Now available for MCM/ICM 2026

Solve MCM problems.
Automatically.

The first AI workspace built for mathematical rigor. From problem analysis to submission-ready LaTeX papers.

AutoMCM - Workspace 2026
AutoMCM Interface

POWERED BY NEXT-GEN MODELS

Anthropic OpenAI Google Deepseek

Unlike general AI coding assistants.

AutoMCM embeds mathematical rigor and dimensional validation directly into the workflow.

Mathematical Rigor & Validation

Built-in dimensional analysis and SymPy integration ensure your equations make physical sense. We don't just generate text; we validate the math.

Multi-LLM Support

Orchestrate the best models for each specific task.

Researcher: Claude 4.5
Modeler: Gemini Pro
Writer: GPT-4o

End-to-End

From PDF problem to submission-ready LaTeX.

Input Output

Publication-Quality Figures

Generates 300 DPI visualizations, time series, heatmaps, and 3D surfaces automatically using Python/Matplotlib.

Three-Phase Workflow

Phase 01 Planning

The Researcher Agent parses requirements and searches similar problems via arXiv and historical MCM solutions.

  • Parse problem deliverables
  • RAG search on historical solutions
  • Formulate structured timeline

Phase 02 Modeling

The Modeler Agent develops mathematical formulations with SymPy validation and runs sensitivity analysis.

  • Dimensional validation
  • Comprehensive Python experiments
  • Automated sensitivity testing (±20%)

Phase 03 Writing

The Writer Agent compiles the 15-20 page LaTeX paper, integrating all figures and fixing compilation errors.

  • Generate LaTeX sections
  • Compile to PDF automatically
  • Validate against contest constraints

Get started in seconds.

AutoMCM runs as a local Electron app or via CLI. Configure your API keys and start solving.

Master-Clone Architecture

Inspired by Claude Code. A master agent coordinates specialized clones for parallel execution.

Reproducible Science

All code, figures, and LaTeX sources are tracked in a structured artifact store.

bash — 80x24
~ # 1. Install dependencies
npm install
~ # 2. Configure API key
cp .env.example .env
~ # 3. Launch Desktop UI
npm run electron
> Launching AutoMCM v1.0.0...
> Agents ready.
> Waiting for problem statement...