Alternatives

Robustness alternatives for AI agents.

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

Current skill

Robustness

Corruption and Perturbation Robustness (ICLR 2019)

71
Quality
79
Trust
1.2K
Stars
#1

Lightly

Similarity 146Trust 93Excellent 100

A python library for self-supervised learning on images.

3.8K starsJun 15, 2026 pushrobotics-iotPythonComputer Vision
$ npx skills add lightly-ai/lightly
#2

Raster Vision

Similarity 145Trust 96Excellent 100

An open source library and framework for deep learning on satellite and aerial imagery.

2.2K starsJun 4, 2026 pushrobotics-iotPythonComputer Vision
$ npx skills add azavea/raster-vision
#3

Semi Supervised Learning

Similarity 144Trust 93Excellent 100

A Unified Semi-Supervised Learning Codebase (NeurIPS'22)

1.6K starsJun 6, 2026 pushrobotics-iotPythonComputer Vision
$ npx skills add microsoft/Semi-supervised-learning
#4

Mmengine

Similarity 142Trust 89Excellent 93

OpenMMLab Foundational Library for Training Deep Learning Models

1.5K starsDec 23, 2025 pushrobotics-iotPythonComputer Vision
$ npx skills add open-mmlab/mmengine
#5

Ml Course

Similarity 139Trust 91Excellent 100

Open Machine Learning course

3.5K starsMay 4, 2026 pushrobotics-iotJupyter NotebookComputer Vision
$ npx skills add girafe-ai/ml-course
#6

Torchgeo

Similarity 138Trust 96Excellent 100

TorchGeo: datasets, samplers, transforms, and pre-trained models for geospatial data

4.1K starsJun 15, 2026 pushrobotics-iotPythonComputer Vision
$ npx skills add torchgeo/torchgeo
#7

Neural Photo Editor

Similarity 137Trust 79Strong 74

A simple interface for editing natural photos with generative neural networks.

2.1K starsMar 22, 2017 pushrobotics-iotPythonComputer Vision
$ npx skills add ajbrock/Neural-Photo-Editor
#8

Talking Head Anime Demo

Similarity 137Trust 79Strong 73

Demo for the "Talking Head Anime from a Single Image."

2.0K starsJun 29, 2022 pushrobotics-iotPythonComputer Vision
$ npx skills add pkhungurn/talking-head-anime-demo
#9

Dassl.Pytorch

Similarity 137Trust 82Strong 72

A PyTorch toolbox for domain generalization, domain adaptation and semi-supervised learning.

1.4K starsNov 3, 2023 pushrobotics-iotPythonComputer Vision
$ npx skills add KaiyangZhou/Dassl.pytorch
#10

Pruna

Similarity 136Trust 96Excellent 100

Pruna is a model optimization framework built for developers, enabling you to deliver faster, more efficient models with minimal overhead.

1.2K starsJun 15, 2026 pushrobotics-iotPythonComputer Vision
$ npx skills add PrunaAI/pruna
#11

Talking Head Anime 2 Demo

Similarity 136Trust 82Strong 71

Demo programs for the Talking Head Anime from a Single Image 2: More Expressive project.

1.2K starsJun 29, 2022 pushrobotics-iotPythonComputer Vision
$ npx skills add pkhungurn/talking-head-anime-2-demo
#12

TorchSSL

Similarity 136Trust 79Strong 72

A PyTorch-based library for semi-supervised learning (NeurIPS'21)

1.4K starsAug 28, 2023 pushrobotics-iotPythonComputer Vision
$ npx skills add TorchSSL/TorchSSL
#13

Ml Cvnets

Similarity 135Trust 75Promising 68

CVNets: A library for training computer vision networks

2.0K starsOct 30, 2023 pushrobotics-iotPythonComputer Vision
$ npx skills add apple/ml-cvnets
#14

SiamMask

Similarity 132Trust 85Strong 76

[CVPR19/TPAMI23] SiamMask: A Framework for Fast Online Object Tracking and Segmentation

3.5K starsFeb 14, 2025 pushrobotics-iotPythonComputer Vision
$ npx skills add foolwood/SiamMask
#15

Open Flamingo

Similarity 132Trust 82Strong 77

An open-source framework for training large multimodal models.

4.1K starsAug 31, 2024 pushrobotics-iotPythonComputer Vision
$ npx skills add mlfoundations/open_flamingo
#16

Openvino Notebooks

Similarity 132Trust 93Excellent 100

📚 Jupyter notebook tutorials for OpenVINO™

3.2K starsJun 14, 2026 pushrobotics-iotJupyter NotebookComputer Vision
$ npx skills add openvinotoolkit/openvino_notebooks

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 Robustness 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.