Alternatives

Chug alternatives for AI agents.

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

Current skill

Chug

Minimal sharded dataset loaders, decoders, and utils for multi-modal document, image, and text datasets.

48
Quality
72
Trust
162
Stars
#1

Datasets

Similarity 91Trust 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
#2

Supervision

Similarity 83Trust 92Excellent 100

We write your reusable computer vision tools. 💜

44K starsJun 16, 2026 pushml-automationPythonMachine Learning
$ npx skills add roboflow/supervision
#3

Ultralytics

Similarity 83Trust 88Excellent 100

Ultralytics YOLO 🚀

58K starsJun 16, 2026 pushml-automationPythonMachine Learning
$ npx skills add ultralytics/ultralytics
#4

Vision

Similarity 82Trust 92Excellent 100

Datasets, Transforms and Models specific to Computer Vision

18K starsJun 15, 2026 pushml-automationPythonMachine Learning
$ npx skills add pytorch/vision
#5

Pytorch Grad Cam

Similarity 82Trust 93Excellent 100

Advanced AI Explainability for computer vision. Support for CNNs, Vision Transformers, Classification, Object detection, Segmentation, Image similarity and more.

13K starsJun 14, 2026 pushml-automationPythonMachine Learning
$ npx skills add jacobgil/pytorch-grad-cam
#6

Ludwig

Similarity 82Trust 93Excellent 100

Low-code framework for building custom LLMs, neural networks, and other AI models

12K starsJun 15, 2026 pushml-automationPythonMachine Learning
$ npx skills add ludwig-ai/ludwig
#7

Skypilot

Similarity 82Trust 93Excellent 100

Run, manage, and scale AI workloads on any AI infrastructure. Use one system to access & manage all AI compute (Kubernetes, Slurm, 20+ clouds, on-prem).

10K starsJun 16, 2026 pushml-automationPythonMachine Learning
$ npx skills add skypilot-org/skypilot
#8

Autogluon

Similarity 81Trust 92Excellent 100

Fast and Accurate ML in 3 Lines of Code

10K starsJun 15, 2026 pushml-automationPythonMachine Learning
$ npx skills add autogluon/autogluon
#9

Kornia

Similarity 81Trust 91Excellent 100

🐍 Geometric Computer Vision Library for Spatial AI

11K starsJun 15, 2026 pushml-automationPythonMachine Learning
$ npx skills add kornia/kornia
#10

Fiftyone

Similarity 81Trust 91Excellent 100

Refine high-quality datasets and visual AI models

11K starsJun 16, 2026 pushcoding-agentsPythonDeveloper Tools
$ npx skills add voxel51/fiftyone
#11

Meshroom

Similarity 81Trust 88Excellent 100

Node-based Visual Programming Toolbox

13K starsJun 17, 2026 pushautomationPythonWorkflow
$ npx skills add alicevision/Meshroom
#12

Rf Detr

Similarity 81Trust 92Excellent 100

RF-DETR is a real-time object detection and segmentation model architecture developed by Roboflow, SOTA on COCO, designed for fine-tuning. [ICLR 2026]

7.8K starsJun 15, 2026 pushml-automationPythonMachine Learning
$ npx skills add roboflow/rf-detr
#13

AI For Beginners

Similarity 77Trust 92Excellent 100

12 Weeks, 24 Lessons, AI for All!

48K starsJun 11, 2026 pushml-automationJupyter NotebookMachine Learning
$ npx skills add microsoft/AI-For-Beginners
#14

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
#15

Paddle

Similarity 77Trust 93Excellent 100

PArallel Distributed Deep LEarning: Machine Learning Framework from Industrial Practice (『飞桨』核心框架,深度学习&机器学习高性能单机、分布式训练和跨平台部署)

24K starsJun 16, 2026 pushml-automationC++Machine Learning
$ npx skills add PaddlePaddle/Paddle
#16

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

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 Chug 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.