Ross ROSS = Recommend OSS · open-source software intelligence for agents

tensorflow/lucid

A collection of infrastructure and tools for research in neural network interpretability. observed · 2026-08-28

github.com/tensorflow/lucid · Jupyter Notebook · Apache-2.0 (permissive) · archived observed · 2026-08-28

Health v2 · maintenance only

10/100

  • Activity 0
  • Release rhythm 8
  • Longevity 100

Flags: archived

How is this computed?

round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10) — computed 2026-09-02. Adoption (stars, forks) is never an input.

  • gap_med: n/a
  • age_days: 3142
  • days_rel: n/a
  • days_push: 1304
  • n_releases_24m: 0

Full methodology

Adoption not part of the score

4704 stars · 642 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-29, confidence not recorded

Lucid is a collection of infrastructure and tools for research in neural network interpretability, built on TensorFlow 1.x. It provides feature visualization techniques (like DeepDream-style optimization) and runnable Jupyter/Colab notebooks for visualizing and understanding neural networks.

Use cases

  • visualize what neurons in a neural network have learned
  • run feature visualization experiments like DeepDream
  • interpret and explain convolutional neural network activations
  • explore neural network interpretability in Colab without setup
  • visualize my own TensorFlow model's internal features
  • learn feature visualization techniques through tutorial notebooks

When to choose

  • you research neural network interpretability or feature visualization
  • you work with TensorFlow 1.x models and want to visualize their internals
  • you want ready-to-run Colab notebooks for interpretability experiments

When to avoid

  • you need TensorFlow 2.x support, which Lucid does not currently support
  • you need production-grade, well-supported software with technical support
  • you need interpretability tools for PyTorch or other frameworks

Facets

library · maturity maintenance

machine-learning data-visualization deep-learning machine-learning deep-learning data-visualization artificial-intelligence python browser cross-platform feature-visualization interpretability tensorflow deepdream neural-networks colab research-code

2 sources

Member repositories

RepositoryRoleHealth v2
tensorflow/lucidmain10

For agents

markdown · JSON · MCP: product_card(name="tensorflow/lucid")

Data as of 2026-08-30T08:39:29.467469+00:00 · Report a problem