Alternatives

SPANet alternatives for AI agents.

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

Current skill

SPANet

Spatial Attentive Single-Image Deraining with a High Quality Real Rain Dataset (CVPR'19)

45
Quality
69
Trust
228
Stars
#1

AI For Beginners

Similarity 83Trust 92Excellent 100

12 Weeks, 24 Lessons, AI for All!

48K starsJun 11, 2026 pushml-automationJupyter NotebookMachine Learning
$ npx skills add microsoft/AI-For-Beginners
#2

Fastai

Similarity 83Trust 90Excellent 100

The fastai deep learning library

28K starsMay 20, 2026 pushml-automationJupyter NotebookMachine Learning
$ npx skills add fastai/fastai
#3

Cog

Similarity 83Trust 89Excellent 100

Containers for machine learning

9.4K starsJun 12, 2026 pushml-automationGoMachine Learning
$ npx skills add replicate/cog
#4

Machine Learning Zoomcamp

Similarity 81Trust 87Excellent 100

Learn ML engineering for free in 4 months! Register here 👇🏼

13K starsJun 10, 2026 pushml-automationJupyter NotebookMachine Learning
$ npx skills add DataTalksClub/machine-learning-zoomcamp
#5

Notebooks

Similarity 81Trust 88Excellent 100

A collection of tutorials on state-of-the-art computer vision models and techniques. Explore everything from foundational architectures like ResNet to cutting-edge models like RF-DETR, YOLO11, SAM 3, and Qwen3-VL.

9.5K starsMay 21, 2026 pushml-automationJupyter NotebookMachine Learning
$ npx skills add roboflow/notebooks
#6

Pytorch Lightning

Similarity 77Trust 93Excellent 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
#7

Keras

Similarity 77Trust 92Excellent 100

Deep Learning for humans

64K starsJun 12, 2026 pushml-automationPythonMachine Learning
$ npx skills add keras-team/keras
#8

Yolov5

Similarity 77Trust 92Excellent 100

Ultralytics YOLOv5 in PyTorch > ONNX > CoreML > TFLite

58K starsJun 12, 2026 pushml-automationPythonMachine Learning
$ npx skills add ultralytics/yolov5
#9

Supervision

Similarity 77Trust 92Excellent 100

We write your reusable computer vision tools. 💜

44K starsJun 16, 2026 pushml-automationPythonMachine Learning
$ npx skills add roboflow/supervision
#10

Mediapipe

Similarity 77Trust 92Excellent 100

Cross-platform, customizable ML solutions for live and streaming media.

36K starsJun 15, 2026 pushml-automationC++Machine Learning
$ npx skills add google-ai-edge/mediapipe
#11

Datasets

Similarity 77Trust 93Excellent 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
#12

Onnxruntime

Similarity 77Trust 93Excellent 100

ONNX Runtime: cross-platform, high performance ML inferencing and training accelerator

21K starsJun 16, 2026 pushml-automationC++Machine Learning
$ npx skills add microsoft/onnxruntime
#13

Cs Video Courses

Similarity 77Trust 88Excellent 100

List of Computer Science courses with video lectures.

82K starsJun 15, 2026 pushml-automationMachine LearningClaude Code
$ npx skills add Developer-Y/cs-video-courses
#14

Ultralytics

Similarity 77Trust 88Excellent 100

Ultralytics YOLO 🚀

58K starsJun 16, 2026 pushml-automationPythonMachine Learning
$ npx skills add ultralytics/ultralytics
#15

Vision

Similarity 76Trust 92Excellent 100

Datasets, Transforms and Models specific to Computer Vision

18K starsJun 15, 2026 pushml-automationPythonMachine Learning
$ npx skills add pytorch/vision
#16

Burn

Similarity 76Trust 93Excellent 100

Burn is a next generation tensor library and Deep Learning Framework that doesn't compromise on flexibility, efficiency and portability.

15K starsJun 15, 2026 pushml-automationRustMachine Learning
$ npx skills add tracel-ai/burn

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 SPANet 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.