MCP Server

qStudio AI

An MCP server that gives any AI assistant deep knowledge of qqq. Use it with Claude Desktop, VS Code, or any MCP-compatible client.

Free version hosted by QRunIO. Pro version indexes your codebase for context-aware help.

AI that knows qqq

qStudio is an MCP server trained on qqq documentation, patterns, and best practices. Connect it to your favorite AI client and get expert-level qqq assistance.

Entity Generation

Describe what you need in plain English. qStudio generates RecordEntities, MetaDataProducers, and database migrations.

Process Builder

Build complex workflows through conversation. Transform steps, validation logic, and UI flows generated automatically.

Context-Aware

qStudio understands your existing tables, relationships, and patterns. Suggestions fit your application, not generic examples.

Works Anywhere

MCP-compatible with Claude Desktop, VS Code, Cursor, and more. Use your preferred AI client with qqq expertise built in.

Test Generation

Generate unit tests that match qqq patterns. Coverage reports and edge case suggestions included.

Documentation

Generate Javadoc in the qqq flower-box style. Keep your documentation consistent and complete.

API Design

Design REST endpoints with OpenAPI specs generated automatically. Consistent API patterns across your application.

Migration Assistant

Moving from another framework? qStudio helps convert existing code to qqq patterns with guided migration.

Learning Mode

New to qqq? Ask questions and get explanations with real examples from the documentation and sample apps.

What You Can Build

“Create an order table with customer and product relationships”

Full entity with foreign keys, indexes, and CRUD operations

“Add approval workflow to orders over $1000”

Process with validation, notifications, and state management

“Generate reports for monthly sales by region”

Report definition with filters, grouping, and export options

“Write tests for the CustomerService class”

JUnit tests following qqq patterns with mocking and assertions

How qStudio Works

qStudio is an MCP (Model Context Protocol) server that gives AI assistants expert-level knowledge of qqq.

Your AI Client

Claude Desktop, VS Code, Cursor, or any MCP-compatible tool

Claude DesktopVS CodeCursor
Page.java
MCP Protocol

qStudio MCP Server

Hosted by QRunIO or self-hosted with Pro license

qqq KnowledgeCode Generation
Documentation

Full qqq docs, tutorials, and guides

Source Code

qqq framework patterns and examples

PRO
Your Codebase

Index your repos, patterns, and qqq apps

PRO

qStudio Proindexes your own repositories and learns your team's coding patterns. AI assistants understand your specific qqq application structure, custom components, and business logic.

Get Started in 3 Steps

1

Install MCP Client

Download Claude Desktop or install the MCP extension for your IDE.

2

Connect qStudio

Add the qStudio server URL to your MCP configuration.

3

Start Building

Ask questions, generate code, and build qqq apps faster.

Claude Desktop Configuration

Terminal
$ claude mcp add-json qstudio \
  '{"url":"https://qstudio.qrun.io/mcp"}' \
  -s user

Restart Claude Desktop after adding the server

Works With Your Tools

qStudio integrates with any MCP-compatible AI client. Use your favorite editor or chat interface.

Claude Desktop

Anthropic's native desktop app with full MCP support.

Full Support
Chat interfaceFile contextTool use

VS Code

MCP extension for Visual Studio Code users.

Full Support
Inline suggestionsCode actionsChat panel

Cursor

AI-first code editor with MCP integration.

Full Support
ComposerCMD+KChat

Windsurf

Codeium's AI IDE with MCP capabilities.

Full Support
CascadeFlowAutocomplete

Free vs Pro

FeatureFreePro
qqq Documentation
Code Generation
Best Practices
Your Codebase Indexing
Context-Aware Suggestions
Self-Hosting Option
Team Collaboration
Priority Support

Get started now. Upgrade when you need codebase indexing.

Ready to build faster?