Magento 2 GraphQL Documentation MCP Server

A local STDIO MCP server that provides tools to search and retrieve Magento 2 GraphQL API documentation from local markdown files.

📖 New to setup? See SETUP.md for a step-by-step quick start guide.

Features

• Search Documentation: Full-text search across 350+ GraphQL documentation pages
• Get Complete Documents: Retrieve full documentation with metadata
• Search GraphQL Elements: Find queries, mutations, types, and interfaces
• Get Element Details: View complete schema element definitions with examples
• Browse Categories: Navigate documentation hierarchy (schema, develop, usage, tutorials)
• Access Tutorials: Get step-by-step learning paths (e.g., checkout workflow)
• Search Code Examples: Find working code examples in GraphQL, JSON, JavaScript
• Discover Related Docs: Find related documentation automatically
• Offline Operation: Works entirely offline using local markdown files
• Fast Startup: Only re-indexes if documentation files have changed (<5 seconds)

How it Works

1. Parsing: On startup, the server parses markdown files with YAML frontmatter
2. Extraction: Extracts metadata, code blocks, and GraphQL schema elements
3. Indexing: Stores data in SQLite with FTS5 full-text search indexes
4. Searching: Provides intelligent search across documentation, code, and schema

Quick Start

Step 1: Clone the Documentation Repository

The MCP server requires access to the Adobe Commerce GraphQL documentation markdown files. Clone the official repository:

# Clone the commerce-webapi repository
git clone https://github.com/AdobeDocs/commerce-webapi.git

# The GraphQL docs are located at:
# commerce-webapi/src/pages/graphql/

Step 2: Set Up the Documentation Path

You have two options for configuring the documentation path:

Option A: Using a Symlink (Recommended)

Create a symlink in the project directory:

cd magento-graphql-docs-mcp
ln -s /path/to/commerce-webapi/src/pages/graphql data

Option B: Using Environment Variable

Set the MAGENTO_GRAPHQL_DOCS_PATH environment variable:

export MAGENTO_GRAPHQL_DOCS_PATH="/path/to/commerce-webapi/src/pages/graphql"

To make this permanent, add it to your shell profile (~/.bashrc, ~/.zshrc, etc.):

echo 'export MAGENTO_GRAPHQL_DOCS_PATH="/path/to/commerce-webapi/src/pages/graphql"' >> ~/.zshrc
source ~/.zshrc

Step 3: Verify Documentation Access

Check that the documentation path is accessible:

# If using symlink:
ls -la data/

# If using environment variable:
ls -la $MAGENTO_GRAPHQL_DOCS_PATH/

# You should see files like:
# - index.md
# - release-notes.md
# - schema/ (directory)
# - tutorials/ (directory)
# - develop/ (directory)

Step 4: Install the MCP Server

cd magento-graphql-docs-mcp
pip install -e .

Step 5: Run and Verify

# Run the server (will parse and index 350 documents on first run)
magento-graphql-docs-mcp

# In another terminal, run verification tests:
python3 tests/verify_parser.py
python3 tests/verify_db.py
python3 tests/verify_server.py

Installation

Requirements

• Python 3.10 or higher
• Git (to clone the documentation repository)
• 350+ Magento 2 GraphQL documentation markdown files from AdobeDocs/commerce-webapi

Detailed Setup

1. Clone Both Repositories

# Clone the documentation source
git clone https://github.com/AdobeDocs/commerce-webapi.git

# Clone this MCP server
cd magento-graphql-docs-mcp

2. Configure Documentation Path

The server looks for documentation in this order (with path validation on startup):

1. Environment variable MAGENTO_GRAPHQL_DOCS_PATH (if set, validates path exists)
2. ./data/ directory (symlink or directory with .md files in project root)
3. ../commerce-webapi/src/pages/graphql/ (sibling directory auto-detection)

If no valid path is found, the server will fail with a helpful error message explaining all three setup options.

Choose the method that works best for your setup:

# Method 1: Symlink (recommended for development)
ln -s ~/projects/commerce-webapi/src/pages/graphql data

# Method 2: Environment variable (recommended for deployment)
export MAGENTO_GRAPHQL_DOCS_PATH="$HOME/projects/commerce-webapi/src/pages/graphql"

# Method 3: Clone commerce-webapi as sibling directory
# magento-graphql-docs-mcp/
# commerce-webapi/
#   └── src/pages/graphql/

3. Install Dependencies

pip install -e .

This installs:

• fastmcp - MCP server framework
• sqlite-utils - Database management
• pydantic - Data validation
• python-frontmatter - YAML frontmatter parsing
• markdown-it-py - Markdown processing

Usage

Running the Server

Once configured, start the server:

# Start the MCP server
magento-graphql-docs-mcp

# The server will:
# 1. Check if documentation has changed (compares file modification times)
# 2. Parse markdown files if needed (350 files, ~3-5 seconds)
# 3. Index content in SQLite with FTS5
# 4. Start listening for MCP requests over STDIO

On subsequent runs, if the documentation hasn't changed, startup is nearly instant (~0.87s).

