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

VLMEvalKit

Similarity 115Trust 86Excellent 100

Open-source evaluation toolkit of large multi-modality models (LMMs), support 220+ LMMs, 80+ benchmarks

4.2K starsJun 17, 2026 pushrobotics-iotPythonComputer Vision
$ npx skills add open-compass/VLMEvalKit
#2

Semantic Router

Similarity 114Trust 86Excellent 98

Superfast AI decision making and intelligent processing of multi-modal data.

3.9K starsSep 12, 2026 pushrobotics-iotPythonComputer Vision
$ npx skills add aurelio-labs/semantic-router
#3

Remove AI Watermarks

Similarity 114Trust 81Excellent 100

AI watermark remover. CLI and Python library to strip visible and invisible AI watermarks (Gemini / Nano Banana sparkle, SynthID) and provenance metadata (C2PA, EXIF, IPTC) from images.

4.3K starsJul 28, 2026 pushrobotics-iotPythonComputer Vision
$ npx skills add wiltodelta/remove-ai-watermarks
#4

ComputeLibrary

Similarity 113Trust 86Excellent 95

The Compute Library is a set of computer vision and machine learning functions optimised for both Arm CPUs and GPUs using SIMD technologies.

3.2K starsSep 16, 2026 pushrobotics-iotC++Computer Vision
$ npx skills add ARM-software/ComputeLibrary
#5

AliceVision

Similarity 112Trust 82Excellent 93

3D Computer Vision Framework

3.5K starsAug 12, 2026 pushrobotics-iotC++Computer Vision
$ npx skills add alicevision/AliceVision
#6

Aily Blockly

Similarity 100Trust 87Excellent 98

AI IDE for hardware development, support Arduino, MicroPython, ESP32, STM32, RP2040, Nrf5x...

3.8K starsAug 11, 2026 pushrobotics-iotTypeScriptIoT
$ npx skills add ailyProject/aily-blockly
#7

AI For Beginners

Similarity 83Trust 87Excellent 100

12 Weeks, 24 Lessons, AI for All!

48K starsJun 11, 2026 pushml-automationJupyter NotebookMachine Learning
$ npx skills add microsoft/AI-For-Beginners
#8

Fastai

Similarity 82Trust 87Excellent 100

The fastai deep learning library

28K starsMay 20, 2026 pushml-automationJupyter NotebookMachine Learning
$ npx skills add fastai/fastai
#9

Cog

Similarity 82Trust 84Excellent 99

Containers for machine learning

9.4K starsJun 12, 2026 pushml-automationGoMachine Learning
$ npx skills add replicate/cog
#10

AI Quant Trade

Similarity 80Trust 88Excellent 100

股票AI操盘手:从学习、模拟到实盘,一站式平台。包含股票知识、策略实例、大模型、因子挖掘、传统策略、机器学习、深度学习、强化学习、图网络、高频交易、C++部署和聚宽实例代码等,可以方便学习、模拟及实盘交易

5.9K starsJul 3, 2026 pushfinanceJupyter NotebookTrading Bot
$ npx skills add charliedream1/ai_quant_trade
#11

Machine Learning Zoomcamp

Similarity 80Trust 82Excellent 97

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
#12

Notebooks

Similarity 79Trust 84Excellent 94

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
#13

Pytorch Lightning

Similarity 77Trust 89Excellent 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
#14

Keras

Similarity 77Trust 87Excellent 100

Deep Learning for humans

64K starsJun 12, 2026 pushml-automationPythonMachine Learning
$ npx skills add keras-team/keras
#15

Yolov5

Similarity 77Trust 87Excellent 100

Ultralytics YOLOv5 in PyTorch > ONNX > CoreML > TFLite

58K starsJun 12, 2026 pushml-automationPythonMachine Learning
$ npx skills add ultralytics/yolov5
#16

Supervision

Similarity 77Trust 87Excellent 100

We write your reusable computer vision tools. 💜

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

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.