
The right model.
For your machine.
- Your hardware
- Your goals
- Explained fit
Windows release · v0.4.0
Mustakshif
A Windows app and CLI that match local AI models to a computer's hardware, language, and intended use.
Creator · Product & Python Engineering
- Python
- Windows
- Ollama
- CLI
Inside the build
The problem
Model size alone cannot tell someone whether an AI model will fit their device or their task.
The engineering decision
One explainable scoring engine serves both desktop and CLI, with an official-source catalog, offline fallback, and approval before model installation.
What you can verify
Published Windows installer, documented scoring rules, and public tests. Recommendations are estimates; benchmark calibration is still planned.