Configuration

The server uses environment variables for configuration:

Documentation Path

Set where the GraphQL documentation is located:

# Option 1: Absolute path (recommended)
export MAGENTO_GRAPHQL_DOCS_PATH="/Users/you/projects/commerce-webapi/src/pages/graphql"

# Option 2: Relative path (from project root)
export MAGENTO_GRAPHQL_DOCS_PATH="./data"

# Option 3: Home directory relative
export MAGENTO_GRAPHQL_DOCS_PATH="~/repos/commerce-webapi/src/pages/graphql"

Default: The server looks for documentation in these locations (in order, with validation):

1. MAGENTO_GRAPHQL_DOCS_PATH environment variable (validated on startup)
2. ./data/ directory in project root (must contain .md files)
3. ../commerce-webapi/src/pages/graphql/ (sibling directory auto-detection)

Database Location

Customize where the SQLite database is stored:

# Default: ~/.mcp/magento-graphql-docs/database.db
export MAGENTO_GRAPHQL_DOCS_DB_PATH="/custom/path/magento-graphql.db"

The database directory will be created automatically if it doesn't exist.

Performance Tuning (Optional)

Customize search behavior and limits:

# Number of search results to return (default: 5)
export MAGENTO_GRAPHQL_DOCS_TOP_K=10

# Max fields per GraphQL element (default: 20)
export MAGENTO_GRAPHQL_DOCS_MAX_FIELDS=30

# Max code preview length in characters (default: 400)
export MAGENTO_GRAPHQL_DOCS_CODE_PREVIEW=600

Using with an MCP Client

Configure your MCP client (e.g., Claude Desktop, Cline, etc.) to use this server.

Example: Claude Desktop Configuration

Add to ~/Library/Application Support/Claude/claude_desktop_config.json (macOS):

{
  "mcpServers": {
    "magento-graphql-docs": {
      "command": "magento-graphql-docs-mcp",
      "env": {
        "MAGENTO_GRAPHQL_DOCS_PATH": "/Users/you/projects/commerce-webapi/src/pages/graphql"
      }
    }
  }
}

Example: Using Python Module Directly

{
  "mcpServers": {
    "magento-graphql-docs": {
      "command": "python3",
      "args": ["-m", "magento_graphql_docs_mcp.server"],
      "env": {
        "MAGENTO_GRAPHQL_DOCS_PATH": "/path/to/commerce-webapi/src/pages/graphql"
      }
    }
  }
}

Example: With Custom Database Path

{
  "mcpServers": {
    "magento-graphql-docs": {
      "command": "magento-graphql-docs-mcp",
      "env": {
        "MAGENTO_GRAPHQL_DOCS_PATH": "/path/to/commerce-webapi/src/pages/graphql",
        "MAGENTO_GRAPHQL_DOCS_DB_PATH": "/custom/databases/magento-graphql.db"
      }
    }
  }
}

After configuration, restart your MCP client to activate the server.

Usage Examples

The examples/ directory contains practical usage examples demonstrating all MCP tools:

Available Examples

1. Product Queries (examples/example_products.py)

   • Search product documentation
   • Find product GraphQL queries and types
   • Explore ProductInterface details
   • Search product code examples

2. Customer Queries (examples/example_customer.py)

   • Search customer documentation
   • Find customer mutations (create, update)
   • Explore authentication and tokens
   • Find customer address operations

3. Cart & Checkout (examples/example_cart_checkout.py)

   • Search cart documentation
   • Complete checkout workflow tutorial
   • Find cart mutations and queries
   • Explore checkout step-by-step

Running Examples

# Run individual examples
python3 examples/example_products.py
python3 examples/example_customer.py
python3 examples/example_cart_checkout.py

# Or run all examples at once
bash examples/run_all_examples.sh

See examples/README.md for detailed documentation.

MCP Tools

1. search_documentation

Search for documentation pages using keywords.

Parameters:

• queries: List of 1-3 short keyword queries (e.g., ["product", "cart"])
• category: Optional filter (schema, develop, usage, tutorials)
• subcategory: Optional filter (products, cart, customer, etc.)
• content_type: Optional filter (guide, reference, tutorial, schema)

Example:

search_documentation(queries=["checkout"], category="tutorials")

2. get_document

Get complete documentation page by file path.

Parameters:

• file_path: Relative path to document (e.g., "schema/products/queries/products.md")

Returns: Full document content with metadata, frontmatter, and markdown.

3. search_graphql_elements

Search for GraphQL queries, mutations, types, or interfaces.

