#1
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-lightningAlternatives
Spatial Intention Maps alternatives for AI agents.
Compare similar skills by workflow fit, trust score, quality, GitHub adoption, maintenance, and install readiness.
Current skill
Spatial Intention Maps
Learning multi-agent robotic mobile manipulation with deep reinforcement learning
46
Quality
72
Trust
108
Stars
#2
Deep Learning for humans
64K starsJun 12, 2026 pushml-automationPythonMachine Learning
$ npx skills add keras-team/keras#3
Ultralytics YOLOv5 in PyTorch > ONNX > CoreML > TFLite
58K starsJun 12, 2026 pushml-automationPythonMachine Learning
$ npx skills add ultralytics/yolov5#4
PyTorch version of Stable Baselines, reliable implementations of reinforcement learning algorithms.
13K starsJun 15, 2026 pushml-automationPythonMachine Learning
$ npx skills add DLR-RM/stable-baselines3#5
ChatRWKV is like ChatGPT but powered by RWKV (100% RNN) language model, and open source.
9.5K starsMay 29, 2026 pushsupport-automationPythonChatbot
$ npx skills add BlinkDL/ChatRWKV#6
Deep universal probabilistic programming with Python and PyTorch
9.0K starsJun 5, 2026 pushml-automationPythonMachine Learning
$ npx skills add pyro-ppl/pyro#7
Accessible large language models via k-bit quantization for PyTorch.
8.3K starsJun 15, 2026 pushml-automationPythonMachine Learning
$ npx skills add bitsandbytes-foundation/bitsandbytes#8
The fastai deep learning library
28K starsMay 20, 2026 pushml-automationJupyter NotebookMachine Learning
$ npx skills add fastai/fastai#9
ONNX Runtime: cross-platform, high performance ML inferencing and training accelerator
21K starsJun 16, 2026 pushml-automationC++Machine Learning
$ npx skills add microsoft/onnxruntime#10
The Unity Machine Learning Agents Toolkit (ML-Agents) is an open-source project that enables games and simulations to serve as environments for training intelligent agents using deep reinforcement learning and imitation learning.
19K starsJun 12, 2026 pushml-automationC#Machine Learning
$ npx skills add Unity-Technologies/ml-agents#11
FinRL®: Financial Reinforcement Learning. 🔥
15K starsMay 25, 2026 pushfinanceJupyter NotebookTrading
$ npx skills add AI4Finance-Foundation/FinRL#12
🤗 Transformers: the model-definition framework for state-of-the-art machine learning models in text, vision, audio, and multimodal models, for both inference and training.
162K starsJun 16, 2026 pushml-automationPythonMachine Learning
$ npx skills add huggingface/transformers#13
Apache Airflow - A platform to programmatically author, schedule, and monitor workflows
46K starsJun 20, 2026 pushdata-analysisPythonETL
$ npx skills add apache/airflow#14
Ray is an AI compute engine. Ray consists of a core distributed runtime and a set of AI Libraries for accelerating ML workloads.
43K starsJun 16, 2026 pushml-automationPythonMachine Learning
$ npx skills add ray-project/ray#15
🤗 Diffusers: State-of-the-art diffusion models for image, video, and audio generation in PyTorch.
34K starsJun 16, 2026 pushmedia-automationPythonImage Generation
$ npx skills add huggingface/diffusers#16
DeepSpeed is a deep learning optimization library that makes distributed training and inference easy, efficient, and effective.
43K starsJun 16, 2026 pushml-automationPythonMachine Learning
$ npx skills add deepspeedai/DeepSpeedHow 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 Spatial Intention Maps 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.