
βββ π mkdocs-site/ # MkDocs configuration
β βββ mkdocs.yml # Main configuration
β βββ pyproject.toml # Dependencies
β βββ docs/ # Theme customizations
β
βββ π mcp-server/ # MCP server implementation
β βββ src/mkdocs_mcp/ # Source code
β β βββ server.py # Main server
β β βββ resources.py # Resource management
β β βββ tools.py # Search tools
β βββ tests/ # Unit tests
β βββ pyproject.toml # Dependencies
β
βββ π .devcontainer/ # DevContainer config
βββ π .vscode/ # VSCode settings
βββ π tests/ # Integration tests
βββ pyproject.toml # Workspace configuration
βββ Makefile # Development commands
βββ README.md # This fileπ§ Development Commands
The project includes a comprehensive Makefile with common development tasks:
π¦ Setup & Installation
make setup # Complete development setup
make install # Install dependencies onlyπ§Ή Code Quality
make format # Format code with Ruff
make lint # Lint code and fix issues
make typecheck # Run MyPy type checking
make quality # Run all quality checksπ§ͺ Testing
make test # Run all tests
make test-cov # Run tests with coverage
make test-watch # Run tests in watch modeπ Documentation
make docs-serve # Start documentation server
make docs-build # Build static documentation
make docs-clean # Clean build artifactsπ€ MCP Server
make mcp-server # Start MCP server
make mcp-test # Run MCP server testsπ Development Workflow
make dev # Start both docs and MCP server
make clean # Clean all build artifacts
make ci-check # Run all CI checksποΈ Architecture
graph TB
A[π MkDocs Site] --> B[π Documentation Files]
B --> C[π€ MCP Server]
C --> D[π§ AI Assistant]
D --> E[π₯ Users]
F[π¨βπ» Developer] --> G[π³ DevContainer]
G --> H[π¦ uv Environment]
H --> A
H --> C
I[π CI/CD] --> J[π§ͺ Tests]
I --> K[ποΈ Build]
I --> L[π Deploy]π€ MCP Server Usage
The MCP server provides AI assistants with direct access to your documentation:
Available Resources
Documentation pages as readable resources
Automatic metadata extraction from frontmatter
Hierarchical navigation support
Available Tools
search_docs- Full-text search across documentationfind_by_title- Find pages by title or headinglist_pages- List all available documentation pagesget_page_outline- Extract page structure and headingssearch_code_blocks- Find and filter code examples
Example Usage
from mcp import ClientSession, StdioServerParameters
from mcp.client.stdio import stdio_client
# Connect to MCP server
server_params = StdioServerParameters(
command="python",
args=["-m", "mkdocs_mcp.server"]
)
async with stdio_client(server_params) as (read, write):
async with ClientSession(read, write) as session:
# List available documentation
resources = await session.list_resources()
print(f"Found {len(resources.resources)} pages")
# Search documentation
result = await session.call_tool("search_docs", {
"query": "installation",
"max_results": 5
})
print(result.content[0].text)πββοΈ Getting Started Guide
For Documentation Writers
Edit content in the
docs/directoryAdd new pages and update navigation in
mkdocs.ymlPreview changes at http://localhost:8000
Use Markdown features like admonitions, code blocks, and diagrams
For Python Developers
Modify MCP server in
mcp-server/src/mkdocs_mcp/Add new tools or resources for AI access
Run tests with
make testFollow type hints and modern Python practices
For DevOps Engineers
Customize DevContainer in
.devcontainer/Configure CI/CD pipelines using the Makefile targets
Deploy documentation using MkDocs build outputs
Monitor MCP server performance and usage
π Security & Best Practices
Rootless containers for enhanced security
No secrets in code - use environment variables
Input validation in MCP server endpoints
Type safety with comprehensive type hints
Dependency scanning with automated security checks
π Documentation
Complete documentation is available at:
π€ Contributing
We welcome contributions! Please see our Contributing Guide for details.
Development Setup
Fork the repository
Clone your fork
Open in DevContainer
Run
make setupMake your changes
Run
make ci-checkSubmit a pull request
π Requirements
System Requirements
OS: Linux, macOS, or Windows with WSL2
RAM: 4GB minimum, 8GB recommended
Storage: 2GB free space
Software Requirements
Python: 3.11 or higher
Podman: Latest stable version
VSCode: With Dev Containers extension
Git: For version control
π Troubleshooting
Common Issues
Container build fails
# Clean Podman cache and try again
podman system prune -a
# Or rebuild DevContainer from VSCode
# Ctrl+Shift+P -> "Dev Containers: Rebuild Container"Port conflicts
make docs-serve MKDOCS_PORT=8002Dependency issues
make clean
make dev-installSee the Troubleshooting Guide for more solutions.
π License
This project is licensed under the MIT License - see the LICENSE file for details.
π Acknowledgments
MkDocs - Static site generator
Material for MkDocs - Beautiful theme
Model Context Protocol - AI integration standard
uv - Fast Python package manager
Ruff - Python linting and formatting
Podman - Container runtime
π Support
Documentation: Project Documentation
Issues: GitHub Issues
Discussions: GitHub Discussions
β Star this repo if you find it helpful!
Built with β€οΈ using modern Python development practices.
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