Alternatives

Supervision alternatives for AI agents.

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

Current skill

Supervision

We write your reusable computer vision tools. 💜

100
Quality
95
Trust
44K
Stars
#1

Kornia

Similarity 156Trust 95Excellent 100

🐍 Geometric Computer Vision Library for Spatial AI

11K starsJun 15, 2026 pushml-automationPythonMachine Learning
$ npx skills add kornia/kornia
#2

Sahi

Similarity 155Trust 96Excellent 100

Framework agnostic sliced/tiled inference + interactive ui + error analysis plots

5.3K starsJun 8, 2026 pushml-automationPythonMachine Learning
$ npx skills add obss/sahi
#3

Ultralytics

Similarity 149Trust 92Excellent 100

Ultralytics YOLO 🚀

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

Transformers

Similarity 142Trust 98Excellent 100

🤗 Transformers: the model-definition framework for state-of-the-art machine learning models in text, vision, audio, and multimodal models, for both inference and training.

162K starsJun 16, 2026 pushml-automationPythonMachine Learning
$ npx skills add huggingface/transformers
#5

Datasets

Similarity 142Trust 98Excellent 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
#6

Pytorch Grad Cam

Similarity 141Trust 98Excellent 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
#7

Ludwig

Similarity 141Trust 98Excellent 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
#8

Smile

Similarity 140Trust 91Excellent 100

Statistical Machine Intelligence & Learning Engine

6.4K starsJun 18, 2026 pushml-automationJavaMachine Learning
$ npx skills add haifengl/smile
#9

Autogluon

Similarity 140Trust 95Excellent 100

Fast and Accurate ML in 3 Lines of Code

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

Rf Detr

Similarity 140Trust 96Excellent 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
#11

Nerfstudio

Similarity 138Trust 90Excellent 96

A collaboration friendly studio for NeRFs

12K starsJul 29, 2025 pushml-automationPythonMachine Learning
$ npx skills add nerfstudio-project/nerfstudio
#12

D2l Zh

Similarity 138Trust 88Excellent 89

《动手学深度学习》:面向中文读者、能运行、可讨论。中英文版被70多个国家的500多所大学用于教学。

78K starsJul 30, 2024 pushml-automationPythonMachine Learning
$ npx skills add d2l-ai/d2l-zh
#13

Ignite

Similarity 138Trust 94Excellent 100

High-level library to help with training and evaluating neural networks in PyTorch flexibly and transparently.

4.8K starsJun 17, 2026 pushml-automationPythonMachine Learning
$ npx skills add pytorch/ignite
#14

Pytorch Forecasting

Similarity 138Trust 93Excellent 100

Time series forecasting with PyTorch

4.9K starsJun 17, 2026 pushml-automationPythonMachine Learning
$ npx skills add sktime/pytorch-forecasting
#15

Ml Road

Similarity 138Trust 92Excellent 100

Machine Learning and Agentic AI Resources, Practice and Research

4.8K starsApr 20, 2026 pushml-automationPythonMachine Learning
$ npx skills add yanshengjia/ml-road
#16

Huggingface Hub

Similarity 138Trust 93Excellent 100

The official Python client for the Hugging Face Hub.

3.7K starsJun 16, 2026 pushml-automationPythonMachine Learning
$ npx skills add huggingface/huggingface_hub

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 Supervision 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.