Alternatives

Smile alternatives for AI agents.

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

Current skill

Smile

Statistical Machine Intelligence & Learning Engine

100
Quality
91
Trust
6.4K
Stars
#1

Supervision

Similarity 144Trust 95Excellent 100

We write your reusable computer vision tools. 💜

44K starsJun 16, 2026 pushml-automationPythonMachine Learning
$ npx skills add roboflow/supervision
#2

Ludwig

Similarity 143Trust 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
#3

Autogluon

Similarity 142Trust 95Excellent 100

Fast and Accurate ML in 3 Lines of Code

10K starsJun 15, 2026 pushml-automationPythonMachine Learning
$ npx skills add autogluon/autogluon
#4

Pycaret

Similarity 141Trust 93Excellent 100

Open-source, low-code AutoML platform for Python. PyCaret 4.0: sklearn-native engine + React control plane.

9.8K starsJun 12, 2026 pushml-automationPythonMachine Learning
$ npx skills add pycaret/pycaret
#5

Machine Learning With Python

Similarity 141Trust 85Strong 76

Practice and tutorial-style notebooks covering wide variety of machine learning techniques

3.3K starsMay 22, 2023 pushml-automationJupyter NotebookMachine Learning
$ npx skills add tirthajyoti/Machine-Learning-with-Python
#6

FLAML

Similarity 140Trust 95Excellent 100

A fast library for AutoML and tuning. Join our Discord: https://discord.gg/Cppx2vSPVP.

4.4K starsJun 15, 2026 pushml-automationJupyter NotebookMachine Learning
$ npx skills add microsoft/FLAML
#7

Orange3

Similarity 140Trust 91Excellent 100

🍊 :bar_chart: :bulb: Orange: Interactive data analysis

5.6K starsMay 25, 2026 pushml-automationPythonMachine Learning
$ npx skills add biolab/orange3
#8

D2l En

Similarity 138Trust 86Strong 81

Interactive deep learning book with multi-framework code, math, and discussions. Adopted at 500 universities from 70 countries including Stanford, MIT, Harvard, and Cambridge.

29K starsAug 18, 2024 pushml-automationPythonMachine Learning
$ npx skills add d2l-ai/d2l-en
#9

Ray

Similarity 136Trust 98Excellent 100

Ray is an AI compute engine. Ray consists of a core distributed runtime and a set of AI Libraries for accelerating ML workloads.

43K starsJun 16, 2026 pushml-automationPythonMachine Learning
$ npx skills add ray-project/ray
#10

Pytorch Lightning

Similarity 136Trust 98Excellent 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
#11

Keras

Similarity 136Trust 96Excellent 100

Deep Learning for humans

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

AI For Beginners

Similarity 136Trust 96Excellent 100

12 Weeks, 24 Lessons, AI for All!

48K starsJun 11, 2026 pushml-automationJupyter NotebookMachine Learning
$ npx skills add microsoft/AI-For-Beginners
#13

Mediapipe

Similarity 136Trust 96Excellent 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
#14

Computervision Recipes

Similarity 136Trust 84Strong 80

Best Practices, code samples, and documentation for Computer Vision.

9.9K starsFeb 16, 2024 pushml-automationJupyter NotebookMachine Learning
$ npx skills add microsoft/computervision-recipes
#15

SpaCy

Similarity 136Trust 95Excellent 100

💫 Industrial-strength Natural Language Processing (NLP) in Python

34K starsMay 19, 2026 pushml-automationPythonMachine Learning
$ npx skills add explosion/spaCy
#16

Datasets

Similarity 136Trust 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

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 Smile 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.