#1
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/VLMEvalKitAlternatives
SPANet alternatives for AI agents.
Compare similar skills by workflow fit, trust score, quality, GitHub adoption, maintenance, and install readiness.
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SPANet
Spatial Attentive Single-Image Deraining with a High Quality Real Rain Dataset (CVPR'19)
45
Quality
69
Trust
228
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#2
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
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
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
3D Computer Vision Framework
3.5K starsAug 12, 2026 pushrobotics-iotC++Computer Vision
$ npx skills add alicevision/AliceVision#6
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
12 Weeks, 24 Lessons, AI for All!
48K starsJun 11, 2026 pushml-automationJupyter NotebookMachine Learning
$ npx skills add microsoft/AI-For-Beginners#8
The fastai deep learning library
28K starsMay 20, 2026 pushml-automationJupyter NotebookMachine Learning
$ npx skills add fastai/fastai#9
Containers for machine learning
9.4K starsJun 12, 2026 pushml-automationGoMachine Learning
$ npx skills add replicate/cog#10
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
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
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
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
Deep Learning for humans
64K starsJun 12, 2026 pushml-automationPythonMachine Learning
$ npx skills add keras-team/keras#15
Ultralytics YOLOv5 in PyTorch > ONNX > CoreML > TFLite
58K starsJun 12, 2026 pushml-automationPythonMachine Learning
$ npx skills add ultralytics/yolov5#16
We write your reusable computer vision tools. 💜
44K starsJun 16, 2026 pushml-automationPythonMachine Learning
$ npx skills add roboflow/supervisionHow 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.