MCP Servers for AI-Powered Development
Open-source Model Context Protocol servers that bring platform-specific documentation directly into your AI development workflow. Built with Python, optimized for Claude.
Accelerating AI Development with Context-Aware Tools
Model Context Protocol (MCP) servers bridge the gap between AI assistants and platform-specific knowledge. These open-source tools provide instant, offline access to comprehensive documentation, enabling faster development with accurate, context-aware assistance.
Sub-50ms Search
Offline-First
100% Open Source
Claude Optimized
PrestaShop MCP Server
Comprehensive PrestaShop documentation at your fingertips
Offline-first MCP server providing instant access to 1,095+ indexed PrestaShop documents including hooks, components, guides, and APIs with lightning-fast full-text search.
Key Features
Lightning-Fast Search
SQLite FTS5 full-text search delivers results in under 50ms
Comprehensive Hook Documentation
Search and retrieve details for 647+ PrestaShop hooks with type and origin filtering
UI Component Library
Complete documentation for 119+ PrestaShop UI components
Offline-First Architecture
Zero network dependency - works completely offline with local SQLite database
Docker Support
Simplified deployment with Docker and docker-compose configurations
Intelligent Categorization
Automatic organization of documentation by type and category
MCP Tools (7)
-
search_prestashop_docs() - Full-text documentation search -
get_prestashop_doc() - Retrieve specific documentation files -
list_prestashop_docs() - List available documentation with filters -
get_prestashop_stats() - Documentation statistics -
search_prestashop_hooks() - Hook-specific searching -
get_prestashop_hook() - Detailed hook documentation -
list_prestashop_hooks() - Hook listing by type/origin
Use Cases
- Rapid PrestaShop theme development with instant hook reference
- Module development with comprehensive API documentation
- Migration projects requiring deep platform knowledge
- Training AI assistants on PrestaShop best practices
Technical Highlights
- Framework: FastMCP
- Database: SQLite with FTS5 full-text search
- Response time: < 50ms average
- Deployment: STDIO, Docker, docker-compose
Magento GraphQL Documentation MCP
Complete Magento 2 GraphQL API reference for AI assistants
Local STDIO MCP server parsing 350+ GraphQL documentation pages with schema-aware querying, multi-language code examples, and intelligent categorization for Magento 2 development.
Key Features
Schema-Aware Querying
Search queries, mutations, types, and interfaces with full schema definitions
Multi-Language Code Examples
Working code examples in multiple programming languages for every API call
Smart Caching
Re-indexes only when source files change, ensuring fast startup times
Category Navigation
Browse documentation hierarchy with category and subcategory filtering
Element Discovery
Automatic discovery of related documentation and schema elements
Multiple Deployment Modes
STDIO, HTTP/SSE, Docker, and docker-compose support
MCP Tools (6)
-
search_documentation - Full-text search with category filters -
get_document - Retrieve complete documentation with metadata -
search_graphql_elements - Find queries, mutations, types, interfaces -
get_element_details - View complete schema element definitions -
browse_categories - Navigate documentation hierarchy -
search_code_examples - Find working code examples
Use Cases
- Building headless Magento 2 storefronts with GraphQL
- Progressive Web App (PWA) development
- Mobile app integration with Magento backend
- Third-party platform integration via GraphQL API
Technical Highlights
- Framework: FastMCP
- Database: SQLite FTS5
- Parser: python-frontmatter + markdown-it-py
- Validation: Pydantic data models
Magento 2 REST API MCP
OpenAPI-powered Magento REST API documentation server
MCP server providing offline access to complete Magento 2 REST API documentation parsed from OpenAPI 3.0 specifications with endpoint search, schema exploration, and category filtering.
Key Features
OpenAPI 3.0 Parser
Deterministic parsing of Magento's complete REST API specification
Endpoint Search
Full-text search with HTTP method and category filtering
Schema Explorer
Keyword-based searching and retrieval of complete data model definitions
Fast Startup
Optimized for quick initialization (2-5 seconds)
Smart Caching
Re-parses only when swagger.json changes
Structured Metadata
Access to complete OpenAPI metadata without HTML parsing
MCP Tools (5)
-
search_endpoints - Full-text search with filtering -
get_endpoint_details - Complete endpoint documentation -
list_tags - Hierarchical API category listing -
search_schemas - Keyword-based model searching -
get_schema - Full schema definition retrieval
Use Cases
- REST API integration development and testing
- Third-party connector development
- API documentation for custom module development
- Training developers on Magento API patterns
Technical Highlights
- Framework: FastMCP
- Database: SQLite3 with FTS5
- Specification: OpenAPI 3.0
- Package manager: uv or pip
Shopify Liquid MCP
Instant access to complete Shopify Liquid templating documentation
Specialized MCP server providing comprehensive offline documentation for Shopify's Liquid template language with 198 entries covering tags, filters, and objects optimized for theme development.
