The AI Layer for
Mendix™ Developers.
mx2ai gives Claude Code and AI coding assistants deep semantic understanding of your Mendix™ applications. 130+ AI-powered analysis and productivity tools. Works alongside Studio Pro—not instead of it.
Beyond Prompt-and-Pray
Generic AI coding tools load raw application definitions and hope the model understands them. But AI models are statistical machines—the more inference steps required, the higher the probability of errors. mx2ai takes a fundamentally different approach: structured, pre-indexed semantic understanding of your Mendix™ applications.
| Approach | Raw Model Loading | mx2ai Semantic Analysis |
|---|---|---|
| Mendix™ construct coverage | Partial — depends on model parsing | 100% extraction fidelity |
| Scale tested | Small applications | 4,162 microflows in a single app |
| Cross-flow analysis | × AI must infer relationships | ✓ Full call graph + execution paths |
| Complexity metrics | × No pre-computed metrics | ✓ Cyclomatic + 9 pattern types |
| Impact analysis | × No dependency tracking | ✓ Field-level change ripple tracking |
| Context efficiency | High token cost — raw XML/JSON | Structured — indexed semantic queries |
Four MCP Servers. 130+ Tools.
AI-powered analysis and productivity tools for Mendix™ developers, accessible through Claude Code.
Explore
Query any microflow. Map entity CRUD at field level. Classify patterns automatically. Search across your entire application—like “Show Usages” but across every module simultaneously.
Debug
SSH into live Mendix™ servers. Access application log files. Correlate microflow execution with server activity and database operations. Trace execution paths between any two microflows.
Augment
AI-assisted development alongside Mendix™ Studio Pro. Guided by semantic understanding of your existing patterns, entity relationships, and complexity landscape.
Observe
Connect to the Mendix™ runtime. Monitor application state. Access server logs, runtime metrics, and health data. Correlate microflow execution with runtime behaviour.
See What Your AI Sees
Real output from mx2ai analysing a production Mendix™ application.
See Inside a Mendix™ Application
mx2ai extracts and visualises every layer of your Mendix™ app. These are real outputs from a production application built by Claude Code.
| Entity / Action | User | Manager | Admin |
|---|---|---|---|
| Asset — Read | Active only | All | All |
| Asset — Create/Edit/Delete | — | — | Full CRUD |
| Request — Read | Own only | All | All |
| Request — Create | Yes | Yes | Yes |
| Request — Approve/Reject | — | Yes | Yes |
| AuditEntry — Read | — | Yes | Yes |
| AuditEntry — Delete | — | — | Yes |
| Bulk Approve | — | Yes | Yes |
| Export CSV | — | Yes | Yes |
| Dashboard Metrics | Own stats | All stats | All stats |
Built by AI. Verified by Proof.
Claudius is a complete Mendix™ application built entirely through Claude Code using mx2ai tools.
Claudius: IT Asset & Request Tracker
A production-quality Mendix™ 10 application built from YAML specifications by Claude Code. Not a toy demo—a real application with approval workflows, audit trails, role-based access control, REST APIs, and SOAP integration.
Every entity, microflow, page, and security rule was authored by AI using mx2ai tools. The entire build is reproducible from specification files.
- Request approval workflow (submitted → review → approved/rejected → completed)
- Audit trail system with before/after commit event handlers
- Role-based access control (User, Manager, Admin)
- Published REST API with export mappings
- Consumed SOAP web services for external integration
- Scheduled events for automated processing
- Nanoflows for client-side logic
- 3-phase test harness: 21 basic + 16 advanced + stress tests
Your Models. Your Data. Your Choice.
Mendix™ confirms that customers own their application models and data. mx2ai helps you exercise that ownership—extract, analyse, and understand your own applications with AI-powered semantic analysis.
Customer-Owned Pipeline
Our tools read YOUR models using YOUR Mendix™ credentials. We help you understand what you’ve built, identify patterns, assess complexity, and make informed decisions about your technology portfolio.
- You authenticate with your own Mendix™ Personal Access Token
- mx2ai analyses your application semantics—structure, logic, data
- We generate a platform-independent semantic representation
- You own the output—use it for documentation, portfolio analysis, or architectural decisions
How It Works
Connect
Connect your own Mendix™ account. Your credentials, your models. Every microflow, entity, page, and relationship extracted with zero information loss.
mx2ai_connect --app your-app
Understand
130+ MCP tools build in-memory indexes: entity CRUD maps, call graphs, complexity metrics, pattern classifiers. Your AI now understands the full application.
"What flows modify Account?"
Augment
AI-guided development alongside Studio Pro. Claude Code understands your existing patterns, entity relationships, and complexity landscape. Spec-driven, not vibe-driven.
"Add a refund workflow"
Observe
Monitor logs. Correlate microflow execution with runtime behaviour. Debug production issues with the same AI that understands the application semantics.
"Check server logs for errors"
Production Validated
mx2ai has been validated across 7 enterprise Mendix™ applications.
Enterprise Finance
Certified 100% extraction coverage
Agricultural IoT
Full pipeline operational
Workforce Management
Translation pipeline active
Loan Origination
Production deployment
Events Platform
Extraction complete
Claudius (AI-Built)
Built entirely by Claude Code
Ready to Give Your AI
Mendix™ Expertise?
mx2ai is in early access. We work with Mendix™ development teams to validate AI-augmented analysis against production applications.