AI-Powered Mendix Development

Every Tool a Mendix Developer Has.
At the Speed of Light.

mx2ai gives Claude Code and AI coding assistants deep semantic understanding of your Mendix applications. 130+ MCP tools across 4 servers. Not a chat plugin—a complete development environment.

130+
MCP Tools
Mendix 9+
Platform Support
19,126
Microflows Analyzed
100%
Extraction Fidelity

Not Another Chat Plugin

Other tools load the raw Mendix application definition graph and hope the AI understands it. But AI models are statistical machines—the more inference steps required to interpret a complex model, the higher the probability of errors. The result: inconsistent outputs, context window bloat, and direct Mendix model manipulation that becomes untenable at production scale. mx2ai solves this by giving Claude Code structured, pre-indexed semantic understanding—not raw model XML.

Capability Mendix Labs mxcli mx2ai
Mendix construct coverage ~60% of activity types 100% extraction fidelity
Largest app tested Small demo apps 4,162 microflows (certified)
Cross-flow analysis × Not available Full call graph + execution paths
Complexity metrics × Not available Cyclomatic + 9 pattern types
Live server connection × Development only Server management + logs + DB
Impact analysis × Not available Field-level change ripple tracking
Production status Alpha — "can corrupt project files" Production ready

mxcli data from github.com/mendixlabs/mxcli README and MDL grammar analysis (March 2026)

Four MCP Servers. 130+ Tools.

Everything a Mendix developer needs, accessible through Claude Code.

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Explore

24 MCP tools — Semantic Analysis Server

Query any microflow. Map entity CRUD at field level. Classify patterns automatically. Search across your entire application like Mendix "Show Usages" but across every module simultaneously.

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Debug

17 MCP tools — Server Investigation

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.

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Develop

80+ MCP tools — Semantic VM Server

Write complete Mendix applications through Claude Code. AI-guided development based on semantic understanding of existing patterns. Spec-driven, not vibe-driven.

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Operate

13 MCP tools — Runtime Client

Connect to the Mendix runtime. Monitor application state. Deploy models to servers. Manage environments. Access runtime metrics and health data.

See What Your AI Sees

Real output from mx2ai analyzing a production Mendix application.

claude-code — mx2ai analysis
$ mx2ai_connect ./enterprise-app Corpus loaded successfully ├── 4,162 microflows across 287 modules ├── 1,798 entities with associations ├── 800 pages └── 100% extraction fidelity (zero-loss) Complexity Distribution: Low (1-5) ████████████████████ 2,914 flows (70%) Medium (6-15) ████████████ 998 flows (24%) High (16+) ██ 250 flows (6%) Pattern Classification: CRUD_SIMPLE 1,247 Single-entity operations GUARD_VALIDATE 834 Input validation + guard checks QUERY_TRANSFORM 612 Retrieve + process + return ORCHESTRATOR 489 Multi-flow coordination INTEGRATION 380 REST/SOAP external calls BATCH_PROCESS 284 Looped entity operations ... 3 more pattern types $ mx2ai impact Account.Balance Impact Analysis: Account.Balance Direct readers: 142 microflows Direct writers: 38 microflows Constraint refs: 12 validation rules Transitive risk: 347 flows affected by change Risk level: CRITICAL — financial calculation field

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
Claudius — Analysis Summary
Microflows 38
Entities 5
Enumerations 5
Associations 7
YAML Spec Files 8
Action Microflows 16
Data Sources 8
REST Operations 3
Scheduled Events 3
Nanoflows 4
Build Method Claude Code + mx2ai

How It Works

Connect

Point mx2ai at your Mendix app via the Mendix Model SDK. 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?"

Develop

Build new features with full context. Claude Code understands your existing patterns, entity relationships, and complexity landscape. Spec-driven, not vibe-driven.

"Add a refund workflow"

Operate

Deploy to servers. Monitor logs. Correlate microflow execution with runtime behavior. Debug production issues with the same AI that built the feature.

"Check server logs for errors"

Production Validated

mx2ai has been validated across 7 enterprise Mendix applications.

Enterprise Finance

Financial Services
4,162 microflows • 1,798 entities • 800 pages
Certified 100% extraction coverage

Agricultural IoT

AgriTech
1,726 microflows • 364 entities • 465 pages
Full pipeline operational

Workforce Management

HR / Staffing
1,350 microflows • 265 entities
Translation pipeline active

Loan Origination

Financial Services
3,478 microflows • 992 entities
Production deployment

Events Platform

Hospitality
981 microflows • 308 entities
Extraction complete

Claudius (AI-Built)

Demo — IT Asset Management
38 microflows • 5 entities • 8 spec files
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 capabilities against production applications.