Key Features
Sub-Millisecond Responses
SQLite FTS5 delivers instant search results for theme development
Complete Tag Reference
All 30 Liquid tags with syntax, parameters, and usage examples
Filter Library
101 filters organized by type with complete specifications
Object Properties
67 Liquid objects with all available properties documented
Customizable Documentation
Support for project-specific Liquid documentation additions
Wide IDE Support
Compatible with VS Code, Cursor, Zed, Claude Desktop, Continue.dev
MCP Tools (7)
-
search_liquid_docs() - Full-text documentation search -
get_liquid_tag() - Retrieve specific tag documentation -
get_liquid_filter() - Access filter specifications -
get_liquid_object() - Query object properties -
list_liquid_tags() - Browse all 30 tags by category -
list_liquid_filters() - Explore 101 filters by type -
list_liquid_objects() - View 67 available objects
Use Cases
- Shopify theme development and customization
- Template debugging and optimization
- Learning Liquid syntax and best practices
- Building custom Shopify theme frameworks
Technical Highlights
- Framework: Model Context Protocol
- Database: SQLite FTS5
- Focus: Liquid templating (not broader Shopify API)
- License: MIT
Voiceflow Documentation MCP
Multi-source documentation server for Voiceflow and Claude Code
Extensible MCP server enabling AI assistants to search and query Voiceflow platform documentation alongside Claude Code guides with BM25 relevance ranking and 194 indexed files.
Key Features
Multi-Source Architecture
Extensible framework supporting documentation from multiple platforms
BM25 Relevance Ranking
Intelligent search results ranked by relevance for better accuracy
Automatic Indexing
Database indexing happens automatically on first run
Integrated Claude Code Docs
Voiceflow documentation alongside Claude Code guides in one interface
Web Scraping Capabilities
Built-in scraping with beautifulsoup4, httpx, and playwright
Community-Driven
Open-source project with MIT license, not officially affiliated
MCP Tools (6)
-
search_documentation - Full-text search with BM25 ranking -
get_document - Retrieve specific documents by path -
search_code_examples - Find code snippets and examples -
list_categories - List available topics -
get_integration_docs - Integration-specific guides -
find_step_documentation - Step-by-step tutorials
Use Cases
- Building Voiceflow conversational AI applications
- Integrating Voiceflow with external systems
- Training AI on Voiceflow platform capabilities
- Developing custom Claude Code extensions
Technical Highlights
- Framework: FastMCP
- Database: SQLite FTS5
- Scraping: beautifulsoup4 + playwright
- Conversion: markdownify (HTML to Markdown)
Open Source Impact
5
MCP Servers
1,900+
Indexed Documents
27
MCP Tools
100%
Open Source
Why Use MCP Servers?
Lightning-Fast Development
Sub-millisecond search responses eliminate context-switching delays and accelerate development workflows
Offline-First Architecture
Zero network dependency means consistent performance and complete privacy for your development work
Context-Aware AI Assistance
Feed accurate, platform-specific documentation directly to AI assistants for better code suggestions
Production-Ready Quality
Battle-tested with comprehensive error handling, smart caching, and deterministic parsing
Developer Experience First
Simple installation, Docker support, and consistent API patterns across all servers
Truly Open Source
MIT licensed with transparent code, community contributions welcome, no vendor lock-in
How MCP Servers Work
Integrate AI-powered documentation access into your development workflow in minutes
Install via pip
Simple Python package installation with pip or uv package manager. All dependencies managed automatically.
Configure Claude Desktop
Add MCP server configuration to Claude Desktop's config file. Supports multiple servers simultaneously.
Index Documentation
First run automatically indexes all documentation into SQLite FTS5 database. Subsequent runs use cached data.
Query from Claude
Ask Claude platform-specific questions and get instant, accurate responses backed by official documentation.
Develop Faster
Build with confidence knowing AI suggestions are grounded in actual platform capabilities and best practices.
Customize & Extend
Add your own documentation sources, modify indexing logic, or contribute improvements back to the community.
Real-World Applications
How developers use MCP servers to accelerate AI-powered development
E-commerce Development
Build Magento, PrestaShop, or Shopify stores with instant access to complete API documentation and code examples
Headless Commerce
Develop PWAs and mobile apps using GraphQL APIs with schema-aware assistance from Claude
Conversational AI
Create Voiceflow applications with comprehensive platform knowledge and integration patterns
Theme Customization
Build Shopify themes faster with instant Liquid documentation lookup and filter reference
API Integrations
Connect systems using REST APIs with complete endpoint documentation and schema definitions
Developer Training
Onboard new team members with AI tutors backed by official platform documentation