Alternatives

Lab alternatives for AI agents.

Compare similar skills by workflow fit, trust score, quality, GitHub adoption, maintenance, and install readiness.

Current skill

Lab

A customisable 3D platform for agent-based AI research

74
Quality
76
Trust
7.4K
Stars
#1

Sonnet

Similarity 149Trust 92Excellent 100

TensorFlow-based neural network library

9.9K starsMay 6, 2026 pushml-automationPythonMachine Learning
$ npx skills add google-deepmind/sonnet
#2

Pytorch Lightning

Similarity 144Trust 98Excellent 100

Pretrain, finetune ANY AI model of ANY size on 1 or 10,000+ GPUs with zero code changes.

31K starsJun 10, 2026 pushml-automationPythonMachine Learning
$ npx skills add Lightning-AI/pytorch-lightning
#3

Nndl

Similarity 142Trust 91Excellent 100

邱锡鹏《神经网络与深度学习》(蒲公英书)理论书 v2 与通识版

19K starsJun 1, 2026 pushml-automationMachine LearningClaude Code
$ npx skills add nndl/nndl
#4

Learning To Learn

Similarity 141Trust 79Strong 77

Learning to Learn in TensorFlow

4.1K starsJun 29, 2021 pushml-automationPythonMachine Learning
$ npx skills add google-deepmind/learning-to-learn
#5

Dm Control

Similarity 141Trust 96Excellent 100

Google DeepMind's software stack for physics-based simulation and Reinforcement Learning environments, using MuJoCo.

4.6K starsJun 3, 2026 pushml-automationPythonMachine Learning
$ npx skills add google-deepmind/dm_control
#6

Machine Learning Book

Similarity 141Trust 94Excellent 100

Code Repository for Machine Learning with PyTorch and Scikit-Learn

5.2K starsJun 15, 2026 pushml-automationJupyter NotebookMachine Learning
$ npx skills add rasbt/machine-learning-book
#7

Gluonts

Similarity 140Trust 92Excellent 100

Probabilistic time series modeling in Python

5.2K starsMay 8, 2026 pushml-automationPythonMachine Learning
$ npx skills add awslabs/gluonts
#8

Dm Haiku

Similarity 140Trust 93Excellent 100

JAX-based neural network library

3.2K starsJun 2, 2026 pushml-automationPythonMachine Learning
$ npx skills add google-deepmind/dm-haiku
#9

Flux.Jl

Similarity 140Trust 89Excellent 100

Relax! Flux is the ML library that doesn't make you tensor

4.7K starsJun 15, 2026 pushml-automationJuliaMachine Learning
$ npx skills add FluxML/Flux.jl
#10

Machine Learning For Software Engineers

Similarity 139Trust 81Excellent 86

A complete daily plan for studying to become a machine learning engineer.

29K starsJun 11, 2024 pushml-automationMachine LearningClaude Code
$ npx skills add ZuzooVn/machine-learning-for-software-engineers
#11

Cheatsheets AI

Similarity 138Trust 84Strong 84

Essential Cheat Sheets for deep learning and machine learning researchers https://medium.com/@kailashahirwar/essential-cheat-sheets-for-machine-learning-and-deep-learning-researchers-efb6a8ebd2e5

15K starsOct 19, 2019 pushml-automationMachine LearningClaude Code
$ npx skills add kailashahirwar/cheatsheets-ai
#12

CLIP

Similarity 136Trust 96Excellent 100

CLIP (Contrastive Language-Image Pretraining), Predict the most relevant text snippet given an image

34K starsMar 25, 2026 pushml-automationJupyter NotebookMachine Learning
$ npx skills add openai/CLIP
#13

Keras

Similarity 136Trust 95Excellent 100

Deep Learning for humans

64K starsJun 12, 2026 pushml-automationPythonMachine Learning
$ npx skills add keras-team/keras
#14

AI For Beginners

Similarity 136Trust 95Excellent 100

12 Weeks, 24 Lessons, AI for All!

48K starsJun 11, 2026 pushml-automationJupyter NotebookMachine Learning
$ npx skills add microsoft/AI-For-Beginners
#15

SpaCy

Similarity 136Trust 95Excellent 100

💫 Industrial-strength Natural Language Processing (NLP) in Python

34K starsMay 19, 2026 pushml-automationPythonMachine Learning
$ npx skills add explosion/spaCy
#16

Datasets

Similarity 136Trust 98Excellent 100

🤗 The largest hub of ready-to-use datasets for AI models with fast, easy-to-use and efficient data manipulation tools

22K starsJun 12, 2026 pushml-automationPythonMachine Learning
$ npx skills add huggingface/datasets

How to choose

When should you switch?

Use an alternative when it has a clearer install path, higher trust score, fresher maintenance, or better platform fit for your current agent stack. Keep Lab if it already passes your workflow test and repository review.

Next step

Compare top candidates side by side

Open the compare page, test the install commands in a sandbox, and check each repository before using a skill in production.