QuantaMind

What is QuantaMind?

Open-source desktop App that tells you whether a local model can actually run your coding agent, before you waste days finding out it can't. It runs the real agent loop on your own hardware, fully offline, and returns a Ready - Not Ready verdict per model and quant. Public benchmarks don't test your GPU, your VRAM, your quantization, a model that scores well can still hallucinate "done" at step 7. Open source. Works with Ollama, llama.cpp, and MLX.

From the website

QuantaMind | Stop Offline Agent Failures Before Production

The CI/CD reliability gate for self-hosted AI. Verify offline agent reliability, test vLLM/SGLang runtimes, and prevent context collapses before production.