model-inspection

A fast, ffprobe-like CLI for inspecting local and remote .safetensors files.

Inspectable PyTorch training with visual layer shapes, activations, sparsity, gradients, and topology.

Portable ML bridges and visual neural-network topology across PyTorch, Keras, TensorFlow, and serialized models.

Deterministic GLB evaluation, comparison, and 3D render evidence on three.js

A Rust library and CLI for parsing GGUF model file headers — extract metadata, architecture, quantization, and tensor info without loading weights.

Tools to inspect and maintain ollama models.

Spectra Scope — model-anatomy inspector: open a transformer and watch its organs work.

Run real transformer/LLM architectures in your browser - loads actual Hugging Face weights, executes a live forward pass client-side (no backend, no GPU), and lets you inspect tensors and attention.

Inspect Hugging Face safetensors weights without loading tensor data — CLI + web viewer

Local, offline-first GGUF and llama.cpp pre-load inspector

Inspect GGUF, SafeTensors, and guarded PyTorch LLM model files and generate detailed DOCX architecture reports without inference.

[WIP for open source] LLM-native UI that control whole distribution of tokens (For visualization, data annotate, model inspection...)