923 real-world scripts tested · 69.8% compile clean first try

Your MATLAB code runs the research.
Now get it off the lease.

Deterministic MATLAB → Python. No AI hallucinations — rule-based, toolbox-aware, auditable. Flags what it can't convert instead of guessing wrong. Same input, same output, every time.

Convert my first file →See example output

The forcing function

$2,190+

Per seat, per year — MathWorks ended perpetual licenses in January 2026. Every MATLAB installation is now a recurring cost that compounds.

Python with NumPy, SciPy, and matplotlib. The same computational power, no license fees, open source, runs everywhere.

69.8%

Of real-world MATLAB scripts compile to valid, flag-free Python on the first conversion. Measured against 923 scripts from public research repos. The rest gets flagged — never silently broken.

Not another AI wrapper

Every other converter pastes your proprietary code into a language model and hopes. This one doesn't.

Deterministic engine

Rule-based, no LLM in the loop. Same MATLAB input produces the exact same Python output every time. Auditable, reproducible, testable — we run it against 923 real-world scripts on every release.

Toolbox-aware

10 toolboxes mapped: Signal Processing, Statistics, Image Processing, Optimization, Control Systems, Deep Learning, Curve Fitting, Parallel Computing, Symbolic Math, and Database. Each maps to the right SciPy, PyTorch, or scikit-image equivalent with correct imports.

Flag, don't guess

When a construct can't be converted with certainty — OOP patterns, eval(), ambiguous matrix multiply — it gets a clear # TODO: annotation instead of silently wrong code. The compatibility report tells you exactly what needs review.

Your code stays private

No code is sent to any external AI service. The engine runs entirely on our servers. Proprietary algorithms, research code, trade secrets — none of it leaves your conversion session.