Parameters:

• query: Search term
• element_type: Optional filter (query, mutation, type, interface, union)

Example:

search_graphql_elements(query="products", element_type="query")

4. get_element_details

Get complete details about a specific GraphQL element.

Parameters:

• element_name: Element name (e.g., "products", "createCustomer")
• element_type: Optional type filter

Returns: Full element definition with fields, parameters, source document, and code examples.

5. list_categories

List all documentation categories with document counts.

Returns: Hierarchical category tree showing all available documentation areas.

6. get_tutorial

Get complete tutorial with all steps in order.

Parameters:

• tutorial_name: Tutorial name (e.g., "checkout")

Returns: Sequential tutorial steps with code examples and explanations.

7. search_examples

Search for code examples by topic and language.

Parameters:

• query: Search term
• language: Optional language filter (graphql, json, javascript, php, bash)

Example:

search_examples(query="add to cart", language="graphql")

8. get_related_documents

Find documents related to a specified document.

Parameters:

• file_path: File path of source document

Returns: Related documents based on category and keywords.

Verification Scripts

Test each component independently.

Important: Run all tests from the project root directory:

# Navigate to project root
cd magento-graphql-docs-mcp

# Test the markdown parser
python3 tests/verify_parser.py

# Test database ingestion
python3 tests/verify_db.py

# Test MCP server and all 8 tools
python3 tests/verify_server.py

# Run performance benchmarks
python3 tests/benchmark_performance.py

Running tests from other directories will cause import errors.

Database Schema

The server uses SQLite with the following tables:

• documents: All documentation pages with FTS5 index
• code_blocks: Code examples from documentation
• graphql_elements: Extracted GraphQL schema elements with FTS5 index
• metadata: Ingestion tracking

Performance

Based on benchmarks (run python3 tests/benchmark_performance.py):

• Startup Time: 0.87s (when data unchanged) | 3-5s (first run or files changed)
• Search Speed: 5.5ms average (FTS5 direct: 0.7ms)
• Document Retrieval: 8.2ms
• GraphQL Element Search: 3.4ms
• Database Size: ~30 MB for 350 documents
• Indexed Content: 350 documents, 963 code blocks, 51 GraphQL elements

All performance targets exceeded: <5s startup ✓, <100ms searches ✓

Example Queries

Query	Tool	Result
"How do I query products?"	search_documentation	Product query documentation
"Show me product query details"	search_graphql_elements	products query definition
"Complete checkout flow"	get_tutorial	Step-by-step checkout guide
"Cart mutation examples"	search_examples	Working GraphQL cart examples
"All B2B documentation"	list_categories + search	B2B schema documentation

Development

Project Structure

magento-graphql-docs-mcp/
├── magento_graphql_docs_mcp/
│   ├── __init__.py
│   ├── config.py          # Configuration
│   ├── parser.py          # Markdown + GraphQL parser
│   ├── ingest.py          # Database ingestion
│   └── server.py          # MCP server with 8 tools
├── tests/
│   ├── verify_parser.py   # Parser verification
│   ├── verify_db.py       # Database verification
│   └── verify_server.py   # Server verification
├── data/
│   └── (symlink to docs)
├── pyproject.toml
├── README.md
└── CLAUDE.md

Architecture

Markdown Files (350)
    ↓
Parser (frontmatter + content + GraphQL extraction)
    ↓
SQLite (documents + code_blocks + graphql_elements + FTS5)
    ↓
FastMCP Server (8 tools via STDIO)
    ↓
MCP Client (Claude, IDE, etc.)

Advantages

vs Web Scraping

• ✅ Offline operation (no network required)
• ✅ Fast startup (3-5s vs 30-60s)
• ✅ Local control (works with custom docs)
• ✅ No HTML parsing complexity

vs REST API MCP

• ✅ Includes tutorials and guides (not just API specs)
• ✅ Code examples searchable
• ✅ Narrative content for learning
• ✅ Tutorial workflows

Unique Features

• 📚 350 documents indexed
• 🔍 8 specialized search tools
• 💡 Tutorial support
• 📝 Code example search
• 🔗 Related document discovery
• ⚡ Fast FTS5 search
• 🎯 GraphQL-aware parsing

Troubleshooting

Documentation Not Found Error

Error: FileNotFoundError: Documentation directory not found!

The server now provides a helpful error message showing all three setup methods.

Solutions:

1. Verify the documentation repository is cloned:

   git clone https://github.com/AdobeDocs/commerce-webapi.git
   

2. Check the path is correct:

   # If using environment variable:
   echo $MAGENTO_GRAPHQL_DOCS_PATH
   ls -la $MAGENTO_GRAPHQL_DOCS_PATH
   
   # If using symlink:
   ls -la data/
   # Should show a symlink pointing to the GraphQL docs
   
   # You should see 350+ markdown files and directories like:
   # - schema/
   # - tutorials/
   # - develop/
   # - index.md
   

3. Set the correct path (choose one method):

   # Method 1: Environment variable (recommended for deployment)
   export MAGENTO_GRAPHQL_DOCS_PATH="/path/to/commerce-webapi/src/pages/graphql"
   
   # Method 2: Create symlink (recommended for development)
   cd magento-graphql-docs-mcp
   ln -s /path/to/commerce-webapi/src/pages/graphql data
   # Verify: ls -la data/ should show the symlink
   
   # Method 3: Clone as sibling directory (automatic)
   cd parent-directory
   git clone https://github.com/AdobeDocs/commerce-webapi.git
   # Server will automatically find it
   

4. Verify the setup:

   # The server validates paths on startup and will show helpful errors
   magento-graphql-docs-mcp
   # If path is invalid, you'll see exactly which methods were tried
   

Server Won't Start

Error: ModuleNotFoundError: No module named 'magento_graphql_docs_mcp'

Solution: Install the package in development mode:

cd magento-graphql-docs-mcp
pip install -e .

Error: Server starts but immediately exits

Solution: Check Python version (requires 3.10+):

python3 --version  # Should be 3.10 or higher

No Search Results

Issue: Search returns no results even though documentation exists

Solutions:

1. Use shorter, simpler keywords:

   # Instead of: "customer authentication token generation"
   # Try: ["customer", "token"]
   
   # Instead of: "how to add products to cart"
   # Try: ["cart", "add"]
   

2. Check if database was created:

   ls -la ~/.mcp/magento-graphql-docs/
   # Should show database.db (around 30 MB)
   

3. Verify data was indexed:

   python3 tests/verify_db.py
   # Should show: 350 documents, 963 code blocks, 51 GraphQL elements
   

4. Re-index the database:

   rm ~/.mcp/magento-graphql-docs/database.db
   magento-graphql-docs-mcp  # Will parse and re-index everything
   

Database Errors

Error: sqlite3.OperationalError: database is locked

Solution: Another process is using the database:

# Find and kill the process
lsof ~/.mcp/magento-graphql-docs/database.db
kill <PID>

# Or simply remove and recreate
rm ~/.mcp/magento-graphql-docs/database.db
magento-graphql-docs-mcp

Error: sqlite3.DatabaseError: database disk image is malformed

Solution: Database is corrupted, recreate it:

rm -rf ~/.mcp/magento-graphql-docs/
magento-graphql-docs-mcp  # Will recreate from scratch

Slow Performance

Issue: First startup takes >10 seconds

Solution: This is normal! First run parses 350 files. Subsequent runs are <1s.

Issue: Every startup is slow

Solution: Documentation mtime is changing. Check:

# Verify git isn't changing file times
cd /path/to/commerce-webapi
git status
git pull  # Update to latest if needed

Verification Failed

Issue: verify_server.py fails with connection errors

Solution:

# Ensure dependencies are installed
pip install -e ".[dev]"

# Check MCP client libraries
pip list | grep mcp

# Re-run individual verifications
python3 tests/verify_parser.py   # Test parsing
python3 tests/verify_db.py       # Test database
python3 tests/verify_server.py   # Test MCP server

MCP Client Integration Issues

Issue: MCP client shows "Server not found" or "Connection failed"

Solutions:

1. Verify command is correct:

   # Test the command directly
   which magento-graphql-docs-mcp
   # or
   python3 -m magento_graphql_docs_mcp.server
   

2. Check environment variables in MCP config:

   {
     "mcpServers": {
       "magento-graphql-docs": {
         "command": "magento-graphql-docs-mcp",
         "env": {
           "MAGENTO_GRAPHQL_DOCS_PATH": "/FULL/PATH/to/commerce-webapi/src/pages/graphql"
         }
       }
     }
   }
   

   Important: Use absolute paths, not ~ or relative paths in MCP config.

3. Check logs:

   • Claude Desktop: ~/Library/Logs/Claude/ (macOS)
   • Look for error messages related to the server

Getting Help

If you're still having issues:

1. Run all verification scripts:

   python3 tests/verify_parser.py
   python3 tests/verify_db.py
   python3 tests/verify_server.py
   python3 tests/benchmark_performance.py
   

2. Check your setup:

   # Python version
   python3 --version
   
   # Documentation path
   echo $MAGENTO_GRAPHQL_DOCS_PATH
   ls -la $MAGENTO_GRAPHQL_DOCS_PATH | head -20
   
   # Database
   ls -la ~/.mcp/magento-graphql-docs/
   
   # Package installation
   pip show magento-graphql-docs-mcp
   

3. Create a GitHub issue with the output of the above commands.

License

MIT

Contributing

Contributions welcome! Please test all changes with verification scripts before submitting.

Support

For issues or questions:

1. Run verification scripts to diagnose issues
2. Check database location and permissions
3. Verify documentation path is